2023-11-26 12:06:30,454 - mmseg - INFO - Multi-processing start method is `None` 2023-11-26 12:06:30,459 - mmseg - INFO - OpenCV num_threads is `128 2023-11-26 12:06:30,459 - mmseg - INFO - OMP num threads is 1 2023-11-26 12:06:30,580 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.17 (default, Jul 5 2023, 21:04:15) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/petrelfs/share/cuda-11.3 NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: gcc (GCC) 7.5.0 PyTorch: 1.12.0 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.13.0 OpenCV: 4.8.0 MMCV: 1.5.0 MMCV Compiler: GCC 7.5 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+21ff786 ------------------------------------------------------------ 2023-11-26 12:06:30,580 - mmseg - INFO - Distributed training: True 2023-11-26 12:06:31,515 - mmseg - INFO - Config: num_things_classes = 100 num_stuff_classes = 50 num_classes = 150 norm_cfg = dict(type='SyncBN', requires_grad=True) model = dict( type='EncoderDecoderMask2Former', pretrained=None, backbone=dict( type='Flash_InternImage_nsmx', core_op='FlashDCNv3', channels=64, depths=[4, 4, 18, 4], groups=[4, 8, 16, 32], mlp_ratio=4.0, drop_path_rate=0.2, norm_layer='LN', layer_scale=1.0, offset_scale=1.0, post_norm=False, with_cp=False, with_dw=False, out_indices=(0, 1, 2, 3), init_cfg=dict( type='Pretrained', checkpoint= '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_t_1k_224_nosmx/ckpt_epoch_ema_best.pth' )), decode_head=dict( type='Mask2FormerHead', in_channels=[64, 128, 256, 512], feat_channels=256, out_channels=256, in_index=[0, 1, 2, 3], num_things_classes=100, num_stuff_classes=50, num_queries=100, 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=1024, 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 = (512, 512) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', reduce_zero_label=True), dict(type='Resize', img_scale=(2048, 512), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 512), 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=(512, 512), 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=(2048, 512), 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=(2048, 512), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 512), 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=(512, 512), 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=(2048, 512), 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=(2048, 512), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='ResizeToMultiple', size_divisor=32), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) log_config = dict( interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] cudnn_benchmark = True optimizer = dict( type='AdamW', lr=0.0001, weight_decay=0.05, constructor='CustomLayerDecayOptimizerConstructor', paramwise_cfg=dict( num_layers=30, layer_decay_rate=0.9, depths=[4, 4, 18, 4])) optimizer_config = dict(grad_clip=dict(max_norm=0.01, norm_type=2)) lr_config = dict( policy='poly', warmup='linear', warmup_iters=1500, warmup_ratio=1e-06, power=1.0, min_lr=0.0, by_epoch=False) runner = dict(type='IterBasedRunner', max_iters=160000) checkpoint_config = dict(by_epoch=False, interval=5000, max_keep_ckpts=1) evaluation = dict( interval=5000, metric='mIoU', pre_eval=True, save_best='mIoU') pretrained = '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_t_1k_224_nosmx/ckpt_epoch_ema_best.pth' work_dir = './work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw' gpu_ids = range(0, 8) auto_resume = False 2023-11-26 12:06:36,191 - mmseg - INFO - Set random seed to 1606445577, deterministic: False 2023-11-26 12:06:36,192 - mmseg - INFO - using core type: FlashDCNv3 2023-11-26 12:06:36,194 - mmseg - INFO - using activation layer: GELU 2023-11-26 12:06:36,194 - mmseg - INFO - using main norm layer: LN 2023-11-26 12:06:36,194 - mmseg - INFO - using dpr: linear, 0.2 2023-11-26 12:06:36,194 - mmseg - INFO - level2_post_norm: False 2023-11-26 12:06:36,194 - mmseg - INFO - level2_post_norm_block_ids: None 2023-11-26 12:06:36,194 - mmseg - INFO - res_post_norm: False 2023-11-26 12:06:36,919 - mmseg - INFO - load checkpoint from local path: /mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_t_1k_224_nosmx/ckpt_epoch_ema_best.pth 2023-11-26 12:06:37,967 - mmseg - INFO - _IncompatibleKeys(missing_keys=['levels.0.blocks.0.gamma1', 'levels.0.blocks.0.gamma2', 'levels.0.blocks.1.gamma1', 'levels.0.blocks.1.gamma2', 'levels.0.blocks.2.gamma1', 'levels.0.blocks.2.gamma2', 'levels.0.blocks.3.gamma1', 'levels.0.blocks.3.gamma2', 'levels.1.blocks.0.gamma1', 'levels.1.blocks.0.gamma2', 'levels.1.blocks.1.gamma1', 'levels.1.blocks.1.gamma2', 'levels.1.blocks.2.gamma1', 'levels.1.blocks.2.gamma2', 'levels.1.blocks.3.gamma1', 'levels.1.blocks.3.gamma2', 'levels.2.blocks.0.gamma1', 'levels.2.blocks.0.gamma2', 'levels.2.blocks.1.gamma1', 'levels.2.blocks.1.gamma2', 'levels.2.blocks.2.gamma1', 'levels.2.blocks.2.gamma2', 'levels.2.blocks.3.gamma1', 'levels.2.blocks.3.gamma2', 'levels.2.blocks.4.gamma1', 'levels.2.blocks.4.gamma2', 'levels.2.blocks.5.gamma1', 'levels.2.blocks.5.gamma2', 'levels.2.blocks.6.gamma1', 'levels.2.blocks.6.gamma2', 'levels.2.blocks.7.gamma1', 'levels.2.blocks.7.gamma2', 'levels.2.blocks.8.gamma1', 'levels.2.blocks.8.gamma2', 'levels.2.blocks.9.gamma1', 'levels.2.blocks.9.gamma2', 'levels.2.blocks.10.gamma1', 'levels.2.blocks.10.gamma2', 'levels.2.blocks.11.gamma1', 'levels.2.blocks.11.gamma2', 'levels.2.blocks.12.gamma1', 'levels.2.blocks.12.gamma2', 'levels.2.blocks.13.gamma1', 'levels.2.blocks.13.gamma2', 'levels.2.blocks.14.gamma1', 'levels.2.blocks.14.gamma2', 'levels.2.blocks.15.gamma1', 'levels.2.blocks.15.gamma2', 'levels.2.blocks.16.gamma1', 'levels.2.blocks.16.gamma2', 'levels.2.blocks.17.gamma1', 'levels.2.blocks.17.gamma2', 'levels.3.blocks.0.gamma1', 'levels.3.blocks.0.gamma2', 'levels.3.blocks.1.gamma1', 'levels.3.blocks.1.gamma2', 'levels.3.blocks.2.gamma1', 'levels.3.blocks.2.gamma2', 'levels.3.blocks.3.gamma1', 'levels.3.blocks.3.gamma2'], 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([32, 3, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv1.bias - torch.Size([32]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.weight - torch.Size([32]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.bias - torch.Size([32]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.weight - torch.Size([64, 32, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.gamma1 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.0.gamma2 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.0.norm1.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm1.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.weight - torch.Size([108, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.bias - torch.Size([108]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.output_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.weight - torch.Size([256, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc2.weight - torch.Size([64, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.gamma1 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.1.gamma2 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.1.norm1.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm1.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.weight - torch.Size([108, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.bias - torch.Size([108]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.output_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.weight - torch.Size([256, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc2.weight - torch.Size([64, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.gamma1 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.2.gamma2 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.2.norm1.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm1.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.weight - torch.Size([108, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.bias - torch.Size([108]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.output_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([256, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([64, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.gamma1 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.3.gamma2 - torch.Size([64]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([108, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([108]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([64, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([256, 64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([64, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.norm.0.weight - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.norm.0.bias - torch.Size([64]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.conv.weight - torch.Size([128, 64, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.gamma1 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.0.gamma2 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([216, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([216]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([512, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([128, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.gamma1 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.1.gamma2 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([216, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([216]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([512, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([128, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.gamma1 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.2.gamma2 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([216, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([216]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([512, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([128, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.gamma1 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.3.gamma2 - torch.Size([128]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([216, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([216]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([128, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([512, 128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([128, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.norm.0.weight - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.norm.0.bias - torch.Size([128]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.conv.weight - torch.Size([256, 128, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.0.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.1.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.2.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.3.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.4.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.5.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.6.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.7.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.8.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.9.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.10.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.11.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.12.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.13.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.14.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.15.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.16.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.gamma1 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.17.gamma2 - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([432, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([432]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.norm.0.weight - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.norm.0.bias - torch.Size([256]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.conv.weight - torch.Size([512, 256, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.gamma1 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.0.gamma2 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([864, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([864]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([2048, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([512, 2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.gamma1 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.1.gamma2 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([864, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([864]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([2048, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([512, 2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.gamma1 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.2.gamma2 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([864, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([864]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([2048, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([512, 2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.gamma1 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.3.gamma2 - torch.Size([512]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([864, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([864]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([512, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([2048, 512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([512, 2048]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.norm.0.weight - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.norm.0.bias - torch.Size([512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx decode_head.pixel_decoder.input_convs.0.conv.weight - torch.Size([256, 512, 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, 256, 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, 128, 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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([1024, 256]): Initialized by user-defined `init_weights` in Mask2FormerHead decode_head.pixel_decoder.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([1024]): 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, 1024]): 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, 64, 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([100, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.query_feat.weight - torch.Size([100, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.level_embed.weight - torch.Size([3, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.cls_embed.weight - torch.Size([151, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.cls_embed.bias - torch.Size([151]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.4.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former decode_head.mask_embed.4.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former 2023-11-26 12:06:39,132 - mmseg - INFO - Loaded 20210 images 2023-11-26 12:06:40,436 - mmseg - INFO - {'num_layers': 30, 'layer_decay_rate': 0.9, 'depths': [4, 4, 18, 4]} 2023-11-26 12:06:40,436 - mmseg - INFO - Build CustomLayerDecayOptimizerConstructor 0.900000 - 32 2023-11-26 12:06:40,441 - 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": 0.038152042447694615, "lr": 3.815204244769462e-06, "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": 0.038152042447694615, "lr": 3.815204244769462e-06, "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.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": 0.04239115827521624, "lr": 4.239115827521624e-06, "weight_decay": 0.0 }, "layer_1_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask.weight" ], "lr_scale": 0.04239115827521624, "lr": 4.239115827521624e-06, "weight_decay": 0.05 }, "layer_1_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask.bias" ], "lr_scale": 0.04239115827521624, "lr": 4.239115827521624e-06, "weight_decay": 0.0 }, "layer_1_decay": { "param_names": [ "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": 0.04239115827521624, "lr": 4.239115827521624e-06, "weight_decay": 0.05 }, "layer_2_no_decay": { "param_names": [ "backbone.levels.0.blocks.1.gamma1", "backbone.levels.0.blocks.1.gamma2", "backbone.levels.0.blocks.1.norm1.0.weight", "backbone.levels.0.blocks.1.norm1.0.bias", "backbone.levels.0.blocks.1.dcn.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": 0.047101286972462485, "lr": 4.710128697246249e-06, "weight_decay": 0.0 }, "layer_2_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask.weight" ], "lr_scale": 0.047101286972462485, "lr": 4.710128697246249e-06, "weight_decay": 0.05 }, "layer_2_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask.bias" ], "lr_scale": 0.047101286972462485, "lr": 4.710128697246249e-06, "weight_decay": 0.0 }, "layer_2_decay": { "param_names": [ "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": 0.047101286972462485, "lr": 4.710128697246249e-06, "weight_decay": 0.05 }, "layer_3_no_decay": { "param_names": [ "backbone.levels.0.blocks.2.gamma1", "backbone.levels.0.blocks.2.gamma2", "backbone.levels.0.blocks.2.norm1.0.weight", "backbone.levels.0.blocks.2.norm1.0.bias", "backbone.levels.0.blocks.2.dcn.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": 0.05233476330273609, "lr": 5.23347633027361e-06, "weight_decay": 0.0 }, "layer_3_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.2.dcn.offset_mask.weight" ], "lr_scale": 0.05233476330273609, "lr": 5.23347633027361e-06, "weight_decay": 0.05 }, "layer_3_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.2.dcn.offset_mask.bias" ], "lr_scale": 0.05233476330273609, "lr": 5.23347633027361e-06, "weight_decay": 0.0 }, "layer_3_decay": { "param_names": [ "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": 0.05233476330273609, "lr": 5.23347633027361e-06, "weight_decay": 0.05 }, "layer_4_no_decay": { "param_names": [ "backbone.levels.0.blocks.3.gamma1", "backbone.levels.0.blocks.3.gamma2", "backbone.levels.0.blocks.3.norm1.0.weight", "backbone.levels.0.blocks.3.norm1.0.bias", "backbone.levels.0.blocks.3.dcn.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": 0.058149737003040096, "lr": 5.8149737003040096e-06, "weight_decay": 0.0 }, "layer_4_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.3.dcn.offset_mask.weight" ], "lr_scale": 0.058149737003040096, "lr": 5.8149737003040096e-06, "weight_decay": 0.05 }, "layer_4_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.3.dcn.offset_mask.bias" ], "lr_scale": 0.058149737003040096, "lr": 5.8149737003040096e-06, "weight_decay": 0.0 }, "layer_4_decay": { "param_names": [ "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": 0.058149737003040096, "lr": 5.8149737003040096e-06, "weight_decay": 0.05 }, "layer_5_no_decay": { "param_names": [ "backbone.levels.0.norm.0.weight", "backbone.levels.0.norm.0.bias", "backbone.levels.0.downsample.norm.1.weight", "backbone.levels.0.downsample.norm.1.bias", "backbone.levels.1.blocks.0.gamma1", "backbone.levels.1.blocks.0.gamma2", "backbone.levels.1.blocks.0.norm1.0.weight", "backbone.levels.1.blocks.0.norm1.0.bias", "backbone.levels.1.blocks.0.dcn.value_proj.bias", "backbone.levels.1.blocks.0.norm2.0.weight", "backbone.levels.1.blocks.0.norm2.0.bias", "backbone.levels.1.blocks.0.mlp.fc1.bias" ], "lr_scale": 0.06461081889226677, "lr": 6.4610818892266776e-06, "weight_decay": 0.0 }, "layer_5_decay": { "param_names": [ "backbone.levels.0.downsample.conv.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": 0.06461081889226677, "lr": 6.4610818892266776e-06, "weight_decay": 0.05 }, "layer_5_decay_offset_lr_scale": { "param_names": [ "backbone.levels.1.blocks.0.dcn.offset_mask.weight" ], "lr_scale": 0.06461081889226677, "lr": 6.4610818892266776e-06, "weight_decay": 0.05 }, "layer_5_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.1.blocks.0.dcn.offset_mask.bias" ], "lr_scale": 0.06461081889226677, "lr": 6.4610818892266776e-06, "weight_decay": 0.0 }, "layer_6_no_decay": { "param_names": [ "backbone.levels.1.blocks.1.gamma1", "backbone.levels.1.blocks.1.gamma2", "backbone.levels.1.blocks.1.norm1.0.weight", "backbone.levels.1.blocks.1.norm1.0.bias", "backbone.levels.1.blocks.1.dcn.value_proj.bias", "backbone.levels.1.blocks.1.norm2.0.weight", "backbone.levels.1.blocks.1.norm2.0.bias", "backbone.levels.1.blocks.1.mlp.fc1.bias" ], "lr_scale": 0.0717897987691853, "lr": 7.178979876918531e-06, "weight_decay": 0.0 }, "layer_6_decay_offset_lr_scale": { "param_names": [ "backbone.levels.1.blocks.1.dcn.offset_mask.weight" ], "lr_scale": 0.0717897987691853, "lr": 7.178979876918531e-06, "weight_decay": 0.05 }, "layer_6_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.1.blocks.1.dcn.offset_mask.bias" ], "lr_scale": 0.0717897987691853, "lr": 7.178979876918531e-06, "weight_decay": 0.0 }, "layer_6_decay": { "param_names": [ "backbone.levels.1.blocks.1.dcn.value_proj.weight", "backbone.levels.1.blocks.1.dcn.output_proj.weight", "backbone.levels.1.blocks.1.mlp.fc1.weight", 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"layer_7_decay": { "param_names": [ "backbone.levels.1.blocks.2.dcn.value_proj.weight", "backbone.levels.1.blocks.2.dcn.output_proj.weight", "backbone.levels.1.blocks.2.mlp.fc1.weight", "backbone.levels.1.blocks.2.mlp.fc2.weight" ], "lr_scale": 0.07976644307687256, "lr": 7.976644307687255e-06, "weight_decay": 0.05 }, "layer_8_no_decay": { "param_names": [ "backbone.levels.1.blocks.3.gamma1", "backbone.levels.1.blocks.3.gamma2", "backbone.levels.1.blocks.3.norm1.0.weight", "backbone.levels.1.blocks.3.norm1.0.bias", "backbone.levels.1.blocks.3.dcn.value_proj.bias", "backbone.levels.1.blocks.3.norm2.0.weight", "backbone.levels.1.blocks.3.norm2.0.bias", "backbone.levels.1.blocks.3.mlp.fc1.bias" ], "lr_scale": 0.08862938119652507, "lr": 8.862938119652508e-06, "weight_decay": 0.0 }, "layer_8_decay_offset_lr_scale": { "param_names": [ "backbone.levels.1.blocks.3.dcn.offset_mask.weight" ], "lr_scale": 0.08862938119652507, "lr": 8.862938119652508e-06, "weight_decay": 0.05 }, 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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 -------------------- 2023-11-26 12:06:40,558 - mmseg - INFO - workflow: [('train', 1)], max: 160000 iters 2023-11-26 12:06:40,558 - mmseg - INFO - Checkpoints will be saved to /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw by HardDiskBackend. 2023-11-26 12:07:37,518 - mmseg - INFO - Iter [50/160000] lr: 1.246e-07, eta: 22:02:15, time: 0.496, data_time: 0.014, memory: 36416, decode.loss_cls: 9.4731, decode.loss_mask: 2.4145, decode.loss_dice: 4.3840, decode.d0.loss_cls: 10.1154, decode.d0.loss_mask: 2.5454, decode.d0.loss_dice: 4.0629, decode.d1.loss_cls: 9.5214, decode.d1.loss_mask: 2.6687, decode.d1.loss_dice: 4.1240, decode.d2.loss_cls: 9.7436, decode.d2.loss_mask: 2.8548, decode.d2.loss_dice: 4.1925, decode.d3.loss_cls: 10.3187, decode.d3.loss_mask: 2.8831, decode.d3.loss_dice: 4.2201, decode.d4.loss_cls: 9.2293, decode.d4.loss_mask: 2.7322, decode.d4.loss_dice: 4.2667, decode.d5.loss_cls: 9.7967, decode.d5.loss_mask: 2.7868, decode.d5.loss_dice: 4.2712, decode.d6.loss_cls: 9.1310, decode.d6.loss_mask: 2.8990, decode.d6.loss_dice: 4.2692, decode.d7.loss_cls: 9.0096, decode.d7.loss_mask: 2.8235, decode.d7.loss_dice: 4.2719, decode.d8.loss_cls: 9.5457, decode.d8.loss_mask: 2.7871, decode.d8.loss_dice: 4.2898, loss: 165.6317, grad_norm: 590.9103 2023-11-26 12:07:56,213 - mmseg - INFO - Iter [100/160000] lr: 2.517e-07, eta: 19:19:10, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 6.0364, decode.loss_mask: 1.9359, decode.loss_dice: 4.4857, decode.d0.loss_cls: 10.1034, decode.d0.loss_mask: 1.7759, decode.d0.loss_dice: 4.0302, decode.d1.loss_cls: 7.4252, decode.d1.loss_mask: 1.7899, decode.d1.loss_dice: 4.1056, decode.d2.loss_cls: 6.3513, decode.d2.loss_mask: 1.7446, decode.d2.loss_dice: 4.2357, decode.d3.loss_cls: 6.2620, decode.d3.loss_mask: 1.8520, decode.d3.loss_dice: 4.3047, decode.d4.loss_cls: 5.9584, decode.d4.loss_mask: 1.8547, decode.d4.loss_dice: 4.3974, decode.d5.loss_cls: 6.0097, decode.d5.loss_mask: 1.9348, decode.d5.loss_dice: 4.3803, decode.d6.loss_cls: 5.8078, decode.d6.loss_mask: 1.9577, decode.d6.loss_dice: 4.4031, decode.d7.loss_cls: 5.8442, decode.d7.loss_mask: 1.9862, decode.d7.loss_dice: 4.4285, decode.d8.loss_cls: 6.0059, decode.d8.loss_mask: 2.0019, decode.d8.loss_dice: 4.4165, loss: 127.8255, grad_norm: 105.7542 2023-11-26 12:08:15,138 - mmseg - INFO - Iter [150/160000] lr: 3.786e-07, eta: 18:28:41, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 5.2939, decode.loss_mask: 1.8156, decode.loss_dice: 4.3647, decode.d0.loss_cls: 10.0964, decode.d0.loss_mask: 1.7197, decode.d0.loss_dice: 3.9847, decode.d1.loss_cls: 5.6467, decode.d1.loss_mask: 1.7136, decode.d1.loss_dice: 4.0432, decode.d2.loss_cls: 5.3351, decode.d2.loss_mask: 1.6533, decode.d2.loss_dice: 4.1193, decode.d3.loss_cls: 5.3317, decode.d3.loss_mask: 1.6901, decode.d3.loss_dice: 4.1397, decode.d4.loss_cls: 5.2976, decode.d4.loss_mask: 1.6636, decode.d4.loss_dice: 4.2053, decode.d5.loss_cls: 5.2780, decode.d5.loss_mask: 1.6846, decode.d5.loss_dice: 4.2329, decode.d6.loss_cls: 5.2629, decode.d6.loss_mask: 1.7429, decode.d6.loss_dice: 4.2778, decode.d7.loss_cls: 5.2554, decode.d7.loss_mask: 1.7619, decode.d7.loss_dice: 4.3164, decode.d8.loss_cls: 5.2754, decode.d8.loss_mask: 1.7772, decode.d8.loss_dice: 4.3351, loss: 117.3147, grad_norm: 64.2690 2023-11-26 12:08:33,588 - mmseg - INFO - Iter [200/160000] lr: 5.055e-07, eta: 17:56:57, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 5.0254, decode.loss_mask: 1.7316, decode.loss_dice: 4.0208, decode.d0.loss_cls: 10.1161, decode.d0.loss_mask: 1.7596, decode.d0.loss_dice: 3.8348, decode.d1.loss_cls: 5.3350, decode.d1.loss_mask: 1.7422, decode.d1.loss_dice: 3.8161, decode.d2.loss_cls: 5.0687, decode.d2.loss_mask: 1.7313, decode.d2.loss_dice: 3.8609, decode.d3.loss_cls: 5.0183, decode.d3.loss_mask: 1.7132, decode.d3.loss_dice: 3.8727, decode.d4.loss_cls: 5.0472, decode.d4.loss_mask: 1.6957, decode.d4.loss_dice: 3.8715, decode.d5.loss_cls: 5.0406, decode.d5.loss_mask: 1.6985, decode.d5.loss_dice: 3.8813, decode.d6.loss_cls: 5.0185, decode.d6.loss_mask: 1.7108, decode.d6.loss_dice: 3.8850, decode.d7.loss_cls: 5.0181, decode.d7.loss_mask: 1.7236, decode.d7.loss_dice: 3.9530, decode.d8.loss_cls: 5.0192, decode.d8.loss_mask: 1.7156, decode.d8.loss_dice: 4.0105, loss: 111.9358, grad_norm: 84.7577 2023-11-26 12:08:52,115 - mmseg - INFO - Iter [250/160000] lr: 6.323e-07, eta: 17:38:35, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 4.8565, decode.loss_mask: 1.7314, decode.loss_dice: 3.6904, decode.d0.loss_cls: 10.1372, decode.d0.loss_mask: 1.7432, decode.d0.loss_dice: 3.7187, decode.d1.loss_cls: 5.1955, decode.d1.loss_mask: 1.7315, decode.d1.loss_dice: 3.6296, decode.d2.loss_cls: 4.9048, decode.d2.loss_mask: 1.7319, decode.d2.loss_dice: 3.6429, decode.d3.loss_cls: 4.8463, decode.d3.loss_mask: 1.7100, decode.d3.loss_dice: 3.6262, decode.d4.loss_cls: 4.8346, decode.d4.loss_mask: 1.7174, decode.d4.loss_dice: 3.6259, decode.d5.loss_cls: 4.8002, decode.d5.loss_mask: 1.7071, decode.d5.loss_dice: 3.6307, decode.d6.loss_cls: 4.8112, decode.d6.loss_mask: 1.7143, decode.d6.loss_dice: 3.6230, decode.d7.loss_cls: 4.8150, decode.d7.loss_mask: 1.7217, decode.d7.loss_dice: 3.6504, decode.d8.loss_cls: 4.8418, decode.d8.loss_mask: 1.7122, decode.d8.loss_dice: 3.6839, loss: 107.7853, grad_norm: 94.0803 2023-11-26 12:09:10,491 - mmseg - INFO - Iter [300/160000] lr: 7.591e-07, eta: 17:24:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 4.5957, decode.loss_mask: 1.6722, decode.loss_dice: 3.4856, decode.d0.loss_cls: 10.1278, decode.d0.loss_mask: 1.7005, decode.d0.loss_dice: 3.6048, decode.d1.loss_cls: 4.9958, decode.d1.loss_mask: 1.6622, decode.d1.loss_dice: 3.4784, decode.d2.loss_cls: 4.7305, decode.d2.loss_mask: 1.6635, decode.d2.loss_dice: 3.4678, decode.d3.loss_cls: 4.6614, decode.d3.loss_mask: 1.6524, decode.d3.loss_dice: 3.4572, decode.d4.loss_cls: 4.6063, decode.d4.loss_mask: 1.6569, decode.d4.loss_dice: 3.4524, decode.d5.loss_cls: 4.5719, decode.d5.loss_mask: 1.6485, decode.d5.loss_dice: 3.4429, decode.d6.loss_cls: 4.5860, decode.d6.loss_mask: 1.6495, decode.d6.loss_dice: 3.4566, decode.d7.loss_cls: 4.5770, decode.d7.loss_mask: 1.6605, decode.d7.loss_dice: 3.4604, decode.d8.loss_cls: 4.5870, decode.d8.loss_mask: 1.6553, decode.d8.loss_dice: 3.4797, loss: 103.4466, grad_norm: 96.6207 2023-11-26 12:09:28,827 - mmseg - INFO - Iter [350/160000] lr: 8.857e-07, eta: 17:14:45, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 4.3827, decode.loss_mask: 1.6318, decode.loss_dice: 3.3427, decode.d0.loss_cls: 10.1408, decode.d0.loss_mask: 1.6799, decode.d0.loss_dice: 3.5020, decode.d1.loss_cls: 4.8397, decode.d1.loss_mask: 1.6193, decode.d1.loss_dice: 3.3383, decode.d2.loss_cls: 4.5812, decode.d2.loss_mask: 1.6216, decode.d2.loss_dice: 3.3264, decode.d3.loss_cls: 4.4958, decode.d3.loss_mask: 1.6097, decode.d3.loss_dice: 3.3106, decode.d4.loss_cls: 4.4075, decode.d4.loss_mask: 1.6163, decode.d4.loss_dice: 3.3073, decode.d5.loss_cls: 4.3624, decode.d5.loss_mask: 1.6172, decode.d5.loss_dice: 3.3029, decode.d6.loss_cls: 4.3616, decode.d6.loss_mask: 1.6243, decode.d6.loss_dice: 3.3059, decode.d7.loss_cls: 4.3484, decode.d7.loss_mask: 1.6257, decode.d7.loss_dice: 3.3178, decode.d8.loss_cls: 4.3692, decode.d8.loss_mask: 1.6277, decode.d8.loss_dice: 3.3359, loss: 99.9528, grad_norm: 98.3724 2023-11-26 12:09:47,255 - mmseg - INFO - Iter [400/160000] lr: 1.012e-06, eta: 17:07:40, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 4.2362, decode.loss_mask: 1.5653, decode.loss_dice: 3.2262, decode.d0.loss_cls: 10.1450, decode.d0.loss_mask: 1.6437, decode.d0.loss_dice: 3.4210, decode.d1.loss_cls: 4.7245, decode.d1.loss_mask: 1.5649, decode.d1.loss_dice: 3.2226, decode.d2.loss_cls: 4.4624, decode.d2.loss_mask: 1.5569, decode.d2.loss_dice: 3.1945, decode.d3.loss_cls: 4.3449, decode.d3.loss_mask: 1.5459, decode.d3.loss_dice: 3.1840, decode.d4.loss_cls: 4.2630, decode.d4.loss_mask: 1.5491, decode.d4.loss_dice: 3.1852, decode.d5.loss_cls: 4.2153, decode.d5.loss_mask: 1.5477, decode.d5.loss_dice: 3.1847, decode.d6.loss_cls: 4.2028, decode.d6.loss_mask: 1.5547, decode.d6.loss_dice: 3.1872, decode.d7.loss_cls: 4.1915, decode.d7.loss_mask: 1.5546, decode.d7.loss_dice: 3.2005, decode.d8.loss_cls: 4.2177, decode.d8.loss_mask: 1.5570, decode.d8.loss_dice: 3.2158, loss: 96.8650, grad_norm: 100.6570 2023-11-26 12:10:05,887 - mmseg - INFO - Iter [450/160000] lr: 1.139e-06, eta: 17:03:18, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 4.0690, decode.loss_mask: 1.5279, decode.loss_dice: 3.0950, decode.d0.loss_cls: 10.1353, decode.d0.loss_mask: 1.6109, decode.d0.loss_dice: 3.3476, decode.d1.loss_cls: 4.6422, decode.d1.loss_mask: 1.5241, decode.d1.loss_dice: 3.1232, decode.d2.loss_cls: 4.3499, decode.d2.loss_mask: 1.5167, decode.d2.loss_dice: 3.0715, decode.d3.loss_cls: 4.2067, decode.d3.loss_mask: 1.5161, decode.d3.loss_dice: 3.0630, decode.d4.loss_cls: 4.1150, decode.d4.loss_mask: 1.5196, decode.d4.loss_dice: 3.0569, decode.d5.loss_cls: 4.0654, decode.d5.loss_mask: 1.5121, decode.d5.loss_dice: 3.0517, decode.d6.loss_cls: 4.0414, decode.d6.loss_mask: 1.5194, decode.d6.loss_dice: 3.0581, decode.d7.loss_cls: 4.0201, decode.d7.loss_mask: 1.5244, decode.d7.loss_dice: 3.0724, decode.d8.loss_cls: 4.0431, decode.d8.loss_mask: 1.5252, decode.d8.loss_dice: 3.0793, loss: 94.0032, grad_norm: 99.4164 2023-11-26 12:10:24,399 - mmseg - INFO - Iter [500/160000] lr: 1.265e-06, eta: 16:59:06, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 3.9762, decode.loss_mask: 1.5071, decode.loss_dice: 2.9791, decode.d0.loss_cls: 10.1330, decode.d0.loss_mask: 1.5836, decode.d0.loss_dice: 3.2760, decode.d1.loss_cls: 4.5500, decode.d1.loss_mask: 1.4987, decode.d1.loss_dice: 3.0293, decode.d2.loss_cls: 4.2645, decode.d2.loss_mask: 1.4945, decode.d2.loss_dice: 2.9679, decode.d3.loss_cls: 4.1256, decode.d3.loss_mask: 1.4965, decode.d3.loss_dice: 2.9637, decode.d4.loss_cls: 4.0254, decode.d4.loss_mask: 1.4956, decode.d4.loss_dice: 2.9538, decode.d5.loss_cls: 3.9758, decode.d5.loss_mask: 1.4953, decode.d5.loss_dice: 2.9584, decode.d6.loss_cls: 3.9346, decode.d6.loss_mask: 1.5016, decode.d6.loss_dice: 2.9635, decode.d7.loss_cls: 3.9391, decode.d7.loss_mask: 1.5030, decode.d7.loss_dice: 2.9619, decode.d8.loss_cls: 3.9416, decode.d8.loss_mask: 1.5086, decode.d8.loss_dice: 2.9655, loss: 91.9691, grad_norm: 106.3037 2023-11-26 12:10:42,854 - mmseg - INFO - Iter [550/160000] lr: 1.392e-06, eta: 16:55:20, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 3.8690, decode.loss_mask: 1.4317, decode.loss_dice: 2.8601, decode.d0.loss_cls: 10.1182, decode.d0.loss_mask: 1.5156, decode.d0.loss_dice: 3.2138, decode.d1.loss_cls: 4.4563, decode.d1.loss_mask: 1.4217, decode.d1.loss_dice: 2.9235, decode.d2.loss_cls: 4.1554, decode.d2.loss_mask: 1.4173, decode.d2.loss_dice: 2.8544, decode.d3.loss_cls: 4.0162, decode.d3.loss_mask: 1.4198, decode.d3.loss_dice: 2.8482, decode.d4.loss_cls: 3.9366, decode.d4.loss_mask: 1.4196, decode.d4.loss_dice: 2.8419, decode.d5.loss_cls: 3.8946, decode.d5.loss_mask: 1.4206, decode.d5.loss_dice: 2.8386, decode.d6.loss_cls: 3.8731, decode.d6.loss_mask: 1.4188, decode.d6.loss_dice: 2.8364, decode.d7.loss_cls: 3.8580, decode.d7.loss_mask: 1.4264, decode.d7.loss_dice: 2.8421, decode.d8.loss_cls: 3.8643, decode.d8.loss_mask: 1.4275, decode.d8.loss_dice: 2.8496, loss: 89.2691, grad_norm: 108.7356 2023-11-26 12:11:01,263 - mmseg - INFO - Iter [600/160000] lr: 1.518e-06, eta: 16:51:56, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 3.8093, decode.loss_mask: 1.4357, decode.loss_dice: 2.7512, decode.d0.loss_cls: 10.1172, decode.d0.loss_mask: 1.5066, decode.d0.loss_dice: 3.1426, decode.d1.loss_cls: 4.4335, decode.d1.loss_mask: 1.4167, decode.d1.loss_dice: 2.8308, decode.d2.loss_cls: 4.0971, decode.d2.loss_mask: 1.4154, decode.d2.loss_dice: 2.7524, decode.d3.loss_cls: 3.9496, decode.d3.loss_mask: 1.4216, decode.d3.loss_dice: 2.7499, decode.d4.loss_cls: 3.8686, decode.d4.loss_mask: 1.4197, decode.d4.loss_dice: 2.7331, decode.d5.loss_cls: 3.8315, decode.d5.loss_mask: 1.4169, decode.d5.loss_dice: 2.7306, decode.d6.loss_cls: 3.8067, decode.d6.loss_mask: 1.4255, decode.d6.loss_dice: 2.7311, decode.d7.loss_cls: 3.7746, decode.d7.loss_mask: 1.4321, decode.d7.loss_dice: 2.7335, decode.d8.loss_cls: 3.7895, decode.d8.loss_mask: 1.4342, decode.d8.loss_dice: 2.7415, loss: 87.6985, grad_norm: 111.8424 2023-11-26 12:11:19,680 - mmseg - INFO - Iter [650/160000] lr: 1.644e-06, eta: 16:49:03, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 3.6481, decode.loss_mask: 1.4039, decode.loss_dice: 2.6447, decode.d0.loss_cls: 10.1074, decode.d0.loss_mask: 1.4739, decode.d0.loss_dice: 3.0555, decode.d1.loss_cls: 4.2934, decode.d1.loss_mask: 1.3896, decode.d1.loss_dice: 2.7256, decode.d2.loss_cls: 3.9630, decode.d2.loss_mask: 1.3853, decode.d2.loss_dice: 2.6464, decode.d3.loss_cls: 3.8079, decode.d3.loss_mask: 1.3862, decode.d3.loss_dice: 2.6366, decode.d4.loss_cls: 3.7159, decode.d4.loss_mask: 1.3864, decode.d4.loss_dice: 2.6303, decode.d5.loss_cls: 3.6840, decode.d5.loss_mask: 1.3826, decode.d5.loss_dice: 2.6268, decode.d6.loss_cls: 3.6600, decode.d6.loss_mask: 1.3912, decode.d6.loss_dice: 2.6216, decode.d7.loss_cls: 3.6296, decode.d7.loss_mask: 1.3987, decode.d7.loss_dice: 2.6395, decode.d8.loss_cls: 3.6485, decode.d8.loss_mask: 1.3982, decode.d8.loss_dice: 2.6332, loss: 85.0140, grad_norm: 112.2407 2023-11-26 12:11:38,014 - mmseg - INFO - Iter [700/160000] lr: 1.770e-06, eta: 16:46:13, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 3.5179, decode.loss_mask: 1.3963, decode.loss_dice: 2.5662, decode.d0.loss_cls: 10.0957, decode.d0.loss_mask: 1.4782, decode.d0.loss_dice: 2.9965, decode.d1.loss_cls: 4.1132, decode.d1.loss_mask: 1.3825, decode.d1.loss_dice: 2.6413, decode.d2.loss_cls: 3.7947, decode.d2.loss_mask: 1.3781, decode.d2.loss_dice: 2.5692, decode.d3.loss_cls: 3.6581, decode.d3.loss_mask: 1.3762, decode.d3.loss_dice: 2.5603, decode.d4.loss_cls: 3.5897, decode.d4.loss_mask: 1.3889, decode.d4.loss_dice: 2.5586, decode.d5.loss_cls: 3.5600, decode.d5.loss_mask: 1.3810, decode.d5.loss_dice: 2.5498, decode.d6.loss_cls: 3.5371, decode.d6.loss_mask: 1.3823, decode.d6.loss_dice: 2.5361, decode.d7.loss_cls: 3.5282, decode.d7.loss_mask: 1.3798, decode.d7.loss_dice: 2.5455, decode.d8.loss_cls: 3.5258, decode.d8.loss_mask: 1.3847, decode.d8.loss_dice: 2.5472, loss: 82.9190, grad_norm: 115.7985 2023-11-26 12:11:56,486 - mmseg - INFO - Iter [750/160000] lr: 1.896e-06, eta: 16:44:13, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 3.5755, decode.loss_mask: 1.3407, decode.loss_dice: 2.5191, decode.d0.loss_cls: 10.0727, decode.d0.loss_mask: 1.4198, decode.d0.loss_dice: 3.0082, decode.d1.loss_cls: 4.1519, decode.d1.loss_mask: 1.3273, decode.d1.loss_dice: 2.6173, decode.d2.loss_cls: 3.8498, decode.d2.loss_mask: 1.3205, decode.d2.loss_dice: 2.5345, decode.d3.loss_cls: 3.7014, decode.d3.loss_mask: 1.3259, decode.d3.loss_dice: 2.5229, decode.d4.loss_cls: 3.6446, decode.d4.loss_mask: 1.3287, decode.d4.loss_dice: 2.5171, decode.d5.loss_cls: 3.6187, decode.d5.loss_mask: 1.3250, decode.d5.loss_dice: 2.5141, decode.d6.loss_cls: 3.5928, decode.d6.loss_mask: 1.3348, decode.d6.loss_dice: 2.5094, decode.d7.loss_cls: 3.5716, decode.d7.loss_mask: 1.3360, decode.d7.loss_dice: 2.5167, decode.d8.loss_cls: 3.5736, decode.d8.loss_mask: 1.3378, decode.d8.loss_dice: 2.5170, loss: 82.5255, grad_norm: 115.9059 2023-11-26 12:12:14,809 - mmseg - INFO - Iter [800/160000] lr: 2.022e-06, eta: 16:41:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 3.4304, decode.loss_mask: 1.2995, decode.loss_dice: 2.3357, decode.d0.loss_cls: 10.0750, decode.d0.loss_mask: 1.3973, decode.d0.loss_dice: 2.8573, decode.d1.loss_cls: 4.0193, decode.d1.loss_mask: 1.3092, decode.d1.loss_dice: 2.4407, decode.d2.loss_cls: 3.6957, decode.d2.loss_mask: 1.2968, decode.d2.loss_dice: 2.3548, decode.d3.loss_cls: 3.5637, decode.d3.loss_mask: 1.2919, decode.d3.loss_dice: 2.3377, decode.d4.loss_cls: 3.4883, decode.d4.loss_mask: 1.2923, decode.d4.loss_dice: 2.3419, decode.d5.loss_cls: 3.4550, decode.d5.loss_mask: 1.2966, decode.d5.loss_dice: 2.3386, decode.d6.loss_cls: 3.4322, decode.d6.loss_mask: 1.3017, decode.d6.loss_dice: 2.3322, decode.d7.loss_cls: 3.4338, decode.d7.loss_mask: 1.2989, decode.d7.loss_dice: 2.3320, decode.d8.loss_cls: 3.4287, decode.d8.loss_mask: 1.3002, decode.d8.loss_dice: 2.3273, loss: 79.1046, grad_norm: 117.8058 2023-11-26 12:12:33,099 - mmseg - INFO - Iter [850/160000] lr: 2.148e-06, eta: 16:39:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 3.2746, decode.loss_mask: 1.3116, decode.loss_dice: 2.2784, decode.d0.loss_cls: 10.0492, decode.d0.loss_mask: 1.4024, decode.d0.loss_dice: 2.8129, decode.d1.loss_cls: 3.8582, decode.d1.loss_mask: 1.3252, decode.d1.loss_dice: 2.3856, decode.d2.loss_cls: 3.5470, decode.d2.loss_mask: 1.3099, decode.d2.loss_dice: 2.3025, decode.d3.loss_cls: 3.4152, decode.d3.loss_mask: 1.3071, decode.d3.loss_dice: 2.2831, decode.d4.loss_cls: 3.3504, decode.d4.loss_mask: 1.3070, decode.d4.loss_dice: 2.2851, decode.d5.loss_cls: 3.3275, decode.d5.loss_mask: 1.3089, decode.d5.loss_dice: 2.2807, decode.d6.loss_cls: 3.3131, decode.d6.loss_mask: 1.3110, decode.d6.loss_dice: 2.2761, decode.d7.loss_cls: 3.2794, decode.d7.loss_mask: 1.3113, decode.d7.loss_dice: 2.2731, decode.d8.loss_cls: 3.2770, decode.d8.loss_mask: 1.3139, decode.d8.loss_dice: 2.2816, loss: 77.3585, grad_norm: 128.3281 2023-11-26 12:12:51,665 - mmseg - INFO - Iter [900/160000] lr: 2.274e-06, eta: 16:38:20, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 3.2688, decode.loss_mask: 1.2401, decode.loss_dice: 2.2542, decode.d0.loss_cls: 10.0340, decode.d0.loss_mask: 1.3295, decode.d0.loss_dice: 2.7920, decode.d1.loss_cls: 3.8543, decode.d1.loss_mask: 1.2440, decode.d1.loss_dice: 2.3525, decode.d2.loss_cls: 3.5474, decode.d2.loss_mask: 1.2278, decode.d2.loss_dice: 2.2676, decode.d3.loss_cls: 3.4183, decode.d3.loss_mask: 1.2317, decode.d3.loss_dice: 2.2513, decode.d4.loss_cls: 3.3554, decode.d4.loss_mask: 1.2382, decode.d4.loss_dice: 2.2498, decode.d5.loss_cls: 3.3212, decode.d5.loss_mask: 1.2317, decode.d5.loss_dice: 2.2458, decode.d6.loss_cls: 3.2969, decode.d6.loss_mask: 1.2324, decode.d6.loss_dice: 2.2408, decode.d7.loss_cls: 3.2920, decode.d7.loss_mask: 1.2393, decode.d7.loss_dice: 2.2427, decode.d8.loss_cls: 3.2683, decode.d8.loss_mask: 1.2387, decode.d8.loss_dice: 2.2485, loss: 76.2555, grad_norm: 116.2134 2023-11-26 12:13:10,078 - mmseg - INFO - Iter [950/160000] lr: 2.399e-06, eta: 16:37:09, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 3.2961, decode.loss_mask: 1.2216, decode.loss_dice: 2.2156, decode.d0.loss_cls: 10.0315, decode.d0.loss_mask: 1.3121, decode.d0.loss_dice: 2.7642, decode.d1.loss_cls: 3.8015, decode.d1.loss_mask: 1.2450, decode.d1.loss_dice: 2.3232, decode.d2.loss_cls: 3.5311, decode.d2.loss_mask: 1.2216, decode.d2.loss_dice: 2.2358, decode.d3.loss_cls: 3.4051, decode.d3.loss_mask: 1.2124, decode.d3.loss_dice: 2.2184, decode.d4.loss_cls: 3.3570, decode.d4.loss_mask: 1.2109, decode.d4.loss_dice: 2.2196, decode.d5.loss_cls: 3.3165, decode.d5.loss_mask: 1.2206, decode.d5.loss_dice: 2.2180, decode.d6.loss_cls: 3.2859, decode.d6.loss_mask: 1.2168, decode.d6.loss_dice: 2.2077, decode.d7.loss_cls: 3.2811, decode.d7.loss_mask: 1.2176, decode.d7.loss_dice: 2.2139, decode.d8.loss_cls: 3.2779, decode.d8.loss_mask: 1.2245, decode.d8.loss_dice: 2.2167, loss: 75.7201, grad_norm: 113.7365 2023-11-26 12:13:28,336 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:13:28,336 - mmseg - INFO - Iter [1000/160000] lr: 2.525e-06, eta: 16:35:22, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 3.1841, decode.loss_mask: 1.2517, decode.loss_dice: 2.1393, decode.d0.loss_cls: 10.0050, decode.d0.loss_mask: 1.3133, decode.d0.loss_dice: 2.6593, decode.d1.loss_cls: 3.7544, decode.d1.loss_mask: 1.2396, decode.d1.loss_dice: 2.2193, decode.d2.loss_cls: 3.4402, decode.d2.loss_mask: 1.2331, decode.d2.loss_dice: 2.1380, decode.d3.loss_cls: 3.2939, decode.d3.loss_mask: 1.2279, decode.d3.loss_dice: 2.1240, decode.d4.loss_cls: 3.2324, decode.d4.loss_mask: 1.2326, decode.d4.loss_dice: 2.1375, decode.d5.loss_cls: 3.2008, decode.d5.loss_mask: 1.2357, decode.d5.loss_dice: 2.1367, decode.d6.loss_cls: 3.1914, decode.d6.loss_mask: 1.2403, decode.d6.loss_dice: 2.1296, decode.d7.loss_cls: 3.1760, decode.d7.loss_mask: 1.2453, decode.d7.loss_dice: 2.1325, decode.d8.loss_cls: 3.1778, decode.d8.loss_mask: 1.2512, decode.d8.loss_dice: 2.1408, loss: 74.0836, grad_norm: 117.2567 2023-11-26 12:13:48,165 - mmseg - INFO - Iter [1050/160000] lr: 2.651e-06, eta: 16:37:42, time: 0.397, data_time: 0.009, memory: 36416, decode.loss_cls: 3.1171, decode.loss_mask: 1.2326, decode.loss_dice: 2.1078, decode.d0.loss_cls: 9.9882, decode.d0.loss_mask: 1.2891, decode.d0.loss_dice: 2.6319, decode.d1.loss_cls: 3.6675, decode.d1.loss_mask: 1.2206, decode.d1.loss_dice: 2.1959, decode.d2.loss_cls: 3.3605, decode.d2.loss_mask: 1.2050, decode.d2.loss_dice: 2.1166, decode.d3.loss_cls: 3.2622, decode.d3.loss_mask: 1.2001, decode.d3.loss_dice: 2.0987, decode.d4.loss_cls: 3.2027, decode.d4.loss_mask: 1.2111, decode.d4.loss_dice: 2.1042, decode.d5.loss_cls: 3.1635, decode.d5.loss_mask: 1.2198, decode.d5.loss_dice: 2.0987, decode.d6.loss_cls: 3.1498, decode.d6.loss_mask: 1.2251, decode.d6.loss_dice: 2.0934, decode.d7.loss_cls: 3.1382, decode.d7.loss_mask: 1.2273, decode.d7.loss_dice: 2.1005, decode.d8.loss_cls: 3.1283, decode.d8.loss_mask: 1.2313, decode.d8.loss_dice: 2.1031, loss: 73.0906, grad_norm: 132.6889 2023-11-26 12:14:08,661 - mmseg - INFO - Iter [1100/160000] lr: 2.776e-06, eta: 16:41:24, time: 0.410, data_time: 0.010, memory: 36416, decode.loss_cls: 3.0835, decode.loss_mask: 1.2390, decode.loss_dice: 2.0822, decode.d0.loss_cls: 9.9533, decode.d0.loss_mask: 1.2958, decode.d0.loss_dice: 2.5955, decode.d1.loss_cls: 3.5805, decode.d1.loss_mask: 1.2387, decode.d1.loss_dice: 2.1596, decode.d2.loss_cls: 3.2781, decode.d2.loss_mask: 1.2344, decode.d2.loss_dice: 2.0854, decode.d3.loss_cls: 3.1808, decode.d3.loss_mask: 1.2263, decode.d3.loss_dice: 2.0673, decode.d4.loss_cls: 3.1387, decode.d4.loss_mask: 1.2309, decode.d4.loss_dice: 2.0801, decode.d5.loss_cls: 3.1102, decode.d5.loss_mask: 1.2285, decode.d5.loss_dice: 2.0670, decode.d6.loss_cls: 3.1029, decode.d6.loss_mask: 1.2302, decode.d6.loss_dice: 2.0633, decode.d7.loss_cls: 3.0847, decode.d7.loss_mask: 1.2340, decode.d7.loss_dice: 2.0634, decode.d8.loss_cls: 3.0872, decode.d8.loss_mask: 1.2327, decode.d8.loss_dice: 2.0725, loss: 72.3265, grad_norm: 131.2692 2023-11-26 12:14:29,411 - mmseg - INFO - Iter [1150/160000] lr: 2.901e-06, eta: 16:45:20, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 3.0269, decode.loss_mask: 1.1990, decode.loss_dice: 2.0158, decode.d0.loss_cls: 9.9459, decode.d0.loss_mask: 1.2630, decode.d0.loss_dice: 2.5389, decode.d1.loss_cls: 3.5556, decode.d1.loss_mask: 1.2264, decode.d1.loss_dice: 2.1089, decode.d2.loss_cls: 3.2499, decode.d2.loss_mask: 1.2070, decode.d2.loss_dice: 2.0335, decode.d3.loss_cls: 3.1421, decode.d3.loss_mask: 1.2001, decode.d3.loss_dice: 2.0078, decode.d4.loss_cls: 3.1014, decode.d4.loss_mask: 1.2005, decode.d4.loss_dice: 2.0154, decode.d5.loss_cls: 3.0732, decode.d5.loss_mask: 1.2040, decode.d5.loss_dice: 2.0122, decode.d6.loss_cls: 3.0512, decode.d6.loss_mask: 1.2023, decode.d6.loss_dice: 2.0084, decode.d7.loss_cls: 3.0305, decode.d7.loss_mask: 1.2068, decode.d7.loss_dice: 2.0177, decode.d8.loss_cls: 3.0241, decode.d8.loss_mask: 1.2080, decode.d8.loss_dice: 2.0155, loss: 71.0922, grad_norm: 123.2632 2023-11-26 12:14:48,698 - mmseg - INFO - Iter [1200/160000] lr: 3.027e-06, eta: 16:45:40, time: 0.386, data_time: 0.010, memory: 36416, decode.loss_cls: 3.0471, decode.loss_mask: 1.1879, decode.loss_dice: 2.0322, decode.d0.loss_cls: 9.9200, decode.d0.loss_mask: 1.2253, decode.d0.loss_dice: 2.5428, decode.d1.loss_cls: 3.5847, decode.d1.loss_mask: 1.1856, decode.d1.loss_dice: 2.1243, decode.d2.loss_cls: 3.2794, decode.d2.loss_mask: 1.1731, decode.d2.loss_dice: 2.0431, decode.d3.loss_cls: 3.1749, decode.d3.loss_mask: 1.1651, decode.d3.loss_dice: 2.0133, decode.d4.loss_cls: 3.1178, decode.d4.loss_mask: 1.1632, decode.d4.loss_dice: 2.0229, decode.d5.loss_cls: 3.0825, decode.d5.loss_mask: 1.1698, decode.d5.loss_dice: 2.0268, decode.d6.loss_cls: 3.0697, decode.d6.loss_mask: 1.1702, decode.d6.loss_dice: 2.0129, decode.d7.loss_cls: 3.0703, decode.d7.loss_mask: 1.1742, decode.d7.loss_dice: 2.0159, decode.d8.loss_cls: 3.0543, decode.d8.loss_mask: 1.1796, decode.d8.loss_dice: 2.0294, loss: 71.0582, grad_norm: 117.4134 2023-11-26 12:15:07,052 - mmseg - INFO - Iter [1250/160000] lr: 3.152e-06, eta: 16:43:59, time: 0.367, data_time: 0.008, memory: 36416, decode.loss_cls: 2.9344, decode.loss_mask: 1.1620, decode.loss_dice: 1.9730, decode.d0.loss_cls: 9.8935, decode.d0.loss_mask: 1.2181, decode.d0.loss_dice: 2.4972, decode.d1.loss_cls: 3.4572, decode.d1.loss_mask: 1.1754, decode.d1.loss_dice: 2.0622, decode.d2.loss_cls: 3.1412, decode.d2.loss_mask: 1.1646, decode.d2.loss_dice: 1.9721, decode.d3.loss_cls: 3.0488, decode.d3.loss_mask: 1.1568, decode.d3.loss_dice: 1.9544, decode.d4.loss_cls: 3.0087, decode.d4.loss_mask: 1.1521, decode.d4.loss_dice: 1.9627, decode.d5.loss_cls: 2.9723, decode.d5.loss_mask: 1.1622, decode.d5.loss_dice: 1.9621, decode.d6.loss_cls: 2.9694, decode.d6.loss_mask: 1.1532, decode.d6.loss_dice: 1.9462, decode.d7.loss_cls: 2.9478, decode.d7.loss_mask: 1.1555, decode.d7.loss_dice: 1.9547, decode.d8.loss_cls: 2.9413, decode.d8.loss_mask: 1.1604, decode.d8.loss_dice: 1.9639, loss: 69.2235, grad_norm: 110.8351 2023-11-26 12:15:27,702 - mmseg - INFO - Iter [1300/160000] lr: 3.277e-06, eta: 16:47:05, time: 0.413, data_time: 0.053, memory: 36416, decode.loss_cls: 2.8825, decode.loss_mask: 1.1452, decode.loss_dice: 1.9301, decode.d0.loss_cls: 9.8494, decode.d0.loss_mask: 1.1882, decode.d0.loss_dice: 2.4518, decode.d1.loss_cls: 3.3884, decode.d1.loss_mask: 1.1481, decode.d1.loss_dice: 2.0238, decode.d2.loss_cls: 3.0829, decode.d2.loss_mask: 1.1298, decode.d2.loss_dice: 1.9382, decode.d3.loss_cls: 2.9923, decode.d3.loss_mask: 1.1227, decode.d3.loss_dice: 1.9120, decode.d4.loss_cls: 2.9423, decode.d4.loss_mask: 1.1278, decode.d4.loss_dice: 1.9237, decode.d5.loss_cls: 2.9044, decode.d5.loss_mask: 1.1354, decode.d5.loss_dice: 1.9140, decode.d6.loss_cls: 2.8953, decode.d6.loss_mask: 1.1270, decode.d6.loss_dice: 1.9096, decode.d7.loss_cls: 2.8934, decode.d7.loss_mask: 1.1295, decode.d7.loss_dice: 1.9217, decode.d8.loss_cls: 2.8867, decode.d8.loss_mask: 1.1352, decode.d8.loss_dice: 1.9277, loss: 67.9593, grad_norm: 116.8694 2023-11-26 12:15:46,124 - mmseg - INFO - Iter [1350/160000] lr: 3.402e-06, eta: 16:45:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 2.8524, decode.loss_mask: 1.1606, decode.loss_dice: 1.9178, decode.d0.loss_cls: 9.8126, decode.d0.loss_mask: 1.2096, decode.d0.loss_dice: 2.4242, decode.d1.loss_cls: 3.3832, decode.d1.loss_mask: 1.1788, decode.d1.loss_dice: 2.0025, decode.d2.loss_cls: 3.0794, decode.d2.loss_mask: 1.1524, decode.d2.loss_dice: 1.9250, decode.d3.loss_cls: 2.9696, decode.d3.loss_mask: 1.1490, decode.d3.loss_dice: 1.9002, decode.d4.loss_cls: 2.9183, decode.d4.loss_mask: 1.1476, decode.d4.loss_dice: 1.9121, decode.d5.loss_cls: 2.8922, decode.d5.loss_mask: 1.1621, decode.d5.loss_dice: 1.9157, decode.d6.loss_cls: 2.8710, decode.d6.loss_mask: 1.1555, decode.d6.loss_dice: 1.9071, decode.d7.loss_cls: 2.8576, decode.d7.loss_mask: 1.1608, decode.d7.loss_dice: 1.9118, decode.d8.loss_cls: 2.8533, decode.d8.loss_mask: 1.1591, decode.d8.loss_dice: 1.9118, loss: 67.8532, grad_norm: 122.1370 2023-11-26 12:16:05,231 - mmseg - INFO - Iter [1400/160000] lr: 3.527e-06, eta: 16:45:25, time: 0.382, data_time: 0.008, memory: 36416, decode.loss_cls: 2.6941, decode.loss_mask: 1.1576, decode.loss_dice: 1.8751, decode.d0.loss_cls: 9.7869, decode.d0.loss_mask: 1.1926, decode.d0.loss_dice: 2.3530, decode.d1.loss_cls: 3.2019, decode.d1.loss_mask: 1.1616, decode.d1.loss_dice: 1.9328, decode.d2.loss_cls: 2.8911, decode.d2.loss_mask: 1.1528, decode.d2.loss_dice: 1.8625, decode.d3.loss_cls: 2.8096, decode.d3.loss_mask: 1.1487, decode.d3.loss_dice: 1.8478, decode.d4.loss_cls: 2.7863, decode.d4.loss_mask: 1.1464, decode.d4.loss_dice: 1.8634, decode.d5.loss_cls: 2.7545, decode.d5.loss_mask: 1.1532, decode.d5.loss_dice: 1.8623, decode.d6.loss_cls: 2.7358, decode.d6.loss_mask: 1.1483, decode.d6.loss_dice: 1.8541, decode.d7.loss_cls: 2.7224, decode.d7.loss_mask: 1.1542, decode.d7.loss_dice: 1.8632, decode.d8.loss_cls: 2.7058, decode.d8.loss_mask: 1.1528, decode.d8.loss_dice: 1.8677, loss: 65.8385, grad_norm: 115.5001 2023-11-26 12:16:23,684 - mmseg - INFO - Iter [1450/160000] lr: 3.652e-06, eta: 16:44:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 2.7280, decode.loss_mask: 1.1863, decode.loss_dice: 1.8959, decode.d0.loss_cls: 9.7536, decode.d0.loss_mask: 1.1998, decode.d0.loss_dice: 2.3705, decode.d1.loss_cls: 3.1998, decode.d1.loss_mask: 1.1948, decode.d1.loss_dice: 1.9682, decode.d2.loss_cls: 2.8805, decode.d2.loss_mask: 1.1803, decode.d2.loss_dice: 1.9036, decode.d3.loss_cls: 2.7970, decode.d3.loss_mask: 1.1814, decode.d3.loss_dice: 1.8875, decode.d4.loss_cls: 2.7960, decode.d4.loss_mask: 1.1721, decode.d4.loss_dice: 1.8870, decode.d5.loss_cls: 2.7645, decode.d5.loss_mask: 1.1757, decode.d5.loss_dice: 1.8847, decode.d6.loss_cls: 2.7506, decode.d6.loss_mask: 1.1765, decode.d6.loss_dice: 1.8732, decode.d7.loss_cls: 2.7388, decode.d7.loss_mask: 1.1721, decode.d7.loss_dice: 1.8915, decode.d8.loss_cls: 2.7332, decode.d8.loss_mask: 1.1838, decode.d8.loss_dice: 1.8905, loss: 66.4174, grad_norm: 128.3682 2023-11-26 12:16:42,385 - mmseg - INFO - Iter [1500/160000] lr: 3.777e-06, eta: 16:43:14, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 2.7528, decode.loss_mask: 1.1601, decode.loss_dice: 1.8933, decode.d0.loss_cls: 9.7151, decode.d0.loss_mask: 1.1826, decode.d0.loss_dice: 2.3546, decode.d1.loss_cls: 3.2353, decode.d1.loss_mask: 1.1687, decode.d1.loss_dice: 1.9691, decode.d2.loss_cls: 2.9083, decode.d2.loss_mask: 1.1611, decode.d2.loss_dice: 1.9022, decode.d3.loss_cls: 2.8334, decode.d3.loss_mask: 1.1530, decode.d3.loss_dice: 1.8855, decode.d4.loss_cls: 2.8206, decode.d4.loss_mask: 1.1467, decode.d4.loss_dice: 1.8772, decode.d5.loss_cls: 2.7838, decode.d5.loss_mask: 1.1540, decode.d5.loss_dice: 1.8795, decode.d6.loss_cls: 2.7648, decode.d6.loss_mask: 1.1526, decode.d6.loss_dice: 1.8664, decode.d7.loss_cls: 2.7636, decode.d7.loss_mask: 1.1508, decode.d7.loss_dice: 1.8769, decode.d8.loss_cls: 2.7465, decode.d8.loss_mask: 1.1603, decode.d8.loss_dice: 1.8771, loss: 66.2960, grad_norm: 124.8973 2023-11-26 12:17:00,721 - mmseg - INFO - Iter [1550/160000] lr: 3.778e-06, eta: 16:41:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 2.6778, decode.loss_mask: 1.1181, decode.loss_dice: 1.8319, decode.d0.loss_cls: 9.6775, decode.d0.loss_mask: 1.1502, decode.d0.loss_dice: 2.3024, decode.d1.loss_cls: 3.1792, decode.d1.loss_mask: 1.1290, decode.d1.loss_dice: 1.9096, decode.d2.loss_cls: 2.8595, decode.d2.loss_mask: 1.1109, decode.d2.loss_dice: 1.8361, decode.d3.loss_cls: 2.7760, decode.d3.loss_mask: 1.1021, decode.d3.loss_dice: 1.8204, decode.d4.loss_cls: 2.7540, decode.d4.loss_mask: 1.1020, decode.d4.loss_dice: 1.8209, decode.d5.loss_cls: 2.7180, decode.d5.loss_mask: 1.1125, decode.d5.loss_dice: 1.8290, decode.d6.loss_cls: 2.7000, decode.d6.loss_mask: 1.1158, decode.d6.loss_dice: 1.8191, decode.d7.loss_cls: 2.6768, decode.d7.loss_mask: 1.1178, decode.d7.loss_dice: 1.8304, decode.d8.loss_cls: 2.6729, decode.d8.loss_mask: 1.1195, decode.d8.loss_dice: 1.8278, loss: 64.6972, grad_norm: 118.2808 2023-11-26 12:17:18,993 - mmseg - INFO - Iter [1600/160000] lr: 3.777e-06, eta: 16:40:20, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 2.6377, decode.loss_mask: 1.1530, decode.loss_dice: 1.8616, decode.d0.loss_cls: 9.6345, decode.d0.loss_mask: 1.1629, decode.d0.loss_dice: 2.2862, decode.d1.loss_cls: 3.1049, decode.d1.loss_mask: 1.1563, decode.d1.loss_dice: 1.9208, decode.d2.loss_cls: 2.7948, decode.d2.loss_mask: 1.1476, decode.d2.loss_dice: 1.8562, decode.d3.loss_cls: 2.7105, decode.d3.loss_mask: 1.1339, decode.d3.loss_dice: 1.8379, decode.d4.loss_cls: 2.7071, decode.d4.loss_mask: 1.1253, decode.d4.loss_dice: 1.8471, decode.d5.loss_cls: 2.6615, decode.d5.loss_mask: 1.1434, decode.d5.loss_dice: 1.8442, decode.d6.loss_cls: 2.6593, decode.d6.loss_mask: 1.1349, decode.d6.loss_dice: 1.8391, decode.d7.loss_cls: 2.6330, decode.d7.loss_mask: 1.1423, decode.d7.loss_dice: 1.8578, decode.d8.loss_cls: 2.6435, decode.d8.loss_mask: 1.1446, decode.d8.loss_dice: 1.8586, loss: 64.6405, grad_norm: 128.3530 2023-11-26 12:17:37,288 - mmseg - INFO - Iter [1650/160000] lr: 3.776e-06, eta: 16:38:58, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 2.6150, decode.loss_mask: 1.1232, decode.loss_dice: 1.8462, decode.d0.loss_cls: 9.6037, decode.d0.loss_mask: 1.1431, decode.d0.loss_dice: 2.2946, decode.d1.loss_cls: 3.0674, decode.d1.loss_mask: 1.1298, decode.d1.loss_dice: 1.9145, decode.d2.loss_cls: 2.7781, decode.d2.loss_mask: 1.1203, decode.d2.loss_dice: 1.8473, decode.d3.loss_cls: 2.6971, decode.d3.loss_mask: 1.1174, decode.d3.loss_dice: 1.8361, decode.d4.loss_cls: 2.6787, decode.d4.loss_mask: 1.1100, decode.d4.loss_dice: 1.8302, decode.d5.loss_cls: 2.6462, decode.d5.loss_mask: 1.1094, decode.d5.loss_dice: 1.8359, decode.d6.loss_cls: 2.6255, decode.d6.loss_mask: 1.1149, decode.d6.loss_dice: 1.8297, decode.d7.loss_cls: 2.6125, decode.d7.loss_mask: 1.1190, decode.d7.loss_dice: 1.8372, decode.d8.loss_cls: 2.6174, decode.d8.loss_mask: 1.1249, decode.d8.loss_dice: 1.8395, loss: 64.0647, grad_norm: 123.7390 2023-11-26 12:17:55,732 - mmseg - INFO - Iter [1700/160000] lr: 3.775e-06, eta: 16:37:55, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 2.6092, decode.loss_mask: 1.1009, decode.loss_dice: 1.7955, decode.d0.loss_cls: 9.5660, decode.d0.loss_mask: 1.1318, decode.d0.loss_dice: 2.2458, decode.d1.loss_cls: 3.0948, decode.d1.loss_mask: 1.1127, decode.d1.loss_dice: 1.8690, decode.d2.loss_cls: 2.7769, decode.d2.loss_mask: 1.1022, decode.d2.loss_dice: 1.7934, decode.d3.loss_cls: 2.7005, decode.d3.loss_mask: 1.0988, decode.d3.loss_dice: 1.7702, decode.d4.loss_cls: 2.6745, decode.d4.loss_mask: 1.0958, decode.d4.loss_dice: 1.7828, decode.d5.loss_cls: 2.6504, decode.d5.loss_mask: 1.0949, decode.d5.loss_dice: 1.7788, decode.d6.loss_cls: 2.6369, decode.d6.loss_mask: 1.0927, decode.d6.loss_dice: 1.7723, decode.d7.loss_cls: 2.6213, decode.d7.loss_mask: 1.0987, decode.d7.loss_dice: 1.7785, decode.d8.loss_cls: 2.6124, decode.d8.loss_mask: 1.1029, decode.d8.loss_dice: 1.7881, loss: 63.3488, grad_norm: 120.5584 2023-11-26 12:18:15,062 - mmseg - INFO - Iter [1750/160000] lr: 3.773e-06, eta: 16:38:14, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 2.5407, decode.loss_mask: 1.1170, decode.loss_dice: 1.7622, decode.d0.loss_cls: 9.5258, decode.d0.loss_mask: 1.1316, decode.d0.loss_dice: 2.2118, decode.d1.loss_cls: 3.0246, decode.d1.loss_mask: 1.1163, decode.d1.loss_dice: 1.8388, decode.d2.loss_cls: 2.7217, decode.d2.loss_mask: 1.0980, decode.d2.loss_dice: 1.7753, decode.d3.loss_cls: 2.6401, decode.d3.loss_mask: 1.0907, decode.d3.loss_dice: 1.7442, decode.d4.loss_cls: 2.6160, decode.d4.loss_mask: 1.0907, decode.d4.loss_dice: 1.7450, decode.d5.loss_cls: 2.5936, decode.d5.loss_mask: 1.0950, decode.d5.loss_dice: 1.7601, decode.d6.loss_cls: 2.5685, decode.d6.loss_mask: 1.0980, decode.d6.loss_dice: 1.7440, decode.d7.loss_cls: 2.5608, decode.d7.loss_mask: 1.1041, decode.d7.loss_dice: 1.7572, decode.d8.loss_cls: 2.5347, decode.d8.loss_mask: 1.1033, decode.d8.loss_dice: 1.7616, loss: 62.4715, grad_norm: 119.6375 2023-11-26 12:18:33,534 - mmseg - INFO - Iter [1800/160000] lr: 3.772e-06, eta: 16:37:15, time: 0.369, data_time: 0.008, memory: 36416, decode.loss_cls: 2.4648, decode.loss_mask: 1.1064, decode.loss_dice: 1.7912, decode.d0.loss_cls: 9.4858, decode.d0.loss_mask: 1.1133, decode.d0.loss_dice: 2.2110, decode.d1.loss_cls: 2.9069, decode.d1.loss_mask: 1.1138, decode.d1.loss_dice: 1.8506, decode.d2.loss_cls: 2.6254, decode.d2.loss_mask: 1.0932, decode.d2.loss_dice: 1.7866, decode.d3.loss_cls: 2.5379, decode.d3.loss_mask: 1.0947, decode.d3.loss_dice: 1.7659, decode.d4.loss_cls: 2.5282, decode.d4.loss_mask: 1.0867, decode.d4.loss_dice: 1.7721, decode.d5.loss_cls: 2.4951, decode.d5.loss_mask: 1.0948, decode.d5.loss_dice: 1.7762, decode.d6.loss_cls: 2.4760, decode.d6.loss_mask: 1.0921, decode.d6.loss_dice: 1.7647, decode.d7.loss_cls: 2.4608, decode.d7.loss_mask: 1.1051, decode.d7.loss_dice: 1.7766, decode.d8.loss_cls: 2.4599, decode.d8.loss_mask: 1.1103, decode.d8.loss_dice: 1.7918, loss: 61.7380, grad_norm: 123.3444 2023-11-26 12:18:51,782 - mmseg - INFO - Iter [1850/160000] lr: 3.771e-06, eta: 16:35:59, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 2.5319, decode.loss_mask: 1.0854, decode.loss_dice: 1.7806, decode.d0.loss_cls: 9.4412, decode.d0.loss_mask: 1.1035, decode.d0.loss_dice: 2.2181, decode.d1.loss_cls: 2.9968, decode.d1.loss_mask: 1.0933, decode.d1.loss_dice: 1.8499, decode.d2.loss_cls: 2.6924, decode.d2.loss_mask: 1.0894, decode.d2.loss_dice: 1.8019, decode.d3.loss_cls: 2.6307, decode.d3.loss_mask: 1.0731, decode.d3.loss_dice: 1.7762, decode.d4.loss_cls: 2.6007, decode.d4.loss_mask: 1.0727, decode.d4.loss_dice: 1.7791, decode.d5.loss_cls: 2.5886, decode.d5.loss_mask: 1.0717, decode.d5.loss_dice: 1.7767, decode.d6.loss_cls: 2.5618, decode.d6.loss_mask: 1.0680, decode.d6.loss_dice: 1.7666, decode.d7.loss_cls: 2.5528, decode.d7.loss_mask: 1.0774, decode.d7.loss_dice: 1.7697, decode.d8.loss_cls: 2.5401, decode.d8.loss_mask: 1.0810, decode.d8.loss_dice: 1.7819, loss: 62.2533, grad_norm: 126.0209 2023-11-26 12:19:11,477 - mmseg - INFO - Iter [1900/160000] lr: 3.770e-06, eta: 16:36:47, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 2.5450, decode.loss_mask: 1.0952, decode.loss_dice: 1.7614, decode.d0.loss_cls: 9.4110, decode.d0.loss_mask: 1.1252, decode.d0.loss_dice: 2.2242, decode.d1.loss_cls: 3.0199, decode.d1.loss_mask: 1.1083, decode.d1.loss_dice: 1.8541, decode.d2.loss_cls: 2.7071, decode.d2.loss_mask: 1.1036, decode.d2.loss_dice: 1.7881, decode.d3.loss_cls: 2.6254, decode.d3.loss_mask: 1.0928, decode.d3.loss_dice: 1.7642, decode.d4.loss_cls: 2.6203, decode.d4.loss_mask: 1.0849, decode.d4.loss_dice: 1.7641, decode.d5.loss_cls: 2.5950, decode.d5.loss_mask: 1.0961, decode.d5.loss_dice: 1.7730, decode.d6.loss_cls: 2.5818, decode.d6.loss_mask: 1.0944, decode.d6.loss_dice: 1.7544, decode.d7.loss_cls: 2.5579, decode.d7.loss_mask: 1.0992, decode.d7.loss_dice: 1.7659, decode.d8.loss_cls: 2.5468, decode.d8.loss_mask: 1.0984, decode.d8.loss_dice: 1.7682, loss: 62.4257, grad_norm: 123.9646 2023-11-26 12:19:30,486 - mmseg - INFO - Iter [1950/160000] lr: 3.769e-06, eta: 16:36:36, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 2.4476, decode.loss_mask: 1.0756, decode.loss_dice: 1.7595, decode.d0.loss_cls: 9.3722, decode.d0.loss_mask: 1.0935, decode.d0.loss_dice: 2.1828, decode.d1.loss_cls: 2.9031, decode.d1.loss_mask: 1.0868, decode.d1.loss_dice: 1.8124, decode.d2.loss_cls: 2.5989, decode.d2.loss_mask: 1.0823, decode.d2.loss_dice: 1.7603, decode.d3.loss_cls: 2.5217, decode.d3.loss_mask: 1.0705, decode.d3.loss_dice: 1.7474, decode.d4.loss_cls: 2.4994, decode.d4.loss_mask: 1.0650, decode.d4.loss_dice: 1.7406, decode.d5.loss_cls: 2.4920, decode.d5.loss_mask: 1.0587, decode.d5.loss_dice: 1.7449, decode.d6.loss_cls: 2.4768, decode.d6.loss_mask: 1.0648, decode.d6.loss_dice: 1.7326, decode.d7.loss_cls: 2.4532, decode.d7.loss_mask: 1.0692, decode.d7.loss_dice: 1.7474, decode.d8.loss_cls: 2.4458, decode.d8.loss_mask: 1.0689, decode.d8.loss_dice: 1.7572, loss: 60.9311, grad_norm: 132.9476 2023-11-26 12:19:48,778 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:19:48,778 - mmseg - INFO - Iter [2000/160000] lr: 3.768e-06, eta: 16:35:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.4110, decode.loss_mask: 1.0788, decode.loss_dice: 1.7991, decode.d0.loss_cls: 9.3126, decode.d0.loss_mask: 1.0729, decode.d0.loss_dice: 2.2063, decode.d1.loss_cls: 2.8815, decode.d1.loss_mask: 1.0884, decode.d1.loss_dice: 1.8750, decode.d2.loss_cls: 2.5677, decode.d2.loss_mask: 1.0824, decode.d2.loss_dice: 1.8228, decode.d3.loss_cls: 2.4985, decode.d3.loss_mask: 1.0748, decode.d3.loss_dice: 1.7993, decode.d4.loss_cls: 2.4717, decode.d4.loss_mask: 1.0726, decode.d4.loss_dice: 1.7965, decode.d5.loss_cls: 2.4464, decode.d5.loss_mask: 1.0722, decode.d5.loss_dice: 1.8017, decode.d6.loss_cls: 2.4392, decode.d6.loss_mask: 1.0656, decode.d6.loss_dice: 1.7915, decode.d7.loss_cls: 2.4199, decode.d7.loss_mask: 1.0680, decode.d7.loss_dice: 1.7968, decode.d8.loss_cls: 2.4025, decode.d8.loss_mask: 1.0727, decode.d8.loss_dice: 1.8074, loss: 61.0955, grad_norm: 110.5932 2023-11-26 12:20:06,934 - mmseg - INFO - Iter [2050/160000] lr: 3.766e-06, eta: 16:34:11, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 2.4622, decode.loss_mask: 1.0804, decode.loss_dice: 1.7507, decode.d0.loss_cls: 9.2888, decode.d0.loss_mask: 1.0994, decode.d0.loss_dice: 2.1863, decode.d1.loss_cls: 2.8863, decode.d1.loss_mask: 1.1024, decode.d1.loss_dice: 1.8365, decode.d2.loss_cls: 2.6075, decode.d2.loss_mask: 1.0834, decode.d2.loss_dice: 1.7704, decode.d3.loss_cls: 2.5322, decode.d3.loss_mask: 1.0735, decode.d3.loss_dice: 1.7480, decode.d4.loss_cls: 2.5209, decode.d4.loss_mask: 1.0741, decode.d4.loss_dice: 1.7482, decode.d5.loss_cls: 2.5017, decode.d5.loss_mask: 1.0730, decode.d5.loss_dice: 1.7522, decode.d6.loss_cls: 2.4801, decode.d6.loss_mask: 1.0729, decode.d6.loss_dice: 1.7354, decode.d7.loss_cls: 2.4626, decode.d7.loss_mask: 1.0747, decode.d7.loss_dice: 1.7494, decode.d8.loss_cls: 2.4498, decode.d8.loss_mask: 1.0900, decode.d8.loss_dice: 1.7525, loss: 61.0453, grad_norm: 126.3645 2023-11-26 12:20:25,516 - mmseg - INFO - Iter [2100/160000] lr: 3.765e-06, eta: 16:33:30, time: 0.372, data_time: 0.008, memory: 36416, decode.loss_cls: 2.3968, decode.loss_mask: 1.0779, decode.loss_dice: 1.7637, decode.d0.loss_cls: 9.2301, decode.d0.loss_mask: 1.1074, decode.d0.loss_dice: 2.1945, decode.d1.loss_cls: 2.8439, decode.d1.loss_mask: 1.1014, decode.d1.loss_dice: 1.8476, decode.d2.loss_cls: 2.5300, decode.d2.loss_mask: 1.0916, decode.d2.loss_dice: 1.7865, decode.d3.loss_cls: 2.4679, decode.d3.loss_mask: 1.0842, decode.d3.loss_dice: 1.7614, decode.d4.loss_cls: 2.4504, decode.d4.loss_mask: 1.0789, decode.d4.loss_dice: 1.7642, decode.d5.loss_cls: 2.4352, decode.d5.loss_mask: 1.0802, decode.d5.loss_dice: 1.7737, decode.d6.loss_cls: 2.4152, decode.d6.loss_mask: 1.0864, decode.d6.loss_dice: 1.7625, decode.d7.loss_cls: 2.3939, decode.d7.loss_mask: 1.0812, decode.d7.loss_dice: 1.7613, decode.d8.loss_cls: 2.3844, decode.d8.loss_mask: 1.0732, decode.d8.loss_dice: 1.7667, loss: 60.5923, grad_norm: 123.6395 2023-11-26 12:20:43,997 - mmseg - INFO - Iter [2150/160000] lr: 3.764e-06, eta: 16:32:42, time: 0.370, data_time: 0.008, memory: 36416, decode.loss_cls: 2.3075, decode.loss_mask: 1.0649, decode.loss_dice: 1.7008, decode.d0.loss_cls: 9.1901, decode.d0.loss_mask: 1.0885, decode.d0.loss_dice: 2.1155, decode.d1.loss_cls: 2.7396, decode.d1.loss_mask: 1.0913, decode.d1.loss_dice: 1.7879, decode.d2.loss_cls: 2.4624, decode.d2.loss_mask: 1.0712, decode.d2.loss_dice: 1.7224, decode.d3.loss_cls: 2.3849, decode.d3.loss_mask: 1.0653, decode.d3.loss_dice: 1.7020, decode.d4.loss_cls: 2.3614, decode.d4.loss_mask: 1.0582, decode.d4.loss_dice: 1.7089, decode.d5.loss_cls: 2.3304, decode.d5.loss_mask: 1.0584, decode.d5.loss_dice: 1.7027, decode.d6.loss_cls: 2.3185, decode.d6.loss_mask: 1.0672, decode.d6.loss_dice: 1.6922, decode.d7.loss_cls: 2.3081, decode.d7.loss_mask: 1.0636, decode.d7.loss_dice: 1.6930, decode.d8.loss_cls: 2.2991, decode.d8.loss_mask: 1.0693, decode.d8.loss_dice: 1.7004, loss: 58.9258, grad_norm: 117.3181 2023-11-26 12:21:02,236 - mmseg - INFO - Iter [2200/160000] lr: 3.763e-06, eta: 16:31:38, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 2.3427, decode.loss_mask: 1.0698, decode.loss_dice: 1.7268, decode.d0.loss_cls: 9.1506, decode.d0.loss_mask: 1.0807, decode.d0.loss_dice: 2.1190, decode.d1.loss_cls: 2.7715, decode.d1.loss_mask: 1.0893, decode.d1.loss_dice: 1.7968, decode.d2.loss_cls: 2.4929, decode.d2.loss_mask: 1.0710, decode.d2.loss_dice: 1.7442, decode.d3.loss_cls: 2.4213, decode.d3.loss_mask: 1.0605, decode.d3.loss_dice: 1.7174, decode.d4.loss_cls: 2.3922, decode.d4.loss_mask: 1.0629, decode.d4.loss_dice: 1.7175, decode.d5.loss_cls: 2.3672, decode.d5.loss_mask: 1.0644, decode.d5.loss_dice: 1.7192, decode.d6.loss_cls: 2.3602, decode.d6.loss_mask: 1.0647, decode.d6.loss_dice: 1.7051, decode.d7.loss_cls: 2.3429, decode.d7.loss_mask: 1.0655, decode.d7.loss_dice: 1.7203, decode.d8.loss_cls: 2.3351, decode.d8.loss_mask: 1.0747, decode.d8.loss_dice: 1.7245, loss: 59.3709, grad_norm: 124.0992 2023-11-26 12:21:20,615 - mmseg - INFO - Iter [2250/160000] lr: 3.762e-06, eta: 16:30:46, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 2.2778, decode.loss_mask: 1.0491, decode.loss_dice: 1.6996, decode.d0.loss_cls: 9.1114, decode.d0.loss_mask: 1.0633, decode.d0.loss_dice: 2.1166, decode.d1.loss_cls: 2.7300, decode.d1.loss_mask: 1.0715, decode.d1.loss_dice: 1.7865, decode.d2.loss_cls: 2.4322, decode.d2.loss_mask: 1.0525, decode.d2.loss_dice: 1.7192, decode.d3.loss_cls: 2.3505, decode.d3.loss_mask: 1.0500, decode.d3.loss_dice: 1.7033, decode.d4.loss_cls: 2.3261, decode.d4.loss_mask: 1.0361, decode.d4.loss_dice: 1.6997, decode.d5.loss_cls: 2.3139, decode.d5.loss_mask: 1.0422, decode.d5.loss_dice: 1.6982, decode.d6.loss_cls: 2.2937, decode.d6.loss_mask: 1.0424, decode.d6.loss_dice: 1.6917, decode.d7.loss_cls: 2.2786, decode.d7.loss_mask: 1.0486, decode.d7.loss_dice: 1.7002, decode.d8.loss_cls: 2.2701, decode.d8.loss_mask: 1.0532, decode.d8.loss_dice: 1.7043, loss: 58.4126, grad_norm: 126.8426 2023-11-26 12:21:38,993 - mmseg - INFO - Iter [2300/160000] lr: 3.760e-06, eta: 16:29:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 2.3203, decode.loss_mask: 1.0926, decode.loss_dice: 1.7213, decode.d0.loss_cls: 9.0737, decode.d0.loss_mask: 1.1001, decode.d0.loss_dice: 2.1236, decode.d1.loss_cls: 2.7763, decode.d1.loss_mask: 1.1024, decode.d1.loss_dice: 1.7943, decode.d2.loss_cls: 2.4890, decode.d2.loss_mask: 1.0795, decode.d2.loss_dice: 1.7268, decode.d3.loss_cls: 2.4278, decode.d3.loss_mask: 1.0774, decode.d3.loss_dice: 1.7118, decode.d4.loss_cls: 2.3880, decode.d4.loss_mask: 1.0777, decode.d4.loss_dice: 1.7207, decode.d5.loss_cls: 2.3654, decode.d5.loss_mask: 1.0807, decode.d5.loss_dice: 1.7177, decode.d6.loss_cls: 2.3418, decode.d6.loss_mask: 1.0809, decode.d6.loss_dice: 1.7026, decode.d7.loss_cls: 2.3315, decode.d7.loss_mask: 1.0816, decode.d7.loss_dice: 1.7085, decode.d8.loss_cls: 2.3330, decode.d8.loss_mask: 1.0883, decode.d8.loss_dice: 1.7142, loss: 59.3495, grad_norm: 122.8055 2023-11-26 12:21:57,508 - mmseg - INFO - Iter [2350/160000] lr: 3.759e-06, eta: 16:29:15, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 2.2338, decode.loss_mask: 1.0413, decode.loss_dice: 1.6731, decode.d0.loss_cls: 9.0361, decode.d0.loss_mask: 1.0532, decode.d0.loss_dice: 2.0779, decode.d1.loss_cls: 2.6916, decode.d1.loss_mask: 1.0472, decode.d1.loss_dice: 1.7535, decode.d2.loss_cls: 2.4073, decode.d2.loss_mask: 1.0276, decode.d2.loss_dice: 1.6913, decode.d3.loss_cls: 2.3361, decode.d3.loss_mask: 1.0238, decode.d3.loss_dice: 1.6657, decode.d4.loss_cls: 2.3186, decode.d4.loss_mask: 1.0216, decode.d4.loss_dice: 1.6721, decode.d5.loss_cls: 2.2858, decode.d5.loss_mask: 1.0258, decode.d5.loss_dice: 1.6764, decode.d6.loss_cls: 2.2634, decode.d6.loss_mask: 1.0284, decode.d6.loss_dice: 1.6749, decode.d7.loss_cls: 2.2460, decode.d7.loss_mask: 1.0333, decode.d7.loss_dice: 1.6769, decode.d8.loss_cls: 2.2356, decode.d8.loss_mask: 1.0358, decode.d8.loss_dice: 1.6753, loss: 57.6294, grad_norm: 117.9753 2023-11-26 12:22:15,822 - mmseg - INFO - Iter [2400/160000] lr: 3.758e-06, eta: 16:28:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.3401, decode.loss_mask: 1.0610, decode.loss_dice: 1.7258, decode.d0.loss_cls: 8.9948, decode.d0.loss_mask: 1.0710, decode.d0.loss_dice: 2.1409, decode.d1.loss_cls: 2.7903, decode.d1.loss_mask: 1.0848, decode.d1.loss_dice: 1.8103, decode.d2.loss_cls: 2.5091, decode.d2.loss_mask: 1.0605, decode.d2.loss_dice: 1.7406, decode.d3.loss_cls: 2.4276, decode.d3.loss_mask: 1.0537, decode.d3.loss_dice: 1.7140, decode.d4.loss_cls: 2.4048, decode.d4.loss_mask: 1.0496, decode.d4.loss_dice: 1.7192, decode.d5.loss_cls: 2.3976, decode.d5.loss_mask: 1.0465, decode.d5.loss_dice: 1.7190, decode.d6.loss_cls: 2.3784, decode.d6.loss_mask: 1.0475, decode.d6.loss_dice: 1.7106, decode.d7.loss_cls: 2.3493, decode.d7.loss_mask: 1.0596, decode.d7.loss_dice: 1.7231, decode.d8.loss_cls: 2.3429, decode.d8.loss_mask: 1.0653, decode.d8.loss_dice: 1.7208, loss: 59.2585, grad_norm: 116.8668 2023-11-26 12:22:34,134 - mmseg - INFO - Iter [2450/160000] lr: 3.757e-06, eta: 16:27:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.2421, decode.loss_mask: 1.0508, decode.loss_dice: 1.7058, decode.d0.loss_cls: 8.9564, decode.d0.loss_mask: 1.0550, decode.d0.loss_dice: 2.1114, decode.d1.loss_cls: 2.6867, decode.d1.loss_mask: 1.0558, decode.d1.loss_dice: 1.7968, decode.d2.loss_cls: 2.4175, decode.d2.loss_mask: 1.0427, decode.d2.loss_dice: 1.7202, decode.d3.loss_cls: 2.3392, decode.d3.loss_mask: 1.0389, decode.d3.loss_dice: 1.6985, decode.d4.loss_cls: 2.3175, decode.d4.loss_mask: 1.0297, decode.d4.loss_dice: 1.7016, decode.d5.loss_cls: 2.2900, decode.d5.loss_mask: 1.0340, decode.d5.loss_dice: 1.7039, decode.d6.loss_cls: 2.2764, decode.d6.loss_mask: 1.0364, decode.d6.loss_dice: 1.6895, decode.d7.loss_cls: 2.2411, decode.d7.loss_mask: 1.0455, decode.d7.loss_dice: 1.7093, decode.d8.loss_cls: 2.2345, decode.d8.loss_mask: 1.0538, decode.d8.loss_dice: 1.7022, loss: 57.9832, grad_norm: 118.9749 2023-11-26 12:22:52,355 - mmseg - INFO - Iter [2500/160000] lr: 3.756e-06, eta: 16:26:36, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 2.1779, decode.loss_mask: 1.0662, decode.loss_dice: 1.6923, decode.d0.loss_cls: 8.8895, decode.d0.loss_mask: 1.0771, decode.d0.loss_dice: 2.0797, decode.d1.loss_cls: 2.6034, decode.d1.loss_mask: 1.0905, decode.d1.loss_dice: 1.7670, decode.d2.loss_cls: 2.3419, decode.d2.loss_mask: 1.0719, decode.d2.loss_dice: 1.7070, decode.d3.loss_cls: 2.2707, decode.d3.loss_mask: 1.0589, decode.d3.loss_dice: 1.6786, decode.d4.loss_cls: 2.2447, decode.d4.loss_mask: 1.0635, decode.d4.loss_dice: 1.6887, decode.d5.loss_cls: 2.2201, decode.d5.loss_mask: 1.0594, decode.d5.loss_dice: 1.6891, decode.d6.loss_cls: 2.1910, decode.d6.loss_mask: 1.0587, decode.d6.loss_dice: 1.6746, decode.d7.loss_cls: 2.1763, decode.d7.loss_mask: 1.0572, decode.d7.loss_dice: 1.6950, decode.d8.loss_cls: 2.1883, decode.d8.loss_mask: 1.0537, decode.d8.loss_dice: 1.6949, loss: 57.3276, grad_norm: 115.2918 2023-11-26 12:23:13,116 - mmseg - INFO - Iter [2550/160000] lr: 3.754e-06, eta: 16:28:19, time: 0.415, data_time: 0.055, memory: 36416, decode.loss_cls: 2.2417, decode.loss_mask: 1.0360, decode.loss_dice: 1.6696, decode.d0.loss_cls: 8.8575, decode.d0.loss_mask: 1.0428, decode.d0.loss_dice: 2.0706, decode.d1.loss_cls: 2.6850, decode.d1.loss_mask: 1.0502, decode.d1.loss_dice: 1.7536, decode.d2.loss_cls: 2.4252, decode.d2.loss_mask: 1.0298, decode.d2.loss_dice: 1.6799, decode.d3.loss_cls: 2.3238, decode.d3.loss_mask: 1.0297, decode.d3.loss_dice: 1.6678, decode.d4.loss_cls: 2.2992, decode.d4.loss_mask: 1.0302, decode.d4.loss_dice: 1.6729, decode.d5.loss_cls: 2.2857, decode.d5.loss_mask: 1.0299, decode.d5.loss_dice: 1.6813, decode.d6.loss_cls: 2.2590, decode.d6.loss_mask: 1.0354, decode.d6.loss_dice: 1.6701, decode.d7.loss_cls: 2.2424, decode.d7.loss_mask: 1.0375, decode.d7.loss_dice: 1.6798, decode.d8.loss_cls: 2.2449, decode.d8.loss_mask: 1.0418, decode.d8.loss_dice: 1.6721, loss: 57.4457, grad_norm: 124.7497 2023-11-26 12:23:31,362 - mmseg - INFO - Iter [2600/160000] lr: 3.753e-06, eta: 16:27:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 2.1762, decode.loss_mask: 1.0599, decode.loss_dice: 1.6675, decode.d0.loss_cls: 8.8056, decode.d0.loss_mask: 1.0611, decode.d0.loss_dice: 2.0465, decode.d1.loss_cls: 2.6003, decode.d1.loss_mask: 1.0706, decode.d1.loss_dice: 1.7401, decode.d2.loss_cls: 2.3466, decode.d2.loss_mask: 1.0475, decode.d2.loss_dice: 1.6805, decode.d3.loss_cls: 2.2506, decode.d3.loss_mask: 1.0471, decode.d3.loss_dice: 1.6639, decode.d4.loss_cls: 2.2349, decode.d4.loss_mask: 1.0460, decode.d4.loss_dice: 1.6692, decode.d5.loss_cls: 2.2139, decode.d5.loss_mask: 1.0445, decode.d5.loss_dice: 1.6572, decode.d6.loss_cls: 2.1885, decode.d6.loss_mask: 1.0508, decode.d6.loss_dice: 1.6479, decode.d7.loss_cls: 2.1733, decode.d7.loss_mask: 1.0537, decode.d7.loss_dice: 1.6636, decode.d8.loss_cls: 2.1579, decode.d8.loss_mask: 1.0575, decode.d8.loss_dice: 1.6708, loss: 56.7937, grad_norm: 129.4125 2023-11-26 12:23:49,653 - mmseg - INFO - Iter [2650/160000] lr: 3.752e-06, eta: 16:26:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.1769, decode.loss_mask: 1.0297, decode.loss_dice: 1.6583, decode.d0.loss_cls: 8.7696, decode.d0.loss_mask: 1.0502, decode.d0.loss_dice: 2.0507, decode.d1.loss_cls: 2.6231, decode.d1.loss_mask: 1.0487, decode.d1.loss_dice: 1.7411, decode.d2.loss_cls: 2.3457, decode.d2.loss_mask: 1.0198, decode.d2.loss_dice: 1.6706, decode.d3.loss_cls: 2.2612, decode.d3.loss_mask: 1.0228, decode.d3.loss_dice: 1.6468, decode.d4.loss_cls: 2.2383, decode.d4.loss_mask: 1.0288, decode.d4.loss_dice: 1.6491, decode.d5.loss_cls: 2.2053, decode.d5.loss_mask: 1.0263, decode.d5.loss_dice: 1.6495, decode.d6.loss_cls: 2.1892, decode.d6.loss_mask: 1.0264, decode.d6.loss_dice: 1.6381, decode.d7.loss_cls: 2.1571, decode.d7.loss_mask: 1.0338, decode.d7.loss_dice: 1.6542, decode.d8.loss_cls: 2.1694, decode.d8.loss_mask: 1.0302, decode.d8.loss_dice: 1.6524, loss: 56.4633, grad_norm: 121.6505 2023-11-26 12:24:07,874 - mmseg - INFO - Iter [2700/160000] lr: 3.751e-06, eta: 16:25:41, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 2.1168, decode.loss_mask: 1.0436, decode.loss_dice: 1.6160, decode.d0.loss_cls: 8.7272, decode.d0.loss_mask: 1.0599, decode.d0.loss_dice: 2.0070, decode.d1.loss_cls: 2.5610, decode.d1.loss_mask: 1.0599, decode.d1.loss_dice: 1.6969, decode.d2.loss_cls: 2.2819, decode.d2.loss_mask: 1.0429, decode.d2.loss_dice: 1.6286, decode.d3.loss_cls: 2.2093, decode.d3.loss_mask: 1.0260, decode.d3.loss_dice: 1.6130, decode.d4.loss_cls: 2.1725, decode.d4.loss_mask: 1.0282, decode.d4.loss_dice: 1.6109, decode.d5.loss_cls: 2.1430, decode.d5.loss_mask: 1.0430, decode.d5.loss_dice: 1.6151, decode.d6.loss_cls: 2.1240, decode.d6.loss_mask: 1.0389, decode.d6.loss_dice: 1.6040, decode.d7.loss_cls: 2.1064, decode.d7.loss_mask: 1.0339, decode.d7.loss_dice: 1.6134, decode.d8.loss_cls: 2.1038, decode.d8.loss_mask: 1.0389, decode.d8.loss_dice: 1.6120, loss: 55.5779, grad_norm: 123.7216 2023-11-26 12:24:26,122 - mmseg - INFO - Iter [2750/160000] lr: 3.750e-06, eta: 16:24:51, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 2.1192, decode.loss_mask: 1.0257, decode.loss_dice: 1.6333, decode.d0.loss_cls: 8.6960, decode.d0.loss_mask: 1.0224, decode.d0.loss_dice: 2.0270, decode.d1.loss_cls: 2.5838, decode.d1.loss_mask: 1.0240, decode.d1.loss_dice: 1.7330, decode.d2.loss_cls: 2.2952, decode.d2.loss_mask: 1.0200, decode.d2.loss_dice: 1.6551, decode.d3.loss_cls: 2.2234, decode.d3.loss_mask: 1.0150, decode.d3.loss_dice: 1.6355, decode.d4.loss_cls: 2.1909, decode.d4.loss_mask: 1.0155, decode.d4.loss_dice: 1.6335, decode.d5.loss_cls: 2.1570, decode.d5.loss_mask: 1.0162, decode.d5.loss_dice: 1.6346, decode.d6.loss_cls: 2.1382, decode.d6.loss_mask: 1.0139, decode.d6.loss_dice: 1.6205, decode.d7.loss_cls: 2.1182, decode.d7.loss_mask: 1.0213, decode.d7.loss_dice: 1.6274, decode.d8.loss_cls: 2.1296, decode.d8.loss_mask: 1.0202, decode.d8.loss_dice: 1.6252, loss: 55.6706, grad_norm: 114.3446 2023-11-26 12:24:44,296 - mmseg - INFO - Iter [2800/160000] lr: 3.748e-06, eta: 16:23:57, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0716, decode.loss_mask: 1.0592, decode.loss_dice: 1.6153, decode.d0.loss_cls: 8.6206, decode.d0.loss_mask: 1.0756, decode.d0.loss_dice: 1.9785, decode.d1.loss_cls: 2.4929, decode.d1.loss_mask: 1.0796, decode.d1.loss_dice: 1.6973, decode.d2.loss_cls: 2.2469, decode.d2.loss_mask: 1.0623, decode.d2.loss_dice: 1.6260, decode.d3.loss_cls: 2.1626, decode.d3.loss_mask: 1.0440, decode.d3.loss_dice: 1.5990, decode.d4.loss_cls: 2.1438, decode.d4.loss_mask: 1.0445, decode.d4.loss_dice: 1.6081, decode.d5.loss_cls: 2.1096, decode.d5.loss_mask: 1.0585, decode.d5.loss_dice: 1.6010, decode.d6.loss_cls: 2.0986, decode.d6.loss_mask: 1.0496, decode.d6.loss_dice: 1.6000, decode.d7.loss_cls: 2.0678, decode.d7.loss_mask: 1.0616, decode.d7.loss_dice: 1.6074, decode.d8.loss_cls: 2.0654, decode.d8.loss_mask: 1.0557, decode.d8.loss_dice: 1.6095, loss: 55.2126, grad_norm: 130.7499 2023-11-26 12:25:02,475 - mmseg - INFO - Iter [2850/160000] lr: 3.747e-06, eta: 16:23:05, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0441, decode.loss_mask: 1.0176, decode.loss_dice: 1.6442, decode.d0.loss_cls: 8.5781, decode.d0.loss_mask: 1.0323, decode.d0.loss_dice: 2.0223, decode.d1.loss_cls: 2.4447, decode.d1.loss_mask: 1.0459, decode.d1.loss_dice: 1.7454, decode.d2.loss_cls: 2.1824, decode.d2.loss_mask: 1.0213, decode.d2.loss_dice: 1.6725, decode.d3.loss_cls: 2.1153, decode.d3.loss_mask: 1.0147, decode.d3.loss_dice: 1.6376, decode.d4.loss_cls: 2.1109, decode.d4.loss_mask: 1.0109, decode.d4.loss_dice: 1.6411, decode.d5.loss_cls: 2.0872, decode.d5.loss_mask: 1.0131, decode.d5.loss_dice: 1.6556, decode.d6.loss_cls: 2.0682, decode.d6.loss_mask: 1.0124, decode.d6.loss_dice: 1.6366, decode.d7.loss_cls: 2.0496, decode.d7.loss_mask: 1.0137, decode.d7.loss_dice: 1.6487, decode.d8.loss_cls: 2.0429, decode.d8.loss_mask: 1.0186, decode.d8.loss_dice: 1.6449, loss: 54.8728, grad_norm: 130.5040 2023-11-26 12:25:20,792 - mmseg - INFO - Iter [2900/160000] lr: 3.746e-06, eta: 16:22:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0883, decode.loss_mask: 1.0352, decode.loss_dice: 1.6501, decode.d0.loss_cls: 8.5676, decode.d0.loss_mask: 1.0425, decode.d0.loss_dice: 2.0209, decode.d1.loss_cls: 2.5102, decode.d1.loss_mask: 1.0526, decode.d1.loss_dice: 1.7405, decode.d2.loss_cls: 2.2544, decode.d2.loss_mask: 1.0415, decode.d2.loss_dice: 1.6779, decode.d3.loss_cls: 2.1829, decode.d3.loss_mask: 1.0306, decode.d3.loss_dice: 1.6526, decode.d4.loss_cls: 2.1522, decode.d4.loss_mask: 1.0267, decode.d4.loss_dice: 1.6489, decode.d5.loss_cls: 2.1274, decode.d5.loss_mask: 1.0303, decode.d5.loss_dice: 1.6492, decode.d6.loss_cls: 2.1047, decode.d6.loss_mask: 1.0306, decode.d6.loss_dice: 1.6345, decode.d7.loss_cls: 2.0892, decode.d7.loss_mask: 1.0325, decode.d7.loss_dice: 1.6514, decode.d8.loss_cls: 2.0954, decode.d8.loss_mask: 1.0295, decode.d8.loss_dice: 1.6547, loss: 55.5052, grad_norm: 124.7903 2023-11-26 12:25:39,342 - mmseg - INFO - Iter [2950/160000] lr: 3.745e-06, eta: 16:21:52, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0699, decode.loss_mask: 1.0604, decode.loss_dice: 1.5961, decode.d0.loss_cls: 8.5024, decode.d0.loss_mask: 1.0705, decode.d0.loss_dice: 1.9916, decode.d1.loss_cls: 2.4980, decode.d1.loss_mask: 1.0914, decode.d1.loss_dice: 1.6855, decode.d2.loss_cls: 2.2376, decode.d2.loss_mask: 1.0644, decode.d2.loss_dice: 1.6118, decode.d3.loss_cls: 2.1489, decode.d3.loss_mask: 1.0628, decode.d3.loss_dice: 1.5894, decode.d4.loss_cls: 2.1339, decode.d4.loss_mask: 1.0552, decode.d4.loss_dice: 1.5994, decode.d5.loss_cls: 2.1137, decode.d5.loss_mask: 1.0601, decode.d5.loss_dice: 1.5936, decode.d6.loss_cls: 2.0880, decode.d6.loss_mask: 1.0579, decode.d6.loss_dice: 1.5842, decode.d7.loss_cls: 2.0718, decode.d7.loss_mask: 1.0653, decode.d7.loss_dice: 1.5955, decode.d8.loss_cls: 2.0653, decode.d8.loss_mask: 1.0656, decode.d8.loss_dice: 1.5962, loss: 55.0264, grad_norm: 130.4494 2023-11-26 12:25:57,598 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:25:57,598 - mmseg - INFO - Iter [3000/160000] lr: 3.744e-06, eta: 16:21:07, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 2.1128, decode.loss_mask: 1.0148, decode.loss_dice: 1.6249, decode.d0.loss_cls: 8.4947, decode.d0.loss_mask: 1.0230, decode.d0.loss_dice: 2.0108, decode.d1.loss_cls: 2.5666, decode.d1.loss_mask: 1.0377, decode.d1.loss_dice: 1.7237, decode.d2.loss_cls: 2.2878, decode.d2.loss_mask: 1.0125, decode.d2.loss_dice: 1.6474, decode.d3.loss_cls: 2.2092, decode.d3.loss_mask: 1.0024, decode.d3.loss_dice: 1.6128, decode.d4.loss_cls: 2.1848, decode.d4.loss_mask: 1.0002, decode.d4.loss_dice: 1.6133, decode.d5.loss_cls: 2.1626, decode.d5.loss_mask: 1.0018, decode.d5.loss_dice: 1.6188, decode.d6.loss_cls: 2.1478, decode.d6.loss_mask: 1.0097, decode.d6.loss_dice: 1.6106, decode.d7.loss_cls: 2.1342, decode.d7.loss_mask: 1.0109, decode.d7.loss_dice: 1.6143, decode.d8.loss_cls: 2.1249, decode.d8.loss_mask: 1.0083, decode.d8.loss_dice: 1.6077, loss: 55.2311, grad_norm: 126.3198 2023-11-26 12:26:16,072 - mmseg - INFO - Iter [3050/160000] lr: 3.743e-06, eta: 16:20:35, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9801, decode.loss_mask: 0.9990, decode.loss_dice: 1.5584, decode.d0.loss_cls: 8.4054, decode.d0.loss_mask: 1.0203, decode.d0.loss_dice: 1.9344, decode.d1.loss_cls: 2.3796, decode.d1.loss_mask: 1.0289, decode.d1.loss_dice: 1.6533, decode.d2.loss_cls: 2.1344, decode.d2.loss_mask: 1.0083, decode.d2.loss_dice: 1.5846, decode.d3.loss_cls: 2.0629, decode.d3.loss_mask: 0.9905, decode.d3.loss_dice: 1.5583, decode.d4.loss_cls: 2.0194, decode.d4.loss_mask: 1.0004, decode.d4.loss_dice: 1.5728, decode.d5.loss_cls: 1.9975, decode.d5.loss_mask: 0.9958, decode.d5.loss_dice: 1.5695, decode.d6.loss_cls: 1.9770, decode.d6.loss_mask: 0.9980, decode.d6.loss_dice: 1.5530, decode.d7.loss_cls: 1.9707, decode.d7.loss_mask: 1.0036, decode.d7.loss_dice: 1.5580, decode.d8.loss_cls: 1.9719, decode.d8.loss_mask: 0.9967, decode.d8.loss_dice: 1.5546, loss: 53.0373, grad_norm: 124.3891 2023-11-26 12:26:34,427 - mmseg - INFO - Iter [3100/160000] lr: 3.741e-06, eta: 16:19:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0542, decode.loss_mask: 0.9827, decode.loss_dice: 1.6322, decode.d0.loss_cls: 8.4112, decode.d0.loss_mask: 0.9844, decode.d0.loss_dice: 2.0094, decode.d1.loss_cls: 2.4899, decode.d1.loss_mask: 0.9946, decode.d1.loss_dice: 1.7181, decode.d2.loss_cls: 2.2292, decode.d2.loss_mask: 0.9690, decode.d2.loss_dice: 1.6369, decode.d3.loss_cls: 2.1550, decode.d3.loss_mask: 0.9680, decode.d3.loss_dice: 1.6164, decode.d4.loss_cls: 2.1143, decode.d4.loss_mask: 0.9619, decode.d4.loss_dice: 1.6268, decode.d5.loss_cls: 2.0939, decode.d5.loss_mask: 0.9653, decode.d5.loss_dice: 1.6277, decode.d6.loss_cls: 2.0721, decode.d6.loss_mask: 0.9737, decode.d6.loss_dice: 1.6114, decode.d7.loss_cls: 2.0591, decode.d7.loss_mask: 0.9767, decode.d7.loss_dice: 1.6279, decode.d8.loss_cls: 2.0467, decode.d8.loss_mask: 0.9819, decode.d8.loss_dice: 1.6261, loss: 54.2169, grad_norm: 119.5422 2023-11-26 12:26:52,779 - mmseg - INFO - Iter [3150/160000] lr: 3.740e-06, eta: 16:19:18, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0097, decode.loss_mask: 0.9975, decode.loss_dice: 1.5709, decode.d0.loss_cls: 8.3213, decode.d0.loss_mask: 1.0064, decode.d0.loss_dice: 1.9267, decode.d1.loss_cls: 2.4127, decode.d1.loss_mask: 1.0156, decode.d1.loss_dice: 1.6554, decode.d2.loss_cls: 2.1605, decode.d2.loss_mask: 0.9984, decode.d2.loss_dice: 1.5834, decode.d3.loss_cls: 2.1071, decode.d3.loss_mask: 0.9920, decode.d3.loss_dice: 1.5615, decode.d4.loss_cls: 2.0843, decode.d4.loss_mask: 0.9974, decode.d4.loss_dice: 1.5691, decode.d5.loss_cls: 2.0422, decode.d5.loss_mask: 1.0050, decode.d5.loss_dice: 1.5748, decode.d6.loss_cls: 2.0293, decode.d6.loss_mask: 1.0034, decode.d6.loss_dice: 1.5637, decode.d7.loss_cls: 2.0175, decode.d7.loss_mask: 0.9987, decode.d7.loss_dice: 1.5771, decode.d8.loss_cls: 2.0097, decode.d8.loss_mask: 0.9944, decode.d8.loss_dice: 1.5711, loss: 53.3565, grad_norm: 125.4270 2023-11-26 12:27:11,081 - mmseg - INFO - Iter [3200/160000] lr: 3.739e-06, eta: 16:18:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0741, decode.loss_mask: 1.0291, decode.loss_dice: 1.6222, decode.d0.loss_cls: 8.3060, decode.d0.loss_mask: 1.0203, decode.d0.loss_dice: 2.0061, decode.d1.loss_cls: 2.4929, decode.d1.loss_mask: 1.0380, decode.d1.loss_dice: 1.7102, decode.d2.loss_cls: 2.2495, decode.d2.loss_mask: 1.0160, decode.d2.loss_dice: 1.6405, decode.d3.loss_cls: 2.1684, decode.d3.loss_mask: 1.0052, decode.d3.loss_dice: 1.6111, decode.d4.loss_cls: 2.1328, decode.d4.loss_mask: 1.0078, decode.d4.loss_dice: 1.6199, decode.d5.loss_cls: 2.1117, decode.d5.loss_mask: 1.0123, decode.d5.loss_dice: 1.6249, decode.d6.loss_cls: 2.0831, decode.d6.loss_mask: 1.0127, decode.d6.loss_dice: 1.6117, decode.d7.loss_cls: 2.0740, decode.d7.loss_mask: 1.0172, decode.d7.loss_dice: 1.6232, decode.d8.loss_cls: 2.0687, decode.d8.loss_mask: 1.0181, decode.d8.loss_dice: 1.6210, loss: 54.6289, grad_norm: 128.4143 2023-11-26 12:27:29,763 - mmseg - INFO - Iter [3250/160000] lr: 3.738e-06, eta: 16:18:18, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 2.0090, decode.loss_mask: 0.9952, decode.loss_dice: 1.5986, decode.d0.loss_cls: 8.2437, decode.d0.loss_mask: 1.0187, decode.d0.loss_dice: 1.9821, decode.d1.loss_cls: 2.4618, decode.d1.loss_mask: 1.0160, decode.d1.loss_dice: 1.7008, decode.d2.loss_cls: 2.1788, decode.d2.loss_mask: 1.0055, decode.d2.loss_dice: 1.6269, decode.d3.loss_cls: 2.1066, decode.d3.loss_mask: 0.9903, decode.d3.loss_dice: 1.6107, decode.d4.loss_cls: 2.0855, decode.d4.loss_mask: 0.9883, decode.d4.loss_dice: 1.6119, decode.d5.loss_cls: 2.0499, decode.d5.loss_mask: 0.9912, decode.d5.loss_dice: 1.6090, decode.d6.loss_cls: 2.0176, decode.d6.loss_mask: 0.9928, decode.d6.loss_dice: 1.5969, decode.d7.loss_cls: 2.0022, decode.d7.loss_mask: 0.9909, decode.d7.loss_dice: 1.6019, decode.d8.loss_cls: 1.9850, decode.d8.loss_mask: 0.9944, decode.d8.loss_dice: 1.6058, loss: 53.6680, grad_norm: 128.1046 2023-11-26 12:27:47,889 - mmseg - INFO - Iter [3300/160000] lr: 3.737e-06, eta: 16:17:31, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9481, decode.loss_mask: 0.9899, decode.loss_dice: 1.5735, decode.d0.loss_cls: 8.1978, decode.d0.loss_mask: 0.9913, decode.d0.loss_dice: 1.9655, decode.d1.loss_cls: 2.3873, decode.d1.loss_mask: 1.0058, decode.d1.loss_dice: 1.6743, decode.d2.loss_cls: 2.1204, decode.d2.loss_mask: 0.9785, decode.d2.loss_dice: 1.5966, decode.d3.loss_cls: 2.0404, decode.d3.loss_mask: 0.9699, decode.d3.loss_dice: 1.5751, decode.d4.loss_cls: 2.0081, decode.d4.loss_mask: 0.9727, decode.d4.loss_dice: 1.5706, decode.d5.loss_cls: 1.9791, decode.d5.loss_mask: 0.9811, decode.d5.loss_dice: 1.5715, decode.d6.loss_cls: 1.9627, decode.d6.loss_mask: 0.9817, decode.d6.loss_dice: 1.5634, decode.d7.loss_cls: 1.9545, decode.d7.loss_mask: 0.9880, decode.d7.loss_dice: 1.5747, decode.d8.loss_cls: 1.9412, decode.d8.loss_mask: 0.9921, decode.d8.loss_dice: 1.5731, loss: 52.6290, grad_norm: 127.7973 2023-11-26 12:28:06,097 - mmseg - INFO - Iter [3350/160000] lr: 3.735e-06, eta: 16:16:48, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9451, decode.loss_mask: 1.0108, decode.loss_dice: 1.5990, decode.d0.loss_cls: 8.1452, decode.d0.loss_mask: 1.0354, decode.d0.loss_dice: 1.9631, decode.d1.loss_cls: 2.3591, decode.d1.loss_mask: 1.0473, decode.d1.loss_dice: 1.6855, decode.d2.loss_cls: 2.1121, decode.d2.loss_mask: 1.0229, decode.d2.loss_dice: 1.6203, decode.d3.loss_cls: 2.0560, decode.d3.loss_mask: 1.0200, decode.d3.loss_dice: 1.5872, decode.d4.loss_cls: 2.0309, decode.d4.loss_mask: 1.0165, decode.d4.loss_dice: 1.5944, decode.d5.loss_cls: 1.9955, decode.d5.loss_mask: 1.0164, decode.d5.loss_dice: 1.5960, decode.d6.loss_cls: 1.9734, decode.d6.loss_mask: 1.0154, decode.d6.loss_dice: 1.5785, decode.d7.loss_cls: 1.9549, decode.d7.loss_mask: 1.0117, decode.d7.loss_dice: 1.5881, decode.d8.loss_cls: 1.9419, decode.d8.loss_mask: 1.0118, decode.d8.loss_dice: 1.5931, loss: 53.1272, grad_norm: 130.9818 2023-11-26 12:28:24,441 - mmseg - INFO - Iter [3400/160000] lr: 3.734e-06, eta: 16:16:13, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9588, decode.loss_mask: 1.0319, decode.loss_dice: 1.5709, decode.d0.loss_cls: 8.1134, decode.d0.loss_mask: 1.0203, decode.d0.loss_dice: 1.9388, decode.d1.loss_cls: 2.3890, decode.d1.loss_mask: 1.0398, decode.d1.loss_dice: 1.6697, decode.d2.loss_cls: 2.1262, decode.d2.loss_mask: 1.0317, decode.d2.loss_dice: 1.5969, decode.d3.loss_cls: 2.0524, decode.d3.loss_mask: 1.0205, decode.d3.loss_dice: 1.5713, decode.d4.loss_cls: 2.0369, decode.d4.loss_mask: 1.0161, decode.d4.loss_dice: 1.5758, decode.d5.loss_cls: 1.9982, decode.d5.loss_mask: 1.0295, decode.d5.loss_dice: 1.5743, decode.d6.loss_cls: 1.9779, decode.d6.loss_mask: 1.0222, decode.d6.loss_dice: 1.5553, decode.d7.loss_cls: 1.9727, decode.d7.loss_mask: 1.0204, decode.d7.loss_dice: 1.5635, decode.d8.loss_cls: 1.9553, decode.d8.loss_mask: 1.0341, decode.d8.loss_dice: 1.5651, loss: 53.0288, grad_norm: 122.6836 2023-11-26 12:28:43,164 - mmseg - INFO - Iter [3450/160000] lr: 3.733e-06, eta: 16:15:55, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9991, decode.loss_mask: 1.0347, decode.loss_dice: 1.6201, decode.d0.loss_cls: 8.0906, decode.d0.loss_mask: 1.0429, decode.d0.loss_dice: 1.9969, decode.d1.loss_cls: 2.4471, decode.d1.loss_mask: 1.0474, decode.d1.loss_dice: 1.7214, decode.d2.loss_cls: 2.1863, decode.d2.loss_mask: 1.0321, decode.d2.loss_dice: 1.6418, decode.d3.loss_cls: 2.1041, decode.d3.loss_mask: 1.0223, decode.d3.loss_dice: 1.6098, decode.d4.loss_cls: 2.0759, decode.d4.loss_mask: 1.0268, decode.d4.loss_dice: 1.6208, decode.d5.loss_cls: 2.0393, decode.d5.loss_mask: 1.0322, decode.d5.loss_dice: 1.6215, decode.d6.loss_cls: 2.0219, decode.d6.loss_mask: 1.0259, decode.d6.loss_dice: 1.6137, decode.d7.loss_cls: 1.9984, decode.d7.loss_mask: 1.0264, decode.d7.loss_dice: 1.6197, decode.d8.loss_cls: 1.9971, decode.d8.loss_mask: 1.0265, decode.d8.loss_dice: 1.6115, loss: 53.9545, grad_norm: 108.7016 2023-11-26 12:29:02,942 - mmseg - INFO - Iter [3500/160000] lr: 3.732e-06, eta: 16:16:24, time: 0.396, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9441, decode.loss_mask: 1.0347, decode.loss_dice: 1.5954, decode.d0.loss_cls: 8.0141, decode.d0.loss_mask: 1.0460, decode.d0.loss_dice: 1.9405, decode.d1.loss_cls: 2.3381, decode.d1.loss_mask: 1.0613, decode.d1.loss_dice: 1.6808, decode.d2.loss_cls: 2.1088, decode.d2.loss_mask: 1.0382, decode.d2.loss_dice: 1.6081, decode.d3.loss_cls: 2.0422, decode.d3.loss_mask: 1.0217, decode.d3.loss_dice: 1.5757, decode.d4.loss_cls: 1.9987, decode.d4.loss_mask: 1.0176, decode.d4.loss_dice: 1.5868, decode.d5.loss_cls: 1.9755, decode.d5.loss_mask: 1.0312, decode.d5.loss_dice: 1.5877, decode.d6.loss_cls: 1.9566, decode.d6.loss_mask: 1.0370, decode.d6.loss_dice: 1.5770, decode.d7.loss_cls: 1.9381, decode.d7.loss_mask: 1.0353, decode.d7.loss_dice: 1.5871, decode.d8.loss_cls: 1.9343, decode.d8.loss_mask: 1.0306, decode.d8.loss_dice: 1.5922, loss: 52.9356, grad_norm: 123.6154 2023-11-26 12:29:21,373 - mmseg - INFO - Iter [3550/160000] lr: 3.731e-06, eta: 16:15:53, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9270, decode.loss_mask: 0.9931, decode.loss_dice: 1.5946, decode.d0.loss_cls: 7.9722, decode.d0.loss_mask: 1.0043, decode.d0.loss_dice: 1.9475, decode.d1.loss_cls: 2.3486, decode.d1.loss_mask: 1.0131, decode.d1.loss_dice: 1.6952, decode.d2.loss_cls: 2.0852, decode.d2.loss_mask: 1.0014, decode.d2.loss_dice: 1.6189, decode.d3.loss_cls: 2.0266, decode.d3.loss_mask: 0.9902, decode.d3.loss_dice: 1.5829, decode.d4.loss_cls: 1.9810, decode.d4.loss_mask: 0.9946, decode.d4.loss_dice: 1.5979, decode.d5.loss_cls: 1.9491, decode.d5.loss_mask: 0.9958, decode.d5.loss_dice: 1.5944, decode.d6.loss_cls: 1.9393, decode.d6.loss_mask: 0.9926, decode.d6.loss_dice: 1.5799, decode.d7.loss_cls: 1.9240, decode.d7.loss_mask: 0.9914, decode.d7.loss_dice: 1.5921, decode.d8.loss_cls: 1.9246, decode.d8.loss_mask: 0.9928, decode.d8.loss_dice: 1.5893, loss: 52.4396, grad_norm: 131.8084 2023-11-26 12:29:39,636 - mmseg - INFO - Iter [3600/160000] lr: 3.729e-06, eta: 16:15:15, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8979, decode.loss_mask: 1.0260, decode.loss_dice: 1.5936, decode.d0.loss_cls: 7.9291, decode.d0.loss_mask: 1.0198, decode.d0.loss_dice: 1.9523, decode.d1.loss_cls: 2.2985, decode.d1.loss_mask: 1.0402, decode.d1.loss_dice: 1.6852, decode.d2.loss_cls: 2.0584, decode.d2.loss_mask: 1.0181, decode.d2.loss_dice: 1.6081, decode.d3.loss_cls: 1.9925, decode.d3.loss_mask: 1.0212, decode.d3.loss_dice: 1.5851, decode.d4.loss_cls: 1.9663, decode.d4.loss_mask: 1.0175, decode.d4.loss_dice: 1.6009, decode.d5.loss_cls: 1.9342, decode.d5.loss_mask: 1.0208, decode.d5.loss_dice: 1.6126, decode.d6.loss_cls: 1.9063, decode.d6.loss_mask: 1.0195, decode.d6.loss_dice: 1.5976, decode.d7.loss_cls: 1.9003, decode.d7.loss_mask: 1.0222, decode.d7.loss_dice: 1.5999, decode.d8.loss_cls: 1.8947, decode.d8.loss_mask: 1.0242, decode.d8.loss_dice: 1.5932, loss: 52.4363, grad_norm: 119.3372 2023-11-26 12:29:57,854 - mmseg - INFO - Iter [3650/160000] lr: 3.728e-06, eta: 16:14:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.9335, decode.loss_mask: 1.0334, decode.loss_dice: 1.5905, decode.d0.loss_cls: 7.8820, decode.d0.loss_mask: 1.0464, decode.d0.loss_dice: 1.9465, decode.d1.loss_cls: 2.3203, decode.d1.loss_mask: 1.0635, decode.d1.loss_dice: 1.6966, decode.d2.loss_cls: 2.0731, decode.d2.loss_mask: 1.0399, decode.d2.loss_dice: 1.6303, decode.d3.loss_cls: 2.0041, decode.d3.loss_mask: 1.0345, decode.d3.loss_dice: 1.5937, decode.d4.loss_cls: 1.9821, decode.d4.loss_mask: 1.0282, decode.d4.loss_dice: 1.5995, decode.d5.loss_cls: 1.9612, decode.d5.loss_mask: 1.0322, decode.d5.loss_dice: 1.6004, decode.d6.loss_cls: 1.9438, decode.d6.loss_mask: 1.0297, decode.d6.loss_dice: 1.5870, decode.d7.loss_cls: 1.9253, decode.d7.loss_mask: 1.0344, decode.d7.loss_dice: 1.5924, decode.d8.loss_cls: 1.9222, decode.d8.loss_mask: 1.0377, decode.d8.loss_dice: 1.5872, loss: 52.7514, grad_norm: 131.3851 2023-11-26 12:30:16,138 - mmseg - INFO - Iter [3700/160000] lr: 3.727e-06, eta: 16:13:59, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 1.9119, decode.loss_mask: 0.9964, decode.loss_dice: 1.5626, decode.d0.loss_cls: 7.8381, decode.d0.loss_mask: 1.0050, decode.d0.loss_dice: 1.9480, decode.d1.loss_cls: 2.3171, decode.d1.loss_mask: 1.0200, decode.d1.loss_dice: 1.6653, decode.d2.loss_cls: 2.0739, decode.d2.loss_mask: 0.9929, decode.d2.loss_dice: 1.5879, decode.d3.loss_cls: 2.0045, decode.d3.loss_mask: 0.9917, decode.d3.loss_dice: 1.5587, decode.d4.loss_cls: 1.9745, decode.d4.loss_mask: 0.9910, decode.d4.loss_dice: 1.5626, decode.d5.loss_cls: 1.9512, decode.d5.loss_mask: 0.9983, decode.d5.loss_dice: 1.5679, decode.d6.loss_cls: 1.9385, decode.d6.loss_mask: 0.9973, decode.d6.loss_dice: 1.5570, decode.d7.loss_cls: 1.9177, decode.d7.loss_mask: 0.9997, decode.d7.loss_dice: 1.5620, decode.d8.loss_cls: 1.9081, decode.d8.loss_mask: 0.9995, decode.d8.loss_dice: 1.5582, loss: 51.9575, grad_norm: 116.3582 2023-11-26 12:30:34,282 - mmseg - INFO - Iter [3750/160000] lr: 3.726e-06, eta: 16:13:17, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8484, decode.loss_mask: 1.0150, decode.loss_dice: 1.5780, decode.d0.loss_cls: 7.7696, decode.d0.loss_mask: 1.0161, decode.d0.loss_dice: 1.9260, decode.d1.loss_cls: 2.2645, decode.d1.loss_mask: 1.0319, decode.d1.loss_dice: 1.6652, decode.d2.loss_cls: 1.9978, decode.d2.loss_mask: 1.0153, decode.d2.loss_dice: 1.5939, decode.d3.loss_cls: 1.9328, decode.d3.loss_mask: 1.0091, decode.d3.loss_dice: 1.5670, decode.d4.loss_cls: 1.9092, decode.d4.loss_mask: 1.0130, decode.d4.loss_dice: 1.5776, decode.d5.loss_cls: 1.8720, decode.d5.loss_mask: 1.0232, decode.d5.loss_dice: 1.5881, decode.d6.loss_cls: 1.8701, decode.d6.loss_mask: 1.0210, decode.d6.loss_dice: 1.5645, decode.d7.loss_cls: 1.8363, decode.d7.loss_mask: 1.0215, decode.d7.loss_dice: 1.5802, decode.d8.loss_cls: 1.8496, decode.d8.loss_mask: 1.0150, decode.d8.loss_dice: 1.5799, loss: 51.5519, grad_norm: 124.7579 2023-11-26 12:30:55,008 - mmseg - INFO - Iter [3800/160000] lr: 3.725e-06, eta: 16:14:22, time: 0.415, data_time: 0.055, memory: 36416, decode.loss_cls: 1.9003, decode.loss_mask: 0.9707, decode.loss_dice: 1.5792, decode.d0.loss_cls: 7.7682, decode.d0.loss_mask: 0.9766, decode.d0.loss_dice: 1.9627, decode.d1.loss_cls: 2.3297, decode.d1.loss_mask: 0.9948, decode.d1.loss_dice: 1.6755, decode.d2.loss_cls: 2.0698, decode.d2.loss_mask: 0.9795, decode.d2.loss_dice: 1.6065, decode.d3.loss_cls: 1.9998, decode.d3.loss_mask: 0.9750, decode.d3.loss_dice: 1.5759, decode.d4.loss_cls: 1.9637, decode.d4.loss_mask: 0.9696, decode.d4.loss_dice: 1.5777, decode.d5.loss_cls: 1.9561, decode.d5.loss_mask: 0.9701, decode.d5.loss_dice: 1.5809, decode.d6.loss_cls: 1.9327, decode.d6.loss_mask: 0.9760, decode.d6.loss_dice: 1.5745, decode.d7.loss_cls: 1.9014, decode.d7.loss_mask: 0.9792, decode.d7.loss_dice: 1.5836, decode.d8.loss_cls: 1.8854, decode.d8.loss_mask: 0.9834, decode.d8.loss_dice: 1.5813, loss: 51.7801, grad_norm: 121.9482 2023-11-26 12:31:13,384 - mmseg - INFO - Iter [3850/160000] lr: 3.723e-06, eta: 16:13:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8415, decode.loss_mask: 1.0026, decode.loss_dice: 1.5551, decode.d0.loss_cls: 7.6953, decode.d0.loss_mask: 1.0177, decode.d0.loss_dice: 1.9261, decode.d1.loss_cls: 2.2793, decode.d1.loss_mask: 1.0292, decode.d1.loss_dice: 1.6680, decode.d2.loss_cls: 2.0091, decode.d2.loss_mask: 1.0055, decode.d2.loss_dice: 1.5928, decode.d3.loss_cls: 1.9403, decode.d3.loss_mask: 0.9974, decode.d3.loss_dice: 1.5654, decode.d4.loss_cls: 1.9066, decode.d4.loss_mask: 1.0019, decode.d4.loss_dice: 1.5667, decode.d5.loss_cls: 1.8896, decode.d5.loss_mask: 0.9988, decode.d5.loss_dice: 1.5596, decode.d6.loss_cls: 1.8687, decode.d6.loss_mask: 1.0045, decode.d6.loss_dice: 1.5478, decode.d7.loss_cls: 1.8541, decode.d7.loss_mask: 1.0097, decode.d7.loss_dice: 1.5632, decode.d8.loss_cls: 1.8408, decode.d8.loss_mask: 1.0063, decode.d8.loss_dice: 1.5600, loss: 51.3037, grad_norm: 116.6509 2023-11-26 12:31:31,739 - mmseg - INFO - Iter [3900/160000] lr: 3.722e-06, eta: 16:13:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8634, decode.loss_mask: 0.9899, decode.loss_dice: 1.5826, decode.d0.loss_cls: 7.6459, decode.d0.loss_mask: 0.9831, decode.d0.loss_dice: 1.9242, decode.d1.loss_cls: 2.2820, decode.d1.loss_mask: 0.9969, decode.d1.loss_dice: 1.6780, decode.d2.loss_cls: 2.0263, decode.d2.loss_mask: 0.9869, decode.d2.loss_dice: 1.6003, decode.d3.loss_cls: 1.9532, decode.d3.loss_mask: 0.9812, decode.d3.loss_dice: 1.5740, decode.d4.loss_cls: 1.9049, decode.d4.loss_mask: 0.9841, decode.d4.loss_dice: 1.5835, decode.d5.loss_cls: 1.8966, decode.d5.loss_mask: 0.9829, decode.d5.loss_dice: 1.5762, decode.d6.loss_cls: 1.8833, decode.d6.loss_mask: 0.9848, decode.d6.loss_dice: 1.5629, decode.d7.loss_cls: 1.8583, decode.d7.loss_mask: 0.9952, decode.d7.loss_dice: 1.5859, decode.d8.loss_cls: 1.8497, decode.d8.loss_mask: 0.9894, decode.d8.loss_dice: 1.5772, loss: 51.2830, grad_norm: 121.5761 2023-11-26 12:31:50,013 - mmseg - INFO - Iter [3950/160000] lr: 3.721e-06, eta: 16:12:41, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8883, decode.loss_mask: 0.9673, decode.loss_dice: 1.5053, decode.d0.loss_cls: 7.5966, decode.d0.loss_mask: 0.9979, decode.d0.loss_dice: 1.8952, decode.d1.loss_cls: 2.3157, decode.d1.loss_mask: 0.9903, decode.d1.loss_dice: 1.6236, decode.d2.loss_cls: 2.0465, decode.d2.loss_mask: 0.9783, decode.d2.loss_dice: 1.5370, decode.d3.loss_cls: 1.9814, decode.d3.loss_mask: 0.9622, decode.d3.loss_dice: 1.5097, decode.d4.loss_cls: 1.9340, decode.d4.loss_mask: 0.9664, decode.d4.loss_dice: 1.5064, decode.d5.loss_cls: 1.9196, decode.d5.loss_mask: 0.9628, decode.d5.loss_dice: 1.5104, decode.d6.loss_cls: 1.8956, decode.d6.loss_mask: 0.9614, decode.d6.loss_dice: 1.4945, decode.d7.loss_cls: 1.8815, decode.d7.loss_mask: 0.9636, decode.d7.loss_dice: 1.5028, decode.d8.loss_cls: 1.8806, decode.d8.loss_mask: 0.9677, decode.d8.loss_dice: 1.5052, loss: 50.6477, grad_norm: 121.1459 2023-11-26 12:32:08,248 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:32:08,248 - mmseg - INFO - Iter [4000/160000] lr: 3.720e-06, eta: 16:12:04, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8086, decode.loss_mask: 0.9537, decode.loss_dice: 1.5123, decode.d0.loss_cls: 7.5663, decode.d0.loss_mask: 0.9869, decode.d0.loss_dice: 1.8873, decode.d1.loss_cls: 2.2387, decode.d1.loss_mask: 0.9907, decode.d1.loss_dice: 1.6298, decode.d2.loss_cls: 1.9725, decode.d2.loss_mask: 0.9680, decode.d2.loss_dice: 1.5446, decode.d3.loss_cls: 1.8995, decode.d3.loss_mask: 0.9534, decode.d3.loss_dice: 1.5173, decode.d4.loss_cls: 1.8532, decode.d4.loss_mask: 0.9606, decode.d4.loss_dice: 1.5234, decode.d5.loss_cls: 1.8345, decode.d5.loss_mask: 0.9564, decode.d5.loss_dice: 1.5245, decode.d6.loss_cls: 1.8312, decode.d6.loss_mask: 0.9496, decode.d6.loss_dice: 1.5140, decode.d7.loss_cls: 1.8095, decode.d7.loss_mask: 0.9575, decode.d7.loss_dice: 1.5127, decode.d8.loss_cls: 1.8019, decode.d8.loss_mask: 0.9616, decode.d8.loss_dice: 1.5139, loss: 49.9337, grad_norm: 119.0726 2023-11-26 12:32:26,759 - mmseg - INFO - Iter [4050/160000] lr: 3.719e-06, eta: 16:11:39, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8183, decode.loss_mask: 0.9808, decode.loss_dice: 1.5466, decode.d0.loss_cls: 7.4912, decode.d0.loss_mask: 0.9964, decode.d0.loss_dice: 1.9082, decode.d1.loss_cls: 2.2339, decode.d1.loss_mask: 1.0082, decode.d1.loss_dice: 1.6520, decode.d2.loss_cls: 1.9804, decode.d2.loss_mask: 0.9880, decode.d2.loss_dice: 1.5811, decode.d3.loss_cls: 1.9177, decode.d3.loss_mask: 0.9788, decode.d3.loss_dice: 1.5426, decode.d4.loss_cls: 1.8735, decode.d4.loss_mask: 0.9826, decode.d4.loss_dice: 1.5520, decode.d5.loss_cls: 1.8642, decode.d5.loss_mask: 0.9847, decode.d5.loss_dice: 1.5462, decode.d6.loss_cls: 1.8369, decode.d6.loss_mask: 0.9784, decode.d6.loss_dice: 1.5328, decode.d7.loss_cls: 1.8178, decode.d7.loss_mask: 0.9762, decode.d7.loss_dice: 1.5422, decode.d8.loss_cls: 1.8069, decode.d8.loss_mask: 0.9776, decode.d8.loss_dice: 1.5373, loss: 50.4333, grad_norm: 109.8550 2023-11-26 12:32:44,984 - mmseg - INFO - Iter [4100/160000] lr: 3.717e-06, eta: 16:11:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7643, decode.loss_mask: 0.9979, decode.loss_dice: 1.5121, decode.d0.loss_cls: 7.4400, decode.d0.loss_mask: 1.0006, decode.d0.loss_dice: 1.8649, decode.d1.loss_cls: 2.2014, decode.d1.loss_mask: 1.0187, decode.d1.loss_dice: 1.6039, decode.d2.loss_cls: 1.9450, decode.d2.loss_mask: 1.0042, decode.d2.loss_dice: 1.5397, decode.d3.loss_cls: 1.8695, decode.d3.loss_mask: 0.9957, decode.d3.loss_dice: 1.4997, decode.d4.loss_cls: 1.8396, decode.d4.loss_mask: 0.9990, decode.d4.loss_dice: 1.5092, decode.d5.loss_cls: 1.8186, decode.d5.loss_mask: 0.9987, decode.d5.loss_dice: 1.5125, decode.d6.loss_cls: 1.7835, decode.d6.loss_mask: 0.9963, decode.d6.loss_dice: 1.5055, decode.d7.loss_cls: 1.7669, decode.d7.loss_mask: 1.0004, decode.d7.loss_dice: 1.5144, decode.d8.loss_cls: 1.7614, decode.d8.loss_mask: 1.0050, decode.d8.loss_dice: 1.5066, loss: 49.7752, grad_norm: 128.6775 2023-11-26 12:33:03,136 - mmseg - INFO - Iter [4150/160000] lr: 3.716e-06, eta: 16:10:23, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8237, decode.loss_mask: 0.9908, decode.loss_dice: 1.5513, decode.d0.loss_cls: 7.4135, decode.d0.loss_mask: 0.9927, decode.d0.loss_dice: 1.8921, decode.d1.loss_cls: 2.2459, decode.d1.loss_mask: 1.0213, decode.d1.loss_dice: 1.6483, decode.d2.loss_cls: 1.9940, decode.d2.loss_mask: 0.9968, decode.d2.loss_dice: 1.5869, decode.d3.loss_cls: 1.9179, decode.d3.loss_mask: 0.9854, decode.d3.loss_dice: 1.5479, decode.d4.loss_cls: 1.8824, decode.d4.loss_mask: 0.9857, decode.d4.loss_dice: 1.5645, decode.d5.loss_cls: 1.8670, decode.d5.loss_mask: 0.9956, decode.d5.loss_dice: 1.5520, decode.d6.loss_cls: 1.8469, decode.d6.loss_mask: 0.9906, decode.d6.loss_dice: 1.5414, decode.d7.loss_cls: 1.8372, decode.d7.loss_mask: 1.0009, decode.d7.loss_dice: 1.5558, decode.d8.loss_cls: 1.8355, decode.d8.loss_mask: 0.9941, decode.d8.loss_dice: 1.5500, loss: 50.6080, grad_norm: 126.9320 2023-11-26 12:33:45,071 - mmseg - INFO - Iter [4200/160000] lr: 3.715e-06, eta: 16:24:27, time: 0.839, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8261, decode.loss_mask: 0.9641, decode.loss_dice: 1.5174, decode.d0.loss_cls: 7.3694, decode.d0.loss_mask: 0.9781, decode.d0.loss_dice: 1.8785, decode.d1.loss_cls: 2.2379, decode.d1.loss_mask: 0.9883, decode.d1.loss_dice: 1.6218, decode.d2.loss_cls: 1.9781, decode.d2.loss_mask: 0.9672, decode.d2.loss_dice: 1.5460, decode.d3.loss_cls: 1.9117, decode.d3.loss_mask: 0.9580, decode.d3.loss_dice: 1.5055, decode.d4.loss_cls: 1.8866, decode.d4.loss_mask: 0.9581, decode.d4.loss_dice: 1.5196, decode.d5.loss_cls: 1.8745, decode.d5.loss_mask: 0.9599, decode.d5.loss_dice: 1.5120, decode.d6.loss_cls: 1.8520, decode.d6.loss_mask: 0.9540, decode.d6.loss_dice: 1.5025, decode.d7.loss_cls: 1.8255, decode.d7.loss_mask: 0.9585, decode.d7.loss_dice: 1.5145, decode.d8.loss_cls: 1.8200, decode.d8.loss_mask: 0.9611, decode.d8.loss_dice: 1.5110, loss: 49.8582, grad_norm: 125.6514 2023-11-26 12:34:23,898 - mmseg - INFO - Iter [4250/160000] lr: 3.714e-06, eta: 16:36:17, time: 0.777, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7102, decode.loss_mask: 1.0072, decode.loss_dice: 1.5100, decode.d0.loss_cls: 7.2971, decode.d0.loss_mask: 1.0239, decode.d0.loss_dice: 1.8506, decode.d1.loss_cls: 2.1220, decode.d1.loss_mask: 1.0353, decode.d1.loss_dice: 1.6186, decode.d2.loss_cls: 1.8596, decode.d2.loss_mask: 1.0136, decode.d2.loss_dice: 1.5514, decode.d3.loss_cls: 1.8030, decode.d3.loss_mask: 1.0051, decode.d3.loss_dice: 1.5055, decode.d4.loss_cls: 1.7748, decode.d4.loss_mask: 1.0057, decode.d4.loss_dice: 1.5153, decode.d5.loss_cls: 1.7663, decode.d5.loss_mask: 1.0015, decode.d5.loss_dice: 1.5154, decode.d6.loss_cls: 1.7343, decode.d6.loss_mask: 1.0039, decode.d6.loss_dice: 1.5016, decode.d7.loss_cls: 1.7184, decode.d7.loss_mask: 1.0039, decode.d7.loss_dice: 1.5057, decode.d8.loss_cls: 1.7055, decode.d8.loss_mask: 1.0069, decode.d8.loss_dice: 1.5135, loss: 49.1857, grad_norm: 122.0764 2023-11-26 12:34:47,366 - mmseg - INFO - Iter [4300/160000] lr: 3.713e-06, eta: 16:38:32, time: 0.469, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7966, decode.loss_mask: 0.9917, decode.loss_dice: 1.5349, decode.d0.loss_cls: 7.2693, decode.d0.loss_mask: 1.0060, decode.d0.loss_dice: 1.8912, decode.d1.loss_cls: 2.1703, decode.d1.loss_mask: 1.0172, decode.d1.loss_dice: 1.6475, decode.d2.loss_cls: 1.9339, decode.d2.loss_mask: 0.9991, decode.d2.loss_dice: 1.5692, decode.d3.loss_cls: 1.8655, decode.d3.loss_mask: 0.9909, decode.d3.loss_dice: 1.5363, decode.d4.loss_cls: 1.8362, decode.d4.loss_mask: 0.9962, decode.d4.loss_dice: 1.5367, decode.d5.loss_cls: 1.8156, decode.d5.loss_mask: 0.9985, decode.d5.loss_dice: 1.5434, decode.d6.loss_cls: 1.8061, decode.d6.loss_mask: 0.9877, decode.d6.loss_dice: 1.5212, decode.d7.loss_cls: 1.7879, decode.d7.loss_mask: 0.9919, decode.d7.loss_dice: 1.5331, decode.d8.loss_cls: 1.7890, decode.d8.loss_mask: 0.9963, decode.d8.loss_dice: 1.5319, loss: 49.8912, grad_norm: 121.6597 2023-11-26 12:35:07,084 - mmseg - INFO - Iter [4350/160000] lr: 3.712e-06, eta: 16:38:30, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6886, decode.loss_mask: 0.9773, decode.loss_dice: 1.4842, decode.d0.loss_cls: 7.1976, decode.d0.loss_mask: 0.9744, decode.d0.loss_dice: 1.8371, decode.d1.loss_cls: 2.1075, decode.d1.loss_mask: 0.9929, decode.d1.loss_dice: 1.5877, decode.d2.loss_cls: 1.8604, decode.d2.loss_mask: 0.9740, decode.d2.loss_dice: 1.5250, decode.d3.loss_cls: 1.7980, decode.d3.loss_mask: 0.9659, decode.d3.loss_dice: 1.4950, decode.d4.loss_cls: 1.7670, decode.d4.loss_mask: 0.9665, decode.d4.loss_dice: 1.4986, decode.d5.loss_cls: 1.7368, decode.d5.loss_mask: 0.9764, decode.d5.loss_dice: 1.4910, decode.d6.loss_cls: 1.7286, decode.d6.loss_mask: 0.9658, decode.d6.loss_dice: 1.4733, decode.d7.loss_cls: 1.7053, decode.d7.loss_mask: 0.9605, decode.d7.loss_dice: 1.4834, decode.d8.loss_cls: 1.6984, decode.d8.loss_mask: 0.9673, decode.d8.loss_dice: 1.4780, loss: 48.3624, grad_norm: 129.7656 2023-11-26 12:35:26,602 - mmseg - INFO - Iter [4400/160000] lr: 3.710e-06, eta: 16:38:21, time: 0.391, data_time: 0.010, memory: 36416, decode.loss_cls: 1.7850, decode.loss_mask: 0.9524, decode.loss_dice: 1.5125, decode.d0.loss_cls: 7.1645, decode.d0.loss_mask: 0.9669, decode.d0.loss_dice: 1.8625, decode.d1.loss_cls: 2.1741, decode.d1.loss_mask: 0.9825, decode.d1.loss_dice: 1.6262, decode.d2.loss_cls: 1.9261, decode.d2.loss_mask: 0.9608, decode.d2.loss_dice: 1.5457, decode.d3.loss_cls: 1.8601, decode.d3.loss_mask: 0.9500, decode.d3.loss_dice: 1.5108, decode.d4.loss_cls: 1.8283, decode.d4.loss_mask: 0.9472, decode.d4.loss_dice: 1.5177, decode.d5.loss_cls: 1.8139, decode.d5.loss_mask: 0.9506, decode.d5.loss_dice: 1.5190, decode.d6.loss_cls: 1.7981, decode.d6.loss_mask: 0.9456, decode.d6.loss_dice: 1.5072, decode.d7.loss_cls: 1.7780, decode.d7.loss_mask: 0.9479, decode.d7.loss_dice: 1.5095, decode.d8.loss_cls: 1.7764, decode.d8.loss_mask: 0.9500, decode.d8.loss_dice: 1.5069, loss: 49.0764, grad_norm: 119.4341 2023-11-26 12:35:44,784 - mmseg - INFO - Iter [4450/160000] lr: 3.709e-06, eta: 16:37:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8008, decode.loss_mask: 0.9888, decode.loss_dice: 1.5376, decode.d0.loss_cls: 7.1245, decode.d0.loss_mask: 0.9975, decode.d0.loss_dice: 1.8950, decode.d1.loss_cls: 2.2124, decode.d1.loss_mask: 1.0161, decode.d1.loss_dice: 1.6414, decode.d2.loss_cls: 1.9706, decode.d2.loss_mask: 1.0059, decode.d2.loss_dice: 1.5631, decode.d3.loss_cls: 1.8873, decode.d3.loss_mask: 0.9974, decode.d3.loss_dice: 1.5479, decode.d4.loss_cls: 1.8638, decode.d4.loss_mask: 0.9981, decode.d4.loss_dice: 1.5501, decode.d5.loss_cls: 1.8257, decode.d5.loss_mask: 0.9961, decode.d5.loss_dice: 1.5563, decode.d6.loss_cls: 1.8166, decode.d6.loss_mask: 0.9942, decode.d6.loss_dice: 1.5322, decode.d7.loss_cls: 1.8040, decode.d7.loss_mask: 0.9925, decode.d7.loss_dice: 1.5507, decode.d8.loss_cls: 1.8000, decode.d8.loss_mask: 0.9947, decode.d8.loss_dice: 1.5434, loss: 50.0046, grad_norm: 127.5711 2023-11-26 12:36:03,088 - mmseg - INFO - Iter [4500/160000] lr: 3.708e-06, eta: 16:36:33, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 1.7491, decode.loss_mask: 0.9615, decode.loss_dice: 1.5046, decode.d0.loss_cls: 7.0593, decode.d0.loss_mask: 0.9730, decode.d0.loss_dice: 1.8450, decode.d1.loss_cls: 2.1375, decode.d1.loss_mask: 0.9800, decode.d1.loss_dice: 1.6121, decode.d2.loss_cls: 1.9091, decode.d2.loss_mask: 0.9617, decode.d2.loss_dice: 1.5412, decode.d3.loss_cls: 1.8339, decode.d3.loss_mask: 0.9564, decode.d3.loss_dice: 1.5151, decode.d4.loss_cls: 1.8017, decode.d4.loss_mask: 0.9534, decode.d4.loss_dice: 1.5205, decode.d5.loss_cls: 1.7739, decode.d5.loss_mask: 0.9572, decode.d5.loss_dice: 1.5177, decode.d6.loss_cls: 1.7628, decode.d6.loss_mask: 0.9611, decode.d6.loss_dice: 1.5087, decode.d7.loss_cls: 1.7554, decode.d7.loss_mask: 0.9597, decode.d7.loss_dice: 1.5104, decode.d8.loss_cls: 1.7513, decode.d8.loss_mask: 0.9589, decode.d8.loss_dice: 1.5070, loss: 48.7393, grad_norm: 118.4228 2023-11-26 12:36:21,757 - mmseg - INFO - Iter [4550/160000] lr: 3.707e-06, eta: 16:35:54, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7548, decode.loss_mask: 0.9724, decode.loss_dice: 1.5108, decode.d0.loss_cls: 7.0323, decode.d0.loss_mask: 1.0012, decode.d0.loss_dice: 1.8668, decode.d1.loss_cls: 2.1455, decode.d1.loss_mask: 1.0104, decode.d1.loss_dice: 1.6289, decode.d2.loss_cls: 1.9093, decode.d2.loss_mask: 0.9818, decode.d2.loss_dice: 1.5470, decode.d3.loss_cls: 1.8314, decode.d3.loss_mask: 0.9819, decode.d3.loss_dice: 1.5181, decode.d4.loss_cls: 1.8042, decode.d4.loss_mask: 0.9791, decode.d4.loss_dice: 1.5254, decode.d5.loss_cls: 1.7844, decode.d5.loss_mask: 0.9785, decode.d5.loss_dice: 1.5122, decode.d6.loss_cls: 1.7552, decode.d6.loss_mask: 0.9809, decode.d6.loss_dice: 1.5082, decode.d7.loss_cls: 1.7468, decode.d7.loss_mask: 0.9783, decode.d7.loss_dice: 1.5086, decode.d8.loss_cls: 1.7452, decode.d8.loss_mask: 0.9751, decode.d8.loss_dice: 1.5055, loss: 48.9801, grad_norm: 124.2382 2023-11-26 12:36:40,126 - mmseg - INFO - Iter [4600/160000] lr: 3.706e-06, eta: 16:35:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.8036, decode.loss_mask: 1.0090, decode.loss_dice: 1.5364, decode.d0.loss_cls: 6.9827, decode.d0.loss_mask: 1.0167, decode.d0.loss_dice: 1.8815, decode.d1.loss_cls: 2.1918, decode.d1.loss_mask: 1.0387, decode.d1.loss_dice: 1.6413, decode.d2.loss_cls: 1.9588, decode.d2.loss_mask: 1.0133, decode.d2.loss_dice: 1.5658, decode.d3.loss_cls: 1.8958, decode.d3.loss_mask: 0.9996, decode.d3.loss_dice: 1.5398, decode.d4.loss_cls: 1.8721, decode.d4.loss_mask: 0.9983, decode.d4.loss_dice: 1.5420, decode.d5.loss_cls: 1.8261, decode.d5.loss_mask: 1.0128, decode.d5.loss_dice: 1.5456, decode.d6.loss_cls: 1.8173, decode.d6.loss_mask: 1.0096, decode.d6.loss_dice: 1.5320, decode.d7.loss_cls: 1.8043, decode.d7.loss_mask: 1.0104, decode.d7.loss_dice: 1.5352, decode.d8.loss_cls: 1.8036, decode.d8.loss_mask: 1.0070, decode.d8.loss_dice: 1.5350, loss: 49.9260, grad_norm: 123.8967 2023-11-26 12:36:58,356 - mmseg - INFO - Iter [4650/160000] lr: 3.704e-06, eta: 16:34:14, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7616, decode.loss_mask: 0.9776, decode.loss_dice: 1.4977, decode.d0.loss_cls: 6.9263, decode.d0.loss_mask: 0.9927, decode.d0.loss_dice: 1.8474, decode.d1.loss_cls: 2.1677, decode.d1.loss_mask: 1.0036, decode.d1.loss_dice: 1.6053, decode.d2.loss_cls: 1.9123, decode.d2.loss_mask: 0.9753, decode.d2.loss_dice: 1.5331, decode.d3.loss_cls: 1.8490, decode.d3.loss_mask: 0.9585, decode.d3.loss_dice: 1.5035, decode.d4.loss_cls: 1.8123, decode.d4.loss_mask: 0.9603, decode.d4.loss_dice: 1.5194, decode.d5.loss_cls: 1.7960, decode.d5.loss_mask: 0.9683, decode.d5.loss_dice: 1.5098, decode.d6.loss_cls: 1.7806, decode.d6.loss_mask: 0.9707, decode.d6.loss_dice: 1.4993, decode.d7.loss_cls: 1.7661, decode.d7.loss_mask: 0.9732, decode.d7.loss_dice: 1.5020, decode.d8.loss_cls: 1.7683, decode.d8.loss_mask: 0.9711, decode.d8.loss_dice: 1.4995, loss: 48.8084, grad_norm: 117.7407 2023-11-26 12:37:17,329 - mmseg - INFO - Iter [4700/160000] lr: 3.703e-06, eta: 16:33:48, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7346, decode.loss_mask: 0.9864, decode.loss_dice: 1.5426, decode.d0.loss_cls: 6.8848, decode.d0.loss_mask: 1.0010, decode.d0.loss_dice: 1.8676, decode.d1.loss_cls: 2.1097, decode.d1.loss_mask: 1.0212, decode.d1.loss_dice: 1.6516, decode.d2.loss_cls: 1.8940, decode.d2.loss_mask: 1.0054, decode.d2.loss_dice: 1.5830, decode.d3.loss_cls: 1.8247, decode.d3.loss_mask: 0.9904, decode.d3.loss_dice: 1.5470, decode.d4.loss_cls: 1.7937, decode.d4.loss_mask: 0.9868, decode.d4.loss_dice: 1.5537, decode.d5.loss_cls: 1.7580, decode.d5.loss_mask: 0.9873, decode.d5.loss_dice: 1.5521, decode.d6.loss_cls: 1.7544, decode.d6.loss_mask: 0.9844, decode.d6.loss_dice: 1.5369, decode.d7.loss_cls: 1.7342, decode.d7.loss_mask: 0.9900, decode.d7.loss_dice: 1.5444, decode.d8.loss_cls: 1.7450, decode.d8.loss_mask: 0.9819, decode.d8.loss_dice: 1.5433, loss: 49.0902, grad_norm: 119.3354 2023-11-26 12:37:35,840 - mmseg - INFO - Iter [4750/160000] lr: 3.702e-06, eta: 16:33:06, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7299, decode.loss_mask: 0.9736, decode.loss_dice: 1.4865, decode.d0.loss_cls: 6.8079, decode.d0.loss_mask: 0.9741, decode.d0.loss_dice: 1.8226, decode.d1.loss_cls: 2.1285, decode.d1.loss_mask: 0.9902, decode.d1.loss_dice: 1.5852, decode.d2.loss_cls: 1.8793, decode.d2.loss_mask: 0.9733, decode.d2.loss_dice: 1.5116, decode.d3.loss_cls: 1.8126, decode.d3.loss_mask: 0.9711, decode.d3.loss_dice: 1.4813, decode.d4.loss_cls: 1.7766, decode.d4.loss_mask: 0.9728, decode.d4.loss_dice: 1.4840, decode.d5.loss_cls: 1.7679, decode.d5.loss_mask: 0.9718, decode.d5.loss_dice: 1.4804, decode.d6.loss_cls: 1.7529, decode.d6.loss_mask: 0.9743, decode.d6.loss_dice: 1.4696, decode.d7.loss_cls: 1.7289, decode.d7.loss_mask: 0.9771, decode.d7.loss_dice: 1.4765, decode.d8.loss_cls: 1.7303, decode.d8.loss_mask: 0.9768, decode.d8.loss_dice: 1.4885, loss: 48.1560, grad_norm: 130.7731 2023-11-26 12:37:54,067 - mmseg - INFO - Iter [4800/160000] lr: 3.701e-06, eta: 16:32:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7335, decode.loss_mask: 0.9544, decode.loss_dice: 1.5070, decode.d0.loss_cls: 6.7845, decode.d0.loss_mask: 0.9583, decode.d0.loss_dice: 1.8406, decode.d1.loss_cls: 2.1154, decode.d1.loss_mask: 0.9762, decode.d1.loss_dice: 1.6128, decode.d2.loss_cls: 1.8855, decode.d2.loss_mask: 0.9539, decode.d2.loss_dice: 1.5316, decode.d3.loss_cls: 1.8071, decode.d3.loss_mask: 0.9424, decode.d3.loss_dice: 1.5054, decode.d4.loss_cls: 1.7864, decode.d4.loss_mask: 0.9483, decode.d4.loss_dice: 1.5081, decode.d5.loss_cls: 1.7512, decode.d5.loss_mask: 0.9578, decode.d5.loss_dice: 1.5125, decode.d6.loss_cls: 1.7441, decode.d6.loss_mask: 0.9517, decode.d6.loss_dice: 1.4898, decode.d7.loss_cls: 1.7420, decode.d7.loss_mask: 0.9500, decode.d7.loss_dice: 1.5059, decode.d8.loss_cls: 1.7359, decode.d8.loss_mask: 0.9555, decode.d8.loss_dice: 1.5062, loss: 48.1539, grad_norm: 126.1949 2023-11-26 12:38:12,488 - mmseg - INFO - Iter [4850/160000] lr: 3.700e-06, eta: 16:31:32, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.7588, decode.loss_mask: 0.9614, decode.loss_dice: 1.5115, decode.d0.loss_cls: 6.7658, decode.d0.loss_mask: 0.9790, decode.d0.loss_dice: 1.8676, decode.d1.loss_cls: 2.1742, decode.d1.loss_mask: 0.9906, decode.d1.loss_dice: 1.6321, decode.d2.loss_cls: 1.9074, decode.d2.loss_mask: 0.9685, decode.d2.loss_dice: 1.5592, decode.d3.loss_cls: 1.8302, decode.d3.loss_mask: 0.9625, decode.d3.loss_dice: 1.5236, decode.d4.loss_cls: 1.7960, decode.d4.loss_mask: 0.9620, decode.d4.loss_dice: 1.5311, decode.d5.loss_cls: 1.7846, decode.d5.loss_mask: 0.9616, decode.d5.loss_dice: 1.5212, decode.d6.loss_cls: 1.7595, decode.d6.loss_mask: 0.9635, decode.d6.loss_dice: 1.5120, decode.d7.loss_cls: 1.7456, decode.d7.loss_mask: 0.9652, decode.d7.loss_dice: 1.5144, decode.d8.loss_cls: 1.7493, decode.d8.loss_mask: 0.9655, decode.d8.loss_dice: 1.5117, loss: 48.6356, grad_norm: 123.5654 2023-11-26 12:38:30,950 - mmseg - INFO - Iter [4900/160000] lr: 3.698e-06, eta: 16:30:50, time: 0.369, data_time: 0.008, memory: 36416, decode.loss_cls: 1.6426, decode.loss_mask: 0.9685, decode.loss_dice: 1.4570, decode.d0.loss_cls: 6.6522, decode.d0.loss_mask: 0.9923, decode.d0.loss_dice: 1.7942, decode.d1.loss_cls: 2.0344, decode.d1.loss_mask: 1.0008, decode.d1.loss_dice: 1.5594, decode.d2.loss_cls: 1.7940, decode.d2.loss_mask: 0.9780, decode.d2.loss_dice: 1.4888, decode.d3.loss_cls: 1.7093, decode.d3.loss_mask: 0.9648, decode.d3.loss_dice: 1.4524, decode.d4.loss_cls: 1.6871, decode.d4.loss_mask: 0.9689, decode.d4.loss_dice: 1.4697, decode.d5.loss_cls: 1.6717, decode.d5.loss_mask: 0.9599, decode.d5.loss_dice: 1.4635, decode.d6.loss_cls: 1.6506, decode.d6.loss_mask: 0.9605, decode.d6.loss_dice: 1.4526, decode.d7.loss_cls: 1.6329, decode.d7.loss_mask: 0.9692, decode.d7.loss_dice: 1.4599, decode.d8.loss_cls: 1.6336, decode.d8.loss_mask: 0.9685, decode.d8.loss_dice: 1.4579, loss: 46.8950, grad_norm: 124.4977 2023-11-26 12:38:49,233 - mmseg - INFO - Iter [4950/160000] lr: 3.697e-06, eta: 16:30:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6415, decode.loss_mask: 0.9610, decode.loss_dice: 1.4260, decode.d0.loss_cls: 6.6042, decode.d0.loss_mask: 0.9844, decode.d0.loss_dice: 1.7688, decode.d1.loss_cls: 2.0318, decode.d1.loss_mask: 0.9883, decode.d1.loss_dice: 1.5414, decode.d2.loss_cls: 1.7725, decode.d2.loss_mask: 0.9629, decode.d2.loss_dice: 1.4655, decode.d3.loss_cls: 1.7122, decode.d3.loss_mask: 0.9623, decode.d3.loss_dice: 1.4353, decode.d4.loss_cls: 1.6729, decode.d4.loss_mask: 0.9678, decode.d4.loss_dice: 1.4459, decode.d5.loss_cls: 1.6465, decode.d5.loss_mask: 0.9710, decode.d5.loss_dice: 1.4392, decode.d6.loss_cls: 1.6494, decode.d6.loss_mask: 0.9590, decode.d6.loss_dice: 1.4190, decode.d7.loss_cls: 1.6341, decode.d7.loss_mask: 0.9572, decode.d7.loss_dice: 1.4326, decode.d8.loss_cls: 1.6283, decode.d8.loss_mask: 0.9628, decode.d8.loss_dice: 1.4245, loss: 46.4684, grad_norm: 138.8285 2023-11-26 12:39:07,690 - mmseg - INFO - Saving checkpoint at 5000 iterations 2023-11-26 12:39:09,285 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:39:09,285 - mmseg - INFO - Iter [5000/160000] lr: 3.696e-06, eta: 16:30:12, time: 0.401, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6652, decode.loss_mask: 0.9560, decode.loss_dice: 1.5095, decode.d0.loss_cls: 6.6198, decode.d0.loss_mask: 0.9671, decode.d0.loss_dice: 1.8339, decode.d1.loss_cls: 2.1004, decode.d1.loss_mask: 0.9798, decode.d1.loss_dice: 1.6122, decode.d2.loss_cls: 1.8482, decode.d2.loss_mask: 0.9620, decode.d2.loss_dice: 1.5457, decode.d3.loss_cls: 1.7708, decode.d3.loss_mask: 0.9571, decode.d3.loss_dice: 1.5153, decode.d4.loss_cls: 1.7241, decode.d4.loss_mask: 0.9561, decode.d4.loss_dice: 1.5219, decode.d5.loss_cls: 1.7092, decode.d5.loss_mask: 0.9566, decode.d5.loss_dice: 1.5185, decode.d6.loss_cls: 1.6824, decode.d6.loss_mask: 0.9601, decode.d6.loss_dice: 1.4989, decode.d7.loss_cls: 1.6704, decode.d7.loss_mask: 0.9642, decode.d7.loss_dice: 1.5076, decode.d8.loss_cls: 1.6677, decode.d8.loss_mask: 0.9628, decode.d8.loss_dice: 1.5087, loss: 47.6524, grad_norm: 119.5889 2023-11-26 12:40:59,158 - mmseg - INFO - per class results: 2023-11-26 12:40:59,163 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.54 | 82.53 | | building | 77.06 | 88.81 | | sky | 93.38 | 97.82 | | floor | 77.08 | 86.11 | | tree | 70.95 | 86.81 | | ceiling | 80.35 | 93.94 | | road | 73.96 | 83.0 | | bed | 79.31 | 96.72 | | windowpane | 55.44 | 72.77 | | grass | 65.66 | 84.73 | | cabinet | 46.82 | 72.6 | | sidewalk | 54.12 | 87.74 | | person | 80.29 | 88.82 | | earth | 27.19 | 35.01 | | door | 32.72 | 59.67 | | table | 45.68 | 73.68 | | mountain | 53.89 | 72.17 | | plant | 49.36 | 70.56 | | curtain | 64.07 | 86.69 | | chair | 46.41 | 60.96 | | car | 79.0 | 87.87 | | water | 43.34 | 62.02 | | painting | 63.58 | 87.87 | | sofa | 52.37 | 76.83 | | shelf | 29.6 | 77.48 | | house | 41.93 | 73.14 | | sea | 41.83 | 69.58 | | mirror | 40.62 | 51.77 | | rug | 58.25 | 71.86 | | field | 16.96 | 28.35 | | armchair | 24.85 | 38.55 | | seat | 43.76 | 60.05 | | fence | 30.99 | 62.95 | | desk | 19.53 | 45.02 | | rock | 26.86 | 38.68 | | wardrobe | 0.0 | 0.0 | | lamp | 57.57 | 71.32 | | bathtub | 36.26 | 87.73 | | railing | 22.42 | 38.99 | | cushion | 42.59 | 54.19 | | base | 0.87 | 0.87 | | box | 10.67 | 14.98 | | column | 44.11 | 63.91 | | signboard | 31.25 | 50.59 | | chest of drawers | 7.06 | 9.99 | | counter | 7.99 | 8.36 | | sand | 28.65 | 35.67 | | sink | 66.53 | 78.65 | | skyscraper | 41.91 | 56.88 | | fireplace | 50.37 | 70.57 | | refrigerator | 61.72 | 69.71 | | grandstand | 0.0 | 0.0 | | path | 5.91 | 8.69 | | stairs | 16.17 | 17.28 | | runway | 0.0 | 0.0 | | case | 0.0 | 0.0 | | pool table | 75.08 | 97.2 | | pillow | 48.38 | 63.18 | | screen door | 0.0 | 0.0 | | stairway | 15.22 | 23.05 | | river | 0.0 | 0.0 | | bridge | 7.18 | 7.45 | | bookcase | 7.2 | 7.48 | | blind | 3.22 | 3.26 | | coffee table | 31.49 | 34.83 | | toilet | 74.98 | 91.7 | | flower | 24.23 | 33.87 | | book | 37.89 | 65.76 | | hill | 0.0 | 0.0 | | bench | 5.14 | 5.79 | | countertop | 19.42 | 21.83 | | stove | 53.44 | 79.6 | | palm | 23.56 | 27.15 | | kitchen island | 4.93 | 4.95 | | computer | 55.17 | 64.04 | | swivel chair | 16.63 | 21.09 | | boat | 29.89 | 39.86 | | bar | 0.0 | 0.0 | | arcade machine | 0.0 | 0.0 | | hovel | 0.0 | 0.0 | | bus | 2.02 | 2.14 | | towel | 40.48 | 50.74 | | light | 50.54 | 69.4 | | truck | 22.61 | 45.56 | | tower | 0.0 | 0.0 | | chandelier | 48.11 | 67.57 | | awning | 23.71 | 33.61 | | streetlight | 17.15 | 44.77 | | booth | 0.0 | 0.0 | | television receiver | 52.59 | 76.01 | | airplane | 51.61 | 63.61 | | dirt track | 0.0 | 0.0 | | apparel | 11.97 | 14.29 | | pole | 18.28 | 34.1 | | land | 0.0 | 0.0 | | bannister | 0.05 | 0.05 | | escalator | 0.0 | 0.0 | | ottoman | 6.64 | 6.69 | | bottle | 13.94 | 23.94 | | buffet | 0.0 | 0.0 | | poster | 0.0 | 0.0 | | stage | 0.0 | 0.0 | | van | 29.45 | 54.4 | | ship | 0.0 | 0.0 | | fountain | 0.0 | 0.0 | | conveyer belt | 0.0 | 0.0 | | canopy | 0.0 | 0.0 | | washer | 0.0 | 0.0 | | plaything | 2.17 | 2.42 | | swimming pool | 0.0 | 0.0 | | stool | 3.45 | 3.6 | | barrel | 0.0 | 0.0 | | basket | 9.87 | 11.29 | | waterfall | 0.0 | 0.0 | | tent | 0.0 | 0.0 | | bag | 0.1 | 0.1 | | minibike | 32.4 | 38.91 | | cradle | 0.0 | 0.0 | | oven | 0.0 | 0.0 | | ball | 0.0 | 0.0 | | food | 6.01 | 6.17 | | step | 0.0 | 0.0 | | tank | 0.0 | 0.0 | | trade name | 25.61 | 43.14 | | microwave | 35.08 | 38.88 | | pot | 32.18 | 40.27 | | animal | 0.0 | 0.0 | | bicycle | 37.0 | 75.24 | | lake | 0.0 | 0.0 | | dishwasher | 0.0 | 0.0 | | screen | 0.0 | 0.0 | | blanket | 0.0 | 0.0 | | sculpture | 0.0 | 0.0 | | hood | 10.28 | 10.29 | | sconce | 21.3 | 33.3 | | vase | 19.88 | 46.38 | | traffic light | 8.44 | 15.3 | | tray | 0.0 | 0.0 | | ashcan | 20.28 | 31.29 | | fan | 36.32 | 47.62 | | pier | 0.0 | 0.0 | | crt screen | 0.0 | 0.0 | | plate | 37.75 | 57.1 | | monitor | 0.0 | 0.0 | | bulletin board | 0.0 | 0.0 | | shower | 0.0 | 0.0 | | radiator | 0.0 | 0.0 | | glass | 1.85 | 1.89 | | clock | 23.1 | 29.78 | | flag | 10.47 | 10.65 | +---------------------+-------+-------+ 2023-11-26 12:40:59,163 - mmseg - INFO - Summary: 2023-11-26 12:40:59,163 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 76.52 | 24.58 | 33.83 | +-------+-------+-------+ 2023-11-26 12:41:00,738 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_5000.pth. 2023-11-26 12:41:00,739 - mmseg - INFO - Best mIoU is 0.2458 at 5000 iter. 2023-11-26 12:41:00,739 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:41:00,739 - mmseg - INFO - Iter(val) [250] aAcc: 0.7652, mIoU: 0.2458, mAcc: 0.3383, IoU.wall: 0.7254, IoU.building: 0.7706, IoU.sky: 0.9338, IoU.floor: 0.7708, IoU.tree: 0.7095, IoU.ceiling: 0.8035, IoU.road: 0.7396, IoU.bed : 0.7931, IoU.windowpane: 0.5544, IoU.grass: 0.6566, IoU.cabinet: 0.4682, IoU.sidewalk: 0.5412, IoU.person: 0.8029, IoU.earth: 0.2719, IoU.door: 0.3272, IoU.table: 0.4568, IoU.mountain: 0.5389, IoU.plant: 0.4936, IoU.curtain: 0.6407, IoU.chair: 0.4641, IoU.car: 0.7900, IoU.water: 0.4334, IoU.painting: 0.6358, IoU.sofa: 0.5237, IoU.shelf: 0.2960, IoU.house: 0.4193, IoU.sea: 0.4183, IoU.mirror: 0.4062, IoU.rug: 0.5825, IoU.field: 0.1696, IoU.armchair: 0.2485, IoU.seat: 0.4376, IoU.fence: 0.3099, IoU.desk: 0.1953, IoU.rock: 0.2686, IoU.wardrobe: 0.0000, IoU.lamp: 0.5757, IoU.bathtub: 0.3626, IoU.railing: 0.2242, IoU.cushion: 0.4259, IoU.base: 0.0087, IoU.box: 0.1067, IoU.column: 0.4411, IoU.signboard: 0.3125, IoU.chest of drawers: 0.0706, IoU.counter: 0.0799, IoU.sand: 0.2865, IoU.sink: 0.6653, IoU.skyscraper: 0.4191, IoU.fireplace: 0.5037, IoU.refrigerator: 0.6172, IoU.grandstand: 0.0000, IoU.path: 0.0591, IoU.stairs: 0.1617, IoU.runway: 0.0000, IoU.case: 0.0000, IoU.pool table: 0.7508, IoU.pillow: 0.4838, IoU.screen door: 0.0000, IoU.stairway: 0.1522, IoU.river: 0.0000, IoU.bridge: 0.0718, IoU.bookcase: 0.0720, IoU.blind: 0.0322, IoU.coffee table: 0.3149, IoU.toilet: 0.7498, IoU.flower: 0.2423, IoU.book: 0.3789, IoU.hill: 0.0000, IoU.bench: 0.0514, IoU.countertop: 0.1942, IoU.stove: 0.5344, IoU.palm: 0.2356, IoU.kitchen island: 0.0493, IoU.computer: 0.5517, IoU.swivel chair: 0.1663, IoU.boat: 0.2989, IoU.bar: 0.0000, IoU.arcade machine: 0.0000, IoU.hovel: 0.0000, IoU.bus: 0.0202, IoU.towel: 0.4048, IoU.light: 0.5054, IoU.truck: 0.2261, IoU.tower: 0.0000, IoU.chandelier: 0.4811, IoU.awning: 0.2371, IoU.streetlight: 0.1715, IoU.booth: 0.0000, IoU.television receiver: 0.5259, IoU.airplane: 0.5161, IoU.dirt track: 0.0000, IoU.apparel: 0.1197, IoU.pole: 0.1828, IoU.land: 0.0000, IoU.bannister: 0.0005, IoU.escalator: 0.0000, IoU.ottoman: 0.0664, IoU.bottle: 0.1394, IoU.buffet: 0.0000, IoU.poster: 0.0000, IoU.stage: 0.0000, IoU.van: 0.2945, IoU.ship: 0.0000, IoU.fountain: 0.0000, IoU.conveyer belt: 0.0000, IoU.canopy: 0.0000, IoU.washer: 0.0000, IoU.plaything: 0.0217, IoU.swimming pool: 0.0000, IoU.stool: 0.0345, IoU.barrel: 0.0000, IoU.basket: 0.0987, IoU.waterfall: 0.0000, IoU.tent: 0.0000, IoU.bag: 0.0010, IoU.minibike: 0.3240, IoU.cradle: 0.0000, IoU.oven: 0.0000, IoU.ball: 0.0000, IoU.food: 0.0601, IoU.step: 0.0000, IoU.tank: 0.0000, IoU.trade name: 0.2561, IoU.microwave: 0.3508, IoU.pot: 0.3218, IoU.animal: 0.0000, IoU.bicycle: 0.3700, IoU.lake: 0.0000, IoU.dishwasher: 0.0000, IoU.screen: 0.0000, IoU.blanket: 0.0000, IoU.sculpture: 0.0000, IoU.hood: 0.1028, IoU.sconce: 0.2130, IoU.vase: 0.1988, IoU.traffic light: 0.0844, IoU.tray: 0.0000, IoU.ashcan: 0.2028, IoU.fan: 0.3632, IoU.pier: 0.0000, IoU.crt screen: 0.0000, IoU.plate: 0.3775, IoU.monitor: 0.0000, IoU.bulletin board: 0.0000, IoU.shower: 0.0000, IoU.radiator: 0.0000, IoU.glass: 0.0185, IoU.clock: 0.2310, IoU.flag: 0.1047, Acc.wall: 0.8253, Acc.building: 0.8881, Acc.sky: 0.9782, Acc.floor: 0.8611, Acc.tree: 0.8681, Acc.ceiling: 0.9394, Acc.road: 0.8300, Acc.bed : 0.9672, Acc.windowpane: 0.7277, Acc.grass: 0.8473, Acc.cabinet: 0.7260, Acc.sidewalk: 0.8774, Acc.person: 0.8882, Acc.earth: 0.3501, Acc.door: 0.5967, Acc.table: 0.7368, Acc.mountain: 0.7217, Acc.plant: 0.7056, Acc.curtain: 0.8669, Acc.chair: 0.6096, Acc.car: 0.8787, Acc.water: 0.6202, Acc.painting: 0.8787, Acc.sofa: 0.7683, Acc.shelf: 0.7748, Acc.house: 0.7314, Acc.sea: 0.6958, Acc.mirror: 0.5177, Acc.rug: 0.7186, Acc.field: 0.2835, Acc.armchair: 0.3855, Acc.seat: 0.6005, Acc.fence: 0.6295, Acc.desk: 0.4502, Acc.rock: 0.3868, Acc.wardrobe: 0.0000, Acc.lamp: 0.7132, Acc.bathtub: 0.8773, Acc.railing: 0.3899, Acc.cushion: 0.5419, Acc.base: 0.0087, Acc.box: 0.1498, Acc.column: 0.6391, Acc.signboard: 0.5059, Acc.chest of drawers: 0.0999, Acc.counter: 0.0836, Acc.sand: 0.3567, Acc.sink: 0.7865, Acc.skyscraper: 0.5688, Acc.fireplace: 0.7057, Acc.refrigerator: 0.6971, Acc.grandstand: 0.0000, Acc.path: 0.0869, Acc.stairs: 0.1728, Acc.runway: 0.0000, Acc.case: 0.0000, Acc.pool table: 0.9720, Acc.pillow: 0.6318, Acc.screen door: 0.0000, Acc.stairway: 0.2305, Acc.river: 0.0000, Acc.bridge: 0.0745, Acc.bookcase: 0.0748, Acc.blind: 0.0326, Acc.coffee table: 0.3483, Acc.toilet: 0.9170, Acc.flower: 0.3387, Acc.book: 0.6576, Acc.hill: 0.0000, Acc.bench: 0.0579, Acc.countertop: 0.2183, Acc.stove: 0.7960, Acc.palm: 0.2715, Acc.kitchen island: 0.0495, Acc.computer: 0.6404, Acc.swivel chair: 0.2109, Acc.boat: 0.3986, Acc.bar: 0.0000, Acc.arcade machine: 0.0000, Acc.hovel: 0.0000, Acc.bus: 0.0214, Acc.towel: 0.5074, Acc.light: 0.6940, Acc.truck: 0.4556, Acc.tower: 0.0000, Acc.chandelier: 0.6757, Acc.awning: 0.3361, Acc.streetlight: 0.4477, Acc.booth: 0.0000, Acc.television receiver: 0.7601, Acc.airplane: 0.6361, Acc.dirt track: 0.0000, Acc.apparel: 0.1429, Acc.pole: 0.3410, Acc.land: 0.0000, Acc.bannister: 0.0005, Acc.escalator: 0.0000, Acc.ottoman: 0.0669, Acc.bottle: 0.2394, Acc.buffet: 0.0000, Acc.poster: 0.0000, Acc.stage: 0.0000, Acc.van: 0.5440, Acc.ship: 0.0000, Acc.fountain: 0.0000, Acc.conveyer belt: 0.0000, Acc.canopy: 0.0000, Acc.washer: 0.0000, Acc.plaything: 0.0242, Acc.swimming pool: 0.0000, Acc.stool: 0.0360, Acc.barrel: 0.0000, Acc.basket: 0.1129, Acc.waterfall: 0.0000, Acc.tent: 0.0000, Acc.bag: 0.0010, Acc.minibike: 0.3891, Acc.cradle: 0.0000, Acc.oven: 0.0000, Acc.ball: 0.0000, Acc.food: 0.0617, Acc.step: 0.0000, Acc.tank: 0.0000, Acc.trade name: 0.4314, Acc.microwave: 0.3888, Acc.pot: 0.4027, Acc.animal: 0.0000, Acc.bicycle: 0.7524, Acc.lake: 0.0000, Acc.dishwasher: 0.0000, Acc.screen: 0.0000, Acc.blanket: 0.0000, Acc.sculpture: 0.0000, Acc.hood: 0.1029, Acc.sconce: 0.3330, Acc.vase: 0.4638, Acc.traffic light: 0.1530, Acc.tray: 0.0000, Acc.ashcan: 0.3129, Acc.fan: 0.4762, Acc.pier: 0.0000, Acc.crt screen: 0.0000, Acc.plate: 0.5710, Acc.monitor: 0.0000, Acc.bulletin board: 0.0000, Acc.shower: 0.0000, Acc.radiator: 0.0000, Acc.glass: 0.0189, Acc.clock: 0.2978, Acc.flag: 0.1065 2023-11-26 12:41:20,767 - mmseg - INFO - Iter [5050/160000] lr: 3.695e-06, eta: 17:27:19, time: 2.630, data_time: 2.238, memory: 36416, decode.loss_cls: 1.7330, decode.loss_mask: 0.9680, decode.loss_dice: 1.5004, decode.d0.loss_cls: 6.5547, decode.d0.loss_mask: 0.9789, decode.d0.loss_dice: 1.8461, decode.d1.loss_cls: 2.1238, decode.d1.loss_mask: 0.9991, decode.d1.loss_dice: 1.6150, decode.d2.loss_cls: 1.8818, decode.d2.loss_mask: 0.9782, decode.d2.loss_dice: 1.5406, decode.d3.loss_cls: 1.8142, decode.d3.loss_mask: 0.9679, decode.d3.loss_dice: 1.5021, decode.d4.loss_cls: 1.7945, decode.d4.loss_mask: 0.9739, decode.d4.loss_dice: 1.5045, decode.d5.loss_cls: 1.7588, decode.d5.loss_mask: 0.9740, decode.d5.loss_dice: 1.5088, decode.d6.loss_cls: 1.7443, decode.d6.loss_mask: 0.9675, decode.d6.loss_dice: 1.4987, decode.d7.loss_cls: 1.7400, decode.d7.loss_mask: 0.9698, decode.d7.loss_dice: 1.4979, decode.d8.loss_cls: 1.7326, decode.d8.loss_mask: 0.9720, decode.d8.loss_dice: 1.4968, loss: 48.1379, grad_norm: 113.9157 2023-11-26 12:41:41,663 - mmseg - INFO - Iter [5100/160000] lr: 3.694e-06, eta: 17:27:18, time: 0.418, data_time: 0.053, memory: 36416, decode.loss_cls: 1.7148, decode.loss_mask: 0.9636, decode.loss_dice: 1.4606, decode.d0.loss_cls: 6.5005, decode.d0.loss_mask: 0.9750, decode.d0.loss_dice: 1.8269, decode.d1.loss_cls: 2.0973, decode.d1.loss_mask: 0.9939, decode.d1.loss_dice: 1.5984, decode.d2.loss_cls: 1.8647, decode.d2.loss_mask: 0.9727, decode.d2.loss_dice: 1.5017, decode.d3.loss_cls: 1.7915, decode.d3.loss_mask: 0.9656, decode.d3.loss_dice: 1.4723, decode.d4.loss_cls: 1.7604, decode.d4.loss_mask: 0.9618, decode.d4.loss_dice: 1.4810, decode.d5.loss_cls: 1.7431, decode.d5.loss_mask: 0.9694, decode.d5.loss_dice: 1.4777, decode.d6.loss_cls: 1.7199, decode.d6.loss_mask: 0.9684, decode.d6.loss_dice: 1.4585, decode.d7.loss_cls: 1.7035, decode.d7.loss_mask: 0.9668, decode.d7.loss_dice: 1.4627, decode.d8.loss_cls: 1.7039, decode.d8.loss_mask: 0.9632, decode.d8.loss_dice: 1.4646, loss: 47.5044, grad_norm: 124.4507 2023-11-26 12:41:59,850 - mmseg - INFO - Iter [5150/160000] lr: 3.692e-06, eta: 17:25:54, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6737, decode.loss_mask: 0.9722, decode.loss_dice: 1.4858, decode.d0.loss_cls: 6.4555, decode.d0.loss_mask: 0.9965, decode.d0.loss_dice: 1.8229, decode.d1.loss_cls: 2.0491, decode.d1.loss_mask: 1.0034, decode.d1.loss_dice: 1.6049, decode.d2.loss_cls: 1.8050, decode.d2.loss_mask: 0.9822, decode.d2.loss_dice: 1.5288, decode.d3.loss_cls: 1.7446, decode.d3.loss_mask: 0.9740, decode.d3.loss_dice: 1.4873, decode.d4.loss_cls: 1.7116, decode.d4.loss_mask: 0.9746, decode.d4.loss_dice: 1.4955, decode.d5.loss_cls: 1.6907, decode.d5.loss_mask: 0.9783, decode.d5.loss_dice: 1.4928, decode.d6.loss_cls: 1.6898, decode.d6.loss_mask: 0.9745, decode.d6.loss_dice: 1.4721, decode.d7.loss_cls: 1.6635, decode.d7.loss_mask: 0.9785, decode.d7.loss_dice: 1.4856, decode.d8.loss_cls: 1.6640, decode.d8.loss_mask: 0.9707, decode.d8.loss_dice: 1.4822, loss: 47.3101, grad_norm: 118.8661 2023-11-26 12:42:18,057 - mmseg - INFO - Iter [5200/160000] lr: 3.691e-06, eta: 17:24:33, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6748, decode.loss_mask: 0.9481, decode.loss_dice: 1.4667, decode.d0.loss_cls: 6.4247, decode.d0.loss_mask: 0.9714, decode.d0.loss_dice: 1.8208, decode.d1.loss_cls: 2.0818, decode.d1.loss_mask: 0.9823, decode.d1.loss_dice: 1.5861, decode.d2.loss_cls: 1.8134, decode.d2.loss_mask: 0.9608, decode.d2.loss_dice: 1.5140, decode.d3.loss_cls: 1.7502, decode.d3.loss_mask: 0.9509, decode.d3.loss_dice: 1.4820, decode.d4.loss_cls: 1.7282, decode.d4.loss_mask: 0.9506, decode.d4.loss_dice: 1.4741, decode.d5.loss_cls: 1.7093, decode.d5.loss_mask: 0.9489, decode.d5.loss_dice: 1.4667, decode.d6.loss_cls: 1.6810, decode.d6.loss_mask: 0.9485, decode.d6.loss_dice: 1.4626, decode.d7.loss_cls: 1.6651, decode.d7.loss_mask: 0.9499, decode.d7.loss_dice: 1.4738, decode.d8.loss_cls: 1.6720, decode.d8.loss_mask: 0.9556, decode.d8.loss_dice: 1.4723, loss: 46.9866, grad_norm: 129.5362 2023-11-26 12:42:36,672 - mmseg - INFO - Iter [5250/160000] lr: 3.690e-06, eta: 17:23:24, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6470, decode.loss_mask: 0.9392, decode.loss_dice: 1.4442, decode.d0.loss_cls: 6.3656, decode.d0.loss_mask: 0.9561, decode.d0.loss_dice: 1.7896, decode.d1.loss_cls: 2.0365, decode.d1.loss_mask: 0.9768, decode.d1.loss_dice: 1.5589, decode.d2.loss_cls: 1.7920, decode.d2.loss_mask: 0.9529, decode.d2.loss_dice: 1.4740, decode.d3.loss_cls: 1.7341, decode.d3.loss_mask: 0.9370, decode.d3.loss_dice: 1.4487, decode.d4.loss_cls: 1.7029, decode.d4.loss_mask: 0.9391, decode.d4.loss_dice: 1.4548, decode.d5.loss_cls: 1.6877, decode.d5.loss_mask: 0.9386, decode.d5.loss_dice: 1.4478, decode.d6.loss_cls: 1.6707, decode.d6.loss_mask: 0.9360, decode.d6.loss_dice: 1.4424, decode.d7.loss_cls: 1.6514, decode.d7.loss_mask: 0.9373, decode.d7.loss_dice: 1.4477, decode.d8.loss_cls: 1.6459, decode.d8.loss_mask: 0.9446, decode.d8.loss_dice: 1.4442, loss: 46.3435, grad_norm: 111.6441 2023-11-26 12:42:54,990 - mmseg - INFO - Iter [5300/160000] lr: 3.689e-06, eta: 17:22:09, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 1.6617, decode.loss_mask: 0.9315, decode.loss_dice: 1.4762, decode.d0.loss_cls: 6.3420, decode.d0.loss_mask: 0.9395, decode.d0.loss_dice: 1.8248, decode.d1.loss_cls: 2.0419, decode.d1.loss_mask: 0.9521, decode.d1.loss_dice: 1.6046, decode.d2.loss_cls: 1.8147, decode.d2.loss_mask: 0.9251, decode.d2.loss_dice: 1.5173, decode.d3.loss_cls: 1.7524, decode.d3.loss_mask: 0.9288, decode.d3.loss_dice: 1.4796, decode.d4.loss_cls: 1.7169, decode.d4.loss_mask: 0.9203, decode.d4.loss_dice: 1.4878, decode.d5.loss_cls: 1.6946, decode.d5.loss_mask: 0.9217, decode.d5.loss_dice: 1.4833, decode.d6.loss_cls: 1.6778, decode.d6.loss_mask: 0.9228, decode.d6.loss_dice: 1.4755, decode.d7.loss_cls: 1.6629, decode.d7.loss_mask: 0.9288, decode.d7.loss_dice: 1.4774, decode.d8.loss_cls: 1.6702, decode.d8.loss_mask: 0.9264, decode.d8.loss_dice: 1.4802, loss: 46.6391, grad_norm: 115.5391 2023-11-26 12:43:13,149 - mmseg - INFO - Iter [5350/160000] lr: 3.688e-06, eta: 17:20:49, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5999, decode.loss_mask: 0.9557, decode.loss_dice: 1.4453, decode.d0.loss_cls: 6.2438, decode.d0.loss_mask: 0.9723, decode.d0.loss_dice: 1.7770, decode.d1.loss_cls: 1.9849, decode.d1.loss_mask: 0.9798, decode.d1.loss_dice: 1.5728, decode.d2.loss_cls: 1.7324, decode.d2.loss_mask: 0.9604, decode.d2.loss_dice: 1.4883, decode.d3.loss_cls: 1.6558, decode.d3.loss_mask: 0.9642, decode.d3.loss_dice: 1.4605, decode.d4.loss_cls: 1.6424, decode.d4.loss_mask: 0.9602, decode.d4.loss_dice: 1.4639, decode.d5.loss_cls: 1.6175, decode.d5.loss_mask: 0.9581, decode.d5.loss_dice: 1.4582, decode.d6.loss_cls: 1.5963, decode.d6.loss_mask: 0.9654, decode.d6.loss_dice: 1.4480, decode.d7.loss_cls: 1.5847, decode.d7.loss_mask: 0.9678, decode.d7.loss_dice: 1.4515, decode.d8.loss_cls: 1.5922, decode.d8.loss_mask: 0.9618, decode.d8.loss_dice: 1.4455, loss: 45.9067, grad_norm: 130.2679 2023-11-26 12:43:31,452 - mmseg - INFO - Iter [5400/160000] lr: 3.686e-06, eta: 17:19:35, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5506, decode.loss_mask: 0.9156, decode.loss_dice: 1.3869, decode.d0.loss_cls: 6.1492, decode.d0.loss_mask: 0.9448, decode.d0.loss_dice: 1.7218, decode.d1.loss_cls: 1.9137, decode.d1.loss_mask: 0.9543, decode.d1.loss_dice: 1.5110, decode.d2.loss_cls: 1.6838, decode.d2.loss_mask: 0.9284, decode.d2.loss_dice: 1.4348, decode.d3.loss_cls: 1.6304, decode.d3.loss_mask: 0.9199, decode.d3.loss_dice: 1.4095, decode.d4.loss_cls: 1.5961, decode.d4.loss_mask: 0.9291, decode.d4.loss_dice: 1.4125, decode.d5.loss_cls: 1.5763, decode.d5.loss_mask: 0.9285, decode.d5.loss_dice: 1.4051, decode.d6.loss_cls: 1.5663, decode.d6.loss_mask: 0.9167, decode.d6.loss_dice: 1.3880, decode.d7.loss_cls: 1.5413, decode.d7.loss_mask: 0.9260, decode.d7.loss_dice: 1.3896, decode.d8.loss_cls: 1.5533, decode.d8.loss_mask: 0.9129, decode.d8.loss_dice: 1.3890, loss: 44.4853, grad_norm: 111.0099 2023-11-26 12:43:49,799 - mmseg - INFO - Iter [5450/160000] lr: 3.685e-06, eta: 17:18:23, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5985, decode.loss_mask: 0.9564, decode.loss_dice: 1.4646, decode.d0.loss_cls: 6.1417, decode.d0.loss_mask: 0.9615, decode.d0.loss_dice: 1.7918, decode.d1.loss_cls: 1.9751, decode.d1.loss_mask: 0.9822, decode.d1.loss_dice: 1.5843, decode.d2.loss_cls: 1.7517, decode.d2.loss_mask: 0.9565, decode.d2.loss_dice: 1.5075, decode.d3.loss_cls: 1.6775, decode.d3.loss_mask: 0.9531, decode.d3.loss_dice: 1.4781, decode.d4.loss_cls: 1.6516, decode.d4.loss_mask: 0.9560, decode.d4.loss_dice: 1.4839, decode.d5.loss_cls: 1.6271, decode.d5.loss_mask: 0.9475, decode.d5.loss_dice: 1.4737, decode.d6.loss_cls: 1.6107, decode.d6.loss_mask: 0.9530, decode.d6.loss_dice: 1.4630, decode.d7.loss_cls: 1.6047, decode.d7.loss_mask: 0.9544, decode.d7.loss_dice: 1.4636, decode.d8.loss_cls: 1.5947, decode.d8.loss_mask: 0.9598, decode.d8.loss_dice: 1.4705, loss: 45.9944, grad_norm: 121.7462 2023-11-26 12:44:07,932 - mmseg - INFO - Iter [5500/160000] lr: 3.684e-06, eta: 17:17:06, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5493, decode.loss_mask: 0.9734, decode.loss_dice: 1.4482, decode.d0.loss_cls: 6.1250, decode.d0.loss_mask: 0.9657, decode.d0.loss_dice: 1.7750, decode.d1.loss_cls: 1.9470, decode.d1.loss_mask: 0.9899, decode.d1.loss_dice: 1.5576, decode.d2.loss_cls: 1.7139, decode.d2.loss_mask: 0.9675, decode.d2.loss_dice: 1.4792, decode.d3.loss_cls: 1.6396, decode.d3.loss_mask: 0.9669, decode.d3.loss_dice: 1.4495, decode.d4.loss_cls: 1.6098, decode.d4.loss_mask: 0.9639, decode.d4.loss_dice: 1.4577, decode.d5.loss_cls: 1.5908, decode.d5.loss_mask: 0.9691, decode.d5.loss_dice: 1.4527, decode.d6.loss_cls: 1.5777, decode.d6.loss_mask: 0.9614, decode.d6.loss_dice: 1.4416, decode.d7.loss_cls: 1.5526, decode.d7.loss_mask: 0.9667, decode.d7.loss_dice: 1.4529, decode.d8.loss_cls: 1.5597, decode.d8.loss_mask: 0.9678, decode.d8.loss_dice: 1.4476, loss: 45.5197, grad_norm: 118.3366 2023-11-26 12:44:26,188 - mmseg - INFO - Iter [5550/160000] lr: 3.683e-06, eta: 17:15:53, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6557, decode.loss_mask: 0.9293, decode.loss_dice: 1.4720, decode.d0.loss_cls: 6.1028, decode.d0.loss_mask: 0.9459, decode.d0.loss_dice: 1.7889, decode.d1.loss_cls: 2.0294, decode.d1.loss_mask: 0.9641, decode.d1.loss_dice: 1.5800, decode.d2.loss_cls: 1.7944, decode.d2.loss_mask: 0.9379, decode.d2.loss_dice: 1.5017, decode.d3.loss_cls: 1.7108, decode.d3.loss_mask: 0.9392, decode.d3.loss_dice: 1.4802, decode.d4.loss_cls: 1.6939, decode.d4.loss_mask: 0.9368, decode.d4.loss_dice: 1.4841, decode.d5.loss_cls: 1.6759, decode.d5.loss_mask: 0.9308, decode.d5.loss_dice: 1.4818, decode.d6.loss_cls: 1.6598, decode.d6.loss_mask: 0.9247, decode.d6.loss_dice: 1.4610, decode.d7.loss_cls: 1.6528, decode.d7.loss_mask: 0.9293, decode.d7.loss_dice: 1.4671, decode.d8.loss_cls: 1.6594, decode.d8.loss_mask: 0.9335, decode.d8.loss_dice: 1.4612, loss: 46.1845, grad_norm: 118.7839 2023-11-26 12:44:44,513 - mmseg - INFO - Iter [5600/160000] lr: 3.682e-06, eta: 17:14:44, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6311, decode.loss_mask: 0.9735, decode.loss_dice: 1.4646, decode.d0.loss_cls: 6.0416, decode.d0.loss_mask: 0.9768, decode.d0.loss_dice: 1.7893, decode.d1.loss_cls: 1.9997, decode.d1.loss_mask: 1.0035, decode.d1.loss_dice: 1.5892, decode.d2.loss_cls: 1.7613, decode.d2.loss_mask: 0.9802, decode.d2.loss_dice: 1.5011, decode.d3.loss_cls: 1.6970, decode.d3.loss_mask: 0.9636, decode.d3.loss_dice: 1.4658, decode.d4.loss_cls: 1.6734, decode.d4.loss_mask: 0.9645, decode.d4.loss_dice: 1.4701, decode.d5.loss_cls: 1.6503, decode.d5.loss_mask: 0.9685, decode.d5.loss_dice: 1.4730, decode.d6.loss_cls: 1.6425, decode.d6.loss_mask: 0.9744, decode.d6.loss_dice: 1.4589, decode.d7.loss_cls: 1.6144, decode.d7.loss_mask: 0.9757, decode.d7.loss_dice: 1.4658, decode.d8.loss_cls: 1.6170, decode.d8.loss_mask: 0.9742, decode.d8.loss_dice: 1.4598, loss: 46.2210, grad_norm: 118.4912 2023-11-26 12:45:02,649 - mmseg - INFO - Iter [5650/160000] lr: 3.681e-06, eta: 17:13:30, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6319, decode.loss_mask: 0.9273, decode.loss_dice: 1.4638, decode.d0.loss_cls: 6.0161, decode.d0.loss_mask: 0.9429, decode.d0.loss_dice: 1.7864, decode.d1.loss_cls: 1.9734, decode.d1.loss_mask: 0.9646, decode.d1.loss_dice: 1.5836, decode.d2.loss_cls: 1.7418, decode.d2.loss_mask: 0.9360, decode.d2.loss_dice: 1.5006, decode.d3.loss_cls: 1.6874, decode.d3.loss_mask: 0.9343, decode.d3.loss_dice: 1.4789, decode.d4.loss_cls: 1.6640, decode.d4.loss_mask: 0.9383, decode.d4.loss_dice: 1.4764, decode.d5.loss_cls: 1.6430, decode.d5.loss_mask: 0.9374, decode.d5.loss_dice: 1.4713, decode.d6.loss_cls: 1.6355, decode.d6.loss_mask: 0.9363, decode.d6.loss_dice: 1.4581, decode.d7.loss_cls: 1.6212, decode.d7.loss_mask: 0.9286, decode.d7.loss_dice: 1.4639, decode.d8.loss_cls: 1.6276, decode.d8.loss_mask: 0.9285, decode.d8.loss_dice: 1.4570, loss: 45.7560, grad_norm: 113.3332 2023-11-26 12:45:20,871 - mmseg - INFO - Iter [5700/160000] lr: 3.679e-06, eta: 17:12:19, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5937, decode.loss_mask: 0.9393, decode.loss_dice: 1.4344, decode.d0.loss_cls: 5.9563, decode.d0.loss_mask: 0.9568, decode.d0.loss_dice: 1.7719, decode.d1.loss_cls: 1.9722, decode.d1.loss_mask: 0.9708, decode.d1.loss_dice: 1.5496, decode.d2.loss_cls: 1.7373, decode.d2.loss_mask: 0.9479, decode.d2.loss_dice: 1.4817, decode.d3.loss_cls: 1.6637, decode.d3.loss_mask: 0.9448, decode.d3.loss_dice: 1.4543, decode.d4.loss_cls: 1.6386, decode.d4.loss_mask: 0.9411, decode.d4.loss_dice: 1.4507, decode.d5.loss_cls: 1.6187, decode.d5.loss_mask: 0.9444, decode.d5.loss_dice: 1.4558, decode.d6.loss_cls: 1.5966, decode.d6.loss_mask: 0.9392, decode.d6.loss_dice: 1.4462, decode.d7.loss_cls: 1.5887, decode.d7.loss_mask: 0.9372, decode.d7.loss_dice: 1.4448, decode.d8.loss_cls: 1.5830, decode.d8.loss_mask: 0.9389, decode.d8.loss_dice: 1.4365, loss: 45.3350, grad_norm: 116.2920 2023-11-26 12:45:39,135 - mmseg - INFO - Iter [5750/160000] lr: 3.678e-06, eta: 17:11:11, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5789, decode.loss_mask: 0.9578, decode.loss_dice: 1.4491, decode.d0.loss_cls: 5.9070, decode.d0.loss_mask: 0.9678, decode.d0.loss_dice: 1.7712, decode.d1.loss_cls: 1.9310, decode.d1.loss_mask: 0.9870, decode.d1.loss_dice: 1.5815, decode.d2.loss_cls: 1.7094, decode.d2.loss_mask: 0.9641, decode.d2.loss_dice: 1.4906, decode.d3.loss_cls: 1.6416, decode.d3.loss_mask: 0.9564, decode.d3.loss_dice: 1.4561, decode.d4.loss_cls: 1.6007, decode.d4.loss_mask: 0.9556, decode.d4.loss_dice: 1.4671, decode.d5.loss_cls: 1.6018, decode.d5.loss_mask: 0.9485, decode.d5.loss_dice: 1.4667, decode.d6.loss_cls: 1.5852, decode.d6.loss_mask: 0.9532, decode.d6.loss_dice: 1.4559, decode.d7.loss_cls: 1.5759, decode.d7.loss_mask: 0.9520, decode.d7.loss_dice: 1.4490, decode.d8.loss_cls: 1.5648, decode.d8.loss_mask: 0.9565, decode.d8.loss_dice: 1.4563, loss: 45.3385, grad_norm: 126.6409 2023-11-26 12:45:57,569 - mmseg - INFO - Iter [5800/160000] lr: 3.677e-06, eta: 17:10:08, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5906, decode.loss_mask: 0.9487, decode.loss_dice: 1.4554, decode.d0.loss_cls: 5.9128, decode.d0.loss_mask: 0.9668, decode.d0.loss_dice: 1.7810, decode.d1.loss_cls: 1.9832, decode.d1.loss_mask: 0.9810, decode.d1.loss_dice: 1.5806, decode.d2.loss_cls: 1.7420, decode.d2.loss_mask: 0.9666, decode.d2.loss_dice: 1.4973, decode.d3.loss_cls: 1.6777, decode.d3.loss_mask: 0.9559, decode.d3.loss_dice: 1.4687, decode.d4.loss_cls: 1.6564, decode.d4.loss_mask: 0.9593, decode.d4.loss_dice: 1.4740, decode.d5.loss_cls: 1.6293, decode.d5.loss_mask: 0.9567, decode.d5.loss_dice: 1.4705, decode.d6.loss_cls: 1.6177, decode.d6.loss_mask: 0.9548, decode.d6.loss_dice: 1.4495, decode.d7.loss_cls: 1.5994, decode.d7.loss_mask: 0.9584, decode.d7.loss_dice: 1.4555, decode.d8.loss_cls: 1.5983, decode.d8.loss_mask: 0.9588, decode.d8.loss_dice: 1.4494, loss: 45.6964, grad_norm: 115.2620 2023-11-26 12:46:15,849 - mmseg - INFO - Iter [5850/160000] lr: 3.676e-06, eta: 17:09:01, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5603, decode.loss_mask: 0.9302, decode.loss_dice: 1.4421, decode.d0.loss_cls: 5.8204, decode.d0.loss_mask: 0.9349, decode.d0.loss_dice: 1.7622, decode.d1.loss_cls: 1.9280, decode.d1.loss_mask: 0.9655, decode.d1.loss_dice: 1.5677, decode.d2.loss_cls: 1.6910, decode.d2.loss_mask: 0.9433, decode.d2.loss_dice: 1.4953, decode.d3.loss_cls: 1.6240, decode.d3.loss_mask: 0.9349, decode.d3.loss_dice: 1.4627, decode.d4.loss_cls: 1.6033, decode.d4.loss_mask: 0.9375, decode.d4.loss_dice: 1.4617, decode.d5.loss_cls: 1.5894, decode.d5.loss_mask: 0.9369, decode.d5.loss_dice: 1.4529, decode.d6.loss_cls: 1.5666, decode.d6.loss_mask: 0.9253, decode.d6.loss_dice: 1.4434, decode.d7.loss_cls: 1.5571, decode.d7.loss_mask: 0.9276, decode.d7.loss_dice: 1.4451, decode.d8.loss_cls: 1.5597, decode.d8.loss_mask: 0.9219, decode.d8.loss_dice: 1.4470, loss: 44.8380, grad_norm: 111.6320 2023-11-26 12:46:34,131 - mmseg - INFO - Iter [5900/160000] lr: 3.675e-06, eta: 17:07:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6011, decode.loss_mask: 0.9185, decode.loss_dice: 1.4456, decode.d0.loss_cls: 5.8206, decode.d0.loss_mask: 0.9280, decode.d0.loss_dice: 1.7869, decode.d1.loss_cls: 1.9956, decode.d1.loss_mask: 0.9433, decode.d1.loss_dice: 1.5652, decode.d2.loss_cls: 1.7724, decode.d2.loss_mask: 0.9135, decode.d2.loss_dice: 1.4847, decode.d3.loss_cls: 1.7008, decode.d3.loss_mask: 0.9090, decode.d3.loss_dice: 1.4569, decode.d4.loss_cls: 1.6718, decode.d4.loss_mask: 0.9144, decode.d4.loss_dice: 1.4628, decode.d5.loss_cls: 1.6483, decode.d5.loss_mask: 0.9099, decode.d5.loss_dice: 1.4592, decode.d6.loss_cls: 1.6324, decode.d6.loss_mask: 0.9099, decode.d6.loss_dice: 1.4371, decode.d7.loss_cls: 1.6118, decode.d7.loss_mask: 0.9135, decode.d7.loss_dice: 1.4484, decode.d8.loss_cls: 1.6066, decode.d8.loss_mask: 0.9157, decode.d8.loss_dice: 1.4383, loss: 45.2222, grad_norm: 121.9559 2023-11-26 12:46:52,368 - mmseg - INFO - Iter [5950/160000] lr: 3.673e-06, eta: 17:06:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5843, decode.loss_mask: 0.9696, decode.loss_dice: 1.4781, decode.d0.loss_cls: 5.7633, decode.d0.loss_mask: 0.9692, decode.d0.loss_dice: 1.8088, decode.d1.loss_cls: 1.9596, decode.d1.loss_mask: 0.9887, decode.d1.loss_dice: 1.6086, decode.d2.loss_cls: 1.7188, decode.d2.loss_mask: 0.9695, decode.d2.loss_dice: 1.5246, decode.d3.loss_cls: 1.6623, decode.d3.loss_mask: 0.9702, decode.d3.loss_dice: 1.4888, decode.d4.loss_cls: 1.6295, decode.d4.loss_mask: 0.9702, decode.d4.loss_dice: 1.4924, decode.d5.loss_cls: 1.6051, decode.d5.loss_mask: 0.9621, decode.d5.loss_dice: 1.4892, decode.d6.loss_cls: 1.5902, decode.d6.loss_mask: 0.9665, decode.d6.loss_dice: 1.4767, decode.d7.loss_cls: 1.5714, decode.d7.loss_mask: 0.9676, decode.d7.loss_dice: 1.4808, decode.d8.loss_cls: 1.5721, decode.d8.loss_mask: 0.9763, decode.d8.loss_dice: 1.4823, loss: 45.6969, grad_norm: 122.3229 2023-11-26 12:47:10,589 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:47:10,590 - mmseg - INFO - Iter [6000/160000] lr: 3.672e-06, eta: 17:05:44, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5250, decode.loss_mask: 0.9538, decode.loss_dice: 1.4231, decode.d0.loss_cls: 5.6959, decode.d0.loss_mask: 0.9574, decode.d0.loss_dice: 1.7364, decode.d1.loss_cls: 1.8766, decode.d1.loss_mask: 0.9863, decode.d1.loss_dice: 1.5338, decode.d2.loss_cls: 1.6412, decode.d2.loss_mask: 0.9662, decode.d2.loss_dice: 1.4728, decode.d3.loss_cls: 1.5931, decode.d3.loss_mask: 0.9567, decode.d3.loss_dice: 1.4325, decode.d4.loss_cls: 1.5635, decode.d4.loss_mask: 0.9493, decode.d4.loss_dice: 1.4312, decode.d5.loss_cls: 1.5532, decode.d5.loss_mask: 0.9504, decode.d5.loss_dice: 1.4321, decode.d6.loss_cls: 1.5355, decode.d6.loss_mask: 0.9535, decode.d6.loss_dice: 1.4127, decode.d7.loss_cls: 1.5232, decode.d7.loss_mask: 0.9630, decode.d7.loss_dice: 1.4189, decode.d8.loss_cls: 1.5122, decode.d8.loss_mask: 0.9602, decode.d8.loss_dice: 1.4227, loss: 44.3325, grad_norm: 122.2657 2023-11-26 12:47:28,732 - mmseg - INFO - Iter [6050/160000] lr: 3.671e-06, eta: 17:04:37, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5483, decode.loss_mask: 0.9387, decode.loss_dice: 1.4654, decode.d0.loss_cls: 5.6799, decode.d0.loss_mask: 0.9481, decode.d0.loss_dice: 1.7780, decode.d1.loss_cls: 1.9108, decode.d1.loss_mask: 0.9715, decode.d1.loss_dice: 1.5637, decode.d2.loss_cls: 1.6754, decode.d2.loss_mask: 0.9494, decode.d2.loss_dice: 1.4993, decode.d3.loss_cls: 1.6079, decode.d3.loss_mask: 0.9426, decode.d3.loss_dice: 1.4649, decode.d4.loss_cls: 1.5752, decode.d4.loss_mask: 0.9429, decode.d4.loss_dice: 1.4720, decode.d5.loss_cls: 1.5542, decode.d5.loss_mask: 0.9432, decode.d5.loss_dice: 1.4710, decode.d6.loss_cls: 1.5549, decode.d6.loss_mask: 0.9469, decode.d6.loss_dice: 1.4673, decode.d7.loss_cls: 1.5456, decode.d7.loss_mask: 0.9410, decode.d7.loss_dice: 1.4702, decode.d8.loss_cls: 1.5306, decode.d8.loss_mask: 0.9447, decode.d8.loss_dice: 1.4769, loss: 44.7803, grad_norm: 121.9138 2023-11-26 12:47:47,001 - mmseg - INFO - Iter [6100/160000] lr: 3.670e-06, eta: 17:03:34, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.6151, decode.loss_mask: 0.9311, decode.loss_dice: 1.4504, decode.d0.loss_cls: 5.7264, decode.d0.loss_mask: 0.9347, decode.d0.loss_dice: 1.7971, decode.d1.loss_cls: 1.9968, decode.d1.loss_mask: 0.9539, decode.d1.loss_dice: 1.5702, decode.d2.loss_cls: 1.7562, decode.d2.loss_mask: 0.9376, decode.d2.loss_dice: 1.4908, decode.d3.loss_cls: 1.6989, decode.d3.loss_mask: 0.9310, decode.d3.loss_dice: 1.4535, decode.d4.loss_cls: 1.6873, decode.d4.loss_mask: 0.9297, decode.d4.loss_dice: 1.4549, decode.d5.loss_cls: 1.6648, decode.d5.loss_mask: 0.9312, decode.d5.loss_dice: 1.4646, decode.d6.loss_cls: 1.6418, decode.d6.loss_mask: 0.9295, decode.d6.loss_dice: 1.4514, decode.d7.loss_cls: 1.6343, decode.d7.loss_mask: 0.9348, decode.d7.loss_dice: 1.4528, decode.d8.loss_cls: 1.6001, decode.d8.loss_mask: 0.9441, decode.d8.loss_dice: 1.4581, loss: 45.4231, grad_norm: 110.7702 2023-11-26 12:48:05,137 - mmseg - INFO - Iter [6150/160000] lr: 3.669e-06, eta: 17:02:29, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.5489, decode.loss_mask: 0.9345, decode.loss_dice: 1.4051, decode.d0.loss_cls: 5.5644, decode.d0.loss_mask: 0.9424, decode.d0.loss_dice: 1.7254, decode.d1.loss_cls: 1.9427, decode.d1.loss_mask: 0.9608, decode.d1.loss_dice: 1.5245, decode.d2.loss_cls: 1.7034, decode.d2.loss_mask: 0.9382, decode.d2.loss_dice: 1.4350, decode.d3.loss_cls: 1.6303, decode.d3.loss_mask: 0.9374, decode.d3.loss_dice: 1.4079, decode.d4.loss_cls: 1.6022, decode.d4.loss_mask: 0.9395, decode.d4.loss_dice: 1.4209, decode.d5.loss_cls: 1.5919, decode.d5.loss_mask: 0.9403, decode.d5.loss_dice: 1.4078, decode.d6.loss_cls: 1.5637, decode.d6.loss_mask: 0.9376, decode.d6.loss_dice: 1.3999, decode.d7.loss_cls: 1.5602, decode.d7.loss_mask: 0.9354, decode.d7.loss_dice: 1.4007, decode.d8.loss_cls: 1.5502, decode.d8.loss_mask: 0.9375, decode.d8.loss_dice: 1.4046, loss: 44.1936, grad_norm: 123.2110 2023-11-26 12:48:23,480 - mmseg - INFO - Iter [6200/160000] lr: 3.667e-06, eta: 17:01:29, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.6267, decode.loss_mask: 0.9519, decode.loss_dice: 1.4491, decode.d0.loss_cls: 5.6026, decode.d0.loss_mask: 0.9599, decode.d0.loss_dice: 1.7774, decode.d1.loss_cls: 1.9786, decode.d1.loss_mask: 0.9767, decode.d1.loss_dice: 1.5760, decode.d2.loss_cls: 1.7606, decode.d2.loss_mask: 0.9473, decode.d2.loss_dice: 1.4898, decode.d3.loss_cls: 1.6894, decode.d3.loss_mask: 0.9469, decode.d3.loss_dice: 1.4603, decode.d4.loss_cls: 1.6603, decode.d4.loss_mask: 0.9476, decode.d4.loss_dice: 1.4703, decode.d5.loss_cls: 1.6439, decode.d5.loss_mask: 0.9430, decode.d5.loss_dice: 1.4628, decode.d6.loss_cls: 1.6314, decode.d6.loss_mask: 0.9506, decode.d6.loss_dice: 1.4461, decode.d7.loss_cls: 1.6195, decode.d7.loss_mask: 0.9485, decode.d7.loss_dice: 1.4550, decode.d8.loss_cls: 1.6111, decode.d8.loss_mask: 0.9524, decode.d8.loss_dice: 1.4625, loss: 45.3983, grad_norm: 124.4396 2023-11-26 12:48:41,719 - mmseg - INFO - Iter [6250/160000] lr: 3.666e-06, eta: 17:00:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5654, decode.loss_mask: 0.9451, decode.loss_dice: 1.4557, decode.d0.loss_cls: 5.5726, decode.d0.loss_mask: 0.9434, decode.d0.loss_dice: 1.7713, decode.d1.loss_cls: 1.9531, decode.d1.loss_mask: 0.9740, decode.d1.loss_dice: 1.5685, decode.d2.loss_cls: 1.7130, decode.d2.loss_mask: 0.9477, decode.d2.loss_dice: 1.4987, decode.d3.loss_cls: 1.6494, decode.d3.loss_mask: 0.9444, decode.d3.loss_dice: 1.4658, decode.d4.loss_cls: 1.6185, decode.d4.loss_mask: 0.9500, decode.d4.loss_dice: 1.4715, decode.d5.loss_cls: 1.6057, decode.d5.loss_mask: 0.9488, decode.d5.loss_dice: 1.4720, decode.d6.loss_cls: 1.5805, decode.d6.loss_mask: 0.9418, decode.d6.loss_dice: 1.4542, decode.d7.loss_cls: 1.5767, decode.d7.loss_mask: 0.9438, decode.d7.loss_dice: 1.4579, decode.d8.loss_cls: 1.5723, decode.d8.loss_mask: 0.9378, decode.d8.loss_dice: 1.4639, loss: 44.9633, grad_norm: 129.0016 2023-11-26 12:49:00,074 - mmseg - INFO - Iter [6300/160000] lr: 3.665e-06, eta: 16:59:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5314, decode.loss_mask: 0.9311, decode.loss_dice: 1.4539, decode.d0.loss_cls: 5.5248, decode.d0.loss_mask: 0.9512, decode.d0.loss_dice: 1.7723, decode.d1.loss_cls: 1.9136, decode.d1.loss_mask: 0.9605, decode.d1.loss_dice: 1.5647, decode.d2.loss_cls: 1.6830, decode.d2.loss_mask: 0.9404, decode.d2.loss_dice: 1.4937, decode.d3.loss_cls: 1.6012, decode.d3.loss_mask: 0.9351, decode.d3.loss_dice: 1.4555, decode.d4.loss_cls: 1.5772, decode.d4.loss_mask: 0.9343, decode.d4.loss_dice: 1.4571, decode.d5.loss_cls: 1.5573, decode.d5.loss_mask: 0.9390, decode.d5.loss_dice: 1.4632, decode.d6.loss_cls: 1.5398, decode.d6.loss_mask: 0.9399, decode.d6.loss_dice: 1.4456, decode.d7.loss_cls: 1.5485, decode.d7.loss_mask: 0.9327, decode.d7.loss_dice: 1.4518, decode.d8.loss_cls: 1.5376, decode.d8.loss_mask: 0.9352, decode.d8.loss_dice: 1.4488, loss: 44.4207, grad_norm: 122.4234 2023-11-26 12:49:20,549 - mmseg - INFO - Iter [6350/160000] lr: 3.664e-06, eta: 16:59:24, time: 0.409, data_time: 0.055, memory: 36416, decode.loss_cls: 1.5353, decode.loss_mask: 0.9349, decode.loss_dice: 1.4212, decode.d0.loss_cls: 5.5116, decode.d0.loss_mask: 0.9542, decode.d0.loss_dice: 1.7532, decode.d1.loss_cls: 1.9183, decode.d1.loss_mask: 0.9624, decode.d1.loss_dice: 1.5348, decode.d2.loss_cls: 1.6721, decode.d2.loss_mask: 0.9450, decode.d2.loss_dice: 1.4543, decode.d3.loss_cls: 1.6000, decode.d3.loss_mask: 0.9294, decode.d3.loss_dice: 1.4265, decode.d4.loss_cls: 1.5816, decode.d4.loss_mask: 0.9352, decode.d4.loss_dice: 1.4320, decode.d5.loss_cls: 1.5696, decode.d5.loss_mask: 0.9394, decode.d5.loss_dice: 1.4279, decode.d6.loss_cls: 1.5565, decode.d6.loss_mask: 0.9325, decode.d6.loss_dice: 1.4129, decode.d7.loss_cls: 1.5404, decode.d7.loss_mask: 0.9326, decode.d7.loss_dice: 1.4222, decode.d8.loss_cls: 1.5310, decode.d8.loss_mask: 0.9304, decode.d8.loss_dice: 1.4192, loss: 44.1167, grad_norm: 120.0681 2023-11-26 12:49:38,791 - mmseg - INFO - Iter [6400/160000] lr: 3.663e-06, eta: 16:58:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5010, decode.loss_mask: 0.9153, decode.loss_dice: 1.4426, decode.d0.loss_cls: 5.4614, decode.d0.loss_mask: 0.9252, decode.d0.loss_dice: 1.7440, decode.d1.loss_cls: 1.8743, decode.d1.loss_mask: 0.9363, decode.d1.loss_dice: 1.5498, decode.d2.loss_cls: 1.6341, decode.d2.loss_mask: 0.9228, decode.d2.loss_dice: 1.4871, decode.d3.loss_cls: 1.5749, decode.d3.loss_mask: 0.9214, decode.d3.loss_dice: 1.4564, decode.d4.loss_cls: 1.5510, decode.d4.loss_mask: 0.9167, decode.d4.loss_dice: 1.4616, decode.d5.loss_cls: 1.5312, decode.d5.loss_mask: 0.9158, decode.d5.loss_dice: 1.4534, decode.d6.loss_cls: 1.5136, decode.d6.loss_mask: 0.9227, decode.d6.loss_dice: 1.4503, decode.d7.loss_cls: 1.5048, decode.d7.loss_mask: 0.9194, decode.d7.loss_dice: 1.4438, decode.d8.loss_cls: 1.5002, decode.d8.loss_mask: 0.9203, decode.d8.loss_dice: 1.4427, loss: 43.7940, grad_norm: 125.6641 2023-11-26 12:49:57,265 - mmseg - INFO - Iter [6450/160000] lr: 3.661e-06, eta: 16:57:31, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5169, decode.loss_mask: 0.9149, decode.loss_dice: 1.4510, decode.d0.loss_cls: 5.3771, decode.d0.loss_mask: 0.9244, decode.d0.loss_dice: 1.7518, decode.d1.loss_cls: 1.8769, decode.d1.loss_mask: 0.9464, decode.d1.loss_dice: 1.5548, decode.d2.loss_cls: 1.6606, decode.d2.loss_mask: 0.9295, decode.d2.loss_dice: 1.4852, decode.d3.loss_cls: 1.5962, decode.d3.loss_mask: 0.9225, decode.d3.loss_dice: 1.4563, decode.d4.loss_cls: 1.5534, decode.d4.loss_mask: 0.9280, decode.d4.loss_dice: 1.4601, decode.d5.loss_cls: 1.5416, decode.d5.loss_mask: 0.9308, decode.d5.loss_dice: 1.4703, decode.d6.loss_cls: 1.5188, decode.d6.loss_mask: 0.9220, decode.d6.loss_dice: 1.4431, decode.d7.loss_cls: 1.5099, decode.d7.loss_mask: 0.9218, decode.d7.loss_dice: 1.4519, decode.d8.loss_cls: 1.5142, decode.d8.loss_mask: 0.9197, decode.d8.loss_dice: 1.4542, loss: 43.9043, grad_norm: 133.3084 2023-11-26 12:50:17,551 - mmseg - INFO - Iter [6500/160000] lr: 3.660e-06, eta: 16:57:20, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5131, decode.loss_mask: 0.9235, decode.loss_dice: 1.4115, decode.d0.loss_cls: 5.3489, decode.d0.loss_mask: 0.9204, decode.d0.loss_dice: 1.7185, decode.d1.loss_cls: 1.8561, decode.d1.loss_mask: 0.9520, decode.d1.loss_dice: 1.5296, decode.d2.loss_cls: 1.6488, decode.d2.loss_mask: 0.9258, decode.d2.loss_dice: 1.4613, decode.d3.loss_cls: 1.5823, decode.d3.loss_mask: 0.9197, decode.d3.loss_dice: 1.4200, decode.d4.loss_cls: 1.5559, decode.d4.loss_mask: 0.9137, decode.d4.loss_dice: 1.4249, decode.d5.loss_cls: 1.5462, decode.d5.loss_mask: 0.9182, decode.d5.loss_dice: 1.4214, decode.d6.loss_cls: 1.5234, decode.d6.loss_mask: 0.9176, decode.d6.loss_dice: 1.4061, decode.d7.loss_cls: 1.5109, decode.d7.loss_mask: 0.9230, decode.d7.loss_dice: 1.4101, decode.d8.loss_cls: 1.5110, decode.d8.loss_mask: 0.9288, decode.d8.loss_dice: 1.4128, loss: 43.4556, grad_norm: 117.9863 2023-11-26 12:50:37,332 - mmseg - INFO - Iter [6550/160000] lr: 3.659e-06, eta: 16:56:58, time: 0.396, data_time: 0.010, memory: 36416, decode.loss_cls: 1.4745, decode.loss_mask: 0.9136, decode.loss_dice: 1.4065, decode.d0.loss_cls: 5.3117, decode.d0.loss_mask: 0.9205, decode.d0.loss_dice: 1.7159, decode.d1.loss_cls: 1.8242, decode.d1.loss_mask: 0.9291, decode.d1.loss_dice: 1.5031, decode.d2.loss_cls: 1.6023, decode.d2.loss_mask: 0.9099, decode.d2.loss_dice: 1.4321, decode.d3.loss_cls: 1.5339, decode.d3.loss_mask: 0.9010, decode.d3.loss_dice: 1.4013, decode.d4.loss_cls: 1.5079, decode.d4.loss_mask: 0.9160, decode.d4.loss_dice: 1.4007, decode.d5.loss_cls: 1.5028, decode.d5.loss_mask: 0.9190, decode.d5.loss_dice: 1.4078, decode.d6.loss_cls: 1.4774, decode.d6.loss_mask: 0.9123, decode.d6.loss_dice: 1.3979, decode.d7.loss_cls: 1.4736, decode.d7.loss_mask: 0.9157, decode.d7.loss_dice: 1.4047, decode.d8.loss_cls: 1.4721, decode.d8.loss_mask: 0.9173, decode.d8.loss_dice: 1.3978, loss: 42.8025, grad_norm: 132.5037 2023-11-26 12:50:55,802 - mmseg - INFO - Iter [6600/160000] lr: 3.658e-06, eta: 16:56:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5191, decode.loss_mask: 0.9522, decode.loss_dice: 1.4494, decode.d0.loss_cls: 5.2949, decode.d0.loss_mask: 0.9531, decode.d0.loss_dice: 1.7452, decode.d1.loss_cls: 1.8804, decode.d1.loss_mask: 0.9682, decode.d1.loss_dice: 1.5571, decode.d2.loss_cls: 1.6407, decode.d2.loss_mask: 0.9524, decode.d2.loss_dice: 1.4928, decode.d3.loss_cls: 1.5716, decode.d3.loss_mask: 0.9538, decode.d3.loss_dice: 1.4604, decode.d4.loss_cls: 1.5578, decode.d4.loss_mask: 0.9559, decode.d4.loss_dice: 1.4638, decode.d5.loss_cls: 1.5530, decode.d5.loss_mask: 0.9465, decode.d5.loss_dice: 1.4571, decode.d6.loss_cls: 1.5230, decode.d6.loss_mask: 0.9519, decode.d6.loss_dice: 1.4448, decode.d7.loss_cls: 1.5179, decode.d7.loss_mask: 0.9482, decode.d7.loss_dice: 1.4504, decode.d8.loss_cls: 1.5206, decode.d8.loss_mask: 0.9478, decode.d8.loss_dice: 1.4532, loss: 44.0831, grad_norm: 132.0304 2023-11-26 12:51:13,949 - mmseg - INFO - Iter [6650/160000] lr: 3.657e-06, eta: 16:55:06, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5229, decode.loss_mask: 0.9493, decode.loss_dice: 1.4244, decode.d0.loss_cls: 5.2790, decode.d0.loss_mask: 0.9545, decode.d0.loss_dice: 1.7495, decode.d1.loss_cls: 1.8874, decode.d1.loss_mask: 0.9694, decode.d1.loss_dice: 1.5438, decode.d2.loss_cls: 1.6549, decode.d2.loss_mask: 0.9466, decode.d2.loss_dice: 1.4622, decode.d3.loss_cls: 1.5972, decode.d3.loss_mask: 0.9359, decode.d3.loss_dice: 1.4378, decode.d4.loss_cls: 1.5739, decode.d4.loss_mask: 0.9332, decode.d4.loss_dice: 1.4326, decode.d5.loss_cls: 1.5488, decode.d5.loss_mask: 0.9335, decode.d5.loss_dice: 1.4330, decode.d6.loss_cls: 1.5283, decode.d6.loss_mask: 0.9352, decode.d6.loss_dice: 1.4154, decode.d7.loss_cls: 1.5161, decode.d7.loss_mask: 0.9441, decode.d7.loss_dice: 1.4164, decode.d8.loss_cls: 1.5142, decode.d8.loss_mask: 0.9435, decode.d8.loss_dice: 1.4210, loss: 43.8039, grad_norm: 125.8209 2023-11-26 12:51:32,199 - mmseg - INFO - Iter [6700/160000] lr: 3.655e-06, eta: 16:54:09, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5656, decode.loss_mask: 0.9408, decode.loss_dice: 1.4456, decode.d0.loss_cls: 5.2675, decode.d0.loss_mask: 0.9521, decode.d0.loss_dice: 1.7716, decode.d1.loss_cls: 1.9087, decode.d1.loss_mask: 0.9753, decode.d1.loss_dice: 1.5625, decode.d2.loss_cls: 1.6893, decode.d2.loss_mask: 0.9586, decode.d2.loss_dice: 1.4962, decode.d3.loss_cls: 1.6380, decode.d3.loss_mask: 0.9446, decode.d3.loss_dice: 1.4630, decode.d4.loss_cls: 1.5884, decode.d4.loss_mask: 0.9444, decode.d4.loss_dice: 1.4651, decode.d5.loss_cls: 1.5883, decode.d5.loss_mask: 0.9402, decode.d5.loss_dice: 1.4620, decode.d6.loss_cls: 1.5773, decode.d6.loss_mask: 0.9366, decode.d6.loss_dice: 1.4445, decode.d7.loss_cls: 1.5583, decode.d7.loss_mask: 0.9456, decode.d7.loss_dice: 1.4526, decode.d8.loss_cls: 1.5550, decode.d8.loss_mask: 0.9431, decode.d8.loss_dice: 1.4525, loss: 44.4334, grad_norm: 114.8988 2023-11-26 12:51:50,479 - mmseg - INFO - Iter [6750/160000] lr: 3.654e-06, eta: 16:53:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5585, decode.loss_mask: 0.9240, decode.loss_dice: 1.4194, decode.d0.loss_cls: 5.2385, decode.d0.loss_mask: 0.9346, decode.d0.loss_dice: 1.7445, decode.d1.loss_cls: 1.8929, decode.d1.loss_mask: 0.9418, decode.d1.loss_dice: 1.5468, decode.d2.loss_cls: 1.6690, decode.d2.loss_mask: 0.9236, decode.d2.loss_dice: 1.4689, decode.d3.loss_cls: 1.6139, decode.d3.loss_mask: 0.9210, decode.d3.loss_dice: 1.4329, decode.d4.loss_cls: 1.5825, decode.d4.loss_mask: 0.9237, decode.d4.loss_dice: 1.4369, decode.d5.loss_cls: 1.5679, decode.d5.loss_mask: 0.9251, decode.d5.loss_dice: 1.4344, decode.d6.loss_cls: 1.5643, decode.d6.loss_mask: 0.9273, decode.d6.loss_dice: 1.4202, decode.d7.loss_cls: 1.5664, decode.d7.loss_mask: 0.9192, decode.d7.loss_dice: 1.4210, decode.d8.loss_cls: 1.5572, decode.d8.loss_mask: 0.9227, decode.d8.loss_dice: 1.4229, loss: 43.8220, grad_norm: 124.1731 2023-11-26 12:52:08,767 - mmseg - INFO - Iter [6800/160000] lr: 3.653e-06, eta: 16:52:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5005, decode.loss_mask: 0.9337, decode.loss_dice: 1.4223, decode.d0.loss_cls: 5.2069, decode.d0.loss_mask: 0.9458, decode.d0.loss_dice: 1.7317, decode.d1.loss_cls: 1.8585, decode.d1.loss_mask: 0.9624, decode.d1.loss_dice: 1.5513, decode.d2.loss_cls: 1.6368, decode.d2.loss_mask: 0.9381, decode.d2.loss_dice: 1.4675, decode.d3.loss_cls: 1.5722, decode.d3.loss_mask: 0.9361, decode.d3.loss_dice: 1.4460, decode.d4.loss_cls: 1.5483, decode.d4.loss_mask: 0.9298, decode.d4.loss_dice: 1.4417, decode.d5.loss_cls: 1.5298, decode.d5.loss_mask: 0.9374, decode.d5.loss_dice: 1.4428, decode.d6.loss_cls: 1.5099, decode.d6.loss_mask: 0.9335, decode.d6.loss_dice: 1.4198, decode.d7.loss_cls: 1.5088, decode.d7.loss_mask: 0.9292, decode.d7.loss_dice: 1.4233, decode.d8.loss_cls: 1.4989, decode.d8.loss_mask: 0.9325, decode.d8.loss_dice: 1.4346, loss: 43.5300, grad_norm: 121.8185 2023-11-26 12:52:27,002 - mmseg - INFO - Iter [6850/160000] lr: 3.652e-06, eta: 16:51:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4858, decode.loss_mask: 0.9190, decode.loss_dice: 1.4128, decode.d0.loss_cls: 5.1069, decode.d0.loss_mask: 0.9362, decode.d0.loss_dice: 1.7051, decode.d1.loss_cls: 1.8227, decode.d1.loss_mask: 0.9611, decode.d1.loss_dice: 1.5270, decode.d2.loss_cls: 1.6178, decode.d2.loss_mask: 0.9352, decode.d2.loss_dice: 1.4472, decode.d3.loss_cls: 1.5627, decode.d3.loss_mask: 0.9310, decode.d3.loss_dice: 1.4133, decode.d4.loss_cls: 1.5473, decode.d4.loss_mask: 0.9275, decode.d4.loss_dice: 1.4164, decode.d5.loss_cls: 1.5218, decode.d5.loss_mask: 0.9293, decode.d5.loss_dice: 1.4177, decode.d6.loss_cls: 1.5067, decode.d6.loss_mask: 0.9229, decode.d6.loss_dice: 1.3951, decode.d7.loss_cls: 1.4922, decode.d7.loss_mask: 0.9261, decode.d7.loss_dice: 1.3974, decode.d8.loss_cls: 1.4813, decode.d8.loss_mask: 0.9248, decode.d8.loss_dice: 1.4013, loss: 42.9913, grad_norm: 137.2320 2023-11-26 12:52:45,477 - mmseg - INFO - Iter [6900/160000] lr: 3.651e-06, eta: 16:50:34, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4861, decode.loss_mask: 0.9336, decode.loss_dice: 1.4123, decode.d0.loss_cls: 5.1483, decode.d0.loss_mask: 0.9441, decode.d0.loss_dice: 1.7258, decode.d1.loss_cls: 1.8273, decode.d1.loss_mask: 0.9740, decode.d1.loss_dice: 1.5232, decode.d2.loss_cls: 1.6198, decode.d2.loss_mask: 0.9430, decode.d2.loss_dice: 1.4520, decode.d3.loss_cls: 1.5638, decode.d3.loss_mask: 0.9381, decode.d3.loss_dice: 1.4250, decode.d4.loss_cls: 1.5369, decode.d4.loss_mask: 0.9403, decode.d4.loss_dice: 1.4289, decode.d5.loss_cls: 1.5112, decode.d5.loss_mask: 0.9397, decode.d5.loss_dice: 1.4268, decode.d6.loss_cls: 1.5058, decode.d6.loss_mask: 0.9320, decode.d6.loss_dice: 1.4173, decode.d7.loss_cls: 1.4945, decode.d7.loss_mask: 0.9344, decode.d7.loss_dice: 1.4177, decode.d8.loss_cls: 1.4802, decode.d8.loss_mask: 0.9316, decode.d8.loss_dice: 1.4117, loss: 43.2253, grad_norm: 131.7073 2023-11-26 12:53:03,793 - mmseg - INFO - Iter [6950/160000] lr: 3.650e-06, eta: 16:49:42, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5250, decode.loss_mask: 0.9387, decode.loss_dice: 1.4093, decode.d0.loss_cls: 5.0971, decode.d0.loss_mask: 0.9470, decode.d0.loss_dice: 1.7389, decode.d1.loss_cls: 1.8504, decode.d1.loss_mask: 0.9682, decode.d1.loss_dice: 1.5314, decode.d2.loss_cls: 1.6414, decode.d2.loss_mask: 0.9417, decode.d2.loss_dice: 1.4605, decode.d3.loss_cls: 1.5666, decode.d3.loss_mask: 0.9412, decode.d3.loss_dice: 1.4239, decode.d4.loss_cls: 1.5523, decode.d4.loss_mask: 0.9342, decode.d4.loss_dice: 1.4305, decode.d5.loss_cls: 1.5440, decode.d5.loss_mask: 0.9381, decode.d5.loss_dice: 1.4253, decode.d6.loss_cls: 1.5442, decode.d6.loss_mask: 0.9339, decode.d6.loss_dice: 1.4039, decode.d7.loss_cls: 1.5275, decode.d7.loss_mask: 0.9337, decode.d7.loss_dice: 1.4082, decode.d8.loss_cls: 1.5212, decode.d8.loss_mask: 0.9345, decode.d8.loss_dice: 1.4132, loss: 43.4260, grad_norm: 116.0446 2023-11-26 12:53:22,147 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:53:22,147 - mmseg - INFO - Iter [7000/160000] lr: 3.648e-06, eta: 16:48:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4880, decode.loss_mask: 0.9106, decode.loss_dice: 1.3828, decode.d0.loss_cls: 5.0732, decode.d0.loss_mask: 0.9344, decode.d0.loss_dice: 1.6942, decode.d1.loss_cls: 1.8135, decode.d1.loss_mask: 0.9553, decode.d1.loss_dice: 1.5036, decode.d2.loss_cls: 1.6138, decode.d2.loss_mask: 0.9198, decode.d2.loss_dice: 1.4246, decode.d3.loss_cls: 1.5393, decode.d3.loss_mask: 0.9159, decode.d3.loss_dice: 1.3917, decode.d4.loss_cls: 1.5312, decode.d4.loss_mask: 0.9167, decode.d4.loss_dice: 1.3923, decode.d5.loss_cls: 1.4954, decode.d5.loss_mask: 0.9204, decode.d5.loss_dice: 1.3974, decode.d6.loss_cls: 1.5013, decode.d6.loss_mask: 0.9166, decode.d6.loss_dice: 1.3787, decode.d7.loss_cls: 1.5018, decode.d7.loss_mask: 0.9188, decode.d7.loss_dice: 1.3817, decode.d8.loss_cls: 1.4915, decode.d8.loss_mask: 0.9124, decode.d8.loss_dice: 1.3843, loss: 42.6010, grad_norm: 119.0040 2023-11-26 12:53:40,485 - mmseg - INFO - Iter [7050/160000] lr: 3.647e-06, eta: 16:47:59, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4679, decode.loss_mask: 0.9178, decode.loss_dice: 1.3843, decode.d0.loss_cls: 5.0368, decode.d0.loss_mask: 0.9306, decode.d0.loss_dice: 1.6970, decode.d1.loss_cls: 1.7976, decode.d1.loss_mask: 0.9532, decode.d1.loss_dice: 1.5092, decode.d2.loss_cls: 1.6004, decode.d2.loss_mask: 0.9214, decode.d2.loss_dice: 1.4356, decode.d3.loss_cls: 1.5408, decode.d3.loss_mask: 0.9204, decode.d3.loss_dice: 1.3943, decode.d4.loss_cls: 1.5157, decode.d4.loss_mask: 0.9158, decode.d4.loss_dice: 1.3967, decode.d5.loss_cls: 1.4979, decode.d5.loss_mask: 0.9137, decode.d5.loss_dice: 1.4029, decode.d6.loss_cls: 1.4807, decode.d6.loss_mask: 0.9137, decode.d6.loss_dice: 1.3824, decode.d7.loss_cls: 1.4632, decode.d7.loss_mask: 0.9129, decode.d7.loss_dice: 1.3907, decode.d8.loss_cls: 1.4758, decode.d8.loss_mask: 0.9096, decode.d8.loss_dice: 1.3880, loss: 42.4669, grad_norm: 118.8095 2023-11-26 12:53:58,736 - mmseg - INFO - Iter [7100/160000] lr: 3.646e-06, eta: 16:47:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.5044, decode.loss_mask: 0.9231, decode.loss_dice: 1.3903, decode.d0.loss_cls: 5.0097, decode.d0.loss_mask: 0.9327, decode.d0.loss_dice: 1.7006, decode.d1.loss_cls: 1.8370, decode.d1.loss_mask: 0.9527, decode.d1.loss_dice: 1.5076, decode.d2.loss_cls: 1.6320, decode.d2.loss_mask: 0.9317, decode.d2.loss_dice: 1.4453, decode.d3.loss_cls: 1.5806, decode.d3.loss_mask: 0.9187, decode.d3.loss_dice: 1.4073, decode.d4.loss_cls: 1.5466, decode.d4.loss_mask: 0.9279, decode.d4.loss_dice: 1.4114, decode.d5.loss_cls: 1.5282, decode.d5.loss_mask: 0.9273, decode.d5.loss_dice: 1.4128, decode.d6.loss_cls: 1.5223, decode.d6.loss_mask: 0.9202, decode.d6.loss_dice: 1.3997, decode.d7.loss_cls: 1.4973, decode.d7.loss_mask: 0.9219, decode.d7.loss_dice: 1.3949, decode.d8.loss_cls: 1.5090, decode.d8.loss_mask: 0.9229, decode.d8.loss_dice: 1.3913, loss: 42.9074, grad_norm: 125.2235 2023-11-26 12:54:17,159 - mmseg - INFO - Iter [7150/160000] lr: 3.645e-06, eta: 16:46:18, time: 0.368, data_time: 0.008, memory: 36416, decode.loss_cls: 1.5357, decode.loss_mask: 0.9130, decode.loss_dice: 1.4171, decode.d0.loss_cls: 5.0583, decode.d0.loss_mask: 0.9234, decode.d0.loss_dice: 1.7122, decode.d1.loss_cls: 1.8666, decode.d1.loss_mask: 0.9514, decode.d1.loss_dice: 1.5290, decode.d2.loss_cls: 1.6466, decode.d2.loss_mask: 0.9377, decode.d2.loss_dice: 1.4622, decode.d3.loss_cls: 1.5752, decode.d3.loss_mask: 0.9215, decode.d3.loss_dice: 1.4277, decode.d4.loss_cls: 1.5592, decode.d4.loss_mask: 0.9252, decode.d4.loss_dice: 1.4305, decode.d5.loss_cls: 1.5541, decode.d5.loss_mask: 0.9226, decode.d5.loss_dice: 1.4232, decode.d6.loss_cls: 1.5498, decode.d6.loss_mask: 0.9136, decode.d6.loss_dice: 1.4182, decode.d7.loss_cls: 1.5356, decode.d7.loss_mask: 0.9156, decode.d7.loss_dice: 1.4163, decode.d8.loss_cls: 1.5321, decode.d8.loss_mask: 0.9138, decode.d8.loss_dice: 1.4193, loss: 43.3065, grad_norm: 118.8080 2023-11-26 12:54:37,294 - mmseg - INFO - Iter [7200/160000] lr: 3.644e-06, eta: 16:46:07, time: 0.402, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4921, decode.loss_mask: 0.9558, decode.loss_dice: 1.4446, decode.d0.loss_cls: 4.9742, decode.d0.loss_mask: 0.9793, decode.d0.loss_dice: 1.7451, decode.d1.loss_cls: 1.8159, decode.d1.loss_mask: 1.0061, decode.d1.loss_dice: 1.5697, decode.d2.loss_cls: 1.6195, decode.d2.loss_mask: 0.9714, decode.d2.loss_dice: 1.4845, decode.d3.loss_cls: 1.5567, decode.d3.loss_mask: 0.9624, decode.d3.loss_dice: 1.4551, decode.d4.loss_cls: 1.5259, decode.d4.loss_mask: 0.9571, decode.d4.loss_dice: 1.4565, decode.d5.loss_cls: 1.5082, decode.d5.loss_mask: 0.9616, decode.d5.loss_dice: 1.4548, decode.d6.loss_cls: 1.4987, decode.d6.loss_mask: 0.9542, decode.d6.loss_dice: 1.4464, decode.d7.loss_cls: 1.4820, decode.d7.loss_mask: 0.9558, decode.d7.loss_dice: 1.4526, decode.d8.loss_cls: 1.4930, decode.d8.loss_mask: 0.9570, decode.d8.loss_dice: 1.4467, loss: 43.5830, grad_norm: 144.2623 2023-11-26 12:54:55,815 - mmseg - INFO - Iter [7250/160000] lr: 3.642e-06, eta: 16:45:21, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 1.4653, decode.loss_mask: 0.8914, decode.loss_dice: 1.3818, decode.d0.loss_cls: 5.0033, decode.d0.loss_mask: 0.8959, decode.d0.loss_dice: 1.6884, decode.d1.loss_cls: 1.7899, decode.d1.loss_mask: 0.9320, decode.d1.loss_dice: 1.5215, decode.d2.loss_cls: 1.5940, decode.d2.loss_mask: 0.9042, decode.d2.loss_dice: 1.4442, decode.d3.loss_cls: 1.5270, decode.d3.loss_mask: 0.8944, decode.d3.loss_dice: 1.4114, decode.d4.loss_cls: 1.5064, decode.d4.loss_mask: 0.8943, decode.d4.loss_dice: 1.4097, decode.d5.loss_cls: 1.4983, decode.d5.loss_mask: 0.8869, decode.d5.loss_dice: 1.4045, decode.d6.loss_cls: 1.4782, decode.d6.loss_mask: 0.8850, decode.d6.loss_dice: 1.3788, decode.d7.loss_cls: 1.4644, decode.d7.loss_mask: 0.8877, decode.d7.loss_dice: 1.3883, decode.d8.loss_cls: 1.4592, decode.d8.loss_mask: 0.8886, decode.d8.loss_dice: 1.3844, loss: 42.1592, grad_norm: 119.9196 2023-11-26 12:55:14,138 - mmseg - INFO - Iter [7300/160000] lr: 3.641e-06, eta: 16:44:32, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4234, decode.loss_mask: 0.9115, decode.loss_dice: 1.3868, decode.d0.loss_cls: 4.8409, decode.d0.loss_mask: 0.9236, decode.d0.loss_dice: 1.6771, decode.d1.loss_cls: 1.7656, decode.d1.loss_mask: 0.9443, decode.d1.loss_dice: 1.4959, decode.d2.loss_cls: 1.5260, decode.d2.loss_mask: 0.9223, decode.d2.loss_dice: 1.4164, decode.d3.loss_cls: 1.4831, decode.d3.loss_mask: 0.9079, decode.d3.loss_dice: 1.3991, decode.d4.loss_cls: 1.4648, decode.d4.loss_mask: 0.9073, decode.d4.loss_dice: 1.3905, decode.d5.loss_cls: 1.4444, decode.d5.loss_mask: 0.9091, decode.d5.loss_dice: 1.3961, decode.d6.loss_cls: 1.4402, decode.d6.loss_mask: 0.9109, decode.d6.loss_dice: 1.3819, decode.d7.loss_cls: 1.4273, decode.d7.loss_mask: 0.9143, decode.d7.loss_dice: 1.3816, decode.d8.loss_cls: 1.4166, decode.d8.loss_mask: 0.9166, decode.d8.loss_dice: 1.3854, loss: 41.7106, grad_norm: 119.6472 2023-11-26 12:55:32,284 - mmseg - INFO - Iter [7350/160000] lr: 3.640e-06, eta: 16:43:39, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4913, decode.loss_mask: 0.9376, decode.loss_dice: 1.4154, decode.d0.loss_cls: 4.9565, decode.d0.loss_mask: 0.9582, decode.d0.loss_dice: 1.7344, decode.d1.loss_cls: 1.8190, decode.d1.loss_mask: 0.9733, decode.d1.loss_dice: 1.5352, decode.d2.loss_cls: 1.5971, decode.d2.loss_mask: 0.9540, decode.d2.loss_dice: 1.4722, decode.d3.loss_cls: 1.5489, decode.d3.loss_mask: 0.9499, decode.d3.loss_dice: 1.4343, decode.d4.loss_cls: 1.5294, decode.d4.loss_mask: 0.9446, decode.d4.loss_dice: 1.4302, decode.d5.loss_cls: 1.5178, decode.d5.loss_mask: 0.9459, decode.d5.loss_dice: 1.4280, decode.d6.loss_cls: 1.5090, decode.d6.loss_mask: 0.9444, decode.d6.loss_dice: 1.4079, decode.d7.loss_cls: 1.4950, decode.d7.loss_mask: 0.9405, decode.d7.loss_dice: 1.4153, decode.d8.loss_cls: 1.4950, decode.d8.loss_mask: 0.9365, decode.d8.loss_dice: 1.4161, loss: 43.1332, grad_norm: 130.4558 2023-11-26 12:55:51,083 - mmseg - INFO - Iter [7400/160000] lr: 3.639e-06, eta: 16:43:00, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4317, decode.loss_mask: 0.9422, decode.loss_dice: 1.4083, decode.d0.loss_cls: 4.7954, decode.d0.loss_mask: 0.9546, decode.d0.loss_dice: 1.6905, decode.d1.loss_cls: 1.7543, decode.d1.loss_mask: 0.9711, decode.d1.loss_dice: 1.5154, decode.d2.loss_cls: 1.5671, decode.d2.loss_mask: 0.9568, decode.d2.loss_dice: 1.4404, decode.d3.loss_cls: 1.4931, decode.d3.loss_mask: 0.9464, decode.d3.loss_dice: 1.4082, decode.d4.loss_cls: 1.4872, decode.d4.loss_mask: 0.9420, decode.d4.loss_dice: 1.4087, decode.d5.loss_cls: 1.4667, decode.d5.loss_mask: 0.9353, decode.d5.loss_dice: 1.4071, decode.d6.loss_cls: 1.4479, decode.d6.loss_mask: 0.9361, decode.d6.loss_dice: 1.4061, decode.d7.loss_cls: 1.4325, decode.d7.loss_mask: 0.9392, decode.d7.loss_dice: 1.4004, decode.d8.loss_cls: 1.4253, decode.d8.loss_mask: 0.9371, decode.d8.loss_dice: 1.4018, loss: 42.2489, grad_norm: 124.8685 2023-11-26 12:56:09,507 - mmseg - INFO - Iter [7450/160000] lr: 3.638e-06, eta: 16:42:14, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4640, decode.loss_mask: 0.9282, decode.loss_dice: 1.4306, decode.d0.loss_cls: 4.8628, decode.d0.loss_mask: 0.9374, decode.d0.loss_dice: 1.7343, decode.d1.loss_cls: 1.7907, decode.d1.loss_mask: 0.9686, decode.d1.loss_dice: 1.5473, decode.d2.loss_cls: 1.5836, decode.d2.loss_mask: 0.9395, decode.d2.loss_dice: 1.4793, decode.d3.loss_cls: 1.5393, decode.d3.loss_mask: 0.9294, decode.d3.loss_dice: 1.4400, decode.d4.loss_cls: 1.5142, decode.d4.loss_mask: 0.9233, decode.d4.loss_dice: 1.4396, decode.d5.loss_cls: 1.5035, decode.d5.loss_mask: 0.9291, decode.d5.loss_dice: 1.4323, decode.d6.loss_cls: 1.4897, decode.d6.loss_mask: 0.9255, decode.d6.loss_dice: 1.4261, decode.d7.loss_cls: 1.4711, decode.d7.loss_mask: 0.9330, decode.d7.loss_dice: 1.4349, decode.d8.loss_cls: 1.4572, decode.d8.loss_mask: 0.9331, decode.d8.loss_dice: 1.4318, loss: 42.8194, grad_norm: 123.6287 2023-11-26 12:56:27,764 - mmseg - INFO - Iter [7500/160000] lr: 3.636e-06, eta: 16:41:25, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4453, decode.loss_mask: 0.8993, decode.loss_dice: 1.3762, decode.d0.loss_cls: 4.8129, decode.d0.loss_mask: 0.9320, decode.d0.loss_dice: 1.6936, decode.d1.loss_cls: 1.7839, decode.d1.loss_mask: 0.9385, decode.d1.loss_dice: 1.5086, decode.d2.loss_cls: 1.5604, decode.d2.loss_mask: 0.9206, decode.d2.loss_dice: 1.4340, decode.d3.loss_cls: 1.5099, decode.d3.loss_mask: 0.9072, decode.d3.loss_dice: 1.3977, decode.d4.loss_cls: 1.4927, decode.d4.loss_mask: 0.9004, decode.d4.loss_dice: 1.3997, decode.d5.loss_cls: 1.4763, decode.d5.loss_mask: 0.8987, decode.d5.loss_dice: 1.3927, decode.d6.loss_cls: 1.4582, decode.d6.loss_mask: 0.9050, decode.d6.loss_dice: 1.3767, decode.d7.loss_cls: 1.4381, decode.d7.loss_mask: 0.9040, decode.d7.loss_dice: 1.3789, decode.d8.loss_cls: 1.4419, decode.d8.loss_mask: 0.9016, decode.d8.loss_dice: 1.3744, loss: 41.8595, grad_norm: 111.8779 2023-11-26 12:56:46,147 - mmseg - INFO - Iter [7550/160000] lr: 3.635e-06, eta: 16:40:38, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4569, decode.loss_mask: 0.9177, decode.loss_dice: 1.3692, decode.d0.loss_cls: 4.8107, decode.d0.loss_mask: 0.9290, decode.d0.loss_dice: 1.6729, decode.d1.loss_cls: 1.7755, decode.d1.loss_mask: 0.9435, decode.d1.loss_dice: 1.4739, decode.d2.loss_cls: 1.5687, decode.d2.loss_mask: 0.9219, decode.d2.loss_dice: 1.4169, decode.d3.loss_cls: 1.5167, decode.d3.loss_mask: 0.9141, decode.d3.loss_dice: 1.3789, decode.d4.loss_cls: 1.4965, decode.d4.loss_mask: 0.9136, decode.d4.loss_dice: 1.3866, decode.d5.loss_cls: 1.4760, decode.d5.loss_mask: 0.9154, decode.d5.loss_dice: 1.3828, decode.d6.loss_cls: 1.4672, decode.d6.loss_mask: 0.9134, decode.d6.loss_dice: 1.3737, decode.d7.loss_cls: 1.4570, decode.d7.loss_mask: 0.9143, decode.d7.loss_dice: 1.3778, decode.d8.loss_cls: 1.4502, decode.d8.loss_mask: 0.9175, decode.d8.loss_dice: 1.3812, loss: 41.8897, grad_norm: 109.4735 2023-11-26 12:57:06,620 - mmseg - INFO - Iter [7600/160000] lr: 3.634e-06, eta: 16:40:34, time: 0.410, data_time: 0.052, memory: 36416, decode.loss_cls: 1.5109, decode.loss_mask: 0.9142, decode.loss_dice: 1.4344, decode.d0.loss_cls: 4.8722, decode.d0.loss_mask: 0.9323, decode.d0.loss_dice: 1.7383, decode.d1.loss_cls: 1.8359, decode.d1.loss_mask: 0.9513, decode.d1.loss_dice: 1.5563, decode.d2.loss_cls: 1.6246, decode.d2.loss_mask: 0.9185, decode.d2.loss_dice: 1.4783, decode.d3.loss_cls: 1.5835, decode.d3.loss_mask: 0.9122, decode.d3.loss_dice: 1.4376, decode.d4.loss_cls: 1.5514, decode.d4.loss_mask: 0.9153, decode.d4.loss_dice: 1.4440, decode.d5.loss_cls: 1.5379, decode.d5.loss_mask: 0.9052, decode.d5.loss_dice: 1.4387, decode.d6.loss_cls: 1.5211, decode.d6.loss_mask: 0.9117, decode.d6.loss_dice: 1.4230, decode.d7.loss_cls: 1.5074, decode.d7.loss_mask: 0.9094, decode.d7.loss_dice: 1.4280, decode.d8.loss_cls: 1.5020, decode.d8.loss_mask: 0.9133, decode.d8.loss_dice: 1.4325, loss: 43.0413, grad_norm: 112.9404 2023-11-26 12:57:24,863 - mmseg - INFO - Iter [7650/160000] lr: 3.633e-06, eta: 16:39:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3768, decode.loss_mask: 0.9262, decode.loss_dice: 1.3718, decode.d0.loss_cls: 4.7095, decode.d0.loss_mask: 0.9304, decode.d0.loss_dice: 1.6597, decode.d1.loss_cls: 1.6942, decode.d1.loss_mask: 0.9618, decode.d1.loss_dice: 1.4865, decode.d2.loss_cls: 1.5051, decode.d2.loss_mask: 0.9343, decode.d2.loss_dice: 1.4140, decode.d3.loss_cls: 1.4330, decode.d3.loss_mask: 0.9297, decode.d3.loss_dice: 1.3754, decode.d4.loss_cls: 1.4076, decode.d4.loss_mask: 0.9302, decode.d4.loss_dice: 1.3886, decode.d5.loss_cls: 1.4066, decode.d5.loss_mask: 0.9311, decode.d5.loss_dice: 1.3864, decode.d6.loss_cls: 1.3924, decode.d6.loss_mask: 0.9269, decode.d6.loss_dice: 1.3760, decode.d7.loss_cls: 1.3778, decode.d7.loss_mask: 0.9255, decode.d7.loss_dice: 1.3777, decode.d8.loss_cls: 1.3805, decode.d8.loss_mask: 0.9284, decode.d8.loss_dice: 1.3766, loss: 41.2207, grad_norm: 126.9677 2023-11-26 12:57:43,025 - mmseg - INFO - Iter [7700/160000] lr: 3.632e-06, eta: 16:38:56, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4233, decode.loss_mask: 0.9060, decode.loss_dice: 1.3970, decode.d0.loss_cls: 4.7310, decode.d0.loss_mask: 0.9217, decode.d0.loss_dice: 1.6913, decode.d1.loss_cls: 1.7533, decode.d1.loss_mask: 0.9418, decode.d1.loss_dice: 1.5091, decode.d2.loss_cls: 1.5488, decode.d2.loss_mask: 0.9201, decode.d2.loss_dice: 1.4371, decode.d3.loss_cls: 1.4968, decode.d3.loss_mask: 0.9068, decode.d3.loss_dice: 1.4061, decode.d4.loss_cls: 1.4658, decode.d4.loss_mask: 0.9179, decode.d4.loss_dice: 1.4117, decode.d5.loss_cls: 1.4583, decode.d5.loss_mask: 0.9117, decode.d5.loss_dice: 1.4055, decode.d6.loss_cls: 1.4339, decode.d6.loss_mask: 0.9130, decode.d6.loss_dice: 1.3859, decode.d7.loss_cls: 1.4199, decode.d7.loss_mask: 0.9181, decode.d7.loss_dice: 1.3850, decode.d8.loss_cls: 1.4182, decode.d8.loss_mask: 0.9146, decode.d8.loss_dice: 1.4016, loss: 41.7515, grad_norm: 115.6229 2023-11-26 12:58:02,143 - mmseg - INFO - Iter [7750/160000] lr: 3.630e-06, eta: 16:38:25, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4481, decode.loss_mask: 0.9054, decode.loss_dice: 1.4235, decode.d0.loss_cls: 4.7568, decode.d0.loss_mask: 0.9228, decode.d0.loss_dice: 1.7294, decode.d1.loss_cls: 1.7898, decode.d1.loss_mask: 0.9452, decode.d1.loss_dice: 1.5434, decode.d2.loss_cls: 1.5895, decode.d2.loss_mask: 0.9222, decode.d2.loss_dice: 1.4611, decode.d3.loss_cls: 1.5139, decode.d3.loss_mask: 0.9148, decode.d3.loss_dice: 1.4300, decode.d4.loss_cls: 1.5009, decode.d4.loss_mask: 0.9083, decode.d4.loss_dice: 1.4363, decode.d5.loss_cls: 1.4887, decode.d5.loss_mask: 0.9105, decode.d5.loss_dice: 1.4291, decode.d6.loss_cls: 1.4644, decode.d6.loss_mask: 0.9032, decode.d6.loss_dice: 1.4195, decode.d7.loss_cls: 1.4563, decode.d7.loss_mask: 0.9033, decode.d7.loss_dice: 1.4201, decode.d8.loss_cls: 1.4498, decode.d8.loss_mask: 0.9124, decode.d8.loss_dice: 1.4239, loss: 42.3225, grad_norm: 111.3688 2023-11-26 12:58:20,697 - mmseg - INFO - Iter [7800/160000] lr: 3.629e-06, eta: 16:37:44, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4017, decode.loss_mask: 0.9376, decode.loss_dice: 1.3979, decode.d0.loss_cls: 4.7132, decode.d0.loss_mask: 0.9438, decode.d0.loss_dice: 1.7008, decode.d1.loss_cls: 1.7514, decode.d1.loss_mask: 0.9555, decode.d1.loss_dice: 1.5213, decode.d2.loss_cls: 1.5389, decode.d2.loss_mask: 0.9285, decode.d2.loss_dice: 1.4403, decode.d3.loss_cls: 1.4687, decode.d3.loss_mask: 0.9283, decode.d3.loss_dice: 1.4108, decode.d4.loss_cls: 1.4568, decode.d4.loss_mask: 0.9317, decode.d4.loss_dice: 1.4146, decode.d5.loss_cls: 1.4296, decode.d5.loss_mask: 0.9295, decode.d5.loss_dice: 1.4132, decode.d6.loss_cls: 1.4148, decode.d6.loss_mask: 0.9329, decode.d6.loss_dice: 1.3982, decode.d7.loss_cls: 1.4042, decode.d7.loss_mask: 0.9351, decode.d7.loss_dice: 1.3986, decode.d8.loss_cls: 1.4045, decode.d8.loss_mask: 0.9355, decode.d8.loss_dice: 1.3939, loss: 41.8319, grad_norm: 127.6992 2023-11-26 12:58:39,047 - mmseg - INFO - Iter [7850/160000] lr: 3.628e-06, eta: 16:36:58, time: 0.367, data_time: 0.008, memory: 36416, decode.loss_cls: 1.3784, decode.loss_mask: 0.8892, decode.loss_dice: 1.3801, decode.d0.loss_cls: 4.6219, decode.d0.loss_mask: 0.9213, decode.d0.loss_dice: 1.6716, decode.d1.loss_cls: 1.6818, decode.d1.loss_mask: 0.9242, decode.d1.loss_dice: 1.4859, decode.d2.loss_cls: 1.5089, decode.d2.loss_mask: 0.8927, decode.d2.loss_dice: 1.4139, decode.d3.loss_cls: 1.4472, decode.d3.loss_mask: 0.8943, decode.d3.loss_dice: 1.3816, decode.d4.loss_cls: 1.4256, decode.d4.loss_mask: 0.9002, decode.d4.loss_dice: 1.3849, decode.d5.loss_cls: 1.4116, decode.d5.loss_mask: 0.9002, decode.d5.loss_dice: 1.3818, decode.d6.loss_cls: 1.4061, decode.d6.loss_mask: 0.8976, decode.d6.loss_dice: 1.3702, decode.d7.loss_cls: 1.3900, decode.d7.loss_mask: 0.8900, decode.d7.loss_dice: 1.3719, decode.d8.loss_cls: 1.3869, decode.d8.loss_mask: 0.8887, decode.d8.loss_dice: 1.3694, loss: 40.8683, grad_norm: 115.2937 2023-11-26 12:58:57,616 - mmseg - INFO - Iter [7900/160000] lr: 3.627e-06, eta: 16:36:18, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4369, decode.loss_mask: 0.9259, decode.loss_dice: 1.4305, decode.d0.loss_cls: 4.6628, decode.d0.loss_mask: 0.9463, decode.d0.loss_dice: 1.7214, decode.d1.loss_cls: 1.7284, decode.d1.loss_mask: 0.9680, decode.d1.loss_dice: 1.5377, decode.d2.loss_cls: 1.5429, decode.d2.loss_mask: 0.9439, decode.d2.loss_dice: 1.4621, decode.d3.loss_cls: 1.5031, decode.d3.loss_mask: 0.9347, decode.d3.loss_dice: 1.4286, decode.d4.loss_cls: 1.4824, decode.d4.loss_mask: 0.9282, decode.d4.loss_dice: 1.4323, decode.d5.loss_cls: 1.4672, decode.d5.loss_mask: 0.9290, decode.d5.loss_dice: 1.4378, decode.d6.loss_cls: 1.4441, decode.d6.loss_mask: 0.9248, decode.d6.loss_dice: 1.4189, decode.d7.loss_cls: 1.4384, decode.d7.loss_mask: 0.9305, decode.d7.loss_dice: 1.4279, decode.d8.loss_cls: 1.4412, decode.d8.loss_mask: 0.9282, decode.d8.loss_dice: 1.4324, loss: 42.2366, grad_norm: 121.0929 2023-11-26 12:59:16,969 - mmseg - INFO - Iter [7950/160000] lr: 3.626e-06, eta: 16:35:52, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4421, decode.loss_mask: 0.9000, decode.loss_dice: 1.3818, decode.d0.loss_cls: 4.6804, decode.d0.loss_mask: 0.9167, decode.d0.loss_dice: 1.6917, decode.d1.loss_cls: 1.7639, decode.d1.loss_mask: 0.9407, decode.d1.loss_dice: 1.5115, decode.d2.loss_cls: 1.5518, decode.d2.loss_mask: 0.9121, decode.d2.loss_dice: 1.4348, decode.d3.loss_cls: 1.4976, decode.d3.loss_mask: 0.9026, decode.d3.loss_dice: 1.3974, decode.d4.loss_cls: 1.4780, decode.d4.loss_mask: 0.8988, decode.d4.loss_dice: 1.3973, decode.d5.loss_cls: 1.4519, decode.d5.loss_mask: 0.9029, decode.d5.loss_dice: 1.3887, decode.d6.loss_cls: 1.4508, decode.d6.loss_mask: 0.8950, decode.d6.loss_dice: 1.3671, decode.d7.loss_cls: 1.4383, decode.d7.loss_mask: 0.9026, decode.d7.loss_dice: 1.3836, decode.d8.loss_cls: 1.4390, decode.d8.loss_mask: 0.8997, decode.d8.loss_dice: 1.3830, loss: 41.6018, grad_norm: 131.3138 2023-11-26 12:59:35,178 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 12:59:35,179 - mmseg - INFO - Iter [8000/160000] lr: 3.624e-06, eta: 16:35:05, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4101, decode.loss_mask: 0.8968, decode.loss_dice: 1.3657, decode.d0.loss_cls: 4.6254, decode.d0.loss_mask: 0.9105, decode.d0.loss_dice: 1.6511, decode.d1.loss_cls: 1.7366, decode.d1.loss_mask: 0.9260, decode.d1.loss_dice: 1.4801, decode.d2.loss_cls: 1.5257, decode.d2.loss_mask: 0.9034, decode.d2.loss_dice: 1.3993, decode.d3.loss_cls: 1.4641, decode.d3.loss_mask: 0.8960, decode.d3.loss_dice: 1.3739, decode.d4.loss_cls: 1.4459, decode.d4.loss_mask: 0.9001, decode.d4.loss_dice: 1.3794, decode.d5.loss_cls: 1.4367, decode.d5.loss_mask: 0.9028, decode.d5.loss_dice: 1.3698, decode.d6.loss_cls: 1.4264, decode.d6.loss_mask: 0.8962, decode.d6.loss_dice: 1.3509, decode.d7.loss_cls: 1.4137, decode.d7.loss_mask: 0.8981, decode.d7.loss_dice: 1.3664, decode.d8.loss_cls: 1.4060, decode.d8.loss_mask: 0.9008, decode.d8.loss_dice: 1.3611, loss: 41.0190, grad_norm: 122.7744 2023-11-26 12:59:53,554 - mmseg - INFO - Iter [8050/160000] lr: 3.623e-06, eta: 16:34:22, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4689, decode.loss_mask: 0.9312, decode.loss_dice: 1.4195, decode.d0.loss_cls: 4.6602, decode.d0.loss_mask: 0.9427, decode.d0.loss_dice: 1.7171, decode.d1.loss_cls: 1.7621, decode.d1.loss_mask: 0.9519, decode.d1.loss_dice: 1.5268, decode.d2.loss_cls: 1.5851, decode.d2.loss_mask: 0.9298, decode.d2.loss_dice: 1.4558, decode.d3.loss_cls: 1.5258, decode.d3.loss_mask: 0.9227, decode.d3.loss_dice: 1.4265, decode.d4.loss_cls: 1.4966, decode.d4.loss_mask: 0.9262, decode.d4.loss_dice: 1.4295, decode.d5.loss_cls: 1.4806, decode.d5.loss_mask: 0.9254, decode.d5.loss_dice: 1.4179, decode.d6.loss_cls: 1.4662, decode.d6.loss_mask: 0.9244, decode.d6.loss_dice: 1.4080, decode.d7.loss_cls: 1.4649, decode.d7.loss_mask: 0.9291, decode.d7.loss_dice: 1.4128, decode.d8.loss_cls: 1.4629, decode.d8.loss_mask: 0.9247, decode.d8.loss_dice: 1.4103, loss: 42.3056, grad_norm: 119.2227 2023-11-26 13:00:11,926 - mmseg - INFO - Iter [8100/160000] lr: 3.622e-06, eta: 16:33:39, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4363, decode.loss_mask: 0.9370, decode.loss_dice: 1.4088, decode.d0.loss_cls: 4.6437, decode.d0.loss_mask: 0.9462, decode.d0.loss_dice: 1.7030, decode.d1.loss_cls: 1.7402, decode.d1.loss_mask: 0.9612, decode.d1.loss_dice: 1.5207, decode.d2.loss_cls: 1.5540, decode.d2.loss_mask: 0.9476, decode.d2.loss_dice: 1.4593, decode.d3.loss_cls: 1.4876, decode.d3.loss_mask: 0.9373, decode.d3.loss_dice: 1.4184, decode.d4.loss_cls: 1.4640, decode.d4.loss_mask: 0.9356, decode.d4.loss_dice: 1.4280, decode.d5.loss_cls: 1.4579, decode.d5.loss_mask: 0.9371, decode.d5.loss_dice: 1.4244, decode.d6.loss_cls: 1.4369, decode.d6.loss_mask: 0.9377, decode.d6.loss_dice: 1.4007, decode.d7.loss_cls: 1.4244, decode.d7.loss_mask: 0.9375, decode.d7.loss_dice: 1.4078, decode.d8.loss_cls: 1.4277, decode.d8.loss_mask: 0.9409, decode.d8.loss_dice: 1.4129, loss: 42.0746, grad_norm: 137.9816 2023-11-26 13:00:30,146 - mmseg - INFO - Iter [8150/160000] lr: 3.621e-06, eta: 16:32:53, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4352, decode.loss_mask: 0.9271, decode.loss_dice: 1.3961, decode.d0.loss_cls: 4.5746, decode.d0.loss_mask: 0.9621, decode.d0.loss_dice: 1.7069, decode.d1.loss_cls: 1.7234, decode.d1.loss_mask: 0.9536, decode.d1.loss_dice: 1.5184, decode.d2.loss_cls: 1.5425, decode.d2.loss_mask: 0.9366, decode.d2.loss_dice: 1.4544, decode.d3.loss_cls: 1.4853, decode.d3.loss_mask: 0.9351, decode.d3.loss_dice: 1.4130, decode.d4.loss_cls: 1.4626, decode.d4.loss_mask: 0.9313, decode.d4.loss_dice: 1.4157, decode.d5.loss_cls: 1.4540, decode.d5.loss_mask: 0.9274, decode.d5.loss_dice: 1.4086, decode.d6.loss_cls: 1.4453, decode.d6.loss_mask: 0.9293, decode.d6.loss_dice: 1.3912, decode.d7.loss_cls: 1.4342, decode.d7.loss_mask: 0.9298, decode.d7.loss_dice: 1.4043, decode.d8.loss_cls: 1.4371, decode.d8.loss_mask: 0.9278, decode.d8.loss_dice: 1.3974, loss: 41.8604, grad_norm: 120.5404 2023-11-26 13:00:48,308 - mmseg - INFO - Iter [8200/160000] lr: 3.620e-06, eta: 16:32:06, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4197, decode.loss_mask: 0.9128, decode.loss_dice: 1.3701, decode.d0.loss_cls: 4.5154, decode.d0.loss_mask: 0.9419, decode.d0.loss_dice: 1.6745, decode.d1.loss_cls: 1.7255, decode.d1.loss_mask: 0.9589, decode.d1.loss_dice: 1.4913, decode.d2.loss_cls: 1.5144, decode.d2.loss_mask: 0.9374, decode.d2.loss_dice: 1.4172, decode.d3.loss_cls: 1.4655, decode.d3.loss_mask: 0.9213, decode.d3.loss_dice: 1.3841, decode.d4.loss_cls: 1.4393, decode.d4.loss_mask: 0.9264, decode.d4.loss_dice: 1.3875, decode.d5.loss_cls: 1.4413, decode.d5.loss_mask: 0.9155, decode.d5.loss_dice: 1.3836, decode.d6.loss_cls: 1.4275, decode.d6.loss_mask: 0.9168, decode.d6.loss_dice: 1.3707, decode.d7.loss_cls: 1.4175, decode.d7.loss_mask: 0.9169, decode.d7.loss_dice: 1.3655, decode.d8.loss_cls: 1.4166, decode.d8.loss_mask: 0.9116, decode.d8.loss_dice: 1.3697, loss: 41.2565, grad_norm: 138.1984 2023-11-26 13:01:07,002 - mmseg - INFO - Iter [8250/160000] lr: 3.619e-06, eta: 16:31:30, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3648, decode.loss_mask: 0.9334, decode.loss_dice: 1.4006, decode.d0.loss_cls: 4.5060, decode.d0.loss_mask: 0.9381, decode.d0.loss_dice: 1.6791, decode.d1.loss_cls: 1.6883, decode.d1.loss_mask: 0.9595, decode.d1.loss_dice: 1.5115, decode.d2.loss_cls: 1.4815, decode.d2.loss_mask: 0.9463, decode.d2.loss_dice: 1.4380, decode.d3.loss_cls: 1.4336, decode.d3.loss_mask: 0.9391, decode.d3.loss_dice: 1.4121, decode.d4.loss_cls: 1.4106, decode.d4.loss_mask: 0.9378, decode.d4.loss_dice: 1.4169, decode.d5.loss_cls: 1.3937, decode.d5.loss_mask: 0.9386, decode.d5.loss_dice: 1.4067, decode.d6.loss_cls: 1.3849, decode.d6.loss_mask: 0.9332, decode.d6.loss_dice: 1.3911, decode.d7.loss_cls: 1.3740, decode.d7.loss_mask: 0.9351, decode.d7.loss_dice: 1.3941, decode.d8.loss_cls: 1.3760, decode.d8.loss_mask: 0.9335, decode.d8.loss_dice: 1.3909, loss: 41.2489, grad_norm: 117.2304 2023-11-26 13:01:25,347 - mmseg - INFO - Iter [8300/160000] lr: 3.617e-06, eta: 16:30:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3685, decode.loss_mask: 0.8855, decode.loss_dice: 1.3721, decode.d0.loss_cls: 4.5165, decode.d0.loss_mask: 0.8998, decode.d0.loss_dice: 1.6485, decode.d1.loss_cls: 1.6827, decode.d1.loss_mask: 0.9170, decode.d1.loss_dice: 1.4719, decode.d2.loss_cls: 1.4896, decode.d2.loss_mask: 0.8830, decode.d2.loss_dice: 1.4089, decode.d3.loss_cls: 1.4409, decode.d3.loss_mask: 0.8733, decode.d3.loss_dice: 1.3704, decode.d4.loss_cls: 1.4203, decode.d4.loss_mask: 0.8854, decode.d4.loss_dice: 1.3783, decode.d5.loss_cls: 1.3983, decode.d5.loss_mask: 0.8899, decode.d5.loss_dice: 1.3732, decode.d6.loss_cls: 1.3844, decode.d6.loss_mask: 0.8819, decode.d6.loss_dice: 1.3673, decode.d7.loss_cls: 1.3748, decode.d7.loss_mask: 0.8830, decode.d7.loss_dice: 1.3742, decode.d8.loss_cls: 1.3641, decode.d8.loss_mask: 0.8876, decode.d8.loss_dice: 1.3731, loss: 40.4644, grad_norm: 123.7467 2023-11-26 13:01:43,474 - mmseg - INFO - Iter [8350/160000] lr: 3.616e-06, eta: 16:30:01, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4277, decode.loss_mask: 0.9066, decode.loss_dice: 1.3898, decode.d0.loss_cls: 4.5596, decode.d0.loss_mask: 0.9289, decode.d0.loss_dice: 1.6880, decode.d1.loss_cls: 1.7245, decode.d1.loss_mask: 0.9370, decode.d1.loss_dice: 1.5080, decode.d2.loss_cls: 1.5353, decode.d2.loss_mask: 0.9123, decode.d2.loss_dice: 1.4226, decode.d3.loss_cls: 1.4772, decode.d3.loss_mask: 0.9046, decode.d3.loss_dice: 1.3995, decode.d4.loss_cls: 1.4539, decode.d4.loss_mask: 0.9065, decode.d4.loss_dice: 1.3961, decode.d5.loss_cls: 1.4427, decode.d5.loss_mask: 0.9129, decode.d5.loss_dice: 1.4010, decode.d6.loss_cls: 1.4335, decode.d6.loss_mask: 0.9047, decode.d6.loss_dice: 1.3889, decode.d7.loss_cls: 1.4346, decode.d7.loss_mask: 0.9032, decode.d7.loss_dice: 1.3857, decode.d8.loss_cls: 1.4304, decode.d8.loss_mask: 0.9113, decode.d8.loss_dice: 1.3952, loss: 41.4224, grad_norm: 112.4448 2023-11-26 13:02:01,629 - mmseg - INFO - Iter [8400/160000] lr: 3.615e-06, eta: 16:29:16, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3984, decode.loss_mask: 0.9133, decode.loss_dice: 1.3671, decode.d0.loss_cls: 4.4857, decode.d0.loss_mask: 0.9386, decode.d0.loss_dice: 1.6658, decode.d1.loss_cls: 1.6926, decode.d1.loss_mask: 0.9461, decode.d1.loss_dice: 1.4852, decode.d2.loss_cls: 1.5110, decode.d2.loss_mask: 0.9301, decode.d2.loss_dice: 1.4132, decode.d3.loss_cls: 1.4544, decode.d3.loss_mask: 0.9244, decode.d3.loss_dice: 1.3764, decode.d4.loss_cls: 1.4322, decode.d4.loss_mask: 0.9181, decode.d4.loss_dice: 1.3805, decode.d5.loss_cls: 1.4147, decode.d5.loss_mask: 0.9139, decode.d5.loss_dice: 1.3772, decode.d6.loss_cls: 1.3961, decode.d6.loss_mask: 0.9190, decode.d6.loss_dice: 1.3601, decode.d7.loss_cls: 1.3945, decode.d7.loss_mask: 0.9180, decode.d7.loss_dice: 1.3610, decode.d8.loss_cls: 1.3909, decode.d8.loss_mask: 0.9218, decode.d8.loss_dice: 1.3657, loss: 40.9660, grad_norm: 128.2201 2023-11-26 13:02:19,831 - mmseg - INFO - Iter [8450/160000] lr: 3.614e-06, eta: 16:28:31, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3981, decode.loss_mask: 0.8881, decode.loss_dice: 1.3502, decode.d0.loss_cls: 4.5265, decode.d0.loss_mask: 0.9010, decode.d0.loss_dice: 1.6687, decode.d1.loss_cls: 1.7128, decode.d1.loss_mask: 0.9134, decode.d1.loss_dice: 1.4645, decode.d2.loss_cls: 1.5040, decode.d2.loss_mask: 0.8960, decode.d2.loss_dice: 1.3965, decode.d3.loss_cls: 1.4472, decode.d3.loss_mask: 0.8936, decode.d3.loss_dice: 1.3572, decode.d4.loss_cls: 1.4273, decode.d4.loss_mask: 0.8929, decode.d4.loss_dice: 1.3663, decode.d5.loss_cls: 1.4192, decode.d5.loss_mask: 0.8852, decode.d5.loss_dice: 1.3634, decode.d6.loss_cls: 1.3977, decode.d6.loss_mask: 0.8892, decode.d6.loss_dice: 1.3474, decode.d7.loss_cls: 1.3959, decode.d7.loss_mask: 0.8827, decode.d7.loss_dice: 1.3523, decode.d8.loss_cls: 1.3891, decode.d8.loss_mask: 0.8846, decode.d8.loss_dice: 1.3532, loss: 40.5642, grad_norm: 124.8180 2023-11-26 13:02:38,184 - mmseg - INFO - Iter [8500/160000] lr: 3.613e-06, eta: 16:27:50, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 1.4018, decode.loss_mask: 0.9159, decode.loss_dice: 1.3673, decode.d0.loss_cls: 4.4658, decode.d0.loss_mask: 0.9400, decode.d0.loss_dice: 1.6670, decode.d1.loss_cls: 1.7212, decode.d1.loss_mask: 0.9456, decode.d1.loss_dice: 1.4718, decode.d2.loss_cls: 1.5151, decode.d2.loss_mask: 0.9326, decode.d2.loss_dice: 1.4070, decode.d3.loss_cls: 1.4541, decode.d3.loss_mask: 0.9252, decode.d3.loss_dice: 1.3750, decode.d4.loss_cls: 1.4453, decode.d4.loss_mask: 0.9182, decode.d4.loss_dice: 1.3805, decode.d5.loss_cls: 1.4365, decode.d5.loss_mask: 0.9152, decode.d5.loss_dice: 1.3731, decode.d6.loss_cls: 1.4115, decode.d6.loss_mask: 0.9130, decode.d6.loss_dice: 1.3673, decode.d7.loss_cls: 1.3937, decode.d7.loss_mask: 0.9191, decode.d7.loss_dice: 1.3722, decode.d8.loss_cls: 1.4007, decode.d8.loss_mask: 0.9164, decode.d8.loss_dice: 1.3692, loss: 41.0373, grad_norm: 123.1981 2023-11-26 13:02:56,371 - mmseg - INFO - Iter [8550/160000] lr: 3.611e-06, eta: 16:27:06, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3248, decode.loss_mask: 0.8945, decode.loss_dice: 1.3529, decode.d0.loss_cls: 4.3772, decode.d0.loss_mask: 0.9121, decode.d0.loss_dice: 1.6290, decode.d1.loss_cls: 1.6323, decode.d1.loss_mask: 0.9230, decode.d1.loss_dice: 1.4729, decode.d2.loss_cls: 1.4381, decode.d2.loss_mask: 0.8966, decode.d2.loss_dice: 1.4072, decode.d3.loss_cls: 1.3811, decode.d3.loss_mask: 0.8900, decode.d3.loss_dice: 1.3711, decode.d4.loss_cls: 1.3643, decode.d4.loss_mask: 0.8911, decode.d4.loss_dice: 1.3725, decode.d5.loss_cls: 1.3631, decode.d5.loss_mask: 0.8915, decode.d5.loss_dice: 1.3643, decode.d6.loss_cls: 1.3364, decode.d6.loss_mask: 0.8858, decode.d6.loss_dice: 1.3471, decode.d7.loss_cls: 1.3318, decode.d7.loss_mask: 0.8838, decode.d7.loss_dice: 1.3512, decode.d8.loss_cls: 1.3201, decode.d8.loss_mask: 0.8926, decode.d8.loss_dice: 1.3476, loss: 39.8459, grad_norm: 127.5689 2023-11-26 13:03:14,555 - mmseg - INFO - Iter [8600/160000] lr: 3.610e-06, eta: 16:26:23, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3476, decode.loss_mask: 0.8785, decode.loss_dice: 1.3373, decode.d0.loss_cls: 4.4159, decode.d0.loss_mask: 0.9122, decode.d0.loss_dice: 1.6282, decode.d1.loss_cls: 1.6397, decode.d1.loss_mask: 0.9169, decode.d1.loss_dice: 1.4579, decode.d2.loss_cls: 1.4500, decode.d2.loss_mask: 0.8899, decode.d2.loss_dice: 1.3804, decode.d3.loss_cls: 1.4009, decode.d3.loss_mask: 0.8870, decode.d3.loss_dice: 1.3424, decode.d4.loss_cls: 1.3801, decode.d4.loss_mask: 0.8804, decode.d4.loss_dice: 1.3442, decode.d5.loss_cls: 1.3608, decode.d5.loss_mask: 0.8829, decode.d5.loss_dice: 1.3394, decode.d6.loss_cls: 1.3635, decode.d6.loss_mask: 0.8818, decode.d6.loss_dice: 1.3290, decode.d7.loss_cls: 1.3483, decode.d7.loss_mask: 0.8862, decode.d7.loss_dice: 1.3391, decode.d8.loss_cls: 1.3352, decode.d8.loss_mask: 0.8823, decode.d8.loss_dice: 1.3317, loss: 39.7694, grad_norm: 118.2418 2023-11-26 13:03:32,920 - mmseg - INFO - Iter [8650/160000] lr: 3.609e-06, eta: 16:25:42, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4080, decode.loss_mask: 0.9054, decode.loss_dice: 1.3489, decode.d0.loss_cls: 4.3885, decode.d0.loss_mask: 0.9463, decode.d0.loss_dice: 1.6585, decode.d1.loss_cls: 1.7391, decode.d1.loss_mask: 0.9515, decode.d1.loss_dice: 1.4858, decode.d2.loss_cls: 1.5135, decode.d2.loss_mask: 0.9287, decode.d2.loss_dice: 1.4123, decode.d3.loss_cls: 1.4666, decode.d3.loss_mask: 0.9203, decode.d3.loss_dice: 1.3654, decode.d4.loss_cls: 1.4550, decode.d4.loss_mask: 0.9142, decode.d4.loss_dice: 1.3669, decode.d5.loss_cls: 1.4492, decode.d5.loss_mask: 0.9128, decode.d5.loss_dice: 1.3585, decode.d6.loss_cls: 1.4306, decode.d6.loss_mask: 0.9101, decode.d6.loss_dice: 1.3459, decode.d7.loss_cls: 1.4221, decode.d7.loss_mask: 0.9098, decode.d7.loss_dice: 1.3454, decode.d8.loss_cls: 1.4205, decode.d8.loss_mask: 0.9104, decode.d8.loss_dice: 1.3454, loss: 40.9357, grad_norm: 119.3479 2023-11-26 13:03:50,967 - mmseg - INFO - Iter [8700/160000] lr: 3.608e-06, eta: 16:24:57, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3627, decode.loss_mask: 0.8927, decode.loss_dice: 1.3140, decode.d0.loss_cls: 4.3566, decode.d0.loss_mask: 0.9089, decode.d0.loss_dice: 1.6022, decode.d1.loss_cls: 1.6483, decode.d1.loss_mask: 0.9285, decode.d1.loss_dice: 1.4192, decode.d2.loss_cls: 1.4726, decode.d2.loss_mask: 0.9066, decode.d2.loss_dice: 1.3483, decode.d3.loss_cls: 1.4006, decode.d3.loss_mask: 0.9042, decode.d3.loss_dice: 1.3201, decode.d4.loss_cls: 1.3864, decode.d4.loss_mask: 0.9013, decode.d4.loss_dice: 1.3257, decode.d5.loss_cls: 1.3767, decode.d5.loss_mask: 0.9094, decode.d5.loss_dice: 1.3209, decode.d6.loss_cls: 1.3578, decode.d6.loss_mask: 0.8949, decode.d6.loss_dice: 1.3083, decode.d7.loss_cls: 1.3490, decode.d7.loss_mask: 0.8913, decode.d7.loss_dice: 1.3112, decode.d8.loss_cls: 1.3448, decode.d8.loss_mask: 0.8915, decode.d8.loss_dice: 1.3128, loss: 39.6674, grad_norm: 119.1864 2023-11-26 13:04:09,043 - mmseg - INFO - Iter [8750/160000] lr: 3.607e-06, eta: 16:24:12, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3921, decode.loss_mask: 0.9027, decode.loss_dice: 1.3528, decode.d0.loss_cls: 4.3918, decode.d0.loss_mask: 0.9281, decode.d0.loss_dice: 1.6437, decode.d1.loss_cls: 1.6862, decode.d1.loss_mask: 0.9287, decode.d1.loss_dice: 1.4650, decode.d2.loss_cls: 1.4980, decode.d2.loss_mask: 0.9162, decode.d2.loss_dice: 1.3926, decode.d3.loss_cls: 1.4247, decode.d3.loss_mask: 0.9103, decode.d3.loss_dice: 1.3622, decode.d4.loss_cls: 1.4081, decode.d4.loss_mask: 0.9184, decode.d4.loss_dice: 1.3706, decode.d5.loss_cls: 1.4109, decode.d5.loss_mask: 0.9114, decode.d5.loss_dice: 1.3657, decode.d6.loss_cls: 1.4007, decode.d6.loss_mask: 0.9055, decode.d6.loss_dice: 1.3543, decode.d7.loss_cls: 1.3848, decode.d7.loss_mask: 0.9067, decode.d7.loss_dice: 1.3520, decode.d8.loss_cls: 1.3879, decode.d8.loss_mask: 0.9065, decode.d8.loss_dice: 1.3576, loss: 40.5362, grad_norm: 122.8244 2023-11-26 13:04:27,332 - mmseg - INFO - Iter [8800/160000] lr: 3.605e-06, eta: 16:23:32, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.4335, decode.loss_mask: 0.8960, decode.loss_dice: 1.3773, decode.d0.loss_cls: 4.4371, decode.d0.loss_mask: 0.9126, decode.d0.loss_dice: 1.6750, decode.d1.loss_cls: 1.7156, decode.d1.loss_mask: 0.9277, decode.d1.loss_dice: 1.4898, decode.d2.loss_cls: 1.5308, decode.d2.loss_mask: 0.9080, decode.d2.loss_dice: 1.4164, decode.d3.loss_cls: 1.4802, decode.d3.loss_mask: 0.9012, decode.d3.loss_dice: 1.3862, decode.d4.loss_cls: 1.4588, decode.d4.loss_mask: 0.8964, decode.d4.loss_dice: 1.3879, decode.d5.loss_cls: 1.4515, decode.d5.loss_mask: 0.9013, decode.d5.loss_dice: 1.3792, decode.d6.loss_cls: 1.4397, decode.d6.loss_mask: 0.9020, decode.d6.loss_dice: 1.3751, decode.d7.loss_cls: 1.4369, decode.d7.loss_mask: 0.8930, decode.d7.loss_dice: 1.3744, decode.d8.loss_cls: 1.4232, decode.d8.loss_mask: 0.8981, decode.d8.loss_dice: 1.3842, loss: 41.0891, grad_norm: 119.8555 2023-11-26 13:04:47,804 - mmseg - INFO - Iter [8850/160000] lr: 3.604e-06, eta: 16:23:28, time: 0.409, data_time: 0.053, memory: 36416, decode.loss_cls: 1.3494, decode.loss_mask: 0.8878, decode.loss_dice: 1.3887, decode.d0.loss_cls: 4.4042, decode.d0.loss_mask: 0.8986, decode.d0.loss_dice: 1.6679, decode.d1.loss_cls: 1.6549, decode.d1.loss_mask: 0.9146, decode.d1.loss_dice: 1.4892, decode.d2.loss_cls: 1.4591, decode.d2.loss_mask: 0.9015, decode.d2.loss_dice: 1.4306, decode.d3.loss_cls: 1.4114, decode.d3.loss_mask: 0.8836, decode.d3.loss_dice: 1.4069, decode.d4.loss_cls: 1.3811, decode.d4.loss_mask: 0.8884, decode.d4.loss_dice: 1.4123, decode.d5.loss_cls: 1.3774, decode.d5.loss_mask: 0.8856, decode.d5.loss_dice: 1.3996, decode.d6.loss_cls: 1.3588, decode.d6.loss_mask: 0.8844, decode.d6.loss_dice: 1.3831, decode.d7.loss_cls: 1.3437, decode.d7.loss_mask: 0.8875, decode.d7.loss_dice: 1.3955, decode.d8.loss_cls: 1.3404, decode.d8.loss_mask: 0.8856, decode.d8.loss_dice: 1.3893, loss: 40.3610, grad_norm: 115.3016 2023-11-26 13:05:06,034 - mmseg - INFO - Iter [8900/160000] lr: 3.603e-06, eta: 16:22:47, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.3748, decode.loss_mask: 0.8691, decode.loss_dice: 1.3477, decode.d0.loss_cls: 4.3844, decode.d0.loss_mask: 0.8869, decode.d0.loss_dice: 1.6498, decode.d1.loss_cls: 1.6583, decode.d1.loss_mask: 0.8898, decode.d1.loss_dice: 1.4689, decode.d2.loss_cls: 1.4765, decode.d2.loss_mask: 0.8694, decode.d2.loss_dice: 1.3966, decode.d3.loss_cls: 1.4297, decode.d3.loss_mask: 0.8634, decode.d3.loss_dice: 1.3646, decode.d4.loss_cls: 1.4172, decode.d4.loss_mask: 0.8612, decode.d4.loss_dice: 1.3683, decode.d5.loss_cls: 1.4087, decode.d5.loss_mask: 0.8621, decode.d5.loss_dice: 1.3617, decode.d6.loss_cls: 1.3935, decode.d6.loss_mask: 0.8581, decode.d6.loss_dice: 1.3457, decode.d7.loss_cls: 1.3883, decode.d7.loss_mask: 0.8623, decode.d7.loss_dice: 1.3553, decode.d8.loss_cls: 1.3931, decode.d8.loss_mask: 0.8574, decode.d8.loss_dice: 1.3447, loss: 40.0075, grad_norm: 112.9487 2023-11-26 13:05:24,308 - mmseg - INFO - Iter [8950/160000] lr: 3.602e-06, eta: 16:22:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3231, decode.loss_mask: 0.8968, decode.loss_dice: 1.3756, decode.d0.loss_cls: 4.3528, decode.d0.loss_mask: 0.9236, decode.d0.loss_dice: 1.6601, decode.d1.loss_cls: 1.6148, decode.d1.loss_mask: 0.9219, decode.d1.loss_dice: 1.5006, decode.d2.loss_cls: 1.4283, decode.d2.loss_mask: 0.9179, decode.d2.loss_dice: 1.4293, decode.d3.loss_cls: 1.3908, decode.d3.loss_mask: 0.9051, decode.d3.loss_dice: 1.3896, decode.d4.loss_cls: 1.3681, decode.d4.loss_mask: 0.9058, decode.d4.loss_dice: 1.3890, decode.d5.loss_cls: 1.3528, decode.d5.loss_mask: 0.8975, decode.d5.loss_dice: 1.3802, decode.d6.loss_cls: 1.3468, decode.d6.loss_mask: 0.8948, decode.d6.loss_dice: 1.3679, decode.d7.loss_cls: 1.3359, decode.d7.loss_mask: 0.9028, decode.d7.loss_dice: 1.3598, decode.d8.loss_cls: 1.3255, decode.d8.loss_mask: 0.9011, decode.d8.loss_dice: 1.3688, loss: 40.1271, grad_norm: 132.9271 2023-11-26 13:05:42,663 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:05:42,663 - mmseg - INFO - Iter [9000/160000] lr: 3.601e-06, eta: 16:21:28, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3170, decode.loss_mask: 0.8824, decode.loss_dice: 1.3199, decode.d0.loss_cls: 4.2410, decode.d0.loss_mask: 0.8970, decode.d0.loss_dice: 1.6132, decode.d1.loss_cls: 1.5950, decode.d1.loss_mask: 0.9203, decode.d1.loss_dice: 1.4541, decode.d2.loss_cls: 1.4095, decode.d2.loss_mask: 0.8895, decode.d2.loss_dice: 1.3774, decode.d3.loss_cls: 1.3590, decode.d3.loss_mask: 0.8866, decode.d3.loss_dice: 1.3397, decode.d4.loss_cls: 1.3452, decode.d4.loss_mask: 0.8816, decode.d4.loss_dice: 1.3470, decode.d5.loss_cls: 1.3432, decode.d5.loss_mask: 0.8776, decode.d5.loss_dice: 1.3335, decode.d6.loss_cls: 1.3237, decode.d6.loss_mask: 0.8828, decode.d6.loss_dice: 1.3254, decode.d7.loss_cls: 1.3079, decode.d7.loss_mask: 0.8798, decode.d7.loss_dice: 1.3311, decode.d8.loss_cls: 1.3011, decode.d8.loss_mask: 0.8810, decode.d8.loss_dice: 1.3215, loss: 39.1841, grad_norm: 122.3960 2023-11-26 13:06:00,802 - mmseg - INFO - Iter [9050/160000] lr: 3.599e-06, eta: 16:20:46, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3940, decode.loss_mask: 0.8677, decode.loss_dice: 1.3723, decode.d0.loss_cls: 4.3705, decode.d0.loss_mask: 0.8917, decode.d0.loss_dice: 1.6803, decode.d1.loss_cls: 1.7146, decode.d1.loss_mask: 0.9133, decode.d1.loss_dice: 1.4969, decode.d2.loss_cls: 1.5184, decode.d2.loss_mask: 0.8829, decode.d2.loss_dice: 1.4207, decode.d3.loss_cls: 1.4568, decode.d3.loss_mask: 0.8767, decode.d3.loss_dice: 1.3862, decode.d4.loss_cls: 1.4249, decode.d4.loss_mask: 0.8783, decode.d4.loss_dice: 1.3902, decode.d5.loss_cls: 1.4134, decode.d5.loss_mask: 0.8779, decode.d5.loss_dice: 1.3901, decode.d6.loss_cls: 1.4136, decode.d6.loss_mask: 0.8673, decode.d6.loss_dice: 1.3787, decode.d7.loss_cls: 1.3966, decode.d7.loss_mask: 0.8719, decode.d7.loss_dice: 1.3826, decode.d8.loss_cls: 1.4015, decode.d8.loss_mask: 0.8710, decode.d8.loss_dice: 1.3780, loss: 40.5791, grad_norm: 117.7993 2023-11-26 13:06:19,136 - mmseg - INFO - Iter [9100/160000] lr: 3.598e-06, eta: 16:20:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3478, decode.loss_mask: 0.8964, decode.loss_dice: 1.3548, decode.d0.loss_cls: 4.3249, decode.d0.loss_mask: 0.9216, decode.d0.loss_dice: 1.6787, decode.d1.loss_cls: 1.6801, decode.d1.loss_mask: 0.9267, decode.d1.loss_dice: 1.4855, decode.d2.loss_cls: 1.4704, decode.d2.loss_mask: 0.9013, decode.d2.loss_dice: 1.4080, decode.d3.loss_cls: 1.4134, decode.d3.loss_mask: 0.8964, decode.d3.loss_dice: 1.3727, decode.d4.loss_cls: 1.3964, decode.d4.loss_mask: 0.9009, decode.d4.loss_dice: 1.3773, decode.d5.loss_cls: 1.3710, decode.d5.loss_mask: 0.9030, decode.d5.loss_dice: 1.3702, decode.d6.loss_cls: 1.3563, decode.d6.loss_mask: 0.9019, decode.d6.loss_dice: 1.3552, decode.d7.loss_cls: 1.3470, decode.d7.loss_mask: 0.9040, decode.d7.loss_dice: 1.3603, decode.d8.loss_cls: 1.3399, decode.d8.loss_mask: 0.8978, decode.d8.loss_dice: 1.3603, loss: 40.2205, grad_norm: 118.6717 2023-11-26 13:06:37,314 - mmseg - INFO - Iter [9150/160000] lr: 3.597e-06, eta: 16:19:26, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3061, decode.loss_mask: 0.9191, decode.loss_dice: 1.3604, decode.d0.loss_cls: 4.3249, decode.d0.loss_mask: 0.9291, decode.d0.loss_dice: 1.6467, decode.d1.loss_cls: 1.6108, decode.d1.loss_mask: 0.9534, decode.d1.loss_dice: 1.4764, decode.d2.loss_cls: 1.4198, decode.d2.loss_mask: 0.9350, decode.d2.loss_dice: 1.4101, decode.d3.loss_cls: 1.3594, decode.d3.loss_mask: 0.9223, decode.d3.loss_dice: 1.3780, decode.d4.loss_cls: 1.3404, decode.d4.loss_mask: 0.9205, decode.d4.loss_dice: 1.3824, decode.d5.loss_cls: 1.3360, decode.d5.loss_mask: 0.9144, decode.d5.loss_dice: 1.3664, decode.d6.loss_cls: 1.3236, decode.d6.loss_mask: 0.9079, decode.d6.loss_dice: 1.3521, decode.d7.loss_cls: 1.3138, decode.d7.loss_mask: 0.9134, decode.d7.loss_dice: 1.3621, decode.d8.loss_cls: 1.2985, decode.d8.loss_mask: 0.9161, decode.d8.loss_dice: 1.3624, loss: 39.9618, grad_norm: 122.9973 2023-11-26 13:06:55,703 - mmseg - INFO - Iter [9200/160000] lr: 3.596e-06, eta: 16:18:48, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3133, decode.loss_mask: 0.8837, decode.loss_dice: 1.3415, decode.d0.loss_cls: 4.2892, decode.d0.loss_mask: 0.9080, decode.d0.loss_dice: 1.6009, decode.d1.loss_cls: 1.6205, decode.d1.loss_mask: 0.9228, decode.d1.loss_dice: 1.4470, decode.d2.loss_cls: 1.4304, decode.d2.loss_mask: 0.9024, decode.d2.loss_dice: 1.3886, decode.d3.loss_cls: 1.3757, decode.d3.loss_mask: 0.8992, decode.d3.loss_dice: 1.3470, decode.d4.loss_cls: 1.3615, decode.d4.loss_mask: 0.9004, decode.d4.loss_dice: 1.3513, decode.d5.loss_cls: 1.3493, decode.d5.loss_mask: 0.8901, decode.d5.loss_dice: 1.3498, decode.d6.loss_cls: 1.3427, decode.d6.loss_mask: 0.8927, decode.d6.loss_dice: 1.3367, decode.d7.loss_cls: 1.3301, decode.d7.loss_mask: 0.8836, decode.d7.loss_dice: 1.3425, decode.d8.loss_cls: 1.3219, decode.d8.loss_mask: 0.8893, decode.d8.loss_dice: 1.3433, loss: 39.5555, grad_norm: 132.1750 2023-11-26 13:07:14,341 - mmseg - INFO - Iter [9250/160000] lr: 3.595e-06, eta: 16:18:15, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 1.3210, decode.loss_mask: 0.8951, decode.loss_dice: 1.3368, decode.d0.loss_cls: 4.2331, decode.d0.loss_mask: 0.9156, decode.d0.loss_dice: 1.6286, decode.d1.loss_cls: 1.6389, decode.d1.loss_mask: 0.9235, decode.d1.loss_dice: 1.4485, decode.d2.loss_cls: 1.4431, decode.d2.loss_mask: 0.9042, decode.d2.loss_dice: 1.3853, decode.d3.loss_cls: 1.3751, decode.d3.loss_mask: 0.8949, decode.d3.loss_dice: 1.3547, decode.d4.loss_cls: 1.3549, decode.d4.loss_mask: 0.8990, decode.d4.loss_dice: 1.3614, decode.d5.loss_cls: 1.3423, decode.d5.loss_mask: 0.8933, decode.d5.loss_dice: 1.3555, decode.d6.loss_cls: 1.3381, decode.d6.loss_mask: 0.8923, decode.d6.loss_dice: 1.3336, decode.d7.loss_cls: 1.3277, decode.d7.loss_mask: 0.8940, decode.d7.loss_dice: 1.3433, decode.d8.loss_cls: 1.3207, decode.d8.loss_mask: 0.8972, decode.d8.loss_dice: 1.3421, loss: 39.5939, grad_norm: 132.4639 2023-11-26 13:07:32,670 - mmseg - INFO - Iter [9300/160000] lr: 3.593e-06, eta: 16:17:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3713, decode.loss_mask: 0.8908, decode.loss_dice: 1.3618, decode.d0.loss_cls: 4.2987, decode.d0.loss_mask: 0.9224, decode.d0.loss_dice: 1.6538, decode.d1.loss_cls: 1.6868, decode.d1.loss_mask: 0.9249, decode.d1.loss_dice: 1.4842, decode.d2.loss_cls: 1.4891, decode.d2.loss_mask: 0.9051, decode.d2.loss_dice: 1.4107, decode.d3.loss_cls: 1.4240, decode.d3.loss_mask: 0.8970, decode.d3.loss_dice: 1.3792, decode.d4.loss_cls: 1.4136, decode.d4.loss_mask: 0.8950, decode.d4.loss_dice: 1.3888, decode.d5.loss_cls: 1.4111, decode.d5.loss_mask: 0.8989, decode.d5.loss_dice: 1.3804, decode.d6.loss_cls: 1.3839, decode.d6.loss_mask: 0.9045, decode.d6.loss_dice: 1.3694, decode.d7.loss_cls: 1.3683, decode.d7.loss_mask: 0.8962, decode.d7.loss_dice: 1.3581, decode.d8.loss_cls: 1.3760, decode.d8.loss_mask: 0.8959, decode.d8.loss_dice: 1.3645, loss: 40.4044, grad_norm: 128.8747 2023-11-26 13:07:50,859 - mmseg - INFO - Iter [9350/160000] lr: 3.592e-06, eta: 16:16:57, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3471, decode.loss_mask: 0.9094, decode.loss_dice: 1.3747, decode.d0.loss_cls: 4.3060, decode.d0.loss_mask: 0.9336, decode.d0.loss_dice: 1.6724, decode.d1.loss_cls: 1.6543, decode.d1.loss_mask: 0.9479, decode.d1.loss_dice: 1.4915, decode.d2.loss_cls: 1.4716, decode.d2.loss_mask: 0.9190, decode.d2.loss_dice: 1.4270, decode.d3.loss_cls: 1.4151, decode.d3.loss_mask: 0.9109, decode.d3.loss_dice: 1.3877, decode.d4.loss_cls: 1.3888, decode.d4.loss_mask: 0.9022, decode.d4.loss_dice: 1.3887, decode.d5.loss_cls: 1.3700, decode.d5.loss_mask: 0.9074, decode.d5.loss_dice: 1.3851, decode.d6.loss_cls: 1.3567, decode.d6.loss_mask: 0.9100, decode.d6.loss_dice: 1.3790, decode.d7.loss_cls: 1.3471, decode.d7.loss_mask: 0.9018, decode.d7.loss_dice: 1.3754, decode.d8.loss_cls: 1.3387, decode.d8.loss_mask: 0.9068, decode.d8.loss_dice: 1.3754, loss: 40.4015, grad_norm: 116.2905 2023-11-26 13:08:09,173 - mmseg - INFO - Iter [9400/160000] lr: 3.591e-06, eta: 16:16:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2995, decode.loss_mask: 0.8873, decode.loss_dice: 1.3547, decode.d0.loss_cls: 4.2017, decode.d0.loss_mask: 0.9185, decode.d0.loss_dice: 1.6472, decode.d1.loss_cls: 1.6143, decode.d1.loss_mask: 0.9241, decode.d1.loss_dice: 1.4767, decode.d2.loss_cls: 1.4411, decode.d2.loss_mask: 0.9041, decode.d2.loss_dice: 1.3900, decode.d3.loss_cls: 1.3732, decode.d3.loss_mask: 0.8991, decode.d3.loss_dice: 1.3653, decode.d4.loss_cls: 1.3476, decode.d4.loss_mask: 0.8986, decode.d4.loss_dice: 1.3633, decode.d5.loss_cls: 1.3390, decode.d5.loss_mask: 0.8902, decode.d5.loss_dice: 1.3684, decode.d6.loss_cls: 1.3156, decode.d6.loss_mask: 0.8949, decode.d6.loss_dice: 1.3515, decode.d7.loss_cls: 1.3099, decode.d7.loss_mask: 0.8954, decode.d7.loss_dice: 1.3514, decode.d8.loss_cls: 1.3064, decode.d8.loss_mask: 0.8916, decode.d8.loss_dice: 1.3499, loss: 39.5705, grad_norm: 115.8771 2023-11-26 13:08:27,281 - mmseg - INFO - Iter [9450/160000] lr: 3.590e-06, eta: 16:15:39, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3813, decode.loss_mask: 0.8756, decode.loss_dice: 1.3384, decode.d0.loss_cls: 4.2548, decode.d0.loss_mask: 0.9168, decode.d0.loss_dice: 1.6484, decode.d1.loss_cls: 1.6920, decode.d1.loss_mask: 0.9264, decode.d1.loss_dice: 1.4646, decode.d2.loss_cls: 1.5010, decode.d2.loss_mask: 0.8981, decode.d2.loss_dice: 1.3986, decode.d3.loss_cls: 1.4317, decode.d3.loss_mask: 0.8957, decode.d3.loss_dice: 1.3603, decode.d4.loss_cls: 1.4106, decode.d4.loss_mask: 0.8879, decode.d4.loss_dice: 1.3680, decode.d5.loss_cls: 1.4037, decode.d5.loss_mask: 0.8849, decode.d5.loss_dice: 1.3563, decode.d6.loss_cls: 1.3845, decode.d6.loss_mask: 0.8838, decode.d6.loss_dice: 1.3420, decode.d7.loss_cls: 1.3702, decode.d7.loss_mask: 0.8821, decode.d7.loss_dice: 1.3445, decode.d8.loss_cls: 1.3728, decode.d8.loss_mask: 0.8831, decode.d8.loss_dice: 1.3417, loss: 40.1000, grad_norm: 118.2051 2023-11-26 13:08:45,648 - mmseg - INFO - Iter [9500/160000] lr: 3.589e-06, eta: 16:15:02, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3454, decode.loss_mask: 0.9166, decode.loss_dice: 1.3656, decode.d0.loss_cls: 4.2042, decode.d0.loss_mask: 0.9349, decode.d0.loss_dice: 1.6525, decode.d1.loss_cls: 1.6364, decode.d1.loss_mask: 0.9520, decode.d1.loss_dice: 1.4808, decode.d2.loss_cls: 1.4528, decode.d2.loss_mask: 0.9322, decode.d2.loss_dice: 1.4142, decode.d3.loss_cls: 1.3976, decode.d3.loss_mask: 0.9242, decode.d3.loss_dice: 1.3808, decode.d4.loss_cls: 1.3799, decode.d4.loss_mask: 0.9258, decode.d4.loss_dice: 1.3939, decode.d5.loss_cls: 1.3765, decode.d5.loss_mask: 0.9167, decode.d5.loss_dice: 1.3875, decode.d6.loss_cls: 1.3669, decode.d6.loss_mask: 0.9172, decode.d6.loss_dice: 1.3628, decode.d7.loss_cls: 1.3423, decode.d7.loss_mask: 0.9270, decode.d7.loss_dice: 1.3712, decode.d8.loss_cls: 1.3427, decode.d8.loss_mask: 0.9226, decode.d8.loss_dice: 1.3701, loss: 40.2933, grad_norm: 126.7149 2023-11-26 13:09:04,155 - mmseg - INFO - Iter [9550/160000] lr: 3.588e-06, eta: 16:14:28, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3506, decode.loss_mask: 0.9106, decode.loss_dice: 1.3767, decode.d0.loss_cls: 4.2479, decode.d0.loss_mask: 0.9361, decode.d0.loss_dice: 1.6759, decode.d1.loss_cls: 1.6887, decode.d1.loss_mask: 0.9299, decode.d1.loss_dice: 1.4936, decode.d2.loss_cls: 1.4620, decode.d2.loss_mask: 0.9186, decode.d2.loss_dice: 1.4320, decode.d3.loss_cls: 1.3929, decode.d3.loss_mask: 0.9241, decode.d3.loss_dice: 1.3922, decode.d4.loss_cls: 1.3762, decode.d4.loss_mask: 0.9141, decode.d4.loss_dice: 1.3975, decode.d5.loss_cls: 1.3609, decode.d5.loss_mask: 0.9191, decode.d5.loss_dice: 1.3807, decode.d6.loss_cls: 1.3502, decode.d6.loss_mask: 0.9134, decode.d6.loss_dice: 1.3759, decode.d7.loss_cls: 1.3414, decode.d7.loss_mask: 0.9161, decode.d7.loss_dice: 1.3775, decode.d8.loss_cls: 1.3455, decode.d8.loss_mask: 0.9150, decode.d8.loss_dice: 1.3776, loss: 40.3925, grad_norm: 119.9252 2023-11-26 13:09:22,351 - mmseg - INFO - Iter [9600/160000] lr: 3.586e-06, eta: 16:13:50, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3079, decode.loss_mask: 0.8913, decode.loss_dice: 1.3638, decode.d0.loss_cls: 4.1911, decode.d0.loss_mask: 0.9101, decode.d0.loss_dice: 1.6519, decode.d1.loss_cls: 1.5877, decode.d1.loss_mask: 0.9219, decode.d1.loss_dice: 1.4775, decode.d2.loss_cls: 1.4133, decode.d2.loss_mask: 0.9024, decode.d2.loss_dice: 1.4109, decode.d3.loss_cls: 1.3573, decode.d3.loss_mask: 0.8978, decode.d3.loss_dice: 1.3817, decode.d4.loss_cls: 1.3332, decode.d4.loss_mask: 0.8964, decode.d4.loss_dice: 1.3860, decode.d5.loss_cls: 1.3214, decode.d5.loss_mask: 0.8950, decode.d5.loss_dice: 1.3774, decode.d6.loss_cls: 1.3174, decode.d6.loss_mask: 0.8923, decode.d6.loss_dice: 1.3642, decode.d7.loss_cls: 1.2949, decode.d7.loss_mask: 0.8994, decode.d7.loss_dice: 1.3682, decode.d8.loss_cls: 1.3024, decode.d8.loss_mask: 0.8920, decode.d8.loss_dice: 1.3676, loss: 39.5742, grad_norm: 124.9863 2023-11-26 13:09:40,577 - mmseg - INFO - Iter [9650/160000] lr: 3.585e-06, eta: 16:13:11, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3054, decode.loss_mask: 0.9019, decode.loss_dice: 1.3407, decode.d0.loss_cls: 4.1666, decode.d0.loss_mask: 0.9279, decode.d0.loss_dice: 1.6212, decode.d1.loss_cls: 1.5942, decode.d1.loss_mask: 0.9412, decode.d1.loss_dice: 1.4534, decode.d2.loss_cls: 1.4207, decode.d2.loss_mask: 0.9140, decode.d2.loss_dice: 1.3824, decode.d3.loss_cls: 1.3699, decode.d3.loss_mask: 0.9045, decode.d3.loss_dice: 1.3575, decode.d4.loss_cls: 1.3375, decode.d4.loss_mask: 0.9094, decode.d4.loss_dice: 1.3659, decode.d5.loss_cls: 1.3267, decode.d5.loss_mask: 0.9078, decode.d5.loss_dice: 1.3576, decode.d6.loss_cls: 1.3189, decode.d6.loss_mask: 0.9035, decode.d6.loss_dice: 1.3444, decode.d7.loss_cls: 1.2992, decode.d7.loss_mask: 0.9055, decode.d7.loss_dice: 1.3417, decode.d8.loss_cls: 1.3042, decode.d8.loss_mask: 0.9004, decode.d8.loss_dice: 1.3471, loss: 39.4714, grad_norm: 117.3693 2023-11-26 13:09:58,800 - mmseg - INFO - Iter [9700/160000] lr: 3.584e-06, eta: 16:12:33, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3609, decode.loss_mask: 0.8993, decode.loss_dice: 1.3456, decode.d0.loss_cls: 4.2296, decode.d0.loss_mask: 0.9258, decode.d0.loss_dice: 1.6372, decode.d1.loss_cls: 1.6866, decode.d1.loss_mask: 0.9243, decode.d1.loss_dice: 1.4671, decode.d2.loss_cls: 1.4891, decode.d2.loss_mask: 0.8990, decode.d2.loss_dice: 1.3906, decode.d3.loss_cls: 1.4382, decode.d3.loss_mask: 0.9001, decode.d3.loss_dice: 1.3599, decode.d4.loss_cls: 1.4101, decode.d4.loss_mask: 0.9012, decode.d4.loss_dice: 1.3567, decode.d5.loss_cls: 1.4021, decode.d5.loss_mask: 0.9029, decode.d5.loss_dice: 1.3586, decode.d6.loss_cls: 1.3787, decode.d6.loss_mask: 0.8972, decode.d6.loss_dice: 1.3445, decode.d7.loss_cls: 1.3701, decode.d7.loss_mask: 0.8958, decode.d7.loss_dice: 1.3446, decode.d8.loss_cls: 1.3638, decode.d8.loss_mask: 0.9077, decode.d8.loss_dice: 1.3464, loss: 40.1339, grad_norm: 121.1152 2023-11-26 13:10:17,900 - mmseg - INFO - Iter [9750/160000] lr: 3.583e-06, eta: 16:12:09, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3227, decode.loss_mask: 0.8721, decode.loss_dice: 1.3292, decode.d0.loss_cls: 4.2195, decode.d0.loss_mask: 0.8915, decode.d0.loss_dice: 1.6187, decode.d1.loss_cls: 1.5993, decode.d1.loss_mask: 0.9074, decode.d1.loss_dice: 1.4489, decode.d2.loss_cls: 1.4378, decode.d2.loss_mask: 0.8893, decode.d2.loss_dice: 1.3848, decode.d3.loss_cls: 1.3892, decode.d3.loss_mask: 0.8767, decode.d3.loss_dice: 1.3451, decode.d4.loss_cls: 1.3730, decode.d4.loss_mask: 0.8780, decode.d4.loss_dice: 1.3428, decode.d5.loss_cls: 1.3472, decode.d5.loss_mask: 0.8781, decode.d5.loss_dice: 1.3491, decode.d6.loss_cls: 1.3319, decode.d6.loss_mask: 0.8724, decode.d6.loss_dice: 1.3317, decode.d7.loss_cls: 1.3195, decode.d7.loss_mask: 0.8776, decode.d7.loss_dice: 1.3320, decode.d8.loss_cls: 1.3173, decode.d8.loss_mask: 0.8810, decode.d8.loss_dice: 1.3352, loss: 39.2990, grad_norm: 129.6350 2023-11-26 13:10:37,902 - mmseg - INFO - Iter [9800/160000] lr: 3.582e-06, eta: 16:11:59, time: 0.401, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3321, decode.loss_mask: 0.8975, decode.loss_dice: 1.3561, decode.d0.loss_cls: 4.2400, decode.d0.loss_mask: 0.9195, decode.d0.loss_dice: 1.6425, decode.d1.loss_cls: 1.6317, decode.d1.loss_mask: 0.9358, decode.d1.loss_dice: 1.4738, decode.d2.loss_cls: 1.4382, decode.d2.loss_mask: 0.9040, decode.d2.loss_dice: 1.3996, decode.d3.loss_cls: 1.3761, decode.d3.loss_mask: 0.9008, decode.d3.loss_dice: 1.3664, decode.d4.loss_cls: 1.3567, decode.d4.loss_mask: 0.9091, decode.d4.loss_dice: 1.3713, decode.d5.loss_cls: 1.3477, decode.d5.loss_mask: 0.9037, decode.d5.loss_dice: 1.3713, decode.d6.loss_cls: 1.3433, decode.d6.loss_mask: 0.9046, decode.d6.loss_dice: 1.3597, decode.d7.loss_cls: 1.3309, decode.d7.loss_mask: 0.9079, decode.d7.loss_dice: 1.3642, decode.d8.loss_cls: 1.3309, decode.d8.loss_mask: 0.9044, decode.d8.loss_dice: 1.3594, loss: 39.8794, grad_norm: 121.6968 2023-11-26 13:10:56,054 - mmseg - INFO - Iter [9850/160000] lr: 3.580e-06, eta: 16:11:20, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3329, decode.loss_mask: 0.8589, decode.loss_dice: 1.3389, decode.d0.loss_cls: 4.2002, decode.d0.loss_mask: 0.8846, decode.d0.loss_dice: 1.6199, decode.d1.loss_cls: 1.6194, decode.d1.loss_mask: 0.8978, decode.d1.loss_dice: 1.4519, decode.d2.loss_cls: 1.4522, decode.d2.loss_mask: 0.8742, decode.d2.loss_dice: 1.3715, decode.d3.loss_cls: 1.3858, decode.d3.loss_mask: 0.8684, decode.d3.loss_dice: 1.3270, decode.d4.loss_cls: 1.3808, decode.d4.loss_mask: 0.8641, decode.d4.loss_dice: 1.3384, decode.d5.loss_cls: 1.3605, decode.d5.loss_mask: 0.8589, decode.d5.loss_dice: 1.3360, decode.d6.loss_cls: 1.3437, decode.d6.loss_mask: 0.8551, decode.d6.loss_dice: 1.3228, decode.d7.loss_cls: 1.3328, decode.d7.loss_mask: 0.8638, decode.d7.loss_dice: 1.3344, decode.d8.loss_cls: 1.3210, decode.d8.loss_mask: 0.8617, decode.d8.loss_dice: 1.3348, loss: 39.1923, grad_norm: 118.3671 2023-11-26 13:11:14,368 - mmseg - INFO - Iter [9900/160000] lr: 3.579e-06, eta: 16:10:44, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2726, decode.loss_mask: 0.8556, decode.loss_dice: 1.2764, decode.d0.loss_cls: 4.1533, decode.d0.loss_mask: 0.8839, decode.d0.loss_dice: 1.5719, decode.d1.loss_cls: 1.5673, decode.d1.loss_mask: 0.8861, decode.d1.loss_dice: 1.3998, decode.d2.loss_cls: 1.3986, decode.d2.loss_mask: 0.8600, decode.d2.loss_dice: 1.3305, decode.d3.loss_cls: 1.3250, decode.d3.loss_mask: 0.8549, decode.d3.loss_dice: 1.2996, decode.d4.loss_cls: 1.3238, decode.d4.loss_mask: 0.8464, decode.d4.loss_dice: 1.2977, decode.d5.loss_cls: 1.3165, decode.d5.loss_mask: 0.8425, decode.d5.loss_dice: 1.2894, decode.d6.loss_cls: 1.2986, decode.d6.loss_mask: 0.8462, decode.d6.loss_dice: 1.2695, decode.d7.loss_cls: 1.2897, decode.d7.loss_mask: 0.8441, decode.d7.loss_dice: 1.2705, decode.d8.loss_cls: 1.2785, decode.d8.loss_mask: 0.8470, decode.d8.loss_dice: 1.2730, loss: 38.0688, grad_norm: 123.8092 2023-11-26 13:11:32,656 - mmseg - INFO - Iter [9950/160000] lr: 3.578e-06, eta: 16:10:08, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3095, decode.loss_mask: 0.8982, decode.loss_dice: 1.3964, decode.d0.loss_cls: 4.1733, decode.d0.loss_mask: 0.9218, decode.d0.loss_dice: 1.6712, decode.d1.loss_cls: 1.5812, decode.d1.loss_mask: 0.9338, decode.d1.loss_dice: 1.5067, decode.d2.loss_cls: 1.4163, decode.d2.loss_mask: 0.9102, decode.d2.loss_dice: 1.4377, decode.d3.loss_cls: 1.3518, decode.d3.loss_mask: 0.8975, decode.d3.loss_dice: 1.4016, decode.d4.loss_cls: 1.3499, decode.d4.loss_mask: 0.8931, decode.d4.loss_dice: 1.4040, decode.d5.loss_cls: 1.3284, decode.d5.loss_mask: 0.8947, decode.d5.loss_dice: 1.3999, decode.d6.loss_cls: 1.3235, decode.d6.loss_mask: 0.8933, decode.d6.loss_dice: 1.3818, decode.d7.loss_cls: 1.3126, decode.d7.loss_mask: 0.8998, decode.d7.loss_dice: 1.3915, decode.d8.loss_cls: 1.3141, decode.d8.loss_mask: 0.8936, decode.d8.loss_dice: 1.3943, loss: 39.8816, grad_norm: 120.9921 2023-11-26 13:11:50,827 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-26 13:11:52,626 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:11:52,626 - mmseg - INFO - Iter [10000/160000] lr: 3.577e-06, eta: 16:09:57, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3501, decode.loss_mask: 0.8941, decode.loss_dice: 1.3556, decode.d0.loss_cls: 4.1449, decode.d0.loss_mask: 0.9094, decode.d0.loss_dice: 1.6349, decode.d1.loss_cls: 1.6235, decode.d1.loss_mask: 0.9129, decode.d1.loss_dice: 1.4731, decode.d2.loss_cls: 1.4454, decode.d2.loss_mask: 0.9010, decode.d2.loss_dice: 1.3995, decode.d3.loss_cls: 1.3942, decode.d3.loss_mask: 0.8950, decode.d3.loss_dice: 1.3639, decode.d4.loss_cls: 1.3852, decode.d4.loss_mask: 0.8954, decode.d4.loss_dice: 1.3669, decode.d5.loss_cls: 1.3702, decode.d5.loss_mask: 0.8924, decode.d5.loss_dice: 1.3698, decode.d6.loss_cls: 1.3687, decode.d6.loss_mask: 0.8865, decode.d6.loss_dice: 1.3497, decode.d7.loss_cls: 1.3450, decode.d7.loss_mask: 0.8930, decode.d7.loss_dice: 1.3562, decode.d8.loss_cls: 1.3494, decode.d8.loss_mask: 0.8944, decode.d8.loss_dice: 1.3583, loss: 39.7787, grad_norm: 114.3469 2023-11-26 13:12:09,341 - mmseg - INFO - per class results: 2023-11-26 13:12:09,346 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.31 | 81.96 | | building | 75.39 | 93.05 | | sky | 94.1 | 97.11 | | floor | 78.34 | 84.22 | | tree | 73.17 | 85.55 | | ceiling | 83.26 | 90.91 | | road | 73.7 | 90.93 | | bed | 86.26 | 94.48 | | windowpane | 56.7 | 79.36 | | grass | 69.53 | 84.5 | | cabinet | 53.48 | 74.32 | | sidewalk | 51.63 | 75.0 | | person | 82.13 | 89.58 | | earth | 36.69 | 53.05 | | door | 40.88 | 66.63 | | table | 52.49 | 69.44 | | mountain | 60.16 | 68.65 | | plant | 49.55 | 72.31 | | curtain | 71.22 | 81.5 | | chair | 38.43 | 46.92 | | car | 84.53 | 93.45 | | water | 47.27 | 61.74 | | painting | 58.49 | 87.66 | | sofa | 57.76 | 69.94 | | shelf | 39.8 | 75.05 | | house | 16.39 | 20.8 | | sea | 48.53 | 72.5 | | mirror | 54.26 | 63.07 | | rug | 61.85 | 78.54 | | field | 11.96 | 17.8 | | armchair | 29.58 | 79.21 | | seat | 56.97 | 76.26 | | fence | 30.83 | 52.43 | | desk | 33.24 | 42.18 | | rock | 44.72 | 81.87 | | wardrobe | 33.53 | 44.7 | | lamp | 52.59 | 81.82 | | bathtub | 72.74 | 83.03 | | railing | 30.55 | 46.2 | | cushion | 50.49 | 73.22 | | base | 8.29 | 9.9 | | box | 20.18 | 35.0 | | column | 43.54 | 60.75 | | signboard | 33.51 | 58.71 | | chest of drawers | 38.1 | 53.07 | | counter | 37.92 | 42.73 | | sand | 6.75 | 6.8 | | sink | 71.61 | 82.12 | | skyscraper | 40.51 | 51.77 | | fireplace | 60.31 | 90.66 | | refrigerator | 64.39 | 77.68 | | grandstand | 50.16 | 54.95 | | path | 10.89 | 16.8 | | stairs | 27.48 | 43.39 | | runway | 0.0 | 0.0 | | case | 36.72 | 39.45 | | pool table | 76.65 | 95.96 | | pillow | 42.23 | 47.55 | | screen door | 8.21 | 8.22 | | stairway | 21.96 | 35.49 | | river | 5.92 | 7.11 | | bridge | 25.82 | 30.27 | | bookcase | 31.29 | 36.38 | | blind | 9.55 | 9.67 | | coffee table | 40.45 | 89.19 | | toilet | 87.4 | 91.75 | | flower | 30.05 | 57.29 | | book | 46.92 | 63.1 | | hill | 3.47 | 5.43 | | bench | 30.58 | 38.92 | | countertop | 51.91 | 65.11 | | stove | 67.65 | 85.49 | | palm | 41.14 | 77.64 | | kitchen island | 25.63 | 49.62 | | computer | 72.07 | 82.74 | | swivel chair | 37.21 | 59.23 | | boat | 66.92 | 86.27 | | bar | 4.64 | 4.69 | | arcade machine | 3.78 | 4.89 | | hovel | 0.0 | 0.0 | | bus | 68.16 | 80.68 | | towel | 51.15 | 74.63 | | light | 52.99 | 66.78 | | truck | 29.47 | 39.24 | | tower | 2.38 | 2.81 | | chandelier | 27.78 | 31.33 | | awning | 27.01 | 36.29 | | streetlight | 27.38 | 45.06 | | booth | 0.0 | 0.0 | | television receiver | 59.34 | 85.17 | | airplane | 58.05 | 63.78 | | dirt track | 0.0 | 0.0 | | apparel | 27.26 | 55.6 | | pole | 25.19 | 41.32 | | land | 0.0 | 0.0 | | bannister | 12.41 | 16.62 | | escalator | 0.0 | 0.0 | | ottoman | 41.56 | 64.94 | | bottle | 21.42 | 30.68 | | buffet | 0.0 | 0.0 | | poster | 0.0 | 0.0 | | stage | 0.0 | 0.0 | | van | 36.14 | 59.23 | | ship | 0.0 | 0.0 | | fountain | 1.69 | 1.81 | | conveyer belt | 0.0 | 0.0 | | canopy | 0.0 | 0.0 | | washer | 17.96 | 17.97 | | plaything | 14.22 | 24.06 | | swimming pool | 0.0 | 0.0 | | stool | 14.91 | 16.61 | | barrel | 0.0 | 0.0 | | basket | 24.85 | 34.79 | | waterfall | 51.82 | 88.38 | | tent | 96.7 | 97.91 | | bag | 9.79 | 11.68 | | minibike | 71.69 | 86.14 | | cradle | 64.66 | 77.94 | | oven | 32.54 | 52.87 | | ball | 15.68 | 21.36 | | food | 56.05 | 67.87 | | step | 0.16 | 0.17 | | tank | 0.0 | 0.0 | | trade name | 28.02 | 35.14 | | microwave | 63.51 | 68.52 | | pot | 41.82 | 57.21 | | animal | 62.79 | 65.21 | | bicycle | 55.89 | 78.68 | | lake | 0.0 | 0.0 | | dishwasher | 41.1 | 73.06 | | screen | 67.58 | 85.39 | | blanket | 0.58 | 0.59 | | sculpture | 43.19 | 71.73 | | hood | 43.36 | 46.8 | | sconce | 32.13 | 40.11 | | vase | 26.58 | 61.9 | | traffic light | 22.79 | 44.61 | | tray | 1.45 | 1.75 | | ashcan | 37.46 | 58.05 | | fan | 40.13 | 49.06 | | pier | 0.0 | 0.0 | | crt screen | 1.88 | 2.06 | | plate | 55.28 | 76.59 | | monitor | 8.99 | 9.0 | | bulletin board | 0.0 | 0.0 | | shower | 0.0 | 0.0 | | radiator | 34.72 | 35.46 | | glass | 12.28 | 14.09 | | clock | 23.75 | 38.96 | | flag | 40.53 | 53.07 | +---------------------+-------+-------+ 2023-11-26 13:12:09,346 - mmseg - INFO - Summary: 2023-11-26 13:12:09,346 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 78.85 | 36.17 | 47.98 | +-------+-------+-------+ 2023-11-26 13:12:09,383 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_5000.pth was removed 2023-11-26 13:12:10,984 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_10000.pth. 2023-11-26 13:12:10,985 - mmseg - INFO - Best mIoU is 0.3617 at 10000 iter. 2023-11-26 13:12:10,985 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:12:10,985 - mmseg - INFO - Iter(val) [250] aAcc: 0.7885, mIoU: 0.3617, mAcc: 0.4798, IoU.wall: 0.7431, IoU.building: 0.7539, IoU.sky: 0.9410, IoU.floor: 0.7834, IoU.tree: 0.7317, IoU.ceiling: 0.8326, IoU.road: 0.7370, IoU.bed : 0.8626, IoU.windowpane: 0.5670, IoU.grass: 0.6953, IoU.cabinet: 0.5348, IoU.sidewalk: 0.5163, IoU.person: 0.8213, IoU.earth: 0.3669, IoU.door: 0.4088, IoU.table: 0.5249, IoU.mountain: 0.6016, IoU.plant: 0.4955, IoU.curtain: 0.7122, IoU.chair: 0.3843, IoU.car: 0.8453, IoU.water: 0.4727, IoU.painting: 0.5849, IoU.sofa: 0.5776, IoU.shelf: 0.3980, IoU.house: 0.1639, IoU.sea: 0.4853, IoU.mirror: 0.5426, IoU.rug: 0.6185, IoU.field: 0.1196, IoU.armchair: 0.2958, IoU.seat: 0.5697, IoU.fence: 0.3083, IoU.desk: 0.3324, IoU.rock: 0.4472, IoU.wardrobe: 0.3353, IoU.lamp: 0.5259, IoU.bathtub: 0.7274, IoU.railing: 0.3055, IoU.cushion: 0.5049, IoU.base: 0.0829, IoU.box: 0.2018, IoU.column: 0.4354, IoU.signboard: 0.3351, IoU.chest of drawers: 0.3810, IoU.counter: 0.3792, IoU.sand: 0.0675, IoU.sink: 0.7161, IoU.skyscraper: 0.4051, IoU.fireplace: 0.6031, IoU.refrigerator: 0.6439, IoU.grandstand: 0.5016, IoU.path: 0.1089, IoU.stairs: 0.2748, IoU.runway: 0.0000, IoU.case: 0.3672, IoU.pool table: 0.7665, IoU.pillow: 0.4223, IoU.screen door: 0.0821, IoU.stairway: 0.2196, IoU.river: 0.0592, IoU.bridge: 0.2582, IoU.bookcase: 0.3129, IoU.blind: 0.0955, IoU.coffee table: 0.4045, IoU.toilet: 0.8740, IoU.flower: 0.3005, IoU.book: 0.4692, IoU.hill: 0.0347, IoU.bench: 0.3058, IoU.countertop: 0.5191, IoU.stove: 0.6765, IoU.palm: 0.4114, IoU.kitchen island: 0.2563, IoU.computer: 0.7207, IoU.swivel chair: 0.3721, IoU.boat: 0.6692, IoU.bar: 0.0464, IoU.arcade machine: 0.0378, IoU.hovel: 0.0000, IoU.bus: 0.6816, IoU.towel: 0.5115, IoU.light: 0.5299, IoU.truck: 0.2947, IoU.tower: 0.0238, IoU.chandelier: 0.2778, IoU.awning: 0.2701, IoU.streetlight: 0.2738, IoU.booth: 0.0000, IoU.television receiver: 0.5934, IoU.airplane: 0.5805, IoU.dirt track: 0.0000, IoU.apparel: 0.2726, IoU.pole: 0.2519, IoU.land: 0.0000, IoU.bannister: 0.1241, IoU.escalator: 0.0000, IoU.ottoman: 0.4156, IoU.bottle: 0.2142, IoU.buffet: 0.0000, IoU.poster: 0.0000, IoU.stage: 0.0000, IoU.van: 0.3614, IoU.ship: 0.0000, IoU.fountain: 0.0169, IoU.conveyer belt: 0.0000, IoU.canopy: 0.0000, IoU.washer: 0.1796, IoU.plaything: 0.1422, IoU.swimming pool: 0.0000, IoU.stool: 0.1491, IoU.barrel: 0.0000, IoU.basket: 0.2485, IoU.waterfall: 0.5182, IoU.tent: 0.9670, IoU.bag: 0.0979, IoU.minibike: 0.7169, IoU.cradle: 0.6466, IoU.oven: 0.3254, IoU.ball: 0.1568, IoU.food: 0.5605, IoU.step: 0.0016, IoU.tank: 0.0000, IoU.trade name: 0.2802, IoU.microwave: 0.6351, IoU.pot: 0.4182, IoU.animal: 0.6279, IoU.bicycle: 0.5589, IoU.lake: 0.0000, IoU.dishwasher: 0.4110, IoU.screen: 0.6758, IoU.blanket: 0.0058, IoU.sculpture: 0.4319, IoU.hood: 0.4336, IoU.sconce: 0.3213, IoU.vase: 0.2658, IoU.traffic light: 0.2279, IoU.tray: 0.0145, IoU.ashcan: 0.3746, IoU.fan: 0.4013, IoU.pier: 0.0000, IoU.crt screen: 0.0188, IoU.plate: 0.5528, IoU.monitor: 0.0899, IoU.bulletin board: 0.0000, IoU.shower: 0.0000, IoU.radiator: 0.3472, IoU.glass: 0.1228, IoU.clock: 0.2375, IoU.flag: 0.4053, Acc.wall: 0.8196, Acc.building: 0.9305, Acc.sky: 0.9711, Acc.floor: 0.8422, Acc.tree: 0.8555, Acc.ceiling: 0.9091, Acc.road: 0.9093, Acc.bed : 0.9448, Acc.windowpane: 0.7936, Acc.grass: 0.8450, Acc.cabinet: 0.7432, Acc.sidewalk: 0.7500, Acc.person: 0.8958, Acc.earth: 0.5305, Acc.door: 0.6663, Acc.table: 0.6944, Acc.mountain: 0.6865, Acc.plant: 0.7231, Acc.curtain: 0.8150, Acc.chair: 0.4692, Acc.car: 0.9345, Acc.water: 0.6174, Acc.painting: 0.8766, Acc.sofa: 0.6994, Acc.shelf: 0.7505, Acc.house: 0.2080, Acc.sea: 0.7250, Acc.mirror: 0.6307, Acc.rug: 0.7854, Acc.field: 0.1780, Acc.armchair: 0.7921, Acc.seat: 0.7626, Acc.fence: 0.5243, Acc.desk: 0.4218, Acc.rock: 0.8187, Acc.wardrobe: 0.4470, Acc.lamp: 0.8182, Acc.bathtub: 0.8303, Acc.railing: 0.4620, Acc.cushion: 0.7322, Acc.base: 0.0990, Acc.box: 0.3500, Acc.column: 0.6075, Acc.signboard: 0.5871, Acc.chest of drawers: 0.5307, Acc.counter: 0.4273, Acc.sand: 0.0680, Acc.sink: 0.8212, Acc.skyscraper: 0.5177, Acc.fireplace: 0.9066, Acc.refrigerator: 0.7768, Acc.grandstand: 0.5495, Acc.path: 0.1680, Acc.stairs: 0.4339, Acc.runway: 0.0000, Acc.case: 0.3945, Acc.pool table: 0.9596, Acc.pillow: 0.4755, Acc.screen door: 0.0822, Acc.stairway: 0.3549, Acc.river: 0.0711, Acc.bridge: 0.3027, Acc.bookcase: 0.3638, Acc.blind: 0.0967, Acc.coffee table: 0.8919, Acc.toilet: 0.9175, Acc.flower: 0.5729, Acc.book: 0.6310, Acc.hill: 0.0543, Acc.bench: 0.3892, Acc.countertop: 0.6511, Acc.stove: 0.8549, Acc.palm: 0.7764, Acc.kitchen island: 0.4962, Acc.computer: 0.8274, Acc.swivel chair: 0.5923, Acc.boat: 0.8627, Acc.bar: 0.0469, Acc.arcade machine: 0.0489, Acc.hovel: 0.0000, Acc.bus: 0.8068, Acc.towel: 0.7463, Acc.light: 0.6678, Acc.truck: 0.3924, Acc.tower: 0.0281, Acc.chandelier: 0.3133, Acc.awning: 0.3629, Acc.streetlight: 0.4506, Acc.booth: 0.0000, Acc.television receiver: 0.8517, Acc.airplane: 0.6378, Acc.dirt track: 0.0000, Acc.apparel: 0.5560, Acc.pole: 0.4132, Acc.land: 0.0000, Acc.bannister: 0.1662, Acc.escalator: 0.0000, Acc.ottoman: 0.6494, Acc.bottle: 0.3068, Acc.buffet: 0.0000, Acc.poster: 0.0000, Acc.stage: 0.0000, Acc.van: 0.5923, Acc.ship: 0.0000, Acc.fountain: 0.0181, Acc.conveyer belt: 0.0000, Acc.canopy: 0.0000, Acc.washer: 0.1797, Acc.plaything: 0.2406, Acc.swimming pool: 0.0000, Acc.stool: 0.1661, Acc.barrel: 0.0000, Acc.basket: 0.3479, Acc.waterfall: 0.8838, Acc.tent: 0.9791, Acc.bag: 0.1168, Acc.minibike: 0.8614, Acc.cradle: 0.7794, Acc.oven: 0.5287, Acc.ball: 0.2136, Acc.food: 0.6787, Acc.step: 0.0017, Acc.tank: 0.0000, Acc.trade name: 0.3514, Acc.microwave: 0.6852, Acc.pot: 0.5721, Acc.animal: 0.6521, Acc.bicycle: 0.7868, Acc.lake: 0.0000, Acc.dishwasher: 0.7306, Acc.screen: 0.8539, Acc.blanket: 0.0059, Acc.sculpture: 0.7173, Acc.hood: 0.4680, Acc.sconce: 0.4011, Acc.vase: 0.6190, Acc.traffic light: 0.4461, Acc.tray: 0.0175, Acc.ashcan: 0.5805, Acc.fan: 0.4906, Acc.pier: 0.0000, Acc.crt screen: 0.0206, Acc.plate: 0.7659, Acc.monitor: 0.0900, Acc.bulletin board: 0.0000, Acc.shower: 0.0000, Acc.radiator: 0.3546, Acc.glass: 0.1409, Acc.clock: 0.3896, Acc.flag: 0.5307 2023-11-26 13:12:29,271 - mmseg - INFO - Iter [10050/160000] lr: 3.576e-06, eta: 16:13:55, time: 0.733, data_time: 0.376, memory: 36416, decode.loss_cls: 1.3741, decode.loss_mask: 0.8841, decode.loss_dice: 1.3466, decode.d0.loss_cls: 4.1875, decode.d0.loss_mask: 0.9157, decode.d0.loss_dice: 1.6342, decode.d1.loss_cls: 1.6288, decode.d1.loss_mask: 0.9089, decode.d1.loss_dice: 1.4618, decode.d2.loss_cls: 1.4831, decode.d2.loss_mask: 0.8890, decode.d2.loss_dice: 1.3937, decode.d3.loss_cls: 1.4247, decode.d3.loss_mask: 0.8828, decode.d3.loss_dice: 1.3565, decode.d4.loss_cls: 1.4055, decode.d4.loss_mask: 0.8836, decode.d4.loss_dice: 1.3618, decode.d5.loss_cls: 1.3832, decode.d5.loss_mask: 0.8869, decode.d5.loss_dice: 1.3648, decode.d6.loss_cls: 1.3817, decode.d6.loss_mask: 0.8815, decode.d6.loss_dice: 1.3463, decode.d7.loss_cls: 1.3789, decode.d7.loss_mask: 0.8840, decode.d7.loss_dice: 1.3476, decode.d8.loss_cls: 1.3644, decode.d8.loss_mask: 0.8858, decode.d8.loss_dice: 1.3501, loss: 39.8778, grad_norm: 120.9121 2023-11-26 13:12:47,599 - mmseg - INFO - Iter [10100/160000] lr: 3.574e-06, eta: 16:13:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3170, decode.loss_mask: 0.8682, decode.loss_dice: 1.3455, decode.d0.loss_cls: 4.1371, decode.d0.loss_mask: 0.8947, decode.d0.loss_dice: 1.6325, decode.d1.loss_cls: 1.5789, decode.d1.loss_mask: 0.9119, decode.d1.loss_dice: 1.4816, decode.d2.loss_cls: 1.4116, decode.d2.loss_mask: 0.8841, decode.d2.loss_dice: 1.4134, decode.d3.loss_cls: 1.3524, decode.d3.loss_mask: 0.8734, decode.d3.loss_dice: 1.3683, decode.d4.loss_cls: 1.3382, decode.d4.loss_mask: 0.8732, decode.d4.loss_dice: 1.3719, decode.d5.loss_cls: 1.3341, decode.d5.loss_mask: 0.8676, decode.d5.loss_dice: 1.3587, decode.d6.loss_cls: 1.3269, decode.d6.loss_mask: 0.8641, decode.d6.loss_dice: 1.3451, decode.d7.loss_cls: 1.3145, decode.d7.loss_mask: 0.8681, decode.d7.loss_dice: 1.3507, decode.d8.loss_cls: 1.2988, decode.d8.loss_mask: 0.8718, decode.d8.loss_dice: 1.3502, loss: 39.2044, grad_norm: 112.6456 2023-11-26 13:13:08,072 - mmseg - INFO - Iter [10150/160000] lr: 3.573e-06, eta: 16:13:14, time: 0.409, data_time: 0.056, memory: 36416, decode.loss_cls: 1.3058, decode.loss_mask: 0.8795, decode.loss_dice: 1.3319, decode.d0.loss_cls: 4.1088, decode.d0.loss_mask: 0.9006, decode.d0.loss_dice: 1.6168, decode.d1.loss_cls: 1.5677, decode.d1.loss_mask: 0.9111, decode.d1.loss_dice: 1.4533, decode.d2.loss_cls: 1.4043, decode.d2.loss_mask: 0.9000, decode.d2.loss_dice: 1.3777, decode.d3.loss_cls: 1.3529, decode.d3.loss_mask: 0.8837, decode.d3.loss_dice: 1.3380, decode.d4.loss_cls: 1.3275, decode.d4.loss_mask: 0.8858, decode.d4.loss_dice: 1.3448, decode.d5.loss_cls: 1.3324, decode.d5.loss_mask: 0.8833, decode.d5.loss_dice: 1.3383, decode.d6.loss_cls: 1.3133, decode.d6.loss_mask: 0.8814, decode.d6.loss_dice: 1.3273, decode.d7.loss_cls: 1.3064, decode.d7.loss_mask: 0.8830, decode.d7.loss_dice: 1.3325, decode.d8.loss_cls: 1.2944, decode.d8.loss_mask: 0.8888, decode.d8.loss_dice: 1.3352, loss: 39.0063, grad_norm: 121.9009 2023-11-26 13:13:26,519 - mmseg - INFO - Iter [10200/160000] lr: 3.572e-06, eta: 16:12:39, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2704, decode.loss_mask: 0.9155, decode.loss_dice: 1.3478, decode.d0.loss_cls: 4.0873, decode.d0.loss_mask: 0.9368, decode.d0.loss_dice: 1.6314, decode.d1.loss_cls: 1.5861, decode.d1.loss_mask: 0.9636, decode.d1.loss_dice: 1.4729, decode.d2.loss_cls: 1.4133, decode.d2.loss_mask: 0.9336, decode.d2.loss_dice: 1.3951, decode.d3.loss_cls: 1.3460, decode.d3.loss_mask: 0.9182, decode.d3.loss_dice: 1.3648, decode.d4.loss_cls: 1.3318, decode.d4.loss_mask: 0.9204, decode.d4.loss_dice: 1.3635, decode.d5.loss_cls: 1.3187, decode.d5.loss_mask: 0.9156, decode.d5.loss_dice: 1.3586, decode.d6.loss_cls: 1.2945, decode.d6.loss_mask: 0.9184, decode.d6.loss_dice: 1.3407, decode.d7.loss_cls: 1.2843, decode.d7.loss_mask: 0.9168, decode.d7.loss_dice: 1.3436, decode.d8.loss_cls: 1.2723, decode.d8.loss_mask: 0.9132, decode.d8.loss_dice: 1.3460, loss: 39.4210, grad_norm: 126.9221 2023-11-26 13:13:44,706 - mmseg - INFO - Iter [10250/160000] lr: 3.571e-06, eta: 16:12:01, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2284, decode.loss_mask: 0.8823, decode.loss_dice: 1.2805, decode.d0.loss_cls: 4.0154, decode.d0.loss_mask: 0.9074, decode.d0.loss_dice: 1.5637, decode.d1.loss_cls: 1.4969, decode.d1.loss_mask: 0.9195, decode.d1.loss_dice: 1.4055, decode.d2.loss_cls: 1.3365, decode.d2.loss_mask: 0.8935, decode.d2.loss_dice: 1.3331, decode.d3.loss_cls: 1.2743, decode.d3.loss_mask: 0.8870, decode.d3.loss_dice: 1.3022, decode.d4.loss_cls: 1.2568, decode.d4.loss_mask: 0.8818, decode.d4.loss_dice: 1.2978, decode.d5.loss_cls: 1.2485, decode.d5.loss_mask: 0.8818, decode.d5.loss_dice: 1.2921, decode.d6.loss_cls: 1.2359, decode.d6.loss_mask: 0.8737, decode.d6.loss_dice: 1.2834, decode.d7.loss_cls: 1.2261, decode.d7.loss_mask: 0.8791, decode.d7.loss_dice: 1.2793, decode.d8.loss_cls: 1.2156, decode.d8.loss_mask: 0.8809, decode.d8.loss_dice: 1.2902, loss: 37.7490, grad_norm: 118.6569 2023-11-26 13:14:03,696 - mmseg - INFO - Iter [10300/160000] lr: 3.570e-06, eta: 16:11:34, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2867, decode.loss_mask: 0.8994, decode.loss_dice: 1.3404, decode.d0.loss_cls: 4.0378, decode.d0.loss_mask: 0.9224, decode.d0.loss_dice: 1.6073, decode.d1.loss_cls: 1.5746, decode.d1.loss_mask: 0.9288, decode.d1.loss_dice: 1.4429, decode.d2.loss_cls: 1.3937, decode.d2.loss_mask: 0.9068, decode.d2.loss_dice: 1.3781, decode.d3.loss_cls: 1.3410, decode.d3.loss_mask: 0.9093, decode.d3.loss_dice: 1.3457, decode.d4.loss_cls: 1.3108, decode.d4.loss_mask: 0.9093, decode.d4.loss_dice: 1.3498, decode.d5.loss_cls: 1.3066, decode.d5.loss_mask: 0.9076, decode.d5.loss_dice: 1.3553, decode.d6.loss_cls: 1.3010, decode.d6.loss_mask: 0.8988, decode.d6.loss_dice: 1.3332, decode.d7.loss_cls: 1.2896, decode.d7.loss_mask: 0.9037, decode.d7.loss_dice: 1.3405, decode.d8.loss_cls: 1.2773, decode.d8.loss_mask: 0.9061, decode.d8.loss_dice: 1.3392, loss: 39.0436, grad_norm: 119.0671 2023-11-26 13:14:22,668 - mmseg - INFO - Iter [10350/160000] lr: 3.568e-06, eta: 16:11:07, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3031, decode.loss_mask: 0.8765, decode.loss_dice: 1.3343, decode.d0.loss_cls: 4.0572, decode.d0.loss_mask: 0.9044, decode.d0.loss_dice: 1.6363, decode.d1.loss_cls: 1.6085, decode.d1.loss_mask: 0.9133, decode.d1.loss_dice: 1.4634, decode.d2.loss_cls: 1.4169, decode.d2.loss_mask: 0.8874, decode.d2.loss_dice: 1.3788, decode.d3.loss_cls: 1.3613, decode.d3.loss_mask: 0.8836, decode.d3.loss_dice: 1.3412, decode.d4.loss_cls: 1.3417, decode.d4.loss_mask: 0.8799, decode.d4.loss_dice: 1.3484, decode.d5.loss_cls: 1.3284, decode.d5.loss_mask: 0.8800, decode.d5.loss_dice: 1.3494, decode.d6.loss_cls: 1.3286, decode.d6.loss_mask: 0.8751, decode.d6.loss_dice: 1.3373, decode.d7.loss_cls: 1.3132, decode.d7.loss_mask: 0.8844, decode.d7.loss_dice: 1.3384, decode.d8.loss_cls: 1.2969, decode.d8.loss_mask: 0.8856, decode.d8.loss_dice: 1.3352, loss: 39.0888, grad_norm: 118.2290 2023-11-26 13:14:40,911 - mmseg - INFO - Iter [10400/160000] lr: 3.567e-06, eta: 16:10:30, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3146, decode.loss_mask: 0.8673, decode.loss_dice: 1.3227, decode.d0.loss_cls: 4.0696, decode.d0.loss_mask: 0.9028, decode.d0.loss_dice: 1.6205, decode.d1.loss_cls: 1.5983, decode.d1.loss_mask: 0.9041, decode.d1.loss_dice: 1.4408, decode.d2.loss_cls: 1.4346, decode.d2.loss_mask: 0.8781, decode.d2.loss_dice: 1.3716, decode.d3.loss_cls: 1.3773, decode.d3.loss_mask: 0.8695, decode.d3.loss_dice: 1.3352, decode.d4.loss_cls: 1.3547, decode.d4.loss_mask: 0.8747, decode.d4.loss_dice: 1.3296, decode.d5.loss_cls: 1.3468, decode.d5.loss_mask: 0.8711, decode.d5.loss_dice: 1.3274, decode.d6.loss_cls: 1.3344, decode.d6.loss_mask: 0.8636, decode.d6.loss_dice: 1.3224, decode.d7.loss_cls: 1.3279, decode.d7.loss_mask: 0.8674, decode.d7.loss_dice: 1.3234, decode.d8.loss_cls: 1.3208, decode.d8.loss_mask: 0.8714, decode.d8.loss_dice: 1.3244, loss: 38.9671, grad_norm: 129.9480 2023-11-26 13:14:59,211 - mmseg - INFO - Iter [10450/160000] lr: 3.566e-06, eta: 16:09:54, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3277, decode.loss_mask: 0.8806, decode.loss_dice: 1.3574, decode.d0.loss_cls: 4.1068, decode.d0.loss_mask: 0.9195, decode.d0.loss_dice: 1.6336, decode.d1.loss_cls: 1.5933, decode.d1.loss_mask: 0.9255, decode.d1.loss_dice: 1.4817, decode.d2.loss_cls: 1.4318, decode.d2.loss_mask: 0.9085, decode.d2.loss_dice: 1.4136, decode.d3.loss_cls: 1.3769, decode.d3.loss_mask: 0.9023, decode.d3.loss_dice: 1.3830, decode.d4.loss_cls: 1.3662, decode.d4.loss_mask: 0.8933, decode.d4.loss_dice: 1.3815, decode.d5.loss_cls: 1.3454, decode.d5.loss_mask: 0.8921, decode.d5.loss_dice: 1.3781, decode.d6.loss_cls: 1.3310, decode.d6.loss_mask: 0.8847, decode.d6.loss_dice: 1.3550, decode.d7.loss_cls: 1.3215, decode.d7.loss_mask: 0.8934, decode.d7.loss_dice: 1.3594, decode.d8.loss_cls: 1.3133, decode.d8.loss_mask: 0.8889, decode.d8.loss_dice: 1.3582, loss: 39.6041, grad_norm: 119.1339 2023-11-26 13:15:17,476 - mmseg - INFO - Iter [10500/160000] lr: 3.565e-06, eta: 16:09:18, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3217, decode.loss_mask: 0.8666, decode.loss_dice: 1.3287, decode.d0.loss_cls: 4.1248, decode.d0.loss_mask: 0.8911, decode.d0.loss_dice: 1.6333, decode.d1.loss_cls: 1.6092, decode.d1.loss_mask: 0.9061, decode.d1.loss_dice: 1.4603, decode.d2.loss_cls: 1.4348, decode.d2.loss_mask: 0.8776, decode.d2.loss_dice: 1.3886, decode.d3.loss_cls: 1.3721, decode.d3.loss_mask: 0.8823, decode.d3.loss_dice: 1.3540, decode.d4.loss_cls: 1.3651, decode.d4.loss_mask: 0.8737, decode.d4.loss_dice: 1.3600, decode.d5.loss_cls: 1.3371, decode.d5.loss_mask: 0.8794, decode.d5.loss_dice: 1.3561, decode.d6.loss_cls: 1.3313, decode.d6.loss_mask: 0.8693, decode.d6.loss_dice: 1.3388, decode.d7.loss_cls: 1.3165, decode.d7.loss_mask: 0.8692, decode.d7.loss_dice: 1.3375, decode.d8.loss_cls: 1.3152, decode.d8.loss_mask: 0.8628, decode.d8.loss_dice: 1.3345, loss: 39.1976, grad_norm: 130.2329 2023-11-26 13:15:35,672 - mmseg - INFO - Iter [10550/160000] lr: 3.564e-06, eta: 16:08:41, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2594, decode.loss_mask: 0.8830, decode.loss_dice: 1.3016, decode.d0.loss_cls: 3.9470, decode.d0.loss_mask: 0.9062, decode.d0.loss_dice: 1.5805, decode.d1.loss_cls: 1.5167, decode.d1.loss_mask: 0.9078, decode.d1.loss_dice: 1.4174, decode.d2.loss_cls: 1.3611, decode.d2.loss_mask: 0.8908, decode.d2.loss_dice: 1.3494, decode.d3.loss_cls: 1.3130, decode.d3.loss_mask: 0.8844, decode.d3.loss_dice: 1.3185, decode.d4.loss_cls: 1.2961, decode.d4.loss_mask: 0.8821, decode.d4.loss_dice: 1.3218, decode.d5.loss_cls: 1.2806, decode.d5.loss_mask: 0.8826, decode.d5.loss_dice: 1.3149, decode.d6.loss_cls: 1.2711, decode.d6.loss_mask: 0.8816, decode.d6.loss_dice: 1.2941, decode.d7.loss_cls: 1.2548, decode.d7.loss_mask: 0.8840, decode.d7.loss_dice: 1.3033, decode.d8.loss_cls: 1.2492, decode.d8.loss_mask: 0.8766, decode.d8.loss_dice: 1.3072, loss: 38.1368, grad_norm: 118.4932 2023-11-26 13:15:53,977 - mmseg - INFO - Iter [10600/160000] lr: 3.562e-06, eta: 16:08:05, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2633, decode.loss_mask: 0.8569, decode.loss_dice: 1.3052, decode.d0.loss_cls: 4.0199, decode.d0.loss_mask: 0.8895, decode.d0.loss_dice: 1.5962, decode.d1.loss_cls: 1.5177, decode.d1.loss_mask: 0.9006, decode.d1.loss_dice: 1.4295, decode.d2.loss_cls: 1.3430, decode.d2.loss_mask: 0.8749, decode.d2.loss_dice: 1.3674, decode.d3.loss_cls: 1.2996, decode.d3.loss_mask: 0.8639, decode.d3.loss_dice: 1.3252, decode.d4.loss_cls: 1.2899, decode.d4.loss_mask: 0.8672, decode.d4.loss_dice: 1.3220, decode.d5.loss_cls: 1.2739, decode.d5.loss_mask: 0.8616, decode.d5.loss_dice: 1.3175, decode.d6.loss_cls: 1.2676, decode.d6.loss_mask: 0.8604, decode.d6.loss_dice: 1.3101, decode.d7.loss_cls: 1.2670, decode.d7.loss_mask: 0.8526, decode.d7.loss_dice: 1.3084, decode.d8.loss_cls: 1.2581, decode.d8.loss_mask: 0.8562, decode.d8.loss_dice: 1.3057, loss: 38.0711, grad_norm: 132.0415 2023-11-26 13:16:12,341 - mmseg - INFO - Iter [10650/160000] lr: 3.561e-06, eta: 16:07:31, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2591, decode.loss_mask: 0.8953, decode.loss_dice: 1.3387, decode.d0.loss_cls: 4.0251, decode.d0.loss_mask: 0.9269, decode.d0.loss_dice: 1.6121, decode.d1.loss_cls: 1.5755, decode.d1.loss_mask: 0.9245, decode.d1.loss_dice: 1.4501, decode.d2.loss_cls: 1.3858, decode.d2.loss_mask: 0.9054, decode.d2.loss_dice: 1.3842, decode.d3.loss_cls: 1.3324, decode.d3.loss_mask: 0.9035, decode.d3.loss_dice: 1.3523, decode.d4.loss_cls: 1.3049, decode.d4.loss_mask: 0.9014, decode.d4.loss_dice: 1.3572, decode.d5.loss_cls: 1.2889, decode.d5.loss_mask: 0.9053, decode.d5.loss_dice: 1.3512, decode.d6.loss_cls: 1.2817, decode.d6.loss_mask: 0.8935, decode.d6.loss_dice: 1.3368, decode.d7.loss_cls: 1.2669, decode.d7.loss_mask: 0.8965, decode.d7.loss_dice: 1.3405, decode.d8.loss_cls: 1.2571, decode.d8.loss_mask: 0.8995, decode.d8.loss_dice: 1.3435, loss: 38.8957, grad_norm: 127.2503 2023-11-26 13:16:30,856 - mmseg - INFO - Iter [10700/160000] lr: 3.560e-06, eta: 16:06:58, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3326, decode.loss_mask: 0.8725, decode.loss_dice: 1.3532, decode.d0.loss_cls: 4.0633, decode.d0.loss_mask: 0.9062, decode.d0.loss_dice: 1.6472, decode.d1.loss_cls: 1.6038, decode.d1.loss_mask: 0.8968, decode.d1.loss_dice: 1.4728, decode.d2.loss_cls: 1.4340, decode.d2.loss_mask: 0.8885, decode.d2.loss_dice: 1.3996, decode.d3.loss_cls: 1.3995, decode.d3.loss_mask: 0.8761, decode.d3.loss_dice: 1.3665, decode.d4.loss_cls: 1.3822, decode.d4.loss_mask: 0.8744, decode.d4.loss_dice: 1.3689, decode.d5.loss_cls: 1.3609, decode.d5.loss_mask: 0.8667, decode.d5.loss_dice: 1.3611, decode.d6.loss_cls: 1.3550, decode.d6.loss_mask: 0.8698, decode.d6.loss_dice: 1.3476, decode.d7.loss_cls: 1.3411, decode.d7.loss_mask: 0.8697, decode.d7.loss_dice: 1.3552, decode.d8.loss_cls: 1.3406, decode.d8.loss_mask: 0.8770, decode.d8.loss_dice: 1.3555, loss: 39.4384, grad_norm: 124.2753 2023-11-26 13:16:48,996 - mmseg - INFO - Iter [10750/160000] lr: 3.559e-06, eta: 16:06:21, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2745, decode.loss_mask: 0.8760, decode.loss_dice: 1.3472, decode.d0.loss_cls: 4.0022, decode.d0.loss_mask: 0.8840, decode.d0.loss_dice: 1.6329, decode.d1.loss_cls: 1.5733, decode.d1.loss_mask: 0.9031, decode.d1.loss_dice: 1.4732, decode.d2.loss_cls: 1.3969, decode.d2.loss_mask: 0.8845, decode.d2.loss_dice: 1.3985, decode.d3.loss_cls: 1.3339, decode.d3.loss_mask: 0.8759, decode.d3.loss_dice: 1.3668, decode.d4.loss_cls: 1.3169, decode.d4.loss_mask: 0.8774, decode.d4.loss_dice: 1.3671, decode.d5.loss_cls: 1.3156, decode.d5.loss_mask: 0.8782, decode.d5.loss_dice: 1.3583, decode.d6.loss_cls: 1.2993, decode.d6.loss_mask: 0.8757, decode.d6.loss_dice: 1.3484, decode.d7.loss_cls: 1.2865, decode.d7.loss_mask: 0.8701, decode.d7.loss_dice: 1.3475, decode.d8.loss_cls: 1.2856, decode.d8.loss_mask: 0.8746, decode.d8.loss_dice: 1.3486, loss: 38.8725, grad_norm: 132.1610 2023-11-26 13:17:07,121 - mmseg - INFO - Iter [10800/160000] lr: 3.558e-06, eta: 16:05:44, time: 0.362, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2091, decode.loss_mask: 0.9086, decode.loss_dice: 1.3079, decode.d0.loss_cls: 3.9072, decode.d0.loss_mask: 0.9353, decode.d0.loss_dice: 1.5668, decode.d1.loss_cls: 1.4824, decode.d1.loss_mask: 0.9446, decode.d1.loss_dice: 1.4145, decode.d2.loss_cls: 1.3058, decode.d2.loss_mask: 0.9228, decode.d2.loss_dice: 1.3464, decode.d3.loss_cls: 1.2535, decode.d3.loss_mask: 0.9101, decode.d3.loss_dice: 1.3205, decode.d4.loss_cls: 1.2522, decode.d4.loss_mask: 0.9094, decode.d4.loss_dice: 1.3246, decode.d5.loss_cls: 1.2312, decode.d5.loss_mask: 0.9113, decode.d5.loss_dice: 1.3234, decode.d6.loss_cls: 1.2356, decode.d6.loss_mask: 0.9014, decode.d6.loss_dice: 1.3134, decode.d7.loss_cls: 1.2172, decode.d7.loss_mask: 0.9059, decode.d7.loss_dice: 1.3141, decode.d8.loss_cls: 1.2205, decode.d8.loss_mask: 0.9068, decode.d8.loss_dice: 1.3043, loss: 38.0067, grad_norm: 119.3516 2023-11-26 13:17:25,600 - mmseg - INFO - Iter [10850/160000] lr: 3.557e-06, eta: 16:05:11, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2296, decode.loss_mask: 0.8436, decode.loss_dice: 1.2989, decode.d0.loss_cls: 4.0268, decode.d0.loss_mask: 0.8611, decode.d0.loss_dice: 1.5681, decode.d1.loss_cls: 1.4951, decode.d1.loss_mask: 0.8750, decode.d1.loss_dice: 1.4011, decode.d2.loss_cls: 1.3355, decode.d2.loss_mask: 0.8522, decode.d2.loss_dice: 1.3424, decode.d3.loss_cls: 1.2851, decode.d3.loss_mask: 0.8504, decode.d3.loss_dice: 1.3120, decode.d4.loss_cls: 1.2665, decode.d4.loss_mask: 0.8435, decode.d4.loss_dice: 1.3101, decode.d5.loss_cls: 1.2547, decode.d5.loss_mask: 0.8468, decode.d5.loss_dice: 1.3050, decode.d6.loss_cls: 1.2440, decode.d6.loss_mask: 0.8419, decode.d6.loss_dice: 1.2889, decode.d7.loss_cls: 1.2189, decode.d7.loss_mask: 0.8464, decode.d7.loss_dice: 1.2981, decode.d8.loss_cls: 1.2217, decode.d8.loss_mask: 0.8471, decode.d8.loss_dice: 1.2953, loss: 37.5058, grad_norm: 117.5818 2023-11-26 13:17:43,776 - mmseg - INFO - Iter [10900/160000] lr: 3.555e-06, eta: 16:04:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2947, decode.loss_mask: 0.8953, decode.loss_dice: 1.3478, decode.d0.loss_cls: 4.0658, decode.d0.loss_mask: 0.9205, decode.d0.loss_dice: 1.6505, decode.d1.loss_cls: 1.5482, decode.d1.loss_mask: 0.9291, decode.d1.loss_dice: 1.4806, decode.d2.loss_cls: 1.3951, decode.d2.loss_mask: 0.9066, decode.d2.loss_dice: 1.4015, decode.d3.loss_cls: 1.3428, decode.d3.loss_mask: 0.8989, decode.d3.loss_dice: 1.3684, decode.d4.loss_cls: 1.3258, decode.d4.loss_mask: 0.8950, decode.d4.loss_dice: 1.3664, decode.d5.loss_cls: 1.3179, decode.d5.loss_mask: 0.8978, decode.d5.loss_dice: 1.3672, decode.d6.loss_cls: 1.3055, decode.d6.loss_mask: 0.8977, decode.d6.loss_dice: 1.3492, decode.d7.loss_cls: 1.3008, decode.d7.loss_mask: 0.8970, decode.d7.loss_dice: 1.3521, decode.d8.loss_cls: 1.3038, decode.d8.loss_mask: 0.8970, decode.d8.loss_dice: 1.3528, loss: 39.2720, grad_norm: 120.7814 2023-11-26 13:18:02,073 - mmseg - INFO - Iter [10950/160000] lr: 3.554e-06, eta: 16:04:00, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3329, decode.loss_mask: 0.8563, decode.loss_dice: 1.2968, decode.d0.loss_cls: 4.0619, decode.d0.loss_mask: 0.8890, decode.d0.loss_dice: 1.6015, decode.d1.loss_cls: 1.6035, decode.d1.loss_mask: 0.8900, decode.d1.loss_dice: 1.4228, decode.d2.loss_cls: 1.4339, decode.d2.loss_mask: 0.8658, decode.d2.loss_dice: 1.3454, decode.d3.loss_cls: 1.3821, decode.d3.loss_mask: 0.8623, decode.d3.loss_dice: 1.3131, decode.d4.loss_cls: 1.3625, decode.d4.loss_mask: 0.8585, decode.d4.loss_dice: 1.3111, decode.d5.loss_cls: 1.3552, decode.d5.loss_mask: 0.8609, decode.d5.loss_dice: 1.3122, decode.d6.loss_cls: 1.3412, decode.d6.loss_mask: 0.8586, decode.d6.loss_dice: 1.2952, decode.d7.loss_cls: 1.3318, decode.d7.loss_mask: 0.8585, decode.d7.loss_dice: 1.2979, decode.d8.loss_cls: 1.3240, decode.d8.loss_mask: 0.8570, decode.d8.loss_dice: 1.2958, loss: 38.6775, grad_norm: 121.0781 2023-11-26 13:18:20,461 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:18:20,461 - mmseg - INFO - Iter [11000/160000] lr: 3.553e-06, eta: 16:03:27, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2763, decode.loss_mask: 0.8755, decode.loss_dice: 1.3252, decode.d0.loss_cls: 3.9111, decode.d0.loss_mask: 0.9080, decode.d0.loss_dice: 1.5958, decode.d1.loss_cls: 1.5611, decode.d1.loss_mask: 0.9132, decode.d1.loss_dice: 1.4362, decode.d2.loss_cls: 1.3860, decode.d2.loss_mask: 0.8935, decode.d2.loss_dice: 1.3708, decode.d3.loss_cls: 1.3351, decode.d3.loss_mask: 0.8886, decode.d3.loss_dice: 1.3380, decode.d4.loss_cls: 1.3209, decode.d4.loss_mask: 0.8854, decode.d4.loss_dice: 1.3401, decode.d5.loss_cls: 1.3082, decode.d5.loss_mask: 0.8758, decode.d5.loss_dice: 1.3353, decode.d6.loss_cls: 1.2980, decode.d6.loss_mask: 0.8742, decode.d6.loss_dice: 1.3283, decode.d7.loss_cls: 1.2838, decode.d7.loss_mask: 0.8761, decode.d7.loss_dice: 1.3290, decode.d8.loss_cls: 1.2802, decode.d8.loss_mask: 0.8763, decode.d8.loss_dice: 1.3317, loss: 38.5577, grad_norm: 120.7939 2023-11-26 13:18:40,173 - mmseg - INFO - Iter [11050/160000] lr: 3.552e-06, eta: 16:03:12, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 1.3056, decode.loss_mask: 0.8836, decode.loss_dice: 1.3292, decode.d0.loss_cls: 3.9472, decode.d0.loss_mask: 0.9248, decode.d0.loss_dice: 1.5999, decode.d1.loss_cls: 1.5689, decode.d1.loss_mask: 0.9127, decode.d1.loss_dice: 1.4358, decode.d2.loss_cls: 1.4099, decode.d2.loss_mask: 0.8885, decode.d2.loss_dice: 1.3718, decode.d3.loss_cls: 1.3650, decode.d3.loss_mask: 0.8765, decode.d3.loss_dice: 1.3368, decode.d4.loss_cls: 1.3479, decode.d4.loss_mask: 0.8883, decode.d4.loss_dice: 1.3401, decode.d5.loss_cls: 1.3373, decode.d5.loss_mask: 0.8808, decode.d5.loss_dice: 1.3354, decode.d6.loss_cls: 1.3107, decode.d6.loss_mask: 0.8803, decode.d6.loss_dice: 1.3250, decode.d7.loss_cls: 1.3057, decode.d7.loss_mask: 0.8859, decode.d7.loss_dice: 1.3315, decode.d8.loss_cls: 1.2999, decode.d8.loss_mask: 0.8853, decode.d8.loss_dice: 1.3309, loss: 38.8412, grad_norm: 123.8966 2023-11-26 13:18:58,893 - mmseg - INFO - Iter [11100/160000] lr: 3.551e-06, eta: 16:02:43, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2801, decode.loss_mask: 0.8758, decode.loss_dice: 1.3442, decode.d0.loss_cls: 3.9992, decode.d0.loss_mask: 0.8958, decode.d0.loss_dice: 1.6238, decode.d1.loss_cls: 1.5434, decode.d1.loss_mask: 0.9068, decode.d1.loss_dice: 1.4756, decode.d2.loss_cls: 1.3905, decode.d2.loss_mask: 0.8876, decode.d2.loss_dice: 1.4024, decode.d3.loss_cls: 1.3388, decode.d3.loss_mask: 0.8858, decode.d3.loss_dice: 1.3686, decode.d4.loss_cls: 1.3210, decode.d4.loss_mask: 0.8764, decode.d4.loss_dice: 1.3645, decode.d5.loss_cls: 1.3070, decode.d5.loss_mask: 0.8856, decode.d5.loss_dice: 1.3675, decode.d6.loss_cls: 1.2926, decode.d6.loss_mask: 0.8773, decode.d6.loss_dice: 1.3437, decode.d7.loss_cls: 1.2801, decode.d7.loss_mask: 0.8764, decode.d7.loss_dice: 1.3504, decode.d8.loss_cls: 1.2836, decode.d8.loss_mask: 0.8791, decode.d8.loss_dice: 1.3474, loss: 38.8709, grad_norm: 127.3101 2023-11-26 13:19:17,358 - mmseg - INFO - Iter [11150/160000] lr: 3.549e-06, eta: 16:02:12, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2990, decode.loss_mask: 0.8864, decode.loss_dice: 1.3357, decode.d0.loss_cls: 3.9910, decode.d0.loss_mask: 0.9105, decode.d0.loss_dice: 1.6227, decode.d1.loss_cls: 1.5543, decode.d1.loss_mask: 0.9268, decode.d1.loss_dice: 1.4663, decode.d2.loss_cls: 1.4050, decode.d2.loss_mask: 0.9037, decode.d2.loss_dice: 1.3820, decode.d3.loss_cls: 1.3624, decode.d3.loss_mask: 0.8957, decode.d3.loss_dice: 1.3554, decode.d4.loss_cls: 1.3390, decode.d4.loss_mask: 0.8891, decode.d4.loss_dice: 1.3566, decode.d5.loss_cls: 1.3237, decode.d5.loss_mask: 0.8936, decode.d5.loss_dice: 1.3505, decode.d6.loss_cls: 1.3086, decode.d6.loss_mask: 0.8911, decode.d6.loss_dice: 1.3347, decode.d7.loss_cls: 1.2982, decode.d7.loss_mask: 0.8916, decode.d7.loss_dice: 1.3389, decode.d8.loss_cls: 1.3005, decode.d8.loss_mask: 0.8851, decode.d8.loss_dice: 1.3318, loss: 39.0300, grad_norm: 118.2214 2023-11-26 13:19:35,516 - mmseg - INFO - Iter [11200/160000] lr: 3.548e-06, eta: 16:01:36, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2653, decode.loss_mask: 0.8641, decode.loss_dice: 1.2907, decode.d0.loss_cls: 3.9125, decode.d0.loss_mask: 0.8957, decode.d0.loss_dice: 1.5558, decode.d1.loss_cls: 1.5151, decode.d1.loss_mask: 0.9023, decode.d1.loss_dice: 1.4103, decode.d2.loss_cls: 1.3527, decode.d2.loss_mask: 0.8788, decode.d2.loss_dice: 1.3456, decode.d3.loss_cls: 1.3130, decode.d3.loss_mask: 0.8703, decode.d3.loss_dice: 1.3114, decode.d4.loss_cls: 1.2923, decode.d4.loss_mask: 0.8727, decode.d4.loss_dice: 1.3088, decode.d5.loss_cls: 1.2825, decode.d5.loss_mask: 0.8675, decode.d5.loss_dice: 1.3059, decode.d6.loss_cls: 1.2777, decode.d6.loss_mask: 0.8672, decode.d6.loss_dice: 1.2925, decode.d7.loss_cls: 1.2742, decode.d7.loss_mask: 0.8659, decode.d7.loss_dice: 1.2900, decode.d8.loss_cls: 1.2649, decode.d8.loss_mask: 0.8682, decode.d8.loss_dice: 1.2901, loss: 37.9040, grad_norm: 112.6444 2023-11-26 13:19:54,400 - mmseg - INFO - Iter [11250/160000] lr: 3.547e-06, eta: 16:01:10, time: 0.378, data_time: 0.010, memory: 36416, decode.loss_cls: 1.2999, decode.loss_mask: 0.8767, decode.loss_dice: 1.3376, decode.d0.loss_cls: 3.9724, decode.d0.loss_mask: 0.9016, decode.d0.loss_dice: 1.6105, decode.d1.loss_cls: 1.5583, decode.d1.loss_mask: 0.9198, decode.d1.loss_dice: 1.4596, decode.d2.loss_cls: 1.4012, decode.d2.loss_mask: 0.8935, decode.d2.loss_dice: 1.3783, decode.d3.loss_cls: 1.3396, decode.d3.loss_mask: 0.8956, decode.d3.loss_dice: 1.3519, decode.d4.loss_cls: 1.3322, decode.d4.loss_mask: 0.8878, decode.d4.loss_dice: 1.3462, decode.d5.loss_cls: 1.3242, decode.d5.loss_mask: 0.8809, decode.d5.loss_dice: 1.3423, decode.d6.loss_cls: 1.3061, decode.d6.loss_mask: 0.8819, decode.d6.loss_dice: 1.3301, decode.d7.loss_cls: 1.2986, decode.d7.loss_mask: 0.8833, decode.d7.loss_dice: 1.3287, decode.d8.loss_cls: 1.2941, decode.d8.loss_mask: 0.8809, decode.d8.loss_dice: 1.3277, loss: 38.8416, grad_norm: 117.2115 2023-11-26 13:20:15,100 - mmseg - INFO - Iter [11300/160000] lr: 3.546e-06, eta: 16:01:07, time: 0.414, data_time: 0.010, memory: 36416, decode.loss_cls: 1.2523, decode.loss_mask: 0.8661, decode.loss_dice: 1.3428, decode.d0.loss_cls: 3.9652, decode.d0.loss_mask: 0.8962, decode.d0.loss_dice: 1.6160, decode.d1.loss_cls: 1.5085, decode.d1.loss_mask: 0.8997, decode.d1.loss_dice: 1.4602, decode.d2.loss_cls: 1.3378, decode.d2.loss_mask: 0.8792, decode.d2.loss_dice: 1.3889, decode.d3.loss_cls: 1.2751, decode.d3.loss_mask: 0.8757, decode.d3.loss_dice: 1.3511, decode.d4.loss_cls: 1.2573, decode.d4.loss_mask: 0.8725, decode.d4.loss_dice: 1.3577, decode.d5.loss_cls: 1.2626, decode.d5.loss_mask: 0.8640, decode.d5.loss_dice: 1.3484, decode.d6.loss_cls: 1.2592, decode.d6.loss_mask: 0.8754, decode.d6.loss_dice: 1.3402, decode.d7.loss_cls: 1.2414, decode.d7.loss_mask: 0.8750, decode.d7.loss_dice: 1.3436, decode.d8.loss_cls: 1.2492, decode.d8.loss_mask: 0.8689, decode.d8.loss_dice: 1.3426, loss: 38.2727, grad_norm: 119.0734 2023-11-26 13:20:35,838 - mmseg - INFO - Iter [11350/160000] lr: 3.545e-06, eta: 16:01:06, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2372, decode.loss_mask: 0.8616, decode.loss_dice: 1.3001, decode.d0.loss_cls: 3.8631, decode.d0.loss_mask: 0.9051, decode.d0.loss_dice: 1.5893, decode.d1.loss_cls: 1.4822, decode.d1.loss_mask: 0.9014, decode.d1.loss_dice: 1.4268, decode.d2.loss_cls: 1.3299, decode.d2.loss_mask: 0.8787, decode.d2.loss_dice: 1.3555, decode.d3.loss_cls: 1.2912, decode.d3.loss_mask: 0.8669, decode.d3.loss_dice: 1.3215, decode.d4.loss_cls: 1.2796, decode.d4.loss_mask: 0.8665, decode.d4.loss_dice: 1.3253, decode.d5.loss_cls: 1.2617, decode.d5.loss_mask: 0.8619, decode.d5.loss_dice: 1.3096, decode.d6.loss_cls: 1.2447, decode.d6.loss_mask: 0.8624, decode.d6.loss_dice: 1.3026, decode.d7.loss_cls: 1.2308, decode.d7.loss_mask: 0.8606, decode.d7.loss_dice: 1.3080, decode.d8.loss_cls: 1.2239, decode.d8.loss_mask: 0.8602, decode.d8.loss_dice: 1.3107, loss: 37.7192, grad_norm: 113.0247 2023-11-26 13:20:58,571 - mmseg - INFO - Iter [11400/160000] lr: 3.543e-06, eta: 16:01:30, time: 0.455, data_time: 0.053, memory: 36416, decode.loss_cls: 1.2755, decode.loss_mask: 0.8913, decode.loss_dice: 1.3215, decode.d0.loss_cls: 3.9331, decode.d0.loss_mask: 0.9207, decode.d0.loss_dice: 1.6078, decode.d1.loss_cls: 1.5424, decode.d1.loss_mask: 0.9248, decode.d1.loss_dice: 1.4506, decode.d2.loss_cls: 1.3650, decode.d2.loss_mask: 0.9050, decode.d2.loss_dice: 1.3822, decode.d3.loss_cls: 1.3239, decode.d3.loss_mask: 0.9044, decode.d3.loss_dice: 1.3465, decode.d4.loss_cls: 1.3066, decode.d4.loss_mask: 0.8984, decode.d4.loss_dice: 1.3434, decode.d5.loss_cls: 1.2882, decode.d5.loss_mask: 0.8913, decode.d5.loss_dice: 1.3272, decode.d6.loss_cls: 1.2883, decode.d6.loss_mask: 0.8854, decode.d6.loss_dice: 1.3214, decode.d7.loss_cls: 1.2745, decode.d7.loss_mask: 0.8941, decode.d7.loss_dice: 1.3221, decode.d8.loss_cls: 1.2637, decode.d8.loss_mask: 0.8886, decode.d8.loss_dice: 1.3246, loss: 38.6126, grad_norm: 124.8774 2023-11-26 13:21:18,799 - mmseg - INFO - Iter [11450/160000] lr: 3.542e-06, eta: 16:01:21, time: 0.405, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2066, decode.loss_mask: 0.8410, decode.loss_dice: 1.2815, decode.d0.loss_cls: 3.9110, decode.d0.loss_mask: 0.8727, decode.d0.loss_dice: 1.5669, decode.d1.loss_cls: 1.4734, decode.d1.loss_mask: 0.8850, decode.d1.loss_dice: 1.4073, decode.d2.loss_cls: 1.3039, decode.d2.loss_mask: 0.8523, decode.d2.loss_dice: 1.3451, decode.d3.loss_cls: 1.2557, decode.d3.loss_mask: 0.8447, decode.d3.loss_dice: 1.2989, decode.d4.loss_cls: 1.2377, decode.d4.loss_mask: 0.8433, decode.d4.loss_dice: 1.2982, decode.d5.loss_cls: 1.2365, decode.d5.loss_mask: 0.8394, decode.d5.loss_dice: 1.2961, decode.d6.loss_cls: 1.2191, decode.d6.loss_mask: 0.8448, decode.d6.loss_dice: 1.2861, decode.d7.loss_cls: 1.2101, decode.d7.loss_mask: 0.8460, decode.d7.loss_dice: 1.2864, decode.d8.loss_cls: 1.2112, decode.d8.loss_mask: 0.8431, decode.d8.loss_dice: 1.2859, loss: 37.1302, grad_norm: 111.3936 2023-11-26 13:21:38,458 - mmseg - INFO - Iter [11500/160000] lr: 3.541e-06, eta: 16:01:05, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2001, decode.loss_mask: 0.8572, decode.loss_dice: 1.2996, decode.d0.loss_cls: 3.9017, decode.d0.loss_mask: 0.8798, decode.d0.loss_dice: 1.5808, decode.d1.loss_cls: 1.4809, decode.d1.loss_mask: 0.8829, decode.d1.loss_dice: 1.4079, decode.d2.loss_cls: 1.3222, decode.d2.loss_mask: 0.8727, decode.d2.loss_dice: 1.3497, decode.d3.loss_cls: 1.2601, decode.d3.loss_mask: 0.8624, decode.d3.loss_dice: 1.3188, decode.d4.loss_cls: 1.2482, decode.d4.loss_mask: 0.8595, decode.d4.loss_dice: 1.3213, decode.d5.loss_cls: 1.2373, decode.d5.loss_mask: 0.8610, decode.d5.loss_dice: 1.3137, decode.d6.loss_cls: 1.2199, decode.d6.loss_mask: 0.8589, decode.d6.loss_dice: 1.2991, decode.d7.loss_cls: 1.1931, decode.d7.loss_mask: 0.8574, decode.d7.loss_dice: 1.2989, decode.d8.loss_cls: 1.2007, decode.d8.loss_mask: 0.8624, decode.d8.loss_dice: 1.3056, loss: 37.4137, grad_norm: 117.4962 2023-11-26 13:21:56,617 - mmseg - INFO - Iter [11550/160000] lr: 3.540e-06, eta: 16:00:29, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2197, decode.loss_mask: 0.8809, decode.loss_dice: 1.2919, decode.d0.loss_cls: 3.8998, decode.d0.loss_mask: 0.9193, decode.d0.loss_dice: 1.5834, decode.d1.loss_cls: 1.5050, decode.d1.loss_mask: 0.9179, decode.d1.loss_dice: 1.4142, decode.d2.loss_cls: 1.3417, decode.d2.loss_mask: 0.8999, decode.d2.loss_dice: 1.3514, decode.d3.loss_cls: 1.2734, decode.d3.loss_mask: 0.8900, decode.d3.loss_dice: 1.3108, decode.d4.loss_cls: 1.2476, decode.d4.loss_mask: 0.8889, decode.d4.loss_dice: 1.3138, decode.d5.loss_cls: 1.2410, decode.d5.loss_mask: 0.8846, decode.d5.loss_dice: 1.3049, decode.d6.loss_cls: 1.2370, decode.d6.loss_mask: 0.8804, decode.d6.loss_dice: 1.2869, decode.d7.loss_cls: 1.2332, decode.d7.loss_mask: 0.8828, decode.d7.loss_dice: 1.2962, decode.d8.loss_cls: 1.2271, decode.d8.loss_mask: 0.8783, decode.d8.loss_dice: 1.2938, loss: 37.7960, grad_norm: 129.4986 2023-11-26 13:22:14,935 - mmseg - INFO - Iter [11600/160000] lr: 3.539e-06, eta: 15:59:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2372, decode.loss_mask: 0.8749, decode.loss_dice: 1.2978, decode.d0.loss_cls: 3.8309, decode.d0.loss_mask: 0.9103, decode.d0.loss_dice: 1.5811, decode.d1.loss_cls: 1.5060, decode.d1.loss_mask: 0.9078, decode.d1.loss_dice: 1.4229, decode.d2.loss_cls: 1.3394, decode.d2.loss_mask: 0.8870, decode.d2.loss_dice: 1.3520, decode.d3.loss_cls: 1.2962, decode.d3.loss_mask: 0.8849, decode.d3.loss_dice: 1.3127, decode.d4.loss_cls: 1.2778, decode.d4.loss_mask: 0.8825, decode.d4.loss_dice: 1.3202, decode.d5.loss_cls: 1.2731, decode.d5.loss_mask: 0.8815, decode.d5.loss_dice: 1.3128, decode.d6.loss_cls: 1.2563, decode.d6.loss_mask: 0.8815, decode.d6.loss_dice: 1.2884, decode.d7.loss_cls: 1.2421, decode.d7.loss_mask: 0.8806, decode.d7.loss_dice: 1.3019, decode.d8.loss_cls: 1.2371, decode.d8.loss_mask: 0.8779, decode.d8.loss_dice: 1.2958, loss: 37.8507, grad_norm: 107.9927 2023-11-26 13:22:33,322 - mmseg - INFO - Iter [11650/160000] lr: 3.537e-06, eta: 15:59:24, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2150, decode.loss_mask: 0.8553, decode.loss_dice: 1.3084, decode.d0.loss_cls: 3.9318, decode.d0.loss_mask: 0.8836, decode.d0.loss_dice: 1.5756, decode.d1.loss_cls: 1.4944, decode.d1.loss_mask: 0.8950, decode.d1.loss_dice: 1.4192, decode.d2.loss_cls: 1.3175, decode.d2.loss_mask: 0.8736, decode.d2.loss_dice: 1.3587, decode.d3.loss_cls: 1.2761, decode.d3.loss_mask: 0.8562, decode.d3.loss_dice: 1.3176, decode.d4.loss_cls: 1.2554, decode.d4.loss_mask: 0.8586, decode.d4.loss_dice: 1.3190, decode.d5.loss_cls: 1.2425, decode.d5.loss_mask: 0.8588, decode.d5.loss_dice: 1.3128, decode.d6.loss_cls: 1.2282, decode.d6.loss_mask: 0.8580, decode.d6.loss_dice: 1.3059, decode.d7.loss_cls: 1.2183, decode.d7.loss_mask: 0.8600, decode.d7.loss_dice: 1.3035, decode.d8.loss_cls: 1.2162, decode.d8.loss_mask: 0.8595, decode.d8.loss_dice: 1.3000, loss: 37.5748, grad_norm: 116.0238 2023-11-26 13:22:51,423 - mmseg - INFO - Iter [11700/160000] lr: 3.536e-06, eta: 15:58:48, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2707, decode.loss_mask: 0.8649, decode.loss_dice: 1.2890, decode.d0.loss_cls: 3.9028, decode.d0.loss_mask: 0.8987, decode.d0.loss_dice: 1.5653, decode.d1.loss_cls: 1.5611, decode.d1.loss_mask: 0.9154, decode.d1.loss_dice: 1.4031, decode.d2.loss_cls: 1.3688, decode.d2.loss_mask: 0.8908, decode.d2.loss_dice: 1.3486, decode.d3.loss_cls: 1.3143, decode.d3.loss_mask: 0.8785, decode.d3.loss_dice: 1.3143, decode.d4.loss_cls: 1.3005, decode.d4.loss_mask: 0.8825, decode.d4.loss_dice: 1.3138, decode.d5.loss_cls: 1.2995, decode.d5.loss_mask: 0.8702, decode.d5.loss_dice: 1.3059, decode.d6.loss_cls: 1.2810, decode.d6.loss_mask: 0.8682, decode.d6.loss_dice: 1.2908, decode.d7.loss_cls: 1.2784, decode.d7.loss_mask: 0.8773, decode.d7.loss_dice: 1.2920, decode.d8.loss_cls: 1.2758, decode.d8.loss_mask: 0.8682, decode.d8.loss_dice: 1.2853, loss: 38.0756, grad_norm: 115.2539 2023-11-26 13:23:09,614 - mmseg - INFO - Iter [11750/160000] lr: 3.535e-06, eta: 15:58:13, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2712, decode.loss_mask: 0.8748, decode.loss_dice: 1.2890, decode.d0.loss_cls: 3.8609, decode.d0.loss_mask: 0.9019, decode.d0.loss_dice: 1.5899, decode.d1.loss_cls: 1.4992, decode.d1.loss_mask: 0.9129, decode.d1.loss_dice: 1.4246, decode.d2.loss_cls: 1.3393, decode.d2.loss_mask: 0.8889, decode.d2.loss_dice: 1.3577, decode.d3.loss_cls: 1.2958, decode.d3.loss_mask: 0.8884, decode.d3.loss_dice: 1.3126, decode.d4.loss_cls: 1.2877, decode.d4.loss_mask: 0.8805, decode.d4.loss_dice: 1.3186, decode.d5.loss_cls: 1.2894, decode.d5.loss_mask: 0.8767, decode.d5.loss_dice: 1.3137, decode.d6.loss_cls: 1.2612, decode.d6.loss_mask: 0.8776, decode.d6.loss_dice: 1.3051, decode.d7.loss_cls: 1.2633, decode.d7.loss_mask: 0.8758, decode.d7.loss_dice: 1.3044, decode.d8.loss_cls: 1.2593, decode.d8.loss_mask: 0.8782, decode.d8.loss_dice: 1.2987, loss: 37.9975, grad_norm: 125.1212 2023-11-26 13:23:27,703 - mmseg - INFO - Iter [11800/160000] lr: 3.534e-06, eta: 15:57:37, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2220, decode.loss_mask: 0.8479, decode.loss_dice: 1.3169, decode.d0.loss_cls: 3.7961, decode.d0.loss_mask: 0.8704, decode.d0.loss_dice: 1.5728, decode.d1.loss_cls: 1.4496, decode.d1.loss_mask: 0.8892, decode.d1.loss_dice: 1.4293, decode.d2.loss_cls: 1.3137, decode.d2.loss_mask: 0.8635, decode.d2.loss_dice: 1.3526, decode.d3.loss_cls: 1.2721, decode.d3.loss_mask: 0.8552, decode.d3.loss_dice: 1.3260, decode.d4.loss_cls: 1.2413, decode.d4.loss_mask: 0.8548, decode.d4.loss_dice: 1.3226, decode.d5.loss_cls: 1.2305, decode.d5.loss_mask: 0.8516, decode.d5.loss_dice: 1.3230, decode.d6.loss_cls: 1.2161, decode.d6.loss_mask: 0.8546, decode.d6.loss_dice: 1.3163, decode.d7.loss_cls: 1.2108, decode.d7.loss_mask: 0.8516, decode.d7.loss_dice: 1.3070, decode.d8.loss_cls: 1.2179, decode.d8.loss_mask: 0.8568, decode.d8.loss_dice: 1.3128, loss: 37.3451, grad_norm: 102.4508 2023-11-26 13:23:45,976 - mmseg - INFO - Iter [11850/160000] lr: 3.533e-06, eta: 15:57:04, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2493, decode.loss_mask: 0.8865, decode.loss_dice: 1.3341, decode.d0.loss_cls: 3.8192, decode.d0.loss_mask: 0.9046, decode.d0.loss_dice: 1.5853, decode.d1.loss_cls: 1.4907, decode.d1.loss_mask: 0.9167, decode.d1.loss_dice: 1.4456, decode.d2.loss_cls: 1.3309, decode.d2.loss_mask: 0.8932, decode.d2.loss_dice: 1.3730, decode.d3.loss_cls: 1.2978, decode.d3.loss_mask: 0.8844, decode.d3.loss_dice: 1.3349, decode.d4.loss_cls: 1.2719, decode.d4.loss_mask: 0.8794, decode.d4.loss_dice: 1.3455, decode.d5.loss_cls: 1.2676, decode.d5.loss_mask: 0.8810, decode.d5.loss_dice: 1.3417, decode.d6.loss_cls: 1.2675, decode.d6.loss_mask: 0.8806, decode.d6.loss_dice: 1.3208, decode.d7.loss_cls: 1.2462, decode.d7.loss_mask: 0.8881, decode.d7.loss_dice: 1.3281, decode.d8.loss_cls: 1.2433, decode.d8.loss_mask: 0.8892, decode.d8.loss_dice: 1.3347, loss: 38.1318, grad_norm: 127.2487 2023-11-26 13:24:04,416 - mmseg - INFO - Iter [11900/160000] lr: 3.531e-06, eta: 15:56:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2415, decode.loss_mask: 0.8660, decode.loss_dice: 1.3315, decode.d0.loss_cls: 3.8699, decode.d0.loss_mask: 0.8890, decode.d0.loss_dice: 1.6108, decode.d1.loss_cls: 1.5213, decode.d1.loss_mask: 0.8927, decode.d1.loss_dice: 1.4432, decode.d2.loss_cls: 1.3607, decode.d2.loss_mask: 0.8733, decode.d2.loss_dice: 1.3779, decode.d3.loss_cls: 1.3092, decode.d3.loss_mask: 0.8705, decode.d3.loss_dice: 1.3476, decode.d4.loss_cls: 1.2750, decode.d4.loss_mask: 0.8722, decode.d4.loss_dice: 1.3425, decode.d5.loss_cls: 1.2730, decode.d5.loss_mask: 0.8739, decode.d5.loss_dice: 1.3397, decode.d6.loss_cls: 1.2509, decode.d6.loss_mask: 0.8725, decode.d6.loss_dice: 1.3353, decode.d7.loss_cls: 1.2378, decode.d7.loss_mask: 0.8760, decode.d7.loss_dice: 1.3361, decode.d8.loss_cls: 1.2388, decode.d8.loss_mask: 0.8696, decode.d8.loss_dice: 1.3405, loss: 38.1390, grad_norm: 113.4069 2023-11-26 13:24:22,570 - mmseg - INFO - Iter [11950/160000] lr: 3.530e-06, eta: 15:55:58, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.2461, decode.loss_mask: 0.8934, decode.loss_dice: 1.3245, decode.d0.loss_cls: 3.8591, decode.d0.loss_mask: 0.9363, decode.d0.loss_dice: 1.6171, decode.d1.loss_cls: 1.5184, decode.d1.loss_mask: 0.9280, decode.d1.loss_dice: 1.4497, decode.d2.loss_cls: 1.3610, decode.d2.loss_mask: 0.9121, decode.d2.loss_dice: 1.3799, decode.d3.loss_cls: 1.3093, decode.d3.loss_mask: 0.9123, decode.d3.loss_dice: 1.3420, decode.d4.loss_cls: 1.2849, decode.d4.loss_mask: 0.9062, decode.d4.loss_dice: 1.3481, decode.d5.loss_cls: 1.2696, decode.d5.loss_mask: 0.9001, decode.d5.loss_dice: 1.3503, decode.d6.loss_cls: 1.2598, decode.d6.loss_mask: 0.8925, decode.d6.loss_dice: 1.3288, decode.d7.loss_cls: 1.2446, decode.d7.loss_mask: 0.8939, decode.d7.loss_dice: 1.3334, decode.d8.loss_cls: 1.2453, decode.d8.loss_mask: 0.8945, decode.d8.loss_dice: 1.3341, loss: 38.4753, grad_norm: 118.4691 2023-11-26 13:24:40,666 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:24:40,666 - mmseg - INFO - Iter [12000/160000] lr: 3.529e-06, eta: 15:55:23, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2061, decode.loss_mask: 0.8780, decode.loss_dice: 1.2973, decode.d0.loss_cls: 3.8054, decode.d0.loss_mask: 0.8963, decode.d0.loss_dice: 1.5690, decode.d1.loss_cls: 1.4719, decode.d1.loss_mask: 0.9100, decode.d1.loss_dice: 1.4185, decode.d2.loss_cls: 1.3093, decode.d2.loss_mask: 0.8931, decode.d2.loss_dice: 1.3509, decode.d3.loss_cls: 1.2760, decode.d3.loss_mask: 0.8812, decode.d3.loss_dice: 1.3174, decode.d4.loss_cls: 1.2505, decode.d4.loss_mask: 0.8805, decode.d4.loss_dice: 1.3074, decode.d5.loss_cls: 1.2382, decode.d5.loss_mask: 0.8758, decode.d5.loss_dice: 1.3104, decode.d6.loss_cls: 1.2337, decode.d6.loss_mask: 0.8774, decode.d6.loss_dice: 1.2931, decode.d7.loss_cls: 1.2224, decode.d7.loss_mask: 0.8794, decode.d7.loss_dice: 1.2924, decode.d8.loss_cls: 1.2212, decode.d8.loss_mask: 0.8732, decode.d8.loss_dice: 1.2863, loss: 37.5222, grad_norm: 125.1438 2023-11-26 13:24:59,089 - mmseg - INFO - Iter [12050/160000] lr: 3.528e-06, eta: 15:54:52, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2099, decode.loss_mask: 0.8971, decode.loss_dice: 1.3150, decode.d0.loss_cls: 3.7952, decode.d0.loss_mask: 0.9265, decode.d0.loss_dice: 1.5934, decode.d1.loss_cls: 1.4510, decode.d1.loss_mask: 0.9214, decode.d1.loss_dice: 1.4336, decode.d2.loss_cls: 1.3119, decode.d2.loss_mask: 0.9081, decode.d2.loss_dice: 1.3592, decode.d3.loss_cls: 1.2750, decode.d3.loss_mask: 0.8916, decode.d3.loss_dice: 1.3172, decode.d4.loss_cls: 1.2410, decode.d4.loss_mask: 0.8962, decode.d4.loss_dice: 1.3238, decode.d5.loss_cls: 1.2398, decode.d5.loss_mask: 0.8971, decode.d5.loss_dice: 1.3297, decode.d6.loss_cls: 1.2220, decode.d6.loss_mask: 0.8970, decode.d6.loss_dice: 1.3117, decode.d7.loss_cls: 1.2189, decode.d7.loss_mask: 0.8989, decode.d7.loss_dice: 1.3127, decode.d8.loss_cls: 1.2168, decode.d8.loss_mask: 0.8946, decode.d8.loss_dice: 1.3055, loss: 37.8117, grad_norm: 134.2906 2023-11-26 13:25:17,333 - mmseg - INFO - Iter [12100/160000] lr: 3.527e-06, eta: 15:54:19, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1900, decode.loss_mask: 0.8631, decode.loss_dice: 1.2632, decode.d0.loss_cls: 3.7818, decode.d0.loss_mask: 0.8920, decode.d0.loss_dice: 1.5359, decode.d1.loss_cls: 1.4599, decode.d1.loss_mask: 0.9014, decode.d1.loss_dice: 1.3801, decode.d2.loss_cls: 1.2802, decode.d2.loss_mask: 0.8851, decode.d2.loss_dice: 1.3118, decode.d3.loss_cls: 1.2454, decode.d3.loss_mask: 0.8632, decode.d3.loss_dice: 1.2685, decode.d4.loss_cls: 1.2320, decode.d4.loss_mask: 0.8612, decode.d4.loss_dice: 1.2803, decode.d5.loss_cls: 1.2121, decode.d5.loss_mask: 0.8675, decode.d5.loss_dice: 1.2770, decode.d6.loss_cls: 1.1987, decode.d6.loss_mask: 0.8644, decode.d6.loss_dice: 1.2678, decode.d7.loss_cls: 1.1886, decode.d7.loss_mask: 0.8674, decode.d7.loss_dice: 1.2738, decode.d8.loss_cls: 1.1931, decode.d8.loss_mask: 0.8638, decode.d8.loss_dice: 1.2709, loss: 36.8402, grad_norm: 130.0110 2023-11-26 13:25:35,458 - mmseg - INFO - Iter [12150/160000] lr: 3.526e-06, eta: 15:53:45, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2196, decode.loss_mask: 0.8650, decode.loss_dice: 1.2865, decode.d0.loss_cls: 3.8129, decode.d0.loss_mask: 0.9027, decode.d0.loss_dice: 1.5600, decode.d1.loss_cls: 1.4968, decode.d1.loss_mask: 0.9015, decode.d1.loss_dice: 1.4039, decode.d2.loss_cls: 1.3178, decode.d2.loss_mask: 0.8748, decode.d2.loss_dice: 1.3423, decode.d3.loss_cls: 1.2733, decode.d3.loss_mask: 0.8679, decode.d3.loss_dice: 1.3085, decode.d4.loss_cls: 1.2612, decode.d4.loss_mask: 0.8654, decode.d4.loss_dice: 1.3016, decode.d5.loss_cls: 1.2386, decode.d5.loss_mask: 0.8636, decode.d5.loss_dice: 1.2979, decode.d6.loss_cls: 1.2378, decode.d6.loss_mask: 0.8633, decode.d6.loss_dice: 1.2870, decode.d7.loss_cls: 1.2192, decode.d7.loss_mask: 0.8660, decode.d7.loss_dice: 1.2883, decode.d8.loss_cls: 1.2129, decode.d8.loss_mask: 0.8612, decode.d8.loss_dice: 1.2858, loss: 37.3835, grad_norm: 111.1099 2023-11-26 13:25:53,562 - mmseg - INFO - Iter [12200/160000] lr: 3.524e-06, eta: 15:53:11, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2402, decode.loss_mask: 0.8889, decode.loss_dice: 1.3417, decode.d0.loss_cls: 3.8339, decode.d0.loss_mask: 0.9255, decode.d0.loss_dice: 1.6226, decode.d1.loss_cls: 1.5038, decode.d1.loss_mask: 0.9338, decode.d1.loss_dice: 1.4516, decode.d2.loss_cls: 1.3434, decode.d2.loss_mask: 0.9072, decode.d2.loss_dice: 1.3916, decode.d3.loss_cls: 1.2945, decode.d3.loss_mask: 0.8943, decode.d3.loss_dice: 1.3542, decode.d4.loss_cls: 1.2854, decode.d4.loss_mask: 0.8985, decode.d4.loss_dice: 1.3466, decode.d5.loss_cls: 1.2660, decode.d5.loss_mask: 0.8961, decode.d5.loss_dice: 1.3538, decode.d6.loss_cls: 1.2553, decode.d6.loss_mask: 0.8911, decode.d6.loss_dice: 1.3343, decode.d7.loss_cls: 1.2468, decode.d7.loss_mask: 0.8929, decode.d7.loss_dice: 1.3379, decode.d8.loss_cls: 1.2340, decode.d8.loss_mask: 0.8941, decode.d8.loss_dice: 1.3426, loss: 38.4029, grad_norm: 114.2484 2023-11-26 13:26:11,919 - mmseg - INFO - Iter [12250/160000] lr: 3.523e-06, eta: 15:52:39, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2529, decode.loss_mask: 0.8539, decode.loss_dice: 1.2668, decode.d0.loss_cls: 3.8412, decode.d0.loss_mask: 0.8967, decode.d0.loss_dice: 1.5597, decode.d1.loss_cls: 1.5039, decode.d1.loss_mask: 0.8950, decode.d1.loss_dice: 1.3992, decode.d2.loss_cls: 1.3368, decode.d2.loss_mask: 0.8655, decode.d2.loss_dice: 1.3255, decode.d3.loss_cls: 1.2877, decode.d3.loss_mask: 0.8598, decode.d3.loss_dice: 1.2876, decode.d4.loss_cls: 1.2724, decode.d4.loss_mask: 0.8600, decode.d4.loss_dice: 1.2926, decode.d5.loss_cls: 1.2576, decode.d5.loss_mask: 0.8538, decode.d5.loss_dice: 1.2810, decode.d6.loss_cls: 1.2545, decode.d6.loss_mask: 0.8541, decode.d6.loss_dice: 1.2679, decode.d7.loss_cls: 1.2420, decode.d7.loss_mask: 0.8573, decode.d7.loss_dice: 1.2722, decode.d8.loss_cls: 1.2489, decode.d8.loss_mask: 0.8542, decode.d8.loss_dice: 1.2746, loss: 37.3751, grad_norm: 107.7189 2023-11-26 13:26:30,041 - mmseg - INFO - Iter [12300/160000] lr: 3.522e-06, eta: 15:52:05, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2279, decode.loss_mask: 0.8687, decode.loss_dice: 1.2440, decode.d0.loss_cls: 3.7677, decode.d0.loss_mask: 0.8968, decode.d0.loss_dice: 1.5245, decode.d1.loss_cls: 1.4233, decode.d1.loss_mask: 0.9096, decode.d1.loss_dice: 1.3715, decode.d2.loss_cls: 1.2999, decode.d2.loss_mask: 0.8844, decode.d2.loss_dice: 1.2977, decode.d3.loss_cls: 1.2571, decode.d3.loss_mask: 0.8732, decode.d3.loss_dice: 1.2663, decode.d4.loss_cls: 1.2427, decode.d4.loss_mask: 0.8718, decode.d4.loss_dice: 1.2739, decode.d5.loss_cls: 1.2322, decode.d5.loss_mask: 0.8704, decode.d5.loss_dice: 1.2659, decode.d6.loss_cls: 1.2222, decode.d6.loss_mask: 0.8614, decode.d6.loss_dice: 1.2505, decode.d7.loss_cls: 1.2133, decode.d7.loss_mask: 0.8601, decode.d7.loss_dice: 1.2549, decode.d8.loss_cls: 1.2141, decode.d8.loss_mask: 0.8676, decode.d8.loss_dice: 1.2569, loss: 36.8709, grad_norm: 124.6555 2023-11-26 13:26:48,481 - mmseg - INFO - Iter [12350/160000] lr: 3.521e-06, eta: 15:51:35, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2087, decode.loss_mask: 0.8701, decode.loss_dice: 1.3204, decode.d0.loss_cls: 3.8211, decode.d0.loss_mask: 0.8969, decode.d0.loss_dice: 1.5884, decode.d1.loss_cls: 1.4362, decode.d1.loss_mask: 0.8971, decode.d1.loss_dice: 1.4441, decode.d2.loss_cls: 1.3004, decode.d2.loss_mask: 0.8812, decode.d2.loss_dice: 1.3711, decode.d3.loss_cls: 1.2572, decode.d3.loss_mask: 0.8740, decode.d3.loss_dice: 1.3373, decode.d4.loss_cls: 1.2438, decode.d4.loss_mask: 0.8676, decode.d4.loss_dice: 1.3370, decode.d5.loss_cls: 1.2289, decode.d5.loss_mask: 0.8768, decode.d5.loss_dice: 1.3291, decode.d6.loss_cls: 1.2238, decode.d6.loss_mask: 0.8701, decode.d6.loss_dice: 1.3215, decode.d7.loss_cls: 1.2162, decode.d7.loss_mask: 0.8670, decode.d7.loss_dice: 1.3195, decode.d8.loss_cls: 1.2099, decode.d8.loss_mask: 0.8704, decode.d8.loss_dice: 1.3130, loss: 37.5987, grad_norm: 130.7458 2023-11-26 13:27:06,731 - mmseg - INFO - Iter [12400/160000] lr: 3.520e-06, eta: 15:51:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2663, decode.loss_mask: 0.8728, decode.loss_dice: 1.2992, decode.d0.loss_cls: 3.8670, decode.d0.loss_mask: 0.9034, decode.d0.loss_dice: 1.5812, decode.d1.loss_cls: 1.5107, decode.d1.loss_mask: 0.9117, decode.d1.loss_dice: 1.4338, decode.d2.loss_cls: 1.3578, decode.d2.loss_mask: 0.8752, decode.d2.loss_dice: 1.3542, decode.d3.loss_cls: 1.3067, decode.d3.loss_mask: 0.8728, decode.d3.loss_dice: 1.3138, decode.d4.loss_cls: 1.2866, decode.d4.loss_mask: 0.8732, decode.d4.loss_dice: 1.3140, decode.d5.loss_cls: 1.2782, decode.d5.loss_mask: 0.8698, decode.d5.loss_dice: 1.3146, decode.d6.loss_cls: 1.2660, decode.d6.loss_mask: 0.8736, decode.d6.loss_dice: 1.2937, decode.d7.loss_cls: 1.2579, decode.d7.loss_mask: 0.8731, decode.d7.loss_dice: 1.3072, decode.d8.loss_cls: 1.2698, decode.d8.loss_mask: 0.8669, decode.d8.loss_dice: 1.3013, loss: 37.9727, grad_norm: 117.8690 2023-11-26 13:27:24,954 - mmseg - INFO - Iter [12450/160000] lr: 3.518e-06, eta: 15:50:30, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2866, decode.loss_mask: 0.8890, decode.loss_dice: 1.3293, decode.d0.loss_cls: 3.8501, decode.d0.loss_mask: 0.9315, decode.d0.loss_dice: 1.6263, decode.d1.loss_cls: 1.5500, decode.d1.loss_mask: 0.9307, decode.d1.loss_dice: 1.4563, decode.d2.loss_cls: 1.3800, decode.d2.loss_mask: 0.9019, decode.d2.loss_dice: 1.3766, decode.d3.loss_cls: 1.3284, decode.d3.loss_mask: 0.8955, decode.d3.loss_dice: 1.3376, decode.d4.loss_cls: 1.3155, decode.d4.loss_mask: 0.8937, decode.d4.loss_dice: 1.3377, decode.d5.loss_cls: 1.3045, decode.d5.loss_mask: 0.8991, decode.d5.loss_dice: 1.3328, decode.d6.loss_cls: 1.2873, decode.d6.loss_mask: 0.8998, decode.d6.loss_dice: 1.3271, decode.d7.loss_cls: 1.2792, decode.d7.loss_mask: 0.9022, decode.d7.loss_dice: 1.3324, decode.d8.loss_cls: 1.2827, decode.d8.loss_mask: 0.8987, decode.d8.loss_dice: 1.3270, loss: 38.6895, grad_norm: 121.1639 2023-11-26 13:27:43,136 - mmseg - INFO - Iter [12500/160000] lr: 3.517e-06, eta: 15:49:58, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2452, decode.loss_mask: 0.8380, decode.loss_dice: 1.3319, decode.d0.loss_cls: 3.8145, decode.d0.loss_mask: 0.8658, decode.d0.loss_dice: 1.6054, decode.d1.loss_cls: 1.4946, decode.d1.loss_mask: 0.8739, decode.d1.loss_dice: 1.4558, decode.d2.loss_cls: 1.3622, decode.d2.loss_mask: 0.8584, decode.d2.loss_dice: 1.3813, decode.d3.loss_cls: 1.2998, decode.d3.loss_mask: 0.8482, decode.d3.loss_dice: 1.3462, decode.d4.loss_cls: 1.2809, decode.d4.loss_mask: 0.8478, decode.d4.loss_dice: 1.3439, decode.d5.loss_cls: 1.2690, decode.d5.loss_mask: 0.8438, decode.d5.loss_dice: 1.3383, decode.d6.loss_cls: 1.2649, decode.d6.loss_mask: 0.8379, decode.d6.loss_dice: 1.3271, decode.d7.loss_cls: 1.2529, decode.d7.loss_mask: 0.8400, decode.d7.loss_dice: 1.3289, decode.d8.loss_cls: 1.2582, decode.d8.loss_mask: 0.8368, decode.d8.loss_dice: 1.3278, loss: 37.8192, grad_norm: 119.0558 2023-11-26 13:28:01,539 - mmseg - INFO - Iter [12550/160000] lr: 3.516e-06, eta: 15:49:27, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2102, decode.loss_mask: 0.8689, decode.loss_dice: 1.2893, decode.d0.loss_cls: 3.7893, decode.d0.loss_mask: 0.9041, decode.d0.loss_dice: 1.5748, decode.d1.loss_cls: 1.4414, decode.d1.loss_mask: 0.9056, decode.d1.loss_dice: 1.4229, decode.d2.loss_cls: 1.3061, decode.d2.loss_mask: 0.8840, decode.d2.loss_dice: 1.3482, decode.d3.loss_cls: 1.2502, decode.d3.loss_mask: 0.8672, decode.d3.loss_dice: 1.3092, decode.d4.loss_cls: 1.2331, decode.d4.loss_mask: 0.8676, decode.d4.loss_dice: 1.3061, decode.d5.loss_cls: 1.2316, decode.d5.loss_mask: 0.8669, decode.d5.loss_dice: 1.2993, decode.d6.loss_cls: 1.2287, decode.d6.loss_mask: 0.8616, decode.d6.loss_dice: 1.2828, decode.d7.loss_cls: 1.2053, decode.d7.loss_mask: 0.8644, decode.d7.loss_dice: 1.2881, decode.d8.loss_cls: 1.2051, decode.d8.loss_mask: 0.8699, decode.d8.loss_dice: 1.2947, loss: 37.2769, grad_norm: 117.3836 2023-11-26 13:28:19,649 - mmseg - INFO - Iter [12600/160000] lr: 3.515e-06, eta: 15:48:54, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1824, decode.loss_mask: 0.8663, decode.loss_dice: 1.2705, decode.d0.loss_cls: 3.7296, decode.d0.loss_mask: 0.8956, decode.d0.loss_dice: 1.5416, decode.d1.loss_cls: 1.4088, decode.d1.loss_mask: 0.9071, decode.d1.loss_dice: 1.3954, decode.d2.loss_cls: 1.2515, decode.d2.loss_mask: 0.8827, decode.d2.loss_dice: 1.3272, decode.d3.loss_cls: 1.2117, decode.d3.loss_mask: 0.8760, decode.d3.loss_dice: 1.2904, decode.d4.loss_cls: 1.2047, decode.d4.loss_mask: 0.8658, decode.d4.loss_dice: 1.2892, decode.d5.loss_cls: 1.1933, decode.d5.loss_mask: 0.8681, decode.d5.loss_dice: 1.2827, decode.d6.loss_cls: 1.1941, decode.d6.loss_mask: 0.8669, decode.d6.loss_dice: 1.2625, decode.d7.loss_cls: 1.1828, decode.d7.loss_mask: 0.8726, decode.d7.loss_dice: 1.2730, decode.d8.loss_cls: 1.1835, decode.d8.loss_mask: 0.8647, decode.d8.loss_dice: 1.2732, loss: 36.7143, grad_norm: 110.3517 2023-11-26 13:28:40,189 - mmseg - INFO - Iter [12650/160000] lr: 3.514e-06, eta: 15:48:49, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 1.2775, decode.loss_mask: 0.8599, decode.loss_dice: 1.2893, decode.d0.loss_cls: 3.8248, decode.d0.loss_mask: 0.8984, decode.d0.loss_dice: 1.5850, decode.d1.loss_cls: 1.5143, decode.d1.loss_mask: 0.8960, decode.d1.loss_dice: 1.4101, decode.d2.loss_cls: 1.3531, decode.d2.loss_mask: 0.8749, decode.d2.loss_dice: 1.3434, decode.d3.loss_cls: 1.3127, decode.d3.loss_mask: 0.8659, decode.d3.loss_dice: 1.3036, decode.d4.loss_cls: 1.3027, decode.d4.loss_mask: 0.8638, decode.d4.loss_dice: 1.3074, decode.d5.loss_cls: 1.2937, decode.d5.loss_mask: 0.8678, decode.d5.loss_dice: 1.3029, decode.d6.loss_cls: 1.2839, decode.d6.loss_mask: 0.8637, decode.d6.loss_dice: 1.2911, decode.d7.loss_cls: 1.2701, decode.d7.loss_mask: 0.8588, decode.d7.loss_dice: 1.2949, decode.d8.loss_cls: 1.2743, decode.d8.loss_mask: 0.8615, decode.d8.loss_dice: 1.2931, loss: 37.8383, grad_norm: 127.2129 2023-11-26 13:28:58,439 - mmseg - INFO - Iter [12700/160000] lr: 3.512e-06, eta: 15:48:17, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1794, decode.loss_mask: 0.8364, decode.loss_dice: 1.2683, decode.d0.loss_cls: 3.7738, decode.d0.loss_mask: 0.8674, decode.d0.loss_dice: 1.5335, decode.d1.loss_cls: 1.4334, decode.d1.loss_mask: 0.8733, decode.d1.loss_dice: 1.3901, decode.d2.loss_cls: 1.2806, decode.d2.loss_mask: 0.8518, decode.d2.loss_dice: 1.3209, decode.d3.loss_cls: 1.2332, decode.d3.loss_mask: 0.8378, decode.d3.loss_dice: 1.2823, decode.d4.loss_cls: 1.2103, decode.d4.loss_mask: 0.8453, decode.d4.loss_dice: 1.2892, decode.d5.loss_cls: 1.1991, decode.d5.loss_mask: 0.8382, decode.d5.loss_dice: 1.2846, decode.d6.loss_cls: 1.1891, decode.d6.loss_mask: 0.8377, decode.d6.loss_dice: 1.2708, decode.d7.loss_cls: 1.1888, decode.d7.loss_mask: 0.8356, decode.d7.loss_dice: 1.2672, decode.d8.loss_cls: 1.1810, decode.d8.loss_mask: 0.8355, decode.d8.loss_dice: 1.2721, loss: 36.5068, grad_norm: 129.0717 2023-11-26 13:29:16,857 - mmseg - INFO - Iter [12750/160000] lr: 3.511e-06, eta: 15:47:48, time: 0.368, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1923, decode.loss_mask: 0.8588, decode.loss_dice: 1.3062, decode.d0.loss_cls: 3.7230, decode.d0.loss_mask: 0.8895, decode.d0.loss_dice: 1.5675, decode.d1.loss_cls: 1.4440, decode.d1.loss_mask: 0.8860, decode.d1.loss_dice: 1.4173, decode.d2.loss_cls: 1.2892, decode.d2.loss_mask: 0.8722, decode.d2.loss_dice: 1.3501, decode.d3.loss_cls: 1.2348, decode.d3.loss_mask: 0.8651, decode.d3.loss_dice: 1.3054, decode.d4.loss_cls: 1.2118, decode.d4.loss_mask: 0.8644, decode.d4.loss_dice: 1.3083, decode.d5.loss_cls: 1.1996, decode.d5.loss_mask: 0.8638, decode.d5.loss_dice: 1.3139, decode.d6.loss_cls: 1.1913, decode.d6.loss_mask: 0.8631, decode.d6.loss_dice: 1.2911, decode.d7.loss_cls: 1.1939, decode.d7.loss_mask: 0.8575, decode.d7.loss_dice: 1.2977, decode.d8.loss_cls: 1.1864, decode.d8.loss_mask: 0.8606, decode.d8.loss_dice: 1.2964, loss: 37.0013, grad_norm: 127.2712 2023-11-26 13:29:35,065 - mmseg - INFO - Iter [12800/160000] lr: 3.510e-06, eta: 15:47:16, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1840, decode.loss_mask: 0.8391, decode.loss_dice: 1.2926, decode.d0.loss_cls: 3.6713, decode.d0.loss_mask: 0.8721, decode.d0.loss_dice: 1.5649, decode.d1.loss_cls: 1.4275, decode.d1.loss_mask: 0.8693, decode.d1.loss_dice: 1.4022, decode.d2.loss_cls: 1.2831, decode.d2.loss_mask: 0.8600, decode.d2.loss_dice: 1.3459, decode.d3.loss_cls: 1.2426, decode.d3.loss_mask: 0.8490, decode.d3.loss_dice: 1.3139, decode.d4.loss_cls: 1.2196, decode.d4.loss_mask: 0.8461, decode.d4.loss_dice: 1.3191, decode.d5.loss_cls: 1.2134, decode.d5.loss_mask: 0.8470, decode.d5.loss_dice: 1.3107, decode.d6.loss_cls: 1.1899, decode.d6.loss_mask: 0.8456, decode.d6.loss_dice: 1.2946, decode.d7.loss_cls: 1.1812, decode.d7.loss_mask: 0.8452, decode.d7.loss_dice: 1.2955, decode.d8.loss_cls: 1.1905, decode.d8.loss_mask: 0.8413, decode.d8.loss_dice: 1.2889, loss: 36.7461, grad_norm: 117.5275 2023-11-26 13:29:53,263 - mmseg - INFO - Iter [12850/160000] lr: 3.509e-06, eta: 15:46:44, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2298, decode.loss_mask: 0.8457, decode.loss_dice: 1.3158, decode.d0.loss_cls: 3.7962, decode.d0.loss_mask: 0.8802, decode.d0.loss_dice: 1.5890, decode.d1.loss_cls: 1.4728, decode.d1.loss_mask: 0.8875, decode.d1.loss_dice: 1.4365, decode.d2.loss_cls: 1.3114, decode.d2.loss_mask: 0.8647, decode.d2.loss_dice: 1.3771, decode.d3.loss_cls: 1.2718, decode.d3.loss_mask: 0.8579, decode.d3.loss_dice: 1.3295, decode.d4.loss_cls: 1.2596, decode.d4.loss_mask: 0.8546, decode.d4.loss_dice: 1.3266, decode.d5.loss_cls: 1.2559, decode.d5.loss_mask: 0.8552, decode.d5.loss_dice: 1.3278, decode.d6.loss_cls: 1.2515, decode.d6.loss_mask: 0.8493, decode.d6.loss_dice: 1.3195, decode.d7.loss_cls: 1.2380, decode.d7.loss_mask: 0.8543, decode.d7.loss_dice: 1.3171, decode.d8.loss_cls: 1.2338, decode.d8.loss_mask: 0.8530, decode.d8.loss_dice: 1.3179, loss: 37.5801, grad_norm: 112.5196 2023-11-26 13:30:11,628 - mmseg - INFO - Iter [12900/160000] lr: 3.508e-06, eta: 15:46:14, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2249, decode.loss_mask: 0.8519, decode.loss_dice: 1.3106, decode.d0.loss_cls: 3.7835, decode.d0.loss_mask: 0.8864, decode.d0.loss_dice: 1.5841, decode.d1.loss_cls: 1.4444, decode.d1.loss_mask: 0.8891, decode.d1.loss_dice: 1.4420, decode.d2.loss_cls: 1.3011, decode.d2.loss_mask: 0.8688, decode.d2.loss_dice: 1.3811, decode.d3.loss_cls: 1.2464, decode.d3.loss_mask: 0.8565, decode.d3.loss_dice: 1.3379, decode.d4.loss_cls: 1.2397, decode.d4.loss_mask: 0.8550, decode.d4.loss_dice: 1.3358, decode.d5.loss_cls: 1.2321, decode.d5.loss_mask: 0.8489, decode.d5.loss_dice: 1.3313, decode.d6.loss_cls: 1.2241, decode.d6.loss_mask: 0.8536, decode.d6.loss_dice: 1.3158, decode.d7.loss_cls: 1.2219, decode.d7.loss_mask: 0.8605, decode.d7.loss_dice: 1.3191, decode.d8.loss_cls: 1.2169, decode.d8.loss_mask: 0.8567, decode.d8.loss_dice: 1.3212, loss: 37.4412, grad_norm: 109.9137 2023-11-26 13:30:29,801 - mmseg - INFO - Iter [12950/160000] lr: 3.506e-06, eta: 15:45:42, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1303, decode.loss_mask: 0.8707, decode.loss_dice: 1.2426, decode.d0.loss_cls: 3.6178, decode.d0.loss_mask: 0.9092, decode.d0.loss_dice: 1.5112, decode.d1.loss_cls: 1.3725, decode.d1.loss_mask: 0.9121, decode.d1.loss_dice: 1.3603, decode.d2.loss_cls: 1.2190, decode.d2.loss_mask: 0.8847, decode.d2.loss_dice: 1.2922, decode.d3.loss_cls: 1.1704, decode.d3.loss_mask: 0.8724, decode.d3.loss_dice: 1.2514, decode.d4.loss_cls: 1.1523, decode.d4.loss_mask: 0.8742, decode.d4.loss_dice: 1.2540, decode.d5.loss_cls: 1.1439, decode.d5.loss_mask: 0.8719, decode.d5.loss_dice: 1.2621, decode.d6.loss_cls: 1.1382, decode.d6.loss_mask: 0.8689, decode.d6.loss_dice: 1.2444, decode.d7.loss_cls: 1.1298, decode.d7.loss_mask: 0.8735, decode.d7.loss_dice: 1.2442, decode.d8.loss_cls: 1.1386, decode.d8.loss_mask: 0.8697, decode.d8.loss_dice: 1.2420, loss: 35.9248, grad_norm: 113.7952 2023-11-26 13:30:47,992 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:30:47,992 - mmseg - INFO - Iter [13000/160000] lr: 3.505e-06, eta: 15:45:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1604, decode.loss_mask: 0.8758, decode.loss_dice: 1.2648, decode.d0.loss_cls: 3.7127, decode.d0.loss_mask: 0.9118, decode.d0.loss_dice: 1.5365, decode.d1.loss_cls: 1.4142, decode.d1.loss_mask: 0.9162, decode.d1.loss_dice: 1.3854, decode.d2.loss_cls: 1.2643, decode.d2.loss_mask: 0.8874, decode.d2.loss_dice: 1.3128, decode.d3.loss_cls: 1.2108, decode.d3.loss_mask: 0.8762, decode.d3.loss_dice: 1.2754, decode.d4.loss_cls: 1.1980, decode.d4.loss_mask: 0.8768, decode.d4.loss_dice: 1.2756, decode.d5.loss_cls: 1.1785, decode.d5.loss_mask: 0.8846, decode.d5.loss_dice: 1.2814, decode.d6.loss_cls: 1.1658, decode.d6.loss_mask: 0.8782, decode.d6.loss_dice: 1.2631, decode.d7.loss_cls: 1.1688, decode.d7.loss_mask: 0.8762, decode.d7.loss_dice: 1.2665, decode.d8.loss_cls: 1.1751, decode.d8.loss_mask: 0.8760, decode.d8.loss_dice: 1.2652, loss: 36.6346, grad_norm: 128.9982 2023-11-26 13:31:06,497 - mmseg - INFO - Iter [13050/160000] lr: 3.504e-06, eta: 15:44:42, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2363, decode.loss_mask: 0.8472, decode.loss_dice: 1.2976, decode.d0.loss_cls: 3.8082, decode.d0.loss_mask: 0.8809, decode.d0.loss_dice: 1.5701, decode.d1.loss_cls: 1.5097, decode.d1.loss_mask: 0.8814, decode.d1.loss_dice: 1.4282, decode.d2.loss_cls: 1.3307, decode.d2.loss_mask: 0.8689, decode.d2.loss_dice: 1.3581, decode.d3.loss_cls: 1.2796, decode.d3.loss_mask: 0.8477, decode.d3.loss_dice: 1.3180, decode.d4.loss_cls: 1.2769, decode.d4.loss_mask: 0.8524, decode.d4.loss_dice: 1.3135, decode.d5.loss_cls: 1.2607, decode.d5.loss_mask: 0.8514, decode.d5.loss_dice: 1.3160, decode.d6.loss_cls: 1.2507, decode.d6.loss_mask: 0.8460, decode.d6.loss_dice: 1.2955, decode.d7.loss_cls: 1.2388, decode.d7.loss_mask: 0.8471, decode.d7.loss_dice: 1.2960, decode.d8.loss_cls: 1.2386, decode.d8.loss_mask: 0.8460, decode.d8.loss_dice: 1.3003, loss: 37.4925, grad_norm: 112.7093 2023-11-26 13:31:24,690 - mmseg - INFO - Iter [13100/160000] lr: 3.503e-06, eta: 15:44:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1366, decode.loss_mask: 0.8686, decode.loss_dice: 1.2890, decode.d0.loss_cls: 3.6766, decode.d0.loss_mask: 0.8952, decode.d0.loss_dice: 1.5497, decode.d1.loss_cls: 1.3604, decode.d1.loss_mask: 0.9049, decode.d1.loss_dice: 1.3921, decode.d2.loss_cls: 1.2340, decode.d2.loss_mask: 0.8809, decode.d2.loss_dice: 1.3399, decode.d3.loss_cls: 1.1795, decode.d3.loss_mask: 0.8645, decode.d3.loss_dice: 1.3038, decode.d4.loss_cls: 1.1623, decode.d4.loss_mask: 0.8642, decode.d4.loss_dice: 1.3000, decode.d5.loss_cls: 1.1567, decode.d5.loss_mask: 0.8667, decode.d5.loss_dice: 1.3066, decode.d6.loss_cls: 1.1663, decode.d6.loss_mask: 0.8695, decode.d6.loss_dice: 1.2882, decode.d7.loss_cls: 1.1408, decode.d7.loss_mask: 0.8680, decode.d7.loss_dice: 1.2917, decode.d8.loss_cls: 1.1407, decode.d8.loss_mask: 0.8664, decode.d8.loss_dice: 1.2870, loss: 36.4507, grad_norm: 121.9736 2023-11-26 13:31:43,130 - mmseg - INFO - Iter [13150/160000] lr: 3.502e-06, eta: 15:43:41, time: 0.369, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2018, decode.loss_mask: 0.8316, decode.loss_dice: 1.2614, decode.d0.loss_cls: 3.7465, decode.d0.loss_mask: 0.8652, decode.d0.loss_dice: 1.5438, decode.d1.loss_cls: 1.4288, decode.d1.loss_mask: 0.8649, decode.d1.loss_dice: 1.3795, decode.d2.loss_cls: 1.2812, decode.d2.loss_mask: 0.8446, decode.d2.loss_dice: 1.3134, decode.d3.loss_cls: 1.2337, decode.d3.loss_mask: 0.8383, decode.d3.loss_dice: 1.2781, decode.d4.loss_cls: 1.2168, decode.d4.loss_mask: 0.8388, decode.d4.loss_dice: 1.2734, decode.d5.loss_cls: 1.2162, decode.d5.loss_mask: 0.8352, decode.d5.loss_dice: 1.2694, decode.d6.loss_cls: 1.2178, decode.d6.loss_mask: 0.8319, decode.d6.loss_dice: 1.2584, decode.d7.loss_cls: 1.1977, decode.d7.loss_mask: 0.8324, decode.d7.loss_dice: 1.2641, decode.d8.loss_cls: 1.2041, decode.d8.loss_mask: 0.8357, decode.d8.loss_dice: 1.2657, loss: 36.4704, grad_norm: 124.1937 2023-11-26 13:32:01,345 - mmseg - INFO - Iter [13200/160000] lr: 3.500e-06, eta: 15:43:10, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 1.2180, decode.loss_mask: 0.8173, decode.loss_dice: 1.2825, decode.d0.loss_cls: 3.7568, decode.d0.loss_mask: 0.8580, decode.d0.loss_dice: 1.5555, decode.d1.loss_cls: 1.4494, decode.d1.loss_mask: 0.8580, decode.d1.loss_dice: 1.3989, decode.d2.loss_cls: 1.3092, decode.d2.loss_mask: 0.8400, decode.d2.loss_dice: 1.3336, decode.d3.loss_cls: 1.2527, decode.d3.loss_mask: 0.8297, decode.d3.loss_dice: 1.3095, decode.d4.loss_cls: 1.2364, decode.d4.loss_mask: 0.8277, decode.d4.loss_dice: 1.3059, decode.d5.loss_cls: 1.2273, decode.d5.loss_mask: 0.8240, decode.d5.loss_dice: 1.2918, decode.d6.loss_cls: 1.2298, decode.d6.loss_mask: 0.8263, decode.d6.loss_dice: 1.2813, decode.d7.loss_cls: 1.2230, decode.d7.loss_mask: 0.8244, decode.d7.loss_dice: 1.2814, decode.d8.loss_cls: 1.2169, decode.d8.loss_mask: 0.8198, decode.d8.loss_dice: 1.2817, loss: 36.7671, grad_norm: 111.3782 2023-11-26 13:32:19,492 - mmseg - INFO - Iter [13250/160000] lr: 3.499e-06, eta: 15:42:39, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2213, decode.loss_mask: 0.8558, decode.loss_dice: 1.2592, decode.d0.loss_cls: 3.7469, decode.d0.loss_mask: 0.8977, decode.d0.loss_dice: 1.5457, decode.d1.loss_cls: 1.4628, decode.d1.loss_mask: 0.9074, decode.d1.loss_dice: 1.3926, decode.d2.loss_cls: 1.3127, decode.d2.loss_mask: 0.8846, decode.d2.loss_dice: 1.3128, decode.d3.loss_cls: 1.2655, decode.d3.loss_mask: 0.8759, decode.d3.loss_dice: 1.2739, decode.d4.loss_cls: 1.2512, decode.d4.loss_mask: 0.8762, decode.d4.loss_dice: 1.2729, decode.d5.loss_cls: 1.2416, decode.d5.loss_mask: 0.8677, decode.d5.loss_dice: 1.2692, decode.d6.loss_cls: 1.2321, decode.d6.loss_mask: 0.8627, decode.d6.loss_dice: 1.2529, decode.d7.loss_cls: 1.2250, decode.d7.loss_mask: 0.8598, decode.d7.loss_dice: 1.2549, decode.d8.loss_cls: 1.2276, decode.d8.loss_mask: 0.8586, decode.d8.loss_dice: 1.2528, loss: 37.0200, grad_norm: 117.3169 2023-11-26 13:32:37,786 - mmseg - INFO - Iter [13300/160000] lr: 3.498e-06, eta: 15:42:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2571, decode.loss_mask: 0.8689, decode.loss_dice: 1.3136, decode.d0.loss_cls: 3.7708, decode.d0.loss_mask: 0.9041, decode.d0.loss_dice: 1.5882, decode.d1.loss_cls: 1.4873, decode.d1.loss_mask: 0.9043, decode.d1.loss_dice: 1.4308, decode.d2.loss_cls: 1.3280, decode.d2.loss_mask: 0.8839, decode.d2.loss_dice: 1.3720, decode.d3.loss_cls: 1.2878, decode.d3.loss_mask: 0.8722, decode.d3.loss_dice: 1.3216, decode.d4.loss_cls: 1.2729, decode.d4.loss_mask: 0.8680, decode.d4.loss_dice: 1.3271, decode.d5.loss_cls: 1.2830, decode.d5.loss_mask: 0.8688, decode.d5.loss_dice: 1.3232, decode.d6.loss_cls: 1.2559, decode.d6.loss_mask: 0.8694, decode.d6.loss_dice: 1.3101, decode.d7.loss_cls: 1.2486, decode.d7.loss_mask: 0.8700, decode.d7.loss_dice: 1.3138, decode.d8.loss_cls: 1.2590, decode.d8.loss_mask: 0.8662, decode.d8.loss_dice: 1.3123, loss: 37.8389, grad_norm: 113.4827 2023-11-26 13:32:58,090 - mmseg - INFO - Iter [13350/160000] lr: 3.497e-06, eta: 15:42:01, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1630, decode.loss_mask: 0.8576, decode.loss_dice: 1.2687, decode.d0.loss_cls: 3.6509, decode.d0.loss_mask: 0.8947, decode.d0.loss_dice: 1.5313, decode.d1.loss_cls: 1.4056, decode.d1.loss_mask: 0.8930, decode.d1.loss_dice: 1.3916, decode.d2.loss_cls: 1.2442, decode.d2.loss_mask: 0.8780, decode.d2.loss_dice: 1.3269, decode.d3.loss_cls: 1.2017, decode.d3.loss_mask: 0.8721, decode.d3.loss_dice: 1.2927, decode.d4.loss_cls: 1.1863, decode.d4.loss_mask: 0.8594, decode.d4.loss_dice: 1.2926, decode.d5.loss_cls: 1.1913, decode.d5.loss_mask: 0.8588, decode.d5.loss_dice: 1.2853, decode.d6.loss_cls: 1.1666, decode.d6.loss_mask: 0.8585, decode.d6.loss_dice: 1.2730, decode.d7.loss_cls: 1.1561, decode.d7.loss_mask: 0.8630, decode.d7.loss_dice: 1.2707, decode.d8.loss_cls: 1.1649, decode.d8.loss_mask: 0.8649, decode.d8.loss_dice: 1.2715, loss: 36.4348, grad_norm: 124.4559 2023-11-26 13:33:18,442 - mmseg - INFO - Iter [13400/160000] lr: 3.496e-06, eta: 15:41:53, time: 0.407, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1589, decode.loss_mask: 0.8136, decode.loss_dice: 1.2416, decode.d0.loss_cls: 3.7157, decode.d0.loss_mask: 0.8383, decode.d0.loss_dice: 1.5158, decode.d1.loss_cls: 1.3953, decode.d1.loss_mask: 0.8508, decode.d1.loss_dice: 1.3682, decode.d2.loss_cls: 1.2456, decode.d2.loss_mask: 0.8315, decode.d2.loss_dice: 1.2858, decode.d3.loss_cls: 1.1938, decode.d3.loss_mask: 0.8130, decode.d3.loss_dice: 1.2502, decode.d4.loss_cls: 1.1853, decode.d4.loss_mask: 0.8168, decode.d4.loss_dice: 1.2551, decode.d5.loss_cls: 1.1694, decode.d5.loss_mask: 0.8260, decode.d5.loss_dice: 1.2556, decode.d6.loss_cls: 1.1641, decode.d6.loss_mask: 0.8131, decode.d6.loss_dice: 1.2389, decode.d7.loss_cls: 1.1547, decode.d7.loss_mask: 0.8180, decode.d7.loss_dice: 1.2436, decode.d8.loss_cls: 1.1518, decode.d8.loss_mask: 0.8200, decode.d8.loss_dice: 1.2454, loss: 35.6762, grad_norm: 119.8587 2023-11-26 13:33:38,715 - mmseg - INFO - Iter [13450/160000] lr: 3.495e-06, eta: 15:41:45, time: 0.405, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1939, decode.loss_mask: 0.8564, decode.loss_dice: 1.2759, decode.d0.loss_cls: 3.6737, decode.d0.loss_mask: 0.8930, decode.d0.loss_dice: 1.5451, decode.d1.loss_cls: 1.4064, decode.d1.loss_mask: 0.8922, decode.d1.loss_dice: 1.3944, decode.d2.loss_cls: 1.2708, decode.d2.loss_mask: 0.8672, decode.d2.loss_dice: 1.3277, decode.d3.loss_cls: 1.2319, decode.d3.loss_mask: 0.8646, decode.d3.loss_dice: 1.2893, decode.d4.loss_cls: 1.2210, decode.d4.loss_mask: 0.8588, decode.d4.loss_dice: 1.2942, decode.d5.loss_cls: 1.2242, decode.d5.loss_mask: 0.8517, decode.d5.loss_dice: 1.2813, decode.d6.loss_cls: 1.2158, decode.d6.loss_mask: 0.8558, decode.d6.loss_dice: 1.2663, decode.d7.loss_cls: 1.2092, decode.d7.loss_mask: 0.8512, decode.d7.loss_dice: 1.2728, decode.d8.loss_cls: 1.2049, decode.d8.loss_mask: 0.8548, decode.d8.loss_dice: 1.2726, loss: 36.7171, grad_norm: 125.4695 2023-11-26 13:33:59,666 - mmseg - INFO - Iter [13500/160000] lr: 3.493e-06, eta: 15:41:44, time: 0.419, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2053, decode.loss_mask: 0.8701, decode.loss_dice: 1.2905, decode.d0.loss_cls: 3.7578, decode.d0.loss_mask: 0.9130, decode.d0.loss_dice: 1.5735, decode.d1.loss_cls: 1.4379, decode.d1.loss_mask: 0.8963, decode.d1.loss_dice: 1.4087, decode.d2.loss_cls: 1.2842, decode.d2.loss_mask: 0.8829, decode.d2.loss_dice: 1.3428, decode.d3.loss_cls: 1.2498, decode.d3.loss_mask: 0.8778, decode.d3.loss_dice: 1.3094, decode.d4.loss_cls: 1.2370, decode.d4.loss_mask: 0.8743, decode.d4.loss_dice: 1.3091, decode.d5.loss_cls: 1.2200, decode.d5.loss_mask: 0.8723, decode.d5.loss_dice: 1.3081, decode.d6.loss_cls: 1.2124, decode.d6.loss_mask: 0.8745, decode.d6.loss_dice: 1.2922, decode.d7.loss_cls: 1.2074, decode.d7.loss_mask: 0.8753, decode.d7.loss_dice: 1.2897, decode.d8.loss_cls: 1.1957, decode.d8.loss_mask: 0.8721, decode.d8.loss_dice: 1.2958, loss: 37.2358, grad_norm: 117.9461 2023-11-26 13:34:19,184 - mmseg - INFO - Iter [13550/160000] lr: 3.492e-06, eta: 15:41:27, time: 0.390, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1965, decode.loss_mask: 0.8650, decode.loss_dice: 1.2672, decode.d0.loss_cls: 3.6956, decode.d0.loss_mask: 0.8895, decode.d0.loss_dice: 1.5330, decode.d1.loss_cls: 1.4570, decode.d1.loss_mask: 0.8929, decode.d1.loss_dice: 1.3859, decode.d2.loss_cls: 1.2986, decode.d2.loss_mask: 0.8765, decode.d2.loss_dice: 1.3100, decode.d3.loss_cls: 1.2421, decode.d3.loss_mask: 0.8735, decode.d3.loss_dice: 1.2842, decode.d4.loss_cls: 1.2156, decode.d4.loss_mask: 0.8708, decode.d4.loss_dice: 1.2849, decode.d5.loss_cls: 1.2023, decode.d5.loss_mask: 0.8725, decode.d5.loss_dice: 1.2873, decode.d6.loss_cls: 1.1974, decode.d6.loss_mask: 0.8620, decode.d6.loss_dice: 1.2630, decode.d7.loss_cls: 1.1918, decode.d7.loss_mask: 0.8659, decode.d7.loss_dice: 1.2691, decode.d8.loss_cls: 1.1913, decode.d8.loss_mask: 0.8684, decode.d8.loss_dice: 1.2684, loss: 36.7783, grad_norm: 123.1584 2023-11-26 13:34:37,604 - mmseg - INFO - Iter [13600/160000] lr: 3.491e-06, eta: 15:40:58, time: 0.368, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1971, decode.loss_mask: 0.8644, decode.loss_dice: 1.2814, decode.d0.loss_cls: 3.6823, decode.d0.loss_mask: 0.8982, decode.d0.loss_dice: 1.5488, decode.d1.loss_cls: 1.4335, decode.d1.loss_mask: 0.8927, decode.d1.loss_dice: 1.4009, decode.d2.loss_cls: 1.2804, decode.d2.loss_mask: 0.8801, decode.d2.loss_dice: 1.3305, decode.d3.loss_cls: 1.2399, decode.d3.loss_mask: 0.8679, decode.d3.loss_dice: 1.2915, decode.d4.loss_cls: 1.2281, decode.d4.loss_mask: 0.8648, decode.d4.loss_dice: 1.3003, decode.d5.loss_cls: 1.2276, decode.d5.loss_mask: 0.8641, decode.d5.loss_dice: 1.2904, decode.d6.loss_cls: 1.1938, decode.d6.loss_mask: 0.8684, decode.d6.loss_dice: 1.2773, decode.d7.loss_cls: 1.1958, decode.d7.loss_mask: 0.8712, decode.d7.loss_dice: 1.2833, decode.d8.loss_cls: 1.2006, decode.d8.loss_mask: 0.8684, decode.d8.loss_dice: 1.2785, loss: 36.9021, grad_norm: 120.8120 2023-11-26 13:34:57,000 - mmseg - INFO - Iter [13650/160000] lr: 3.490e-06, eta: 15:40:40, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1902, decode.loss_mask: 0.8719, decode.loss_dice: 1.3174, decode.d0.loss_cls: 3.7365, decode.d0.loss_mask: 0.9074, decode.d0.loss_dice: 1.5995, decode.d1.loss_cls: 1.4656, decode.d1.loss_mask: 0.9082, decode.d1.loss_dice: 1.4353, decode.d2.loss_cls: 1.2889, decode.d2.loss_mask: 0.8773, decode.d2.loss_dice: 1.3643, decode.d3.loss_cls: 1.2389, decode.d3.loss_mask: 0.8713, decode.d3.loss_dice: 1.3266, decode.d4.loss_cls: 1.2203, decode.d4.loss_mask: 0.8714, decode.d4.loss_dice: 1.3314, decode.d5.loss_cls: 1.2228, decode.d5.loss_mask: 0.8765, decode.d5.loss_dice: 1.3265, decode.d6.loss_cls: 1.1945, decode.d6.loss_mask: 0.8713, decode.d6.loss_dice: 1.3168, decode.d7.loss_cls: 1.1978, decode.d7.loss_mask: 0.8740, decode.d7.loss_dice: 1.3149, decode.d8.loss_cls: 1.1823, decode.d8.loss_mask: 0.8738, decode.d8.loss_dice: 1.3163, loss: 37.3897, grad_norm: 113.4595 2023-11-26 13:35:15,307 - mmseg - INFO - Iter [13700/160000] lr: 3.489e-06, eta: 15:40:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1964, decode.loss_mask: 0.8542, decode.loss_dice: 1.2819, decode.d0.loss_cls: 3.6456, decode.d0.loss_mask: 0.8971, decode.d0.loss_dice: 1.5584, decode.d1.loss_cls: 1.4350, decode.d1.loss_mask: 0.9015, decode.d1.loss_dice: 1.4143, decode.d2.loss_cls: 1.2894, decode.d2.loss_mask: 0.8743, decode.d2.loss_dice: 1.3397, decode.d3.loss_cls: 1.2413, decode.d3.loss_mask: 0.8539, decode.d3.loss_dice: 1.3164, decode.d4.loss_cls: 1.2299, decode.d4.loss_mask: 0.8593, decode.d4.loss_dice: 1.3074, decode.d5.loss_cls: 1.2174, decode.d5.loss_mask: 0.8588, decode.d5.loss_dice: 1.2998, decode.d6.loss_cls: 1.2076, decode.d6.loss_mask: 0.8544, decode.d6.loss_dice: 1.2867, decode.d7.loss_cls: 1.1982, decode.d7.loss_mask: 0.8560, decode.d7.loss_dice: 1.2828, decode.d8.loss_cls: 1.1947, decode.d8.loss_mask: 0.8571, decode.d8.loss_dice: 1.2904, loss: 36.8999, grad_norm: 124.3191 2023-11-26 13:35:34,085 - mmseg - INFO - Iter [13750/160000] lr: 3.487e-06, eta: 15:39:46, time: 0.376, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1522, decode.loss_mask: 0.8593, decode.loss_dice: 1.2810, decode.d0.loss_cls: 3.6905, decode.d0.loss_mask: 0.8936, decode.d0.loss_dice: 1.5509, decode.d1.loss_cls: 1.3967, decode.d1.loss_mask: 0.8967, decode.d1.loss_dice: 1.3975, decode.d2.loss_cls: 1.2497, decode.d2.loss_mask: 0.8750, decode.d2.loss_dice: 1.3279, decode.d3.loss_cls: 1.2026, decode.d3.loss_mask: 0.8686, decode.d3.loss_dice: 1.2873, decode.d4.loss_cls: 1.1874, decode.d4.loss_mask: 0.8656, decode.d4.loss_dice: 1.2879, decode.d5.loss_cls: 1.1682, decode.d5.loss_mask: 0.8607, decode.d5.loss_dice: 1.2844, decode.d6.loss_cls: 1.1561, decode.d6.loss_mask: 0.8630, decode.d6.loss_dice: 1.2736, decode.d7.loss_cls: 1.1436, decode.d7.loss_mask: 0.8573, decode.d7.loss_dice: 1.2746, decode.d8.loss_cls: 1.1573, decode.d8.loss_mask: 0.8619, decode.d8.loss_dice: 1.2842, loss: 36.4553, grad_norm: 124.8376 2023-11-26 13:35:52,358 - mmseg - INFO - Iter [13800/160000] lr: 3.486e-06, eta: 15:39:16, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.2148, decode.loss_mask: 0.8540, decode.loss_dice: 1.2885, decode.d0.loss_cls: 3.7479, decode.d0.loss_mask: 0.9004, decode.d0.loss_dice: 1.5701, decode.d1.loss_cls: 1.4608, decode.d1.loss_mask: 0.8963, decode.d1.loss_dice: 1.4207, decode.d2.loss_cls: 1.2944, decode.d2.loss_mask: 0.8707, decode.d2.loss_dice: 1.3527, decode.d3.loss_cls: 1.2578, decode.d3.loss_mask: 0.8629, decode.d3.loss_dice: 1.3128, decode.d4.loss_cls: 1.2430, decode.d4.loss_mask: 0.8600, decode.d4.loss_dice: 1.3097, decode.d5.loss_cls: 1.2301, decode.d5.loss_mask: 0.8584, decode.d5.loss_dice: 1.3088, decode.d6.loss_cls: 1.2162, decode.d6.loss_mask: 0.8606, decode.d6.loss_dice: 1.2931, decode.d7.loss_cls: 1.2176, decode.d7.loss_mask: 0.8610, decode.d7.loss_dice: 1.2988, decode.d8.loss_cls: 1.2114, decode.d8.loss_mask: 0.8533, decode.d8.loss_dice: 1.2861, loss: 37.2127, grad_norm: 116.8902 2023-11-26 13:36:10,818 - mmseg - INFO - Iter [13850/160000] lr: 3.485e-06, eta: 15:38:48, time: 0.369, data_time: 0.008, memory: 36416, decode.loss_cls: 1.2033, decode.loss_mask: 0.8531, decode.loss_dice: 1.2779, decode.d0.loss_cls: 3.5816, decode.d0.loss_mask: 0.9009, decode.d0.loss_dice: 1.5579, decode.d1.loss_cls: 1.4366, decode.d1.loss_mask: 0.8929, decode.d1.loss_dice: 1.4112, decode.d2.loss_cls: 1.2719, decode.d2.loss_mask: 0.8700, decode.d2.loss_dice: 1.3499, decode.d3.loss_cls: 1.2429, decode.d3.loss_mask: 0.8568, decode.d3.loss_dice: 1.3039, decode.d4.loss_cls: 1.2271, decode.d4.loss_mask: 0.8551, decode.d4.loss_dice: 1.3043, decode.d5.loss_cls: 1.2210, decode.d5.loss_mask: 0.8550, decode.d5.loss_dice: 1.2954, decode.d6.loss_cls: 1.2099, decode.d6.loss_mask: 0.8537, decode.d6.loss_dice: 1.2822, decode.d7.loss_cls: 1.2083, decode.d7.loss_mask: 0.8581, decode.d7.loss_dice: 1.2820, decode.d8.loss_cls: 1.2095, decode.d8.loss_mask: 0.8537, decode.d8.loss_dice: 1.2748, loss: 36.8009, grad_norm: 124.6234 2023-11-26 13:36:33,033 - mmseg - INFO - Iter [13900/160000] lr: 3.484e-06, eta: 15:39:00, time: 0.445, data_time: 0.054, memory: 36416, decode.loss_cls: 1.1520, decode.loss_mask: 0.8628, decode.loss_dice: 1.2526, decode.d0.loss_cls: 3.5646, decode.d0.loss_mask: 0.8915, decode.d0.loss_dice: 1.5114, decode.d1.loss_cls: 1.3840, decode.d1.loss_mask: 0.9018, decode.d1.loss_dice: 1.3681, decode.d2.loss_cls: 1.2466, decode.d2.loss_mask: 0.8787, decode.d2.loss_dice: 1.3039, decode.d3.loss_cls: 1.1983, decode.d3.loss_mask: 0.8654, decode.d3.loss_dice: 1.2734, decode.d4.loss_cls: 1.1798, decode.d4.loss_mask: 0.8637, decode.d4.loss_dice: 1.2700, decode.d5.loss_cls: 1.1666, decode.d5.loss_mask: 0.8697, decode.d5.loss_dice: 1.2669, decode.d6.loss_cls: 1.1597, decode.d6.loss_mask: 0.8612, decode.d6.loss_dice: 1.2497, decode.d7.loss_cls: 1.1481, decode.d7.loss_mask: 0.8593, decode.d7.loss_dice: 1.2539, decode.d8.loss_cls: 1.1526, decode.d8.loss_mask: 0.8652, decode.d8.loss_dice: 1.2522, loss: 36.0736, grad_norm: 119.3556 2023-11-26 13:36:51,619 - mmseg - INFO - Iter [13950/160000] lr: 3.483e-06, eta: 15:38:33, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1577, decode.loss_mask: 0.8493, decode.loss_dice: 1.2859, decode.d0.loss_cls: 3.6855, decode.d0.loss_mask: 0.8942, decode.d0.loss_dice: 1.5740, decode.d1.loss_cls: 1.3889, decode.d1.loss_mask: 0.8858, decode.d1.loss_dice: 1.4131, decode.d2.loss_cls: 1.2457, decode.d2.loss_mask: 0.8530, decode.d2.loss_dice: 1.3353, decode.d3.loss_cls: 1.2072, decode.d3.loss_mask: 0.8527, decode.d3.loss_dice: 1.2994, decode.d4.loss_cls: 1.1824, decode.d4.loss_mask: 0.8533, decode.d4.loss_dice: 1.3020, decode.d5.loss_cls: 1.1672, decode.d5.loss_mask: 0.8505, decode.d5.loss_dice: 1.2990, decode.d6.loss_cls: 1.1604, decode.d6.loss_mask: 0.8517, decode.d6.loss_dice: 1.2917, decode.d7.loss_cls: 1.1551, decode.d7.loss_mask: 0.8495, decode.d7.loss_dice: 1.2940, decode.d8.loss_cls: 1.1596, decode.d8.loss_mask: 0.8484, decode.d8.loss_dice: 1.2971, loss: 36.4891, grad_norm: 117.5773 2023-11-26 13:37:09,972 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:37:09,972 - mmseg - INFO - Iter [14000/160000] lr: 3.481e-06, eta: 15:38:04, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1535, decode.loss_mask: 0.8623, decode.loss_dice: 1.2491, decode.d0.loss_cls: 3.6088, decode.d0.loss_mask: 0.9034, decode.d0.loss_dice: 1.5218, decode.d1.loss_cls: 1.3834, decode.d1.loss_mask: 0.8969, decode.d1.loss_dice: 1.3741, decode.d2.loss_cls: 1.2519, decode.d2.loss_mask: 0.8783, decode.d2.loss_dice: 1.3061, decode.d3.loss_cls: 1.2034, decode.d3.loss_mask: 0.8743, decode.d3.loss_dice: 1.2649, decode.d4.loss_cls: 1.1853, decode.d4.loss_mask: 0.8709, decode.d4.loss_dice: 1.2706, decode.d5.loss_cls: 1.1677, decode.d5.loss_mask: 0.8768, decode.d5.loss_dice: 1.2579, decode.d6.loss_cls: 1.1520, decode.d6.loss_mask: 0.8703, decode.d6.loss_dice: 1.2457, decode.d7.loss_cls: 1.1452, decode.d7.loss_mask: 0.8650, decode.d7.loss_dice: 1.2546, decode.d8.loss_cls: 1.1493, decode.d8.loss_mask: 0.8656, decode.d8.loss_dice: 1.2550, loss: 36.1642, grad_norm: 124.8043 2023-11-26 13:37:28,218 - mmseg - INFO - Iter [14050/160000] lr: 3.480e-06, eta: 15:37:34, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1919, decode.loss_mask: 0.8319, decode.loss_dice: 1.2861, decode.d0.loss_cls: 3.6745, decode.d0.loss_mask: 0.8763, decode.d0.loss_dice: 1.5659, decode.d1.loss_cls: 1.4138, decode.d1.loss_mask: 0.8666, decode.d1.loss_dice: 1.4012, decode.d2.loss_cls: 1.2702, decode.d2.loss_mask: 0.8474, decode.d2.loss_dice: 1.3271, decode.d3.loss_cls: 1.2288, decode.d3.loss_mask: 0.8338, decode.d3.loss_dice: 1.2986, decode.d4.loss_cls: 1.2008, decode.d4.loss_mask: 0.8325, decode.d4.loss_dice: 1.3009, decode.d5.loss_cls: 1.1982, decode.d5.loss_mask: 0.8292, decode.d5.loss_dice: 1.3016, decode.d6.loss_cls: 1.1968, decode.d6.loss_mask: 0.8327, decode.d6.loss_dice: 1.2765, decode.d7.loss_cls: 1.1828, decode.d7.loss_mask: 0.8345, decode.d7.loss_dice: 1.2836, decode.d8.loss_cls: 1.1899, decode.d8.loss_mask: 0.8387, decode.d8.loss_dice: 1.2855, loss: 36.4983, grad_norm: 113.7365 2023-11-26 13:37:47,007 - mmseg - INFO - Iter [14100/160000] lr: 3.479e-06, eta: 15:37:10, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1083, decode.loss_mask: 0.8634, decode.loss_dice: 1.2522, decode.d0.loss_cls: 3.5836, decode.d0.loss_mask: 0.9022, decode.d0.loss_dice: 1.5162, decode.d1.loss_cls: 1.3541, decode.d1.loss_mask: 0.8888, decode.d1.loss_dice: 1.3713, decode.d2.loss_cls: 1.1775, decode.d2.loss_mask: 0.8736, decode.d2.loss_dice: 1.2987, decode.d3.loss_cls: 1.1408, decode.d3.loss_mask: 0.8651, decode.d3.loss_dice: 1.2679, decode.d4.loss_cls: 1.1286, decode.d4.loss_mask: 0.8649, decode.d4.loss_dice: 1.2684, decode.d5.loss_cls: 1.1164, decode.d5.loss_mask: 0.8691, decode.d5.loss_dice: 1.2678, decode.d6.loss_cls: 1.1114, decode.d6.loss_mask: 0.8665, decode.d6.loss_dice: 1.2525, decode.d7.loss_cls: 1.1124, decode.d7.loss_mask: 0.8640, decode.d7.loss_dice: 1.2515, decode.d8.loss_cls: 1.1123, decode.d8.loss_mask: 0.8608, decode.d8.loss_dice: 1.2535, loss: 35.6636, grad_norm: 131.8420 2023-11-26 13:38:05,323 - mmseg - INFO - Iter [14150/160000] lr: 3.478e-06, eta: 15:36:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1284, decode.loss_mask: 0.8400, decode.loss_dice: 1.2471, decode.d0.loss_cls: 3.6220, decode.d0.loss_mask: 0.8736, decode.d0.loss_dice: 1.5205, decode.d1.loss_cls: 1.3458, decode.d1.loss_mask: 0.8860, decode.d1.loss_dice: 1.3668, decode.d2.loss_cls: 1.2156, decode.d2.loss_mask: 0.8584, decode.d2.loss_dice: 1.2921, decode.d3.loss_cls: 1.1845, decode.d3.loss_mask: 0.8457, decode.d3.loss_dice: 1.2545, decode.d4.loss_cls: 1.1596, decode.d4.loss_mask: 0.8400, decode.d4.loss_dice: 1.2544, decode.d5.loss_cls: 1.1481, decode.d5.loss_mask: 0.8394, decode.d5.loss_dice: 1.2544, decode.d6.loss_cls: 1.1346, decode.d6.loss_mask: 0.8402, decode.d6.loss_dice: 1.2442, decode.d7.loss_cls: 1.1143, decode.d7.loss_mask: 0.8435, decode.d7.loss_dice: 1.2476, decode.d8.loss_cls: 1.1240, decode.d8.loss_mask: 0.8450, decode.d8.loss_dice: 1.2477, loss: 35.6182, grad_norm: 119.4026 2023-11-26 13:38:23,613 - mmseg - INFO - Iter [14200/160000] lr: 3.477e-06, eta: 15:36:12, time: 0.366, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1891, decode.loss_mask: 0.8391, decode.loss_dice: 1.2889, decode.d0.loss_cls: 3.6543, decode.d0.loss_mask: 0.8774, decode.d0.loss_dice: 1.5759, decode.d1.loss_cls: 1.4051, decode.d1.loss_mask: 0.8771, decode.d1.loss_dice: 1.4188, decode.d2.loss_cls: 1.2707, decode.d2.loss_mask: 0.8579, decode.d2.loss_dice: 1.3507, decode.d3.loss_cls: 1.2331, decode.d3.loss_mask: 0.8417, decode.d3.loss_dice: 1.3111, decode.d4.loss_cls: 1.2072, decode.d4.loss_mask: 0.8434, decode.d4.loss_dice: 1.3148, decode.d5.loss_cls: 1.1777, decode.d5.loss_mask: 0.8463, decode.d5.loss_dice: 1.3141, decode.d6.loss_cls: 1.1873, decode.d6.loss_mask: 0.8408, decode.d6.loss_dice: 1.2970, decode.d7.loss_cls: 1.1791, decode.d7.loss_mask: 0.8373, decode.d7.loss_dice: 1.2919, decode.d8.loss_cls: 1.1892, decode.d8.loss_mask: 0.8392, decode.d8.loss_dice: 1.2952, loss: 36.6512, grad_norm: 122.6758 2023-11-26 13:38:42,284 - mmseg - INFO - Iter [14250/160000] lr: 3.475e-06, eta: 15:35:46, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1429, decode.loss_mask: 0.8548, decode.loss_dice: 1.2622, decode.d0.loss_cls: 3.6399, decode.d0.loss_mask: 0.8914, decode.d0.loss_dice: 1.5255, decode.d1.loss_cls: 1.3883, decode.d1.loss_mask: 0.8839, decode.d1.loss_dice: 1.3787, decode.d2.loss_cls: 1.2345, decode.d2.loss_mask: 0.8624, decode.d2.loss_dice: 1.3140, decode.d3.loss_cls: 1.1944, decode.d3.loss_mask: 0.8523, decode.d3.loss_dice: 1.2687, decode.d4.loss_cls: 1.1782, decode.d4.loss_mask: 0.8561, decode.d4.loss_dice: 1.2715, decode.d5.loss_cls: 1.1564, decode.d5.loss_mask: 0.8555, decode.d5.loss_dice: 1.2736, decode.d6.loss_cls: 1.1469, decode.d6.loss_mask: 0.8593, decode.d6.loss_dice: 1.2553, decode.d7.loss_cls: 1.1400, decode.d7.loss_mask: 0.8609, decode.d7.loss_dice: 1.2584, decode.d8.loss_cls: 1.1377, decode.d8.loss_mask: 0.8625, decode.d8.loss_dice: 1.2584, loss: 36.0646, grad_norm: 125.0191 2023-11-26 13:39:00,839 - mmseg - INFO - Iter [14300/160000] lr: 3.474e-06, eta: 15:35:20, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1788, decode.loss_mask: 0.8893, decode.loss_dice: 1.2939, decode.d0.loss_cls: 3.6649, decode.d0.loss_mask: 0.9300, decode.d0.loss_dice: 1.5555, decode.d1.loss_cls: 1.4168, decode.d1.loss_mask: 0.9301, decode.d1.loss_dice: 1.4104, decode.d2.loss_cls: 1.2872, decode.d2.loss_mask: 0.9145, decode.d2.loss_dice: 1.3469, decode.d3.loss_cls: 1.2422, decode.d3.loss_mask: 0.9020, decode.d3.loss_dice: 1.3078, decode.d4.loss_cls: 1.2270, decode.d4.loss_mask: 0.8968, decode.d4.loss_dice: 1.3083, decode.d5.loss_cls: 1.1994, decode.d5.loss_mask: 0.8978, decode.d5.loss_dice: 1.3058, decode.d6.loss_cls: 1.1918, decode.d6.loss_mask: 0.8875, decode.d6.loss_dice: 1.2906, decode.d7.loss_cls: 1.1864, decode.d7.loss_mask: 0.8837, decode.d7.loss_dice: 1.2961, decode.d8.loss_cls: 1.1797, decode.d8.loss_mask: 0.8908, decode.d8.loss_dice: 1.2973, loss: 37.2091, grad_norm: 125.2751 2023-11-26 13:39:19,226 - mmseg - INFO - Iter [14350/160000] lr: 3.473e-06, eta: 15:34:51, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1335, decode.loss_mask: 0.8590, decode.loss_dice: 1.2731, decode.d0.loss_cls: 3.5008, decode.d0.loss_mask: 0.8913, decode.d0.loss_dice: 1.5083, decode.d1.loss_cls: 1.3563, decode.d1.loss_mask: 0.8930, decode.d1.loss_dice: 1.3734, decode.d2.loss_cls: 1.2248, decode.d2.loss_mask: 0.8753, decode.d2.loss_dice: 1.3046, decode.d3.loss_cls: 1.1740, decode.d3.loss_mask: 0.8646, decode.d3.loss_dice: 1.2793, decode.d4.loss_cls: 1.1488, decode.d4.loss_mask: 0.8681, decode.d4.loss_dice: 1.2863, decode.d5.loss_cls: 1.1462, decode.d5.loss_mask: 0.8606, decode.d5.loss_dice: 1.2791, decode.d6.loss_cls: 1.1312, decode.d6.loss_mask: 0.8658, decode.d6.loss_dice: 1.2666, decode.d7.loss_cls: 1.1298, decode.d7.loss_mask: 0.8645, decode.d7.loss_dice: 1.2671, decode.d8.loss_cls: 1.1303, decode.d8.loss_mask: 0.8633, decode.d8.loss_dice: 1.2701, loss: 35.8893, grad_norm: 127.9339 2023-11-26 13:39:37,595 - mmseg - INFO - Iter [14400/160000] lr: 3.472e-06, eta: 15:34:24, time: 0.369, data_time: 0.011, memory: 36416, decode.loss_cls: 1.1234, decode.loss_mask: 0.8520, decode.loss_dice: 1.2792, decode.d0.loss_cls: 3.5905, decode.d0.loss_mask: 0.8854, decode.d0.loss_dice: 1.5534, decode.d1.loss_cls: 1.3854, decode.d1.loss_mask: 0.8807, decode.d1.loss_dice: 1.4005, decode.d2.loss_cls: 1.2423, decode.d2.loss_mask: 0.8597, decode.d2.loss_dice: 1.3266, decode.d3.loss_cls: 1.1979, decode.d3.loss_mask: 0.8502, decode.d3.loss_dice: 1.2970, decode.d4.loss_cls: 1.1722, decode.d4.loss_mask: 0.8519, decode.d4.loss_dice: 1.2993, decode.d5.loss_cls: 1.1483, decode.d5.loss_mask: 0.8510, decode.d5.loss_dice: 1.2968, decode.d6.loss_cls: 1.1503, decode.d6.loss_mask: 0.8433, decode.d6.loss_dice: 1.2844, decode.d7.loss_cls: 1.1379, decode.d7.loss_mask: 0.8437, decode.d7.loss_dice: 1.2810, decode.d8.loss_cls: 1.1334, decode.d8.loss_mask: 0.8522, decode.d8.loss_dice: 1.2803, loss: 36.1501, grad_norm: 120.9645 2023-11-26 13:39:55,811 - mmseg - INFO - Iter [14450/160000] lr: 3.471e-06, eta: 15:33:54, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1853, decode.loss_mask: 0.8086, decode.loss_dice: 1.2931, decode.d0.loss_cls: 3.7108, decode.d0.loss_mask: 0.8574, decode.d0.loss_dice: 1.5804, decode.d1.loss_cls: 1.4094, decode.d1.loss_mask: 0.8622, decode.d1.loss_dice: 1.4165, decode.d2.loss_cls: 1.2698, decode.d2.loss_mask: 0.8324, decode.d2.loss_dice: 1.3418, decode.d3.loss_cls: 1.2281, decode.d3.loss_mask: 0.8255, decode.d3.loss_dice: 1.3059, decode.d4.loss_cls: 1.2041, decode.d4.loss_mask: 0.8296, decode.d4.loss_dice: 1.3086, decode.d5.loss_cls: 1.2062, decode.d5.loss_mask: 0.8214, decode.d5.loss_dice: 1.3010, decode.d6.loss_cls: 1.1899, decode.d6.loss_mask: 0.8176, decode.d6.loss_dice: 1.2901, decode.d7.loss_cls: 1.1833, decode.d7.loss_mask: 0.8156, decode.d7.loss_dice: 1.2883, decode.d8.loss_cls: 1.1816, decode.d8.loss_mask: 0.8132, decode.d8.loss_dice: 1.2876, loss: 36.4654, grad_norm: 112.0240 2023-11-26 13:40:14,005 - mmseg - INFO - Iter [14500/160000] lr: 3.469e-06, eta: 15:33:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1072, decode.loss_mask: 0.8492, decode.loss_dice: 1.2352, decode.d0.loss_cls: 3.5450, decode.d0.loss_mask: 0.8795, decode.d0.loss_dice: 1.4942, decode.d1.loss_cls: 1.3381, decode.d1.loss_mask: 0.8851, decode.d1.loss_dice: 1.3604, decode.d2.loss_cls: 1.1944, decode.d2.loss_mask: 0.8639, decode.d2.loss_dice: 1.2855, decode.d3.loss_cls: 1.1430, decode.d3.loss_mask: 0.8614, decode.d3.loss_dice: 1.2580, decode.d4.loss_cls: 1.1341, decode.d4.loss_mask: 0.8572, decode.d4.loss_dice: 1.2549, decode.d5.loss_cls: 1.1361, decode.d5.loss_mask: 0.8560, decode.d5.loss_dice: 1.2467, decode.d6.loss_cls: 1.1127, decode.d6.loss_mask: 0.8560, decode.d6.loss_dice: 1.2277, decode.d7.loss_cls: 1.1092, decode.d7.loss_mask: 0.8583, decode.d7.loss_dice: 1.2348, decode.d8.loss_cls: 1.1068, decode.d8.loss_mask: 0.8589, decode.d8.loss_dice: 1.2384, loss: 35.3880, grad_norm: 124.6967 2023-11-26 13:40:32,188 - mmseg - INFO - Iter [14550/160000] lr: 3.468e-06, eta: 15:32:54, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1481, decode.loss_mask: 0.8397, decode.loss_dice: 1.2920, decode.d0.loss_cls: 3.5568, decode.d0.loss_mask: 0.8737, decode.d0.loss_dice: 1.5534, decode.d1.loss_cls: 1.3877, decode.d1.loss_mask: 0.8696, decode.d1.loss_dice: 1.3910, decode.d2.loss_cls: 1.2402, decode.d2.loss_mask: 0.8504, decode.d2.loss_dice: 1.3214, decode.d3.loss_cls: 1.1932, decode.d3.loss_mask: 0.8450, decode.d3.loss_dice: 1.2990, decode.d4.loss_cls: 1.1686, decode.d4.loss_mask: 0.8479, decode.d4.loss_dice: 1.2986, decode.d5.loss_cls: 1.1676, decode.d5.loss_mask: 0.8390, decode.d5.loss_dice: 1.2998, decode.d6.loss_cls: 1.1615, decode.d6.loss_mask: 0.8365, decode.d6.loss_dice: 1.2859, decode.d7.loss_cls: 1.1573, decode.d7.loss_mask: 0.8375, decode.d7.loss_dice: 1.2916, decode.d8.loss_cls: 1.1494, decode.d8.loss_mask: 0.8361, decode.d8.loss_dice: 1.2874, loss: 36.1258, grad_norm: 125.0181 2023-11-26 13:40:50,345 - mmseg - INFO - Iter [14600/160000] lr: 3.467e-06, eta: 15:32:24, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1475, decode.loss_mask: 0.8335, decode.loss_dice: 1.2630, decode.d0.loss_cls: 3.5893, decode.d0.loss_mask: 0.8778, decode.d0.loss_dice: 1.5419, decode.d1.loss_cls: 1.4022, decode.d1.loss_mask: 0.8695, decode.d1.loss_dice: 1.3784, decode.d2.loss_cls: 1.2551, decode.d2.loss_mask: 0.8504, decode.d2.loss_dice: 1.3198, decode.d3.loss_cls: 1.2022, decode.d3.loss_mask: 0.8403, decode.d3.loss_dice: 1.2817, decode.d4.loss_cls: 1.1759, decode.d4.loss_mask: 0.8483, decode.d4.loss_dice: 1.2841, decode.d5.loss_cls: 1.1615, decode.d5.loss_mask: 0.8453, decode.d5.loss_dice: 1.2856, decode.d6.loss_cls: 1.1448, decode.d6.loss_mask: 0.8438, decode.d6.loss_dice: 1.2684, decode.d7.loss_cls: 1.1511, decode.d7.loss_mask: 0.8401, decode.d7.loss_dice: 1.2714, decode.d8.loss_cls: 1.1446, decode.d8.loss_mask: 0.8375, decode.d8.loss_dice: 1.2682, loss: 36.0232, grad_norm: 118.1391 2023-11-26 13:41:08,563 - mmseg - INFO - Iter [14650/160000] lr: 3.466e-06, eta: 15:31:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1405, decode.loss_mask: 0.8800, decode.loss_dice: 1.2626, decode.d0.loss_cls: 3.6031, decode.d0.loss_mask: 0.9187, decode.d0.loss_dice: 1.5371, decode.d1.loss_cls: 1.3562, decode.d1.loss_mask: 0.9123, decode.d1.loss_dice: 1.4010, decode.d2.loss_cls: 1.2248, decode.d2.loss_mask: 0.8935, decode.d2.loss_dice: 1.3226, decode.d3.loss_cls: 1.1765, decode.d3.loss_mask: 0.8929, decode.d3.loss_dice: 1.2869, decode.d4.loss_cls: 1.1586, decode.d4.loss_mask: 0.8833, decode.d4.loss_dice: 1.2882, decode.d5.loss_cls: 1.1613, decode.d5.loss_mask: 0.8787, decode.d5.loss_dice: 1.2833, decode.d6.loss_cls: 1.1480, decode.d6.loss_mask: 0.8808, decode.d6.loss_dice: 1.2638, decode.d7.loss_cls: 1.1357, decode.d7.loss_mask: 0.8789, decode.d7.loss_dice: 1.2656, decode.d8.loss_cls: 1.1330, decode.d8.loss_mask: 0.8833, decode.d8.loss_dice: 1.2623, loss: 36.3132, grad_norm: 124.6181 2023-11-26 13:41:28,205 - mmseg - INFO - Iter [14700/160000] lr: 3.465e-06, eta: 15:31:39, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1997, decode.loss_mask: 0.8093, decode.loss_dice: 1.2861, decode.d0.loss_cls: 3.6884, decode.d0.loss_mask: 0.8667, decode.d0.loss_dice: 1.5762, decode.d1.loss_cls: 1.4229, decode.d1.loss_mask: 0.8425, decode.d1.loss_dice: 1.4104, decode.d2.loss_cls: 1.2697, decode.d2.loss_mask: 0.8208, decode.d2.loss_dice: 1.3395, decode.d3.loss_cls: 1.2206, decode.d3.loss_mask: 0.8176, decode.d3.loss_dice: 1.3157, decode.d4.loss_cls: 1.2085, decode.d4.loss_mask: 0.8153, decode.d4.loss_dice: 1.3088, decode.d5.loss_cls: 1.2006, decode.d5.loss_mask: 0.8096, decode.d5.loss_dice: 1.3023, decode.d6.loss_cls: 1.1824, decode.d6.loss_mask: 0.8156, decode.d6.loss_dice: 1.2943, decode.d7.loss_cls: 1.1825, decode.d7.loss_mask: 0.8132, decode.d7.loss_dice: 1.2968, decode.d8.loss_cls: 1.1856, decode.d8.loss_mask: 0.8118, decode.d8.loss_dice: 1.2881, loss: 36.4014, grad_norm: 109.7283 2023-11-26 13:41:47,040 - mmseg - INFO - Iter [14750/160000] lr: 3.464e-06, eta: 15:31:16, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1555, decode.loss_mask: 0.8240, decode.loss_dice: 1.2653, decode.d0.loss_cls: 3.6246, decode.d0.loss_mask: 0.8580, decode.d0.loss_dice: 1.5340, decode.d1.loss_cls: 1.3722, decode.d1.loss_mask: 0.8637, decode.d1.loss_dice: 1.3898, decode.d2.loss_cls: 1.2440, decode.d2.loss_mask: 0.8396, decode.d2.loss_dice: 1.3223, decode.d3.loss_cls: 1.2054, decode.d3.loss_mask: 0.8293, decode.d3.loss_dice: 1.2826, decode.d4.loss_cls: 1.1827, decode.d4.loss_mask: 0.8243, decode.d4.loss_dice: 1.2725, decode.d5.loss_cls: 1.1806, decode.d5.loss_mask: 0.8252, decode.d5.loss_dice: 1.2728, decode.d6.loss_cls: 1.1699, decode.d6.loss_mask: 0.8204, decode.d6.loss_dice: 1.2581, decode.d7.loss_cls: 1.1628, decode.d7.loss_mask: 0.8251, decode.d7.loss_dice: 1.2593, decode.d8.loss_cls: 1.1580, decode.d8.loss_mask: 0.8247, decode.d8.loss_dice: 1.2610, loss: 35.9077, grad_norm: 129.6449 2023-11-26 13:42:05,856 - mmseg - INFO - Iter [14800/160000] lr: 3.462e-06, eta: 15:30:53, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1486, decode.loss_mask: 0.8377, decode.loss_dice: 1.2575, decode.d0.loss_cls: 3.6527, decode.d0.loss_mask: 0.8604, decode.d0.loss_dice: 1.5260, decode.d1.loss_cls: 1.3602, decode.d1.loss_mask: 0.8704, decode.d1.loss_dice: 1.3716, decode.d2.loss_cls: 1.2248, decode.d2.loss_mask: 0.8473, decode.d2.loss_dice: 1.3079, decode.d3.loss_cls: 1.1832, decode.d3.loss_mask: 0.8420, decode.d3.loss_dice: 1.2616, decode.d4.loss_cls: 1.1695, decode.d4.loss_mask: 0.8390, decode.d4.loss_dice: 1.2719, decode.d5.loss_cls: 1.1646, decode.d5.loss_mask: 0.8411, decode.d5.loss_dice: 1.2657, decode.d6.loss_cls: 1.1479, decode.d6.loss_mask: 0.8323, decode.d6.loss_dice: 1.2493, decode.d7.loss_cls: 1.1455, decode.d7.loss_mask: 0.8324, decode.d7.loss_dice: 1.2587, decode.d8.loss_cls: 1.1419, decode.d8.loss_mask: 0.8317, decode.d8.loss_dice: 1.2617, loss: 35.8049, grad_norm: 128.3604 2023-11-26 13:42:24,197 - mmseg - INFO - Iter [14850/160000] lr: 3.461e-06, eta: 15:30:25, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1353, decode.loss_mask: 0.8502, decode.loss_dice: 1.2727, decode.d0.loss_cls: 3.5685, decode.d0.loss_mask: 0.8913, decode.d0.loss_dice: 1.5459, decode.d1.loss_cls: 1.3502, decode.d1.loss_mask: 0.9002, decode.d1.loss_dice: 1.4034, decode.d2.loss_cls: 1.2262, decode.d2.loss_mask: 0.8703, decode.d2.loss_dice: 1.3243, decode.d3.loss_cls: 1.1708, decode.d3.loss_mask: 0.8577, decode.d3.loss_dice: 1.2963, decode.d4.loss_cls: 1.1644, decode.d4.loss_mask: 0.8577, decode.d4.loss_dice: 1.2900, decode.d5.loss_cls: 1.1561, decode.d5.loss_mask: 0.8609, decode.d5.loss_dice: 1.2887, decode.d6.loss_cls: 1.1395, decode.d6.loss_mask: 0.8581, decode.d6.loss_dice: 1.2673, decode.d7.loss_cls: 1.1349, decode.d7.loss_mask: 0.8561, decode.d7.loss_dice: 1.2706, decode.d8.loss_cls: 1.1371, decode.d8.loss_mask: 0.8546, decode.d8.loss_dice: 1.2767, loss: 36.0760, grad_norm: 128.0967 2023-11-26 13:42:42,422 - mmseg - INFO - Iter [14900/160000] lr: 3.460e-06, eta: 15:29:56, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1628, decode.loss_mask: 0.8366, decode.loss_dice: 1.2509, decode.d0.loss_cls: 3.5519, decode.d0.loss_mask: 0.8842, decode.d0.loss_dice: 1.5131, decode.d1.loss_cls: 1.3618, decode.d1.loss_mask: 0.8772, decode.d1.loss_dice: 1.3730, decode.d2.loss_cls: 1.2498, decode.d2.loss_mask: 0.8528, decode.d2.loss_dice: 1.3051, decode.d3.loss_cls: 1.1926, decode.d3.loss_mask: 0.8390, decode.d3.loss_dice: 1.2788, decode.d4.loss_cls: 1.1775, decode.d4.loss_mask: 0.8406, decode.d4.loss_dice: 1.2747, decode.d5.loss_cls: 1.1720, decode.d5.loss_mask: 0.8419, decode.d5.loss_dice: 1.2713, decode.d6.loss_cls: 1.1644, decode.d6.loss_mask: 0.8390, decode.d6.loss_dice: 1.2551, decode.d7.loss_cls: 1.1514, decode.d7.loss_mask: 0.8386, decode.d7.loss_dice: 1.2565, decode.d8.loss_cls: 1.1501, decode.d8.loss_mask: 0.8462, decode.d8.loss_dice: 1.2608, loss: 35.8696, grad_norm: 137.7102 2023-11-26 13:43:01,880 - mmseg - INFO - Iter [14950/160000] lr: 3.459e-06, eta: 15:29:39, time: 0.389, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1838, decode.loss_mask: 0.8453, decode.loss_dice: 1.2838, decode.d0.loss_cls: 3.6463, decode.d0.loss_mask: 0.8879, decode.d0.loss_dice: 1.5607, decode.d1.loss_cls: 1.4220, decode.d1.loss_mask: 0.8796, decode.d1.loss_dice: 1.4024, decode.d2.loss_cls: 1.2628, decode.d2.loss_mask: 0.8680, decode.d2.loss_dice: 1.3331, decode.d3.loss_cls: 1.2193, decode.d3.loss_mask: 0.8543, decode.d3.loss_dice: 1.2936, decode.d4.loss_cls: 1.2027, decode.d4.loss_mask: 0.8539, decode.d4.loss_dice: 1.2891, decode.d5.loss_cls: 1.1969, decode.d5.loss_mask: 0.8530, decode.d5.loss_dice: 1.2889, decode.d6.loss_cls: 1.1810, decode.d6.loss_mask: 0.8481, decode.d6.loss_dice: 1.2741, decode.d7.loss_cls: 1.1832, decode.d7.loss_mask: 0.8453, decode.d7.loss_dice: 1.2833, decode.d8.loss_cls: 1.1768, decode.d8.loss_mask: 0.8503, decode.d8.loss_dice: 1.2812, loss: 36.5506, grad_norm: 117.4863 2023-11-26 13:43:20,774 - mmseg - INFO - Saving checkpoint at 15000 iterations 2023-11-26 13:43:22,554 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:43:22,555 - mmseg - INFO - Iter [15000/160000] lr: 3.458e-06, eta: 15:29:34, time: 0.414, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1407, decode.loss_mask: 0.8143, decode.loss_dice: 1.2321, decode.d0.loss_cls: 3.5943, decode.d0.loss_mask: 0.8652, decode.d0.loss_dice: 1.5058, decode.d1.loss_cls: 1.3760, decode.d1.loss_mask: 0.8636, decode.d1.loss_dice: 1.3616, decode.d2.loss_cls: 1.2231, decode.d2.loss_mask: 0.8384, decode.d2.loss_dice: 1.2891, decode.d3.loss_cls: 1.1922, decode.d3.loss_mask: 0.8234, decode.d3.loss_dice: 1.2427, decode.d4.loss_cls: 1.1700, decode.d4.loss_mask: 0.8232, decode.d4.loss_dice: 1.2450, decode.d5.loss_cls: 1.1597, decode.d5.loss_mask: 0.8287, decode.d5.loss_dice: 1.2553, decode.d6.loss_cls: 1.1454, decode.d6.loss_mask: 0.8261, decode.d6.loss_dice: 1.2330, decode.d7.loss_cls: 1.1353, decode.d7.loss_mask: 0.8271, decode.d7.loss_dice: 1.2389, decode.d8.loss_cls: 1.1477, decode.d8.loss_mask: 0.8225, decode.d8.loss_dice: 1.2290, loss: 35.4492, grad_norm: 132.4385 2023-11-26 13:43:38,868 - mmseg - INFO - per class results: 2023-11-26 13:43:38,873 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 76.63 | 85.77 | | building | 78.85 | 94.43 | | sky | 94.28 | 96.82 | | floor | 81.18 | 86.23 | | tree | 74.23 | 84.88 | | ceiling | 83.83 | 90.04 | | road | 79.16 | 92.73 | | bed | 86.15 | 94.02 | | windowpane | 60.24 | 80.53 | | grass | 59.66 | 70.26 | | cabinet | 57.99 | 74.98 | | sidewalk | 60.36 | 73.23 | | person | 81.31 | 87.53 | | earth | 31.81 | 39.59 | | door | 45.54 | 62.87 | | table | 50.95 | 68.15 | | mountain | 57.3 | 81.17 | | plant | 53.71 | 74.54 | | curtain | 73.99 | 82.81 | | chair | 48.98 | 67.16 | | car | 84.26 | 92.39 | | water | 48.2 | 57.8 | | painting | 61.33 | 88.47 | | sofa | 56.8 | 72.05 | | shelf | 41.97 | 70.75 | | house | 27.06 | 29.92 | | sea | 52.93 | 84.16 | | mirror | 57.67 | 75.23 | | rug | 61.69 | 76.66 | | field | 22.45 | 55.55 | | armchair | 34.88 | 69.91 | | seat | 55.58 | 73.69 | | fence | 40.96 | 68.1 | | desk | 33.96 | 70.92 | | rock | 27.96 | 37.82 | | wardrobe | 44.51 | 67.08 | | lamp | 61.44 | 72.7 | | bathtub | 71.27 | 85.49 | | railing | 31.81 | 51.71 | | cushion | 54.3 | 64.43 | | base | 14.05 | 23.23 | | box | 22.71 | 34.92 | | column | 45.51 | 55.45 | | signboard | 36.09 | 50.5 | | chest of drawers | 44.0 | 54.49 | | counter | 40.21 | 66.15 | | sand | 32.93 | 47.25 | | sink | 73.52 | 80.19 | | skyscraper | 23.48 | 25.0 | | fireplace | 67.76 | 84.17 | | refrigerator | 61.36 | 79.35 | | grandstand | 50.16 | 72.56 | | path | 12.28 | 17.78 | | stairs | 11.74 | 13.86 | | runway | 50.0 | 57.6 | | case | 50.02 | 58.82 | | pool table | 93.26 | 97.37 | | pillow | 59.99 | 73.96 | | screen door | 65.55 | 79.59 | | stairway | 22.69 | 44.57 | | river | 14.8 | 26.21 | | bridge | 71.3 | 87.04 | | bookcase | 34.9 | 44.41 | | blind | 36.1 | 38.78 | | coffee table | 56.03 | 76.42 | | toilet | 87.36 | 92.92 | | flower | 37.01 | 45.02 | | book | 50.25 | 67.27 | | hill | 7.31 | 13.16 | | bench | 43.1 | 54.34 | | countertop | 47.14 | 70.36 | | stove | 73.18 | 84.88 | | palm | 48.41 | 70.15 | | kitchen island | 32.48 | 51.17 | | computer | 58.08 | 61.92 | | swivel chair | 39.95 | 56.45 | | boat | 74.13 | 89.75 | | bar | 8.85 | 9.61 | | arcade machine | 9.6 | 18.19 | | hovel | 0.0 | 0.0 | | bus | 73.93 | 96.75 | | towel | 63.41 | 75.0 | | light | 55.63 | 67.08 | | truck | 38.68 | 54.82 | | tower | 2.55 | 3.04 | | chandelier | 57.63 | 80.29 | | awning | 26.4 | 33.11 | | streetlight | 28.46 | 36.32 | | booth | 0.0 | 0.0 | | television receiver | 67.51 | 82.43 | | airplane | 54.1 | 65.55 | | dirt track | 0.0 | 0.0 | | apparel | 27.57 | 52.39 | | pole | 31.88 | 54.22 | | land | 0.23 | 0.26 | | bannister | 8.34 | 11.97 | | escalator | 1.29 | 1.31 | | ottoman | 49.04 | 70.79 | | bottle | 23.27 | 30.55 | | buffet | 10.74 | 10.8 | | poster | 6.93 | 8.14 | | stage | 7.17 | 12.72 | | van | 45.45 | 66.07 | | ship | 0.5 | 0.5 | | fountain | 19.55 | 21.67 | | conveyer belt | 0.0 | 0.0 | | canopy | 20.37 | 20.89 | | washer | 73.0 | 74.41 | | plaything | 18.62 | 24.02 | | swimming pool | 16.55 | 39.93 | | stool | 40.08 | 55.49 | | barrel | 40.46 | 40.49 | | basket | 24.24 | 32.17 | | waterfall | 65.49 | 90.16 | | tent | 96.54 | 98.08 | | bag | 15.7 | 23.57 | | minibike | 72.48 | 85.38 | | cradle | 84.89 | 97.75 | | oven | 21.76 | 27.65 | | ball | 20.41 | 27.04 | | food | 63.52 | 75.53 | | step | 0.0 | 0.0 | | tank | 0.0 | 0.0 | | trade name | 34.74 | 47.73 | | microwave | 40.08 | 44.24 | | pot | 42.48 | 53.96 | | animal | 56.79 | 70.02 | | bicycle | 55.29 | 88.65 | | lake | 0.0 | 0.0 | | dishwasher | 64.98 | 76.9 | | screen | 61.34 | 88.84 | | blanket | 13.9 | 17.1 | | sculpture | 48.83 | 76.61 | | hood | 55.62 | 58.11 | | sconce | 32.79 | 59.48 | | vase | 39.22 | 53.8 | | traffic light | 26.6 | 48.19 | | tray | 11.19 | 20.97 | | ashcan | 31.83 | 69.68 | | fan | 54.65 | 68.04 | | pier | 9.52 | 11.19 | | crt screen | 2.87 | 8.79 | | plate | 57.81 | 69.21 | | monitor | 0.0 | 0.0 | | bulletin board | 34.58 | 36.73 | | shower | 3.5 | 3.83 | | radiator | 50.11 | 79.0 | | glass | 18.23 | 23.07 | | clock | 26.46 | 37.78 | | flag | 46.21 | 51.78 | +---------------------+-------+-------+ 2023-11-26 13:43:38,873 - mmseg - INFO - Summary: 2023-11-26 13:43:38,873 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.69 | 42.06 | 54.26 | +-------+-------+-------+ 2023-11-26 13:43:38,918 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_10000.pth was removed 2023-11-26 13:43:40,380 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_15000.pth. 2023-11-26 13:43:40,380 - mmseg - INFO - Best mIoU is 0.4206 at 15000 iter. 2023-11-26 13:43:40,381 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:43:40,381 - mmseg - INFO - Iter(val) [250] aAcc: 0.8069, mIoU: 0.4206, mAcc: 0.5426, IoU.wall: 0.7663, IoU.building: 0.7885, IoU.sky: 0.9428, IoU.floor: 0.8118, IoU.tree: 0.7423, IoU.ceiling: 0.8383, IoU.road: 0.7916, IoU.bed : 0.8615, IoU.windowpane: 0.6024, IoU.grass: 0.5966, IoU.cabinet: 0.5799, IoU.sidewalk: 0.6036, IoU.person: 0.8131, IoU.earth: 0.3181, IoU.door: 0.4554, IoU.table: 0.5095, IoU.mountain: 0.5730, IoU.plant: 0.5371, IoU.curtain: 0.7399, IoU.chair: 0.4898, IoU.car: 0.8426, IoU.water: 0.4820, IoU.painting: 0.6133, IoU.sofa: 0.5680, IoU.shelf: 0.4197, IoU.house: 0.2706, IoU.sea: 0.5293, IoU.mirror: 0.5767, IoU.rug: 0.6169, IoU.field: 0.2245, IoU.armchair: 0.3488, IoU.seat: 0.5558, IoU.fence: 0.4096, IoU.desk: 0.3396, IoU.rock: 0.2796, IoU.wardrobe: 0.4451, IoU.lamp: 0.6144, IoU.bathtub: 0.7127, IoU.railing: 0.3181, IoU.cushion: 0.5430, IoU.base: 0.1405, IoU.box: 0.2271, IoU.column: 0.4551, IoU.signboard: 0.3609, IoU.chest of drawers: 0.4400, IoU.counter: 0.4021, IoU.sand: 0.3293, IoU.sink: 0.7352, IoU.skyscraper: 0.2348, IoU.fireplace: 0.6776, IoU.refrigerator: 0.6136, IoU.grandstand: 0.5016, IoU.path: 0.1228, IoU.stairs: 0.1174, IoU.runway: 0.5000, IoU.case: 0.5002, IoU.pool table: 0.9326, IoU.pillow: 0.5999, IoU.screen door: 0.6555, IoU.stairway: 0.2269, IoU.river: 0.1480, IoU.bridge: 0.7130, IoU.bookcase: 0.3490, IoU.blind: 0.3610, IoU.coffee table: 0.5603, IoU.toilet: 0.8736, IoU.flower: 0.3701, IoU.book: 0.5025, IoU.hill: 0.0731, IoU.bench: 0.4310, IoU.countertop: 0.4714, IoU.stove: 0.7318, IoU.palm: 0.4841, IoU.kitchen island: 0.3248, IoU.computer: 0.5808, IoU.swivel chair: 0.3995, IoU.boat: 0.7413, IoU.bar: 0.0885, IoU.arcade machine: 0.0960, IoU.hovel: 0.0000, IoU.bus: 0.7393, IoU.towel: 0.6341, IoU.light: 0.5563, IoU.truck: 0.3868, IoU.tower: 0.0255, IoU.chandelier: 0.5763, IoU.awning: 0.2640, IoU.streetlight: 0.2846, IoU.booth: 0.0000, IoU.television receiver: 0.6751, IoU.airplane: 0.5410, IoU.dirt track: 0.0000, IoU.apparel: 0.2757, IoU.pole: 0.3188, IoU.land: 0.0023, IoU.bannister: 0.0834, IoU.escalator: 0.0129, IoU.ottoman: 0.4904, IoU.bottle: 0.2327, IoU.buffet: 0.1074, IoU.poster: 0.0693, IoU.stage: 0.0717, IoU.van: 0.4545, IoU.ship: 0.0050, IoU.fountain: 0.1955, IoU.conveyer belt: 0.0000, IoU.canopy: 0.2037, IoU.washer: 0.7300, IoU.plaything: 0.1862, IoU.swimming pool: 0.1655, IoU.stool: 0.4008, IoU.barrel: 0.4046, IoU.basket: 0.2424, IoU.waterfall: 0.6549, IoU.tent: 0.9654, IoU.bag: 0.1570, IoU.minibike: 0.7248, IoU.cradle: 0.8489, IoU.oven: 0.2176, IoU.ball: 0.2041, IoU.food: 0.6352, IoU.step: 0.0000, IoU.tank: 0.0000, IoU.trade name: 0.3474, IoU.microwave: 0.4008, IoU.pot: 0.4248, IoU.animal: 0.5679, IoU.bicycle: 0.5529, IoU.lake: 0.0000, IoU.dishwasher: 0.6498, IoU.screen: 0.6134, IoU.blanket: 0.1390, IoU.sculpture: 0.4883, IoU.hood: 0.5562, IoU.sconce: 0.3279, IoU.vase: 0.3922, IoU.traffic light: 0.2660, IoU.tray: 0.1119, IoU.ashcan: 0.3183, IoU.fan: 0.5465, IoU.pier: 0.0952, IoU.crt screen: 0.0287, IoU.plate: 0.5781, IoU.monitor: 0.0000, IoU.bulletin board: 0.3458, IoU.shower: 0.0350, IoU.radiator: 0.5011, IoU.glass: 0.1823, IoU.clock: 0.2646, IoU.flag: 0.4621, Acc.wall: 0.8577, Acc.building: 0.9443, Acc.sky: 0.9682, Acc.floor: 0.8623, Acc.tree: 0.8488, Acc.ceiling: 0.9004, Acc.road: 0.9273, Acc.bed : 0.9402, Acc.windowpane: 0.8053, Acc.grass: 0.7026, Acc.cabinet: 0.7498, Acc.sidewalk: 0.7323, Acc.person: 0.8753, Acc.earth: 0.3959, Acc.door: 0.6287, Acc.table: 0.6815, Acc.mountain: 0.8117, Acc.plant: 0.7454, Acc.curtain: 0.8281, Acc.chair: 0.6716, Acc.car: 0.9239, Acc.water: 0.5780, Acc.painting: 0.8847, Acc.sofa: 0.7205, Acc.shelf: 0.7075, Acc.house: 0.2992, Acc.sea: 0.8416, Acc.mirror: 0.7523, Acc.rug: 0.7666, Acc.field: 0.5555, Acc.armchair: 0.6991, Acc.seat: 0.7369, Acc.fence: 0.6810, Acc.desk: 0.7092, Acc.rock: 0.3782, Acc.wardrobe: 0.6708, Acc.lamp: 0.7270, Acc.bathtub: 0.8549, Acc.railing: 0.5171, Acc.cushion: 0.6443, Acc.base: 0.2323, Acc.box: 0.3492, Acc.column: 0.5545, Acc.signboard: 0.5050, Acc.chest of drawers: 0.5449, Acc.counter: 0.6615, Acc.sand: 0.4725, Acc.sink: 0.8019, Acc.skyscraper: 0.2500, Acc.fireplace: 0.8417, Acc.refrigerator: 0.7935, Acc.grandstand: 0.7256, Acc.path: 0.1778, Acc.stairs: 0.1386, Acc.runway: 0.5760, Acc.case: 0.5882, Acc.pool table: 0.9737, Acc.pillow: 0.7396, Acc.screen door: 0.7959, Acc.stairway: 0.4457, Acc.river: 0.2621, Acc.bridge: 0.8704, Acc.bookcase: 0.4441, Acc.blind: 0.3878, Acc.coffee table: 0.7642, Acc.toilet: 0.9292, Acc.flower: 0.4502, Acc.book: 0.6727, Acc.hill: 0.1316, Acc.bench: 0.5434, Acc.countertop: 0.7036, Acc.stove: 0.8488, Acc.palm: 0.7015, Acc.kitchen island: 0.5117, Acc.computer: 0.6192, Acc.swivel chair: 0.5645, Acc.boat: 0.8975, Acc.bar: 0.0961, Acc.arcade machine: 0.1819, Acc.hovel: 0.0000, Acc.bus: 0.9675, Acc.towel: 0.7500, Acc.light: 0.6708, Acc.truck: 0.5482, Acc.tower: 0.0304, Acc.chandelier: 0.8029, Acc.awning: 0.3311, Acc.streetlight: 0.3632, Acc.booth: 0.0000, Acc.television receiver: 0.8243, Acc.airplane: 0.6555, Acc.dirt track: 0.0000, Acc.apparel: 0.5239, Acc.pole: 0.5422, Acc.land: 0.0026, Acc.bannister: 0.1197, Acc.escalator: 0.0131, Acc.ottoman: 0.7079, Acc.bottle: 0.3055, Acc.buffet: 0.1080, Acc.poster: 0.0814, Acc.stage: 0.1272, Acc.van: 0.6607, Acc.ship: 0.0050, Acc.fountain: 0.2167, Acc.conveyer belt: 0.0000, Acc.canopy: 0.2089, Acc.washer: 0.7441, Acc.plaything: 0.2402, Acc.swimming pool: 0.3993, Acc.stool: 0.5549, Acc.barrel: 0.4049, Acc.basket: 0.3217, Acc.waterfall: 0.9016, Acc.tent: 0.9808, Acc.bag: 0.2357, Acc.minibike: 0.8538, Acc.cradle: 0.9775, Acc.oven: 0.2765, Acc.ball: 0.2704, Acc.food: 0.7553, Acc.step: 0.0000, Acc.tank: 0.0000, Acc.trade name: 0.4773, Acc.microwave: 0.4424, Acc.pot: 0.5396, Acc.animal: 0.7002, Acc.bicycle: 0.8865, Acc.lake: 0.0000, Acc.dishwasher: 0.7690, Acc.screen: 0.8884, Acc.blanket: 0.1710, Acc.sculpture: 0.7661, Acc.hood: 0.5811, Acc.sconce: 0.5948, Acc.vase: 0.5380, Acc.traffic light: 0.4819, Acc.tray: 0.2097, Acc.ashcan: 0.6968, Acc.fan: 0.6804, Acc.pier: 0.1119, Acc.crt screen: 0.0879, Acc.plate: 0.6921, Acc.monitor: 0.0000, Acc.bulletin board: 0.3673, Acc.shower: 0.0383, Acc.radiator: 0.7900, Acc.glass: 0.2307, Acc.clock: 0.3778, Acc.flag: 0.5178 2023-11-26 13:43:58,823 - mmseg - INFO - Iter [15050/160000] lr: 3.456e-06, eta: 15:31:59, time: 0.725, data_time: 0.365, memory: 36416, decode.loss_cls: 1.1344, decode.loss_mask: 0.8296, decode.loss_dice: 1.2776, decode.d0.loss_cls: 3.4843, decode.d0.loss_mask: 0.8698, decode.d0.loss_dice: 1.5263, decode.d1.loss_cls: 1.3549, decode.d1.loss_mask: 0.8711, decode.d1.loss_dice: 1.4014, decode.d2.loss_cls: 1.2225, decode.d2.loss_mask: 0.8453, decode.d2.loss_dice: 1.3228, decode.d3.loss_cls: 1.1723, decode.d3.loss_mask: 0.8363, decode.d3.loss_dice: 1.3015, decode.d4.loss_cls: 1.1567, decode.d4.loss_mask: 0.8324, decode.d4.loss_dice: 1.2935, decode.d5.loss_cls: 1.1455, decode.d5.loss_mask: 0.8328, decode.d5.loss_dice: 1.2960, decode.d6.loss_cls: 1.1506, decode.d6.loss_mask: 0.8279, decode.d6.loss_dice: 1.2739, decode.d7.loss_cls: 1.1375, decode.d7.loss_mask: 0.8275, decode.d7.loss_dice: 1.2788, decode.d8.loss_cls: 1.1311, decode.d8.loss_mask: 0.8310, decode.d8.loss_dice: 1.2790, loss: 35.7442, grad_norm: 130.4361 2023-11-26 13:44:16,991 - mmseg - INFO - Iter [15100/160000] lr: 3.455e-06, eta: 15:31:29, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1598, decode.loss_mask: 0.8330, decode.loss_dice: 1.2331, decode.d0.loss_cls: 3.6418, decode.d0.loss_mask: 0.8619, decode.d0.loss_dice: 1.4997, decode.d1.loss_cls: 1.3794, decode.d1.loss_mask: 0.8645, decode.d1.loss_dice: 1.3596, decode.d2.loss_cls: 1.2423, decode.d2.loss_mask: 0.8377, decode.d2.loss_dice: 1.2836, decode.d3.loss_cls: 1.1979, decode.d3.loss_mask: 0.8321, decode.d3.loss_dice: 1.2453, decode.d4.loss_cls: 1.1823, decode.d4.loss_mask: 0.8332, decode.d4.loss_dice: 1.2428, decode.d5.loss_cls: 1.1801, decode.d5.loss_mask: 0.8257, decode.d5.loss_dice: 1.2360, decode.d6.loss_cls: 1.1653, decode.d6.loss_mask: 0.8272, decode.d6.loss_dice: 1.2286, decode.d7.loss_cls: 1.1607, decode.d7.loss_mask: 0.8311, decode.d7.loss_dice: 1.2331, decode.d8.loss_cls: 1.1582, decode.d8.loss_mask: 0.8284, decode.d8.loss_dice: 1.2364, loss: 35.6406, grad_norm: 116.4897 2023-11-26 13:44:35,378 - mmseg - INFO - Iter [15150/160000] lr: 3.454e-06, eta: 15:31:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1673, decode.loss_mask: 0.8712, decode.loss_dice: 1.2534, decode.d0.loss_cls: 3.5581, decode.d0.loss_mask: 0.9069, decode.d0.loss_dice: 1.5172, decode.d1.loss_cls: 1.3738, decode.d1.loss_mask: 0.9071, decode.d1.loss_dice: 1.3703, decode.d2.loss_cls: 1.2652, decode.d2.loss_mask: 0.8800, decode.d2.loss_dice: 1.2996, decode.d3.loss_cls: 1.2230, decode.d3.loss_mask: 0.8801, decode.d3.loss_dice: 1.2680, decode.d4.loss_cls: 1.2025, decode.d4.loss_mask: 0.8753, decode.d4.loss_dice: 1.2704, decode.d5.loss_cls: 1.2017, decode.d5.loss_mask: 0.8759, decode.d5.loss_dice: 1.2635, decode.d6.loss_cls: 1.1857, decode.d6.loss_mask: 0.8726, decode.d6.loss_dice: 1.2518, decode.d7.loss_cls: 1.1754, decode.d7.loss_mask: 0.8716, decode.d7.loss_dice: 1.2583, decode.d8.loss_cls: 1.1638, decode.d8.loss_mask: 0.8667, decode.d8.loss_dice: 1.2565, loss: 36.3332, grad_norm: 128.2215 2023-11-26 13:44:56,155 - mmseg - INFO - Iter [15200/160000] lr: 3.453e-06, eta: 15:30:56, time: 0.416, data_time: 0.053, memory: 36416, decode.loss_cls: 1.1493, decode.loss_mask: 0.8334, decode.loss_dice: 1.3018, decode.d0.loss_cls: 3.5262, decode.d0.loss_mask: 0.8706, decode.d0.loss_dice: 1.5525, decode.d1.loss_cls: 1.3646, decode.d1.loss_mask: 0.8748, decode.d1.loss_dice: 1.4168, decode.d2.loss_cls: 1.2193, decode.d2.loss_mask: 0.8463, decode.d2.loss_dice: 1.3461, decode.d3.loss_cls: 1.1794, decode.d3.loss_mask: 0.8401, decode.d3.loss_dice: 1.3163, decode.d4.loss_cls: 1.1722, decode.d4.loss_mask: 0.8395, decode.d4.loss_dice: 1.3134, decode.d5.loss_cls: 1.1479, decode.d5.loss_mask: 0.8417, decode.d5.loss_dice: 1.3121, decode.d6.loss_cls: 1.1585, decode.d6.loss_mask: 0.8362, decode.d6.loss_dice: 1.2959, decode.d7.loss_cls: 1.1447, decode.d7.loss_mask: 0.8338, decode.d7.loss_dice: 1.3051, decode.d8.loss_cls: 1.1416, decode.d8.loss_mask: 0.8382, decode.d8.loss_dice: 1.2961, loss: 36.1145, grad_norm: 115.6900 2023-11-26 13:45:14,580 - mmseg - INFO - Iter [15250/160000] lr: 3.452e-06, eta: 15:30:28, time: 0.368, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1588, decode.loss_mask: 0.8245, decode.loss_dice: 1.2789, decode.d0.loss_cls: 3.6226, decode.d0.loss_mask: 0.8645, decode.d0.loss_dice: 1.5744, decode.d1.loss_cls: 1.3834, decode.d1.loss_mask: 0.8646, decode.d1.loss_dice: 1.4108, decode.d2.loss_cls: 1.2500, decode.d2.loss_mask: 0.8367, decode.d2.loss_dice: 1.3365, decode.d3.loss_cls: 1.1999, decode.d3.loss_mask: 0.8301, decode.d3.loss_dice: 1.2971, decode.d4.loss_cls: 1.1861, decode.d4.loss_mask: 0.8284, decode.d4.loss_dice: 1.2952, decode.d5.loss_cls: 1.1731, decode.d5.loss_mask: 0.8266, decode.d5.loss_dice: 1.3007, decode.d6.loss_cls: 1.1743, decode.d6.loss_mask: 0.8261, decode.d6.loss_dice: 1.2867, decode.d7.loss_cls: 1.1650, decode.d7.loss_mask: 0.8273, decode.d7.loss_dice: 1.2869, decode.d8.loss_cls: 1.1591, decode.d8.loss_mask: 0.8261, decode.d8.loss_dice: 1.2856, loss: 36.1801, grad_norm: 118.2935 2023-11-26 13:45:32,784 - mmseg - INFO - Iter [15300/160000] lr: 3.450e-06, eta: 15:29:59, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1523, decode.loss_mask: 0.8411, decode.loss_dice: 1.2581, decode.d0.loss_cls: 3.5678, decode.d0.loss_mask: 0.8730, decode.d0.loss_dice: 1.5368, decode.d1.loss_cls: 1.4065, decode.d1.loss_mask: 0.8750, decode.d1.loss_dice: 1.3827, decode.d2.loss_cls: 1.2637, decode.d2.loss_mask: 0.8589, decode.d2.loss_dice: 1.3171, decode.d3.loss_cls: 1.2154, decode.d3.loss_mask: 0.8473, decode.d3.loss_dice: 1.2795, decode.d4.loss_cls: 1.1976, decode.d4.loss_mask: 0.8407, decode.d4.loss_dice: 1.2803, decode.d5.loss_cls: 1.1794, decode.d5.loss_mask: 0.8448, decode.d5.loss_dice: 1.2768, decode.d6.loss_cls: 1.1588, decode.d6.loss_mask: 0.8426, decode.d6.loss_dice: 1.2561, decode.d7.loss_cls: 1.1586, decode.d7.loss_mask: 0.8376, decode.d7.loss_dice: 1.2620, decode.d8.loss_cls: 1.1492, decode.d8.loss_mask: 0.8418, decode.d8.loss_dice: 1.2659, loss: 36.0673, grad_norm: 115.2452 2023-11-26 13:45:52,271 - mmseg - INFO - Iter [15350/160000] lr: 3.449e-06, eta: 15:29:41, time: 0.389, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0819, decode.loss_mask: 0.8196, decode.loss_dice: 1.2549, decode.d0.loss_cls: 3.5802, decode.d0.loss_mask: 0.8453, decode.d0.loss_dice: 1.5031, decode.d1.loss_cls: 1.3117, decode.d1.loss_mask: 0.8526, decode.d1.loss_dice: 1.3597, decode.d2.loss_cls: 1.1785, decode.d2.loss_mask: 0.8289, decode.d2.loss_dice: 1.3026, decode.d3.loss_cls: 1.1300, decode.d3.loss_mask: 0.8229, decode.d3.loss_dice: 1.2709, decode.d4.loss_cls: 1.1187, decode.d4.loss_mask: 0.8153, decode.d4.loss_dice: 1.2692, decode.d5.loss_cls: 1.1013, decode.d5.loss_mask: 0.8212, decode.d5.loss_dice: 1.2662, decode.d6.loss_cls: 1.0873, decode.d6.loss_mask: 0.8213, decode.d6.loss_dice: 1.2604, decode.d7.loss_cls: 1.0891, decode.d7.loss_mask: 0.8221, decode.d7.loss_dice: 1.2547, decode.d8.loss_cls: 1.0939, decode.d8.loss_mask: 0.8182, decode.d8.loss_dice: 1.2481, loss: 35.0299, grad_norm: 108.5809 2023-11-26 13:46:11,887 - mmseg - INFO - Iter [15400/160000] lr: 3.448e-06, eta: 15:29:25, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1085, decode.loss_mask: 0.8464, decode.loss_dice: 1.2647, decode.d0.loss_cls: 3.4846, decode.d0.loss_mask: 0.8858, decode.d0.loss_dice: 1.5097, decode.d1.loss_cls: 1.3366, decode.d1.loss_mask: 0.8843, decode.d1.loss_dice: 1.3745, decode.d2.loss_cls: 1.2070, decode.d2.loss_mask: 0.8657, decode.d2.loss_dice: 1.3116, decode.d3.loss_cls: 1.1467, decode.d3.loss_mask: 0.8630, decode.d3.loss_dice: 1.2826, decode.d4.loss_cls: 1.1291, decode.d4.loss_mask: 0.8640, decode.d4.loss_dice: 1.2873, decode.d5.loss_cls: 1.1200, decode.d5.loss_mask: 0.8599, decode.d5.loss_dice: 1.2799, decode.d6.loss_cls: 1.1186, decode.d6.loss_mask: 0.8503, decode.d6.loss_dice: 1.2688, decode.d7.loss_cls: 1.1144, decode.d7.loss_mask: 0.8511, decode.d7.loss_dice: 1.2631, decode.d8.loss_cls: 1.1105, decode.d8.loss_mask: 0.8489, decode.d8.loss_dice: 1.2662, loss: 35.6038, grad_norm: 119.5707 2023-11-26 13:46:29,969 - mmseg - INFO - Iter [15450/160000] lr: 3.447e-06, eta: 15:28:55, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0539, decode.loss_mask: 0.8237, decode.loss_dice: 1.2018, decode.d0.loss_cls: 3.4321, decode.d0.loss_mask: 0.8604, decode.d0.loss_dice: 1.4467, decode.d1.loss_cls: 1.2764, decode.d1.loss_mask: 0.8600, decode.d1.loss_dice: 1.3128, decode.d2.loss_cls: 1.1603, decode.d2.loss_mask: 0.8365, decode.d2.loss_dice: 1.2458, decode.d3.loss_cls: 1.1036, decode.d3.loss_mask: 0.8301, decode.d3.loss_dice: 1.2203, decode.d4.loss_cls: 1.0946, decode.d4.loss_mask: 0.8252, decode.d4.loss_dice: 1.2179, decode.d5.loss_cls: 1.0734, decode.d5.loss_mask: 0.8296, decode.d5.loss_dice: 1.2178, decode.d6.loss_cls: 1.0698, decode.d6.loss_mask: 0.8228, decode.d6.loss_dice: 1.1986, decode.d7.loss_cls: 1.0475, decode.d7.loss_mask: 0.8266, decode.d7.loss_dice: 1.2032, decode.d8.loss_cls: 1.0604, decode.d8.loss_mask: 0.8278, decode.d8.loss_dice: 1.2045, loss: 34.1842, grad_norm: 130.0371 2023-11-26 13:46:48,138 - mmseg - INFO - Iter [15500/160000] lr: 3.446e-06, eta: 15:28:25, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1472, decode.loss_mask: 0.8784, decode.loss_dice: 1.2795, decode.d0.loss_cls: 3.5589, decode.d0.loss_mask: 0.9182, decode.d0.loss_dice: 1.5454, decode.d1.loss_cls: 1.3869, decode.d1.loss_mask: 0.9166, decode.d1.loss_dice: 1.3955, decode.d2.loss_cls: 1.2495, decode.d2.loss_mask: 0.8881, decode.d2.loss_dice: 1.3332, decode.d3.loss_cls: 1.2030, decode.d3.loss_mask: 0.8780, decode.d3.loss_dice: 1.2890, decode.d4.loss_cls: 1.1900, decode.d4.loss_mask: 0.8777, decode.d4.loss_dice: 1.2907, decode.d5.loss_cls: 1.1720, decode.d5.loss_mask: 0.8848, decode.d5.loss_dice: 1.2939, decode.d6.loss_cls: 1.1637, decode.d6.loss_mask: 0.8801, decode.d6.loss_dice: 1.2726, decode.d7.loss_cls: 1.1536, decode.d7.loss_mask: 0.8771, decode.d7.loss_dice: 1.2779, decode.d8.loss_cls: 1.1489, decode.d8.loss_mask: 0.8788, decode.d8.loss_dice: 1.2800, loss: 36.5091, grad_norm: 119.2334 2023-11-26 13:47:06,331 - mmseg - INFO - Iter [15550/160000] lr: 3.444e-06, eta: 15:27:56, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1212, decode.loss_mask: 0.8427, decode.loss_dice: 1.2395, decode.d0.loss_cls: 3.5522, decode.d0.loss_mask: 0.8824, decode.d0.loss_dice: 1.5074, decode.d1.loss_cls: 1.3144, decode.d1.loss_mask: 0.8776, decode.d1.loss_dice: 1.3617, decode.d2.loss_cls: 1.1979, decode.d2.loss_mask: 0.8507, decode.d2.loss_dice: 1.2942, decode.d3.loss_cls: 1.1572, decode.d3.loss_mask: 0.8470, decode.d3.loss_dice: 1.2519, decode.d4.loss_cls: 1.1363, decode.d4.loss_mask: 0.8487, decode.d4.loss_dice: 1.2541, decode.d5.loss_cls: 1.1380, decode.d5.loss_mask: 0.8452, decode.d5.loss_dice: 1.2540, decode.d6.loss_cls: 1.1344, decode.d6.loss_mask: 0.8421, decode.d6.loss_dice: 1.2412, decode.d7.loss_cls: 1.1223, decode.d7.loss_mask: 0.8357, decode.d7.loss_dice: 1.2395, decode.d8.loss_cls: 1.1226, decode.d8.loss_mask: 0.8370, decode.d8.loss_dice: 1.2410, loss: 35.3904, grad_norm: 115.5050 2023-11-26 13:47:25,291 - mmseg - INFO - Iter [15600/160000] lr: 3.443e-06, eta: 15:27:34, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1505, decode.loss_mask: 0.8483, decode.loss_dice: 1.2482, decode.d0.loss_cls: 3.5934, decode.d0.loss_mask: 0.8920, decode.d0.loss_dice: 1.5322, decode.d1.loss_cls: 1.3906, decode.d1.loss_mask: 0.8878, decode.d1.loss_dice: 1.3794, decode.d2.loss_cls: 1.2514, decode.d2.loss_mask: 0.8715, decode.d2.loss_dice: 1.3015, decode.d3.loss_cls: 1.1859, decode.d3.loss_mask: 0.8634, decode.d3.loss_dice: 1.2726, decode.d4.loss_cls: 1.1610, decode.d4.loss_mask: 0.8642, decode.d4.loss_dice: 1.2760, decode.d5.loss_cls: 1.1543, decode.d5.loss_mask: 0.8589, decode.d5.loss_dice: 1.2629, decode.d6.loss_cls: 1.1563, decode.d6.loss_mask: 0.8591, decode.d6.loss_dice: 1.2524, decode.d7.loss_cls: 1.1464, decode.d7.loss_mask: 0.8554, decode.d7.loss_dice: 1.2456, decode.d8.loss_cls: 1.1555, decode.d8.loss_mask: 0.8467, decode.d8.loss_dice: 1.2468, loss: 36.0101, grad_norm: 130.1114 2023-11-26 13:47:43,500 - mmseg - INFO - Iter [15650/160000] lr: 3.442e-06, eta: 15:27:04, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1813, decode.loss_mask: 0.8685, decode.loss_dice: 1.2680, decode.d0.loss_cls: 3.5471, decode.d0.loss_mask: 0.9101, decode.d0.loss_dice: 1.5452, decode.d1.loss_cls: 1.4057, decode.d1.loss_mask: 0.8965, decode.d1.loss_dice: 1.3786, decode.d2.loss_cls: 1.2661, decode.d2.loss_mask: 0.8665, decode.d2.loss_dice: 1.3191, decode.d3.loss_cls: 1.2280, decode.d3.loss_mask: 0.8642, decode.d3.loss_dice: 1.2853, decode.d4.loss_cls: 1.2123, decode.d4.loss_mask: 0.8677, decode.d4.loss_dice: 1.2864, decode.d5.loss_cls: 1.1937, decode.d5.loss_mask: 0.8707, decode.d5.loss_dice: 1.2894, decode.d6.loss_cls: 1.1854, decode.d6.loss_mask: 0.8731, decode.d6.loss_dice: 1.2724, decode.d7.loss_cls: 1.1764, decode.d7.loss_mask: 0.8750, decode.d7.loss_dice: 1.2754, decode.d8.loss_cls: 1.1751, decode.d8.loss_mask: 0.8693, decode.d8.loss_dice: 1.2768, loss: 36.5293, grad_norm: 123.6155 2023-11-26 13:48:01,788 - mmseg - INFO - Iter [15700/160000] lr: 3.441e-06, eta: 15:26:36, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1695, decode.loss_mask: 0.8597, decode.loss_dice: 1.2838, decode.d0.loss_cls: 3.6015, decode.d0.loss_mask: 0.9001, decode.d0.loss_dice: 1.5383, decode.d1.loss_cls: 1.3870, decode.d1.loss_mask: 0.8941, decode.d1.loss_dice: 1.3973, decode.d2.loss_cls: 1.2579, decode.d2.loss_mask: 0.8747, decode.d2.loss_dice: 1.3308, decode.d3.loss_cls: 1.2142, decode.d3.loss_mask: 0.8679, decode.d3.loss_dice: 1.2930, decode.d4.loss_cls: 1.2029, decode.d4.loss_mask: 0.8653, decode.d4.loss_dice: 1.2916, decode.d5.loss_cls: 1.1842, decode.d5.loss_mask: 0.8723, decode.d5.loss_dice: 1.2808, decode.d6.loss_cls: 1.1816, decode.d6.loss_mask: 0.8612, decode.d6.loss_dice: 1.2739, decode.d7.loss_cls: 1.1652, decode.d7.loss_mask: 0.8625, decode.d7.loss_dice: 1.2792, decode.d8.loss_cls: 1.1712, decode.d8.loss_mask: 0.8648, decode.d8.loss_dice: 1.2761, loss: 36.5025, grad_norm: 111.7860 2023-11-26 13:48:20,020 - mmseg - INFO - Iter [15750/160000] lr: 3.440e-06, eta: 15:26:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0915, decode.loss_mask: 0.8153, decode.loss_dice: 1.2272, decode.d0.loss_cls: 3.4226, decode.d0.loss_mask: 0.8524, decode.d0.loss_dice: 1.4723, decode.d1.loss_cls: 1.2942, decode.d1.loss_mask: 0.8558, decode.d1.loss_dice: 1.3431, decode.d2.loss_cls: 1.1728, decode.d2.loss_mask: 0.8269, decode.d2.loss_dice: 1.2739, decode.d3.loss_cls: 1.1158, decode.d3.loss_mask: 0.8241, decode.d3.loss_dice: 1.2465, decode.d4.loss_cls: 1.1032, decode.d4.loss_mask: 0.8231, decode.d4.loss_dice: 1.2486, decode.d5.loss_cls: 1.0963, decode.d5.loss_mask: 0.8193, decode.d5.loss_dice: 1.2472, decode.d6.loss_cls: 1.0947, decode.d6.loss_mask: 0.8178, decode.d6.loss_dice: 1.2249, decode.d7.loss_cls: 1.0916, decode.d7.loss_mask: 0.8201, decode.d7.loss_dice: 1.2272, decode.d8.loss_cls: 1.0792, decode.d8.loss_mask: 0.8179, decode.d8.loss_dice: 1.2297, loss: 34.5751, grad_norm: 115.7412 2023-11-26 13:48:38,174 - mmseg - INFO - Iter [15800/160000] lr: 3.438e-06, eta: 15:25:38, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1233, decode.loss_mask: 0.8319, decode.loss_dice: 1.2710, decode.d0.loss_cls: 3.5575, decode.d0.loss_mask: 0.8634, decode.d0.loss_dice: 1.5168, decode.d1.loss_cls: 1.3598, decode.d1.loss_mask: 0.8721, decode.d1.loss_dice: 1.3846, decode.d2.loss_cls: 1.2228, decode.d2.loss_mask: 0.8449, decode.d2.loss_dice: 1.3223, decode.d3.loss_cls: 1.1676, decode.d3.loss_mask: 0.8440, decode.d3.loss_dice: 1.2869, decode.d4.loss_cls: 1.1696, decode.d4.loss_mask: 0.8371, decode.d4.loss_dice: 1.2806, decode.d5.loss_cls: 1.1513, decode.d5.loss_mask: 0.8395, decode.d5.loss_dice: 1.2802, decode.d6.loss_cls: 1.1407, decode.d6.loss_mask: 0.8312, decode.d6.loss_dice: 1.2592, decode.d7.loss_cls: 1.1261, decode.d7.loss_mask: 0.8301, decode.d7.loss_dice: 1.2628, decode.d8.loss_cls: 1.1343, decode.d8.loss_mask: 0.8270, decode.d8.loss_dice: 1.2644, loss: 35.7034, grad_norm: 118.1781 2023-11-26 13:48:56,321 - mmseg - INFO - Iter [15850/160000] lr: 3.437e-06, eta: 15:25:09, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.0976, decode.loss_mask: 0.8425, decode.loss_dice: 1.2303, decode.d0.loss_cls: 3.4665, decode.d0.loss_mask: 0.8740, decode.d0.loss_dice: 1.4955, decode.d1.loss_cls: 1.3110, decode.d1.loss_mask: 0.8807, decode.d1.loss_dice: 1.3593, decode.d2.loss_cls: 1.1990, decode.d2.loss_mask: 0.8566, decode.d2.loss_dice: 1.3007, decode.d3.loss_cls: 1.1402, decode.d3.loss_mask: 0.8510, decode.d3.loss_dice: 1.2652, decode.d4.loss_cls: 1.1303, decode.d4.loss_mask: 0.8472, decode.d4.loss_dice: 1.2561, decode.d5.loss_cls: 1.1270, decode.d5.loss_mask: 0.8472, decode.d5.loss_dice: 1.2537, decode.d6.loss_cls: 1.1187, decode.d6.loss_mask: 0.8424, decode.d6.loss_dice: 1.2321, decode.d7.loss_cls: 1.1151, decode.d7.loss_mask: 0.8408, decode.d7.loss_dice: 1.2379, decode.d8.loss_cls: 1.0987, decode.d8.loss_mask: 0.8438, decode.d8.loss_dice: 1.2382, loss: 35.1994, grad_norm: 117.0522 2023-11-26 13:49:14,449 - mmseg - INFO - Iter [15900/160000] lr: 3.436e-06, eta: 15:24:39, time: 0.363, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1300, decode.loss_mask: 0.8534, decode.loss_dice: 1.2720, decode.d0.loss_cls: 3.4887, decode.d0.loss_mask: 0.8971, decode.d0.loss_dice: 1.5163, decode.d1.loss_cls: 1.3603, decode.d1.loss_mask: 0.8936, decode.d1.loss_dice: 1.3807, decode.d2.loss_cls: 1.2270, decode.d2.loss_mask: 0.8799, decode.d2.loss_dice: 1.3120, decode.d3.loss_cls: 1.1720, decode.d3.loss_mask: 0.8656, decode.d3.loss_dice: 1.2849, decode.d4.loss_cls: 1.1575, decode.d4.loss_mask: 0.8679, decode.d4.loss_dice: 1.2797, decode.d5.loss_cls: 1.1395, decode.d5.loss_mask: 0.8601, decode.d5.loss_dice: 1.2866, decode.d6.loss_cls: 1.1300, decode.d6.loss_mask: 0.8599, decode.d6.loss_dice: 1.2630, decode.d7.loss_cls: 1.1281, decode.d7.loss_mask: 0.8580, decode.d7.loss_dice: 1.2628, decode.d8.loss_cls: 1.1268, decode.d8.loss_mask: 0.8515, decode.d8.loss_dice: 1.2724, loss: 35.8774, grad_norm: 116.9378 2023-11-26 13:49:32,870 - mmseg - INFO - Iter [15950/160000] lr: 3.435e-06, eta: 15:24:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1432, decode.loss_mask: 0.8315, decode.loss_dice: 1.2662, decode.d0.loss_cls: 3.5811, decode.d0.loss_mask: 0.8596, decode.d0.loss_dice: 1.5446, decode.d1.loss_cls: 1.3814, decode.d1.loss_mask: 0.8583, decode.d1.loss_dice: 1.3805, decode.d2.loss_cls: 1.2422, decode.d2.loss_mask: 0.8463, decode.d2.loss_dice: 1.3253, decode.d3.loss_cls: 1.2010, decode.d3.loss_mask: 0.8298, decode.d3.loss_dice: 1.2864, decode.d4.loss_cls: 1.1773, decode.d4.loss_mask: 0.8346, decode.d4.loss_dice: 1.2892, decode.d5.loss_cls: 1.1625, decode.d5.loss_mask: 0.8301, decode.d5.loss_dice: 1.2851, decode.d6.loss_cls: 1.1542, decode.d6.loss_mask: 0.8289, decode.d6.loss_dice: 1.2695, decode.d7.loss_cls: 1.1435, decode.d7.loss_mask: 0.8270, decode.d7.loss_dice: 1.2762, decode.d8.loss_cls: 1.1442, decode.d8.loss_mask: 0.8297, decode.d8.loss_dice: 1.2699, loss: 35.8991, grad_norm: 122.3885 2023-11-26 13:49:51,619 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:49:51,620 - mmseg - INFO - Iter [16000/160000] lr: 3.434e-06, eta: 15:23:49, time: 0.375, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1257, decode.loss_mask: 0.8321, decode.loss_dice: 1.2365, decode.d0.loss_cls: 3.4584, decode.d0.loss_mask: 0.8760, decode.d0.loss_dice: 1.5042, decode.d1.loss_cls: 1.3428, decode.d1.loss_mask: 0.8754, decode.d1.loss_dice: 1.3597, decode.d2.loss_cls: 1.2098, decode.d2.loss_mask: 0.8537, decode.d2.loss_dice: 1.2974, decode.d3.loss_cls: 1.1672, decode.d3.loss_mask: 0.8431, decode.d3.loss_dice: 1.2573, decode.d4.loss_cls: 1.1501, decode.d4.loss_mask: 0.8428, decode.d4.loss_dice: 1.2569, decode.d5.loss_cls: 1.1383, decode.d5.loss_mask: 0.8393, decode.d5.loss_dice: 1.2579, decode.d6.loss_cls: 1.1245, decode.d6.loss_mask: 0.8338, decode.d6.loss_dice: 1.2461, decode.d7.loss_cls: 1.1160, decode.d7.loss_mask: 0.8393, decode.d7.loss_dice: 1.2435, decode.d8.loss_cls: 1.1268, decode.d8.loss_mask: 0.8337, decode.d8.loss_dice: 1.2401, loss: 35.3284, grad_norm: 120.4665 2023-11-26 13:50:09,832 - mmseg - INFO - Iter [16050/160000] lr: 3.433e-06, eta: 15:23:20, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 1.0882, decode.loss_mask: 0.8389, decode.loss_dice: 1.2269, decode.d0.loss_cls: 3.5804, decode.d0.loss_mask: 0.8739, decode.d0.loss_dice: 1.5063, decode.d1.loss_cls: 1.3502, decode.d1.loss_mask: 0.8649, decode.d1.loss_dice: 1.3549, decode.d2.loss_cls: 1.1991, decode.d2.loss_mask: 0.8439, decode.d2.loss_dice: 1.2943, decode.d3.loss_cls: 1.1467, decode.d3.loss_mask: 0.8362, decode.d3.loss_dice: 1.2505, decode.d4.loss_cls: 1.1277, decode.d4.loss_mask: 0.8383, decode.d4.loss_dice: 1.2497, decode.d5.loss_cls: 1.1215, decode.d5.loss_mask: 0.8391, decode.d5.loss_dice: 1.2454, decode.d6.loss_cls: 1.1103, decode.d6.loss_mask: 0.8305, decode.d6.loss_dice: 1.2331, decode.d7.loss_cls: 1.0990, decode.d7.loss_mask: 0.8313, decode.d7.loss_dice: 1.2418, decode.d8.loss_cls: 1.1000, decode.d8.loss_mask: 0.8333, decode.d8.loss_dice: 1.2418, loss: 35.1982, grad_norm: 148.1565 2023-11-26 13:50:28,177 - mmseg - INFO - Iter [16100/160000] lr: 3.431e-06, eta: 15:22:53, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1592, decode.loss_mask: 0.8321, decode.loss_dice: 1.2378, decode.d0.loss_cls: 3.5595, decode.d0.loss_mask: 0.8735, decode.d0.loss_dice: 1.5158, decode.d1.loss_cls: 1.3829, decode.d1.loss_mask: 0.8762, decode.d1.loss_dice: 1.3638, decode.d2.loss_cls: 1.2448, decode.d2.loss_mask: 0.8481, decode.d2.loss_dice: 1.2935, decode.d3.loss_cls: 1.1971, decode.d3.loss_mask: 0.8381, decode.d3.loss_dice: 1.2580, decode.d4.loss_cls: 1.1834, decode.d4.loss_mask: 0.8415, decode.d4.loss_dice: 1.2631, decode.d5.loss_cls: 1.1717, decode.d5.loss_mask: 0.8373, decode.d5.loss_dice: 1.2582, decode.d6.loss_cls: 1.1689, decode.d6.loss_mask: 0.8383, decode.d6.loss_dice: 1.2432, decode.d7.loss_cls: 1.1646, decode.d7.loss_mask: 0.8341, decode.d7.loss_dice: 1.2426, decode.d8.loss_cls: 1.1500, decode.d8.loss_mask: 0.8312, decode.d8.loss_dice: 1.2421, loss: 35.7507, grad_norm: 121.7954 2023-11-26 13:50:46,414 - mmseg - INFO - Iter [16150/160000] lr: 3.430e-06, eta: 15:22:25, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0898, decode.loss_mask: 0.8167, decode.loss_dice: 1.2214, decode.d0.loss_cls: 3.5240, decode.d0.loss_mask: 0.8659, decode.d0.loss_dice: 1.4798, decode.d1.loss_cls: 1.3100, decode.d1.loss_mask: 0.8472, decode.d1.loss_dice: 1.3443, decode.d2.loss_cls: 1.1924, decode.d2.loss_mask: 0.8266, decode.d2.loss_dice: 1.2687, decode.d3.loss_cls: 1.1444, decode.d3.loss_mask: 0.8170, decode.d3.loss_dice: 1.2328, decode.d4.loss_cls: 1.1166, decode.d4.loss_mask: 0.8253, decode.d4.loss_dice: 1.2390, decode.d5.loss_cls: 1.1164, decode.d5.loss_mask: 0.8210, decode.d5.loss_dice: 1.2272, decode.d6.loss_cls: 1.1108, decode.d6.loss_mask: 0.8119, decode.d6.loss_dice: 1.2191, decode.d7.loss_cls: 1.0978, decode.d7.loss_mask: 0.8184, decode.d7.loss_dice: 1.2225, decode.d8.loss_cls: 1.0936, decode.d8.loss_mask: 0.8174, decode.d8.loss_dice: 1.2197, loss: 34.7377, grad_norm: 112.5800 2023-11-26 13:51:04,641 - mmseg - INFO - Iter [16200/160000] lr: 3.429e-06, eta: 15:21:57, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1360, decode.loss_mask: 0.8382, decode.loss_dice: 1.2295, decode.d0.loss_cls: 3.5218, decode.d0.loss_mask: 0.8730, decode.d0.loss_dice: 1.5130, decode.d1.loss_cls: 1.3489, decode.d1.loss_mask: 0.8659, decode.d1.loss_dice: 1.3631, decode.d2.loss_cls: 1.2070, decode.d2.loss_mask: 0.8602, decode.d2.loss_dice: 1.2927, decode.d3.loss_cls: 1.1610, decode.d3.loss_mask: 0.8499, decode.d3.loss_dice: 1.2596, decode.d4.loss_cls: 1.1440, decode.d4.loss_mask: 0.8487, decode.d4.loss_dice: 1.2620, decode.d5.loss_cls: 1.1439, decode.d5.loss_mask: 0.8438, decode.d5.loss_dice: 1.2569, decode.d6.loss_cls: 1.1368, decode.d6.loss_mask: 0.8404, decode.d6.loss_dice: 1.2363, decode.d7.loss_cls: 1.1324, decode.d7.loss_mask: 0.8428, decode.d7.loss_dice: 1.2404, decode.d8.loss_cls: 1.1352, decode.d8.loss_mask: 0.8380, decode.d8.loss_dice: 1.2347, loss: 35.4560, grad_norm: 131.6600 2023-11-26 13:51:22,947 - mmseg - INFO - Iter [16250/160000] lr: 3.428e-06, eta: 15:21:29, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1447, decode.loss_mask: 0.8195, decode.loss_dice: 1.2466, decode.d0.loss_cls: 3.5007, decode.d0.loss_mask: 0.8649, decode.d0.loss_dice: 1.5008, decode.d1.loss_cls: 1.3451, decode.d1.loss_mask: 0.8540, decode.d1.loss_dice: 1.3561, decode.d2.loss_cls: 1.2153, decode.d2.loss_mask: 0.8363, decode.d2.loss_dice: 1.2938, decode.d3.loss_cls: 1.1742, decode.d3.loss_mask: 0.8200, decode.d3.loss_dice: 1.2583, decode.d4.loss_cls: 1.1599, decode.d4.loss_mask: 0.8190, decode.d4.loss_dice: 1.2709, decode.d5.loss_cls: 1.1559, decode.d5.loss_mask: 0.8230, decode.d5.loss_dice: 1.2686, decode.d6.loss_cls: 1.1469, decode.d6.loss_mask: 0.8188, decode.d6.loss_dice: 1.2445, decode.d7.loss_cls: 1.1396, decode.d7.loss_mask: 0.8272, decode.d7.loss_dice: 1.2448, decode.d8.loss_cls: 1.1466, decode.d8.loss_mask: 0.8210, decode.d8.loss_dice: 1.2454, loss: 35.3624, grad_norm: 114.5491 2023-11-26 13:51:42,987 - mmseg - INFO - Iter [16300/160000] lr: 3.427e-06, eta: 15:21:17, time: 0.401, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1171, decode.loss_mask: 0.8385, decode.loss_dice: 1.2536, decode.d0.loss_cls: 3.5270, decode.d0.loss_mask: 0.8723, decode.d0.loss_dice: 1.5106, decode.d1.loss_cls: 1.3170, decode.d1.loss_mask: 0.8807, decode.d1.loss_dice: 1.3828, decode.d2.loss_cls: 1.1873, decode.d2.loss_mask: 0.8567, decode.d2.loss_dice: 1.3098, decode.d3.loss_cls: 1.1495, decode.d3.loss_mask: 0.8491, decode.d3.loss_dice: 1.2761, decode.d4.loss_cls: 1.1341, decode.d4.loss_mask: 0.8456, decode.d4.loss_dice: 1.2809, decode.d5.loss_cls: 1.1362, decode.d5.loss_mask: 0.8396, decode.d5.loss_dice: 1.2763, decode.d6.loss_cls: 1.1317, decode.d6.loss_mask: 0.8336, decode.d6.loss_dice: 1.2487, decode.d7.loss_cls: 1.1265, decode.d7.loss_mask: 0.8315, decode.d7.loss_dice: 1.2535, decode.d8.loss_cls: 1.1203, decode.d8.loss_mask: 0.8367, decode.d8.loss_dice: 1.2565, loss: 35.4802, grad_norm: 117.3873 2023-11-26 13:52:01,462 - mmseg - INFO - Iter [16350/160000] lr: 3.425e-06, eta: 15:20:51, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1815, decode.loss_mask: 0.8353, decode.loss_dice: 1.2826, decode.d0.loss_cls: 3.5287, decode.d0.loss_mask: 0.8733, decode.d0.loss_dice: 1.5546, decode.d1.loss_cls: 1.3786, decode.d1.loss_mask: 0.8795, decode.d1.loss_dice: 1.4044, decode.d2.loss_cls: 1.2604, decode.d2.loss_mask: 0.8507, decode.d2.loss_dice: 1.3323, decode.d3.loss_cls: 1.2186, decode.d3.loss_mask: 0.8428, decode.d3.loss_dice: 1.2961, decode.d4.loss_cls: 1.2111, decode.d4.loss_mask: 0.8345, decode.d4.loss_dice: 1.2925, decode.d5.loss_cls: 1.1971, decode.d5.loss_mask: 0.8393, decode.d5.loss_dice: 1.2936, decode.d6.loss_cls: 1.1921, decode.d6.loss_mask: 0.8379, decode.d6.loss_dice: 1.2899, decode.d7.loss_cls: 1.1859, decode.d7.loss_mask: 0.8357, decode.d7.loss_dice: 1.2962, decode.d8.loss_cls: 1.1784, decode.d8.loss_mask: 0.8368, decode.d8.loss_dice: 1.2987, loss: 36.3391, grad_norm: 121.4218 2023-11-26 13:52:20,125 - mmseg - INFO - Iter [16400/160000] lr: 3.424e-06, eta: 15:20:27, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0744, decode.loss_mask: 0.8300, decode.loss_dice: 1.2445, decode.d0.loss_cls: 3.4516, decode.d0.loss_mask: 0.8678, decode.d0.loss_dice: 1.4917, decode.d1.loss_cls: 1.2919, decode.d1.loss_mask: 0.8758, decode.d1.loss_dice: 1.3615, decode.d2.loss_cls: 1.1651, decode.d2.loss_mask: 0.8439, decode.d2.loss_dice: 1.2952, decode.d3.loss_cls: 1.1177, decode.d3.loss_mask: 0.8405, decode.d3.loss_dice: 1.2599, decode.d4.loss_cls: 1.1014, decode.d4.loss_mask: 0.8343, decode.d4.loss_dice: 1.2579, decode.d5.loss_cls: 1.0895, decode.d5.loss_mask: 0.8351, decode.d5.loss_dice: 1.2583, decode.d6.loss_cls: 1.0923, decode.d6.loss_mask: 0.8282, decode.d6.loss_dice: 1.2428, decode.d7.loss_cls: 1.0853, decode.d7.loss_mask: 0.8314, decode.d7.loss_dice: 1.2416, decode.d8.loss_cls: 1.0795, decode.d8.loss_mask: 0.8327, decode.d8.loss_dice: 1.2452, loss: 34.8670, grad_norm: 127.3219 2023-11-26 13:52:40,757 - mmseg - INFO - Iter [16450/160000] lr: 3.423e-06, eta: 15:20:20, time: 0.413, data_time: 0.054, memory: 36416, decode.loss_cls: 1.0678, decode.loss_mask: 0.8087, decode.loss_dice: 1.2398, decode.d0.loss_cls: 3.4837, decode.d0.loss_mask: 0.8373, decode.d0.loss_dice: 1.5019, decode.d1.loss_cls: 1.3078, decode.d1.loss_mask: 0.8369, decode.d1.loss_dice: 1.3495, decode.d2.loss_cls: 1.1605, decode.d2.loss_mask: 0.8167, decode.d2.loss_dice: 1.2923, decode.d3.loss_cls: 1.1127, decode.d3.loss_mask: 0.8151, decode.d3.loss_dice: 1.2574, decode.d4.loss_cls: 1.0911, decode.d4.loss_mask: 0.8092, decode.d4.loss_dice: 1.2594, decode.d5.loss_cls: 1.0904, decode.d5.loss_mask: 0.8053, decode.d5.loss_dice: 1.2601, decode.d6.loss_cls: 1.0895, decode.d6.loss_mask: 0.8070, decode.d6.loss_dice: 1.2391, decode.d7.loss_cls: 1.0834, decode.d7.loss_mask: 0.8089, decode.d7.loss_dice: 1.2472, decode.d8.loss_cls: 1.0626, decode.d8.loss_mask: 0.8128, decode.d8.loss_dice: 1.2459, loss: 34.6001, grad_norm: 110.5312 2023-11-26 13:52:58,974 - mmseg - INFO - Iter [16500/160000] lr: 3.422e-06, eta: 15:19:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1391, decode.loss_mask: 0.8081, decode.loss_dice: 1.2248, decode.d0.loss_cls: 3.5349, decode.d0.loss_mask: 0.8511, decode.d0.loss_dice: 1.4947, decode.d1.loss_cls: 1.3504, decode.d1.loss_mask: 0.8450, decode.d1.loss_dice: 1.3467, decode.d2.loss_cls: 1.2262, decode.d2.loss_mask: 0.8230, decode.d2.loss_dice: 1.2806, decode.d3.loss_cls: 1.1796, decode.d3.loss_mask: 0.8143, decode.d3.loss_dice: 1.2474, decode.d4.loss_cls: 1.1646, decode.d4.loss_mask: 0.8099, decode.d4.loss_dice: 1.2389, decode.d5.loss_cls: 1.1628, decode.d5.loss_mask: 0.8063, decode.d5.loss_dice: 1.2373, decode.d6.loss_cls: 1.1480, decode.d6.loss_mask: 0.8029, decode.d6.loss_dice: 1.2271, decode.d7.loss_cls: 1.1502, decode.d7.loss_mask: 0.8020, decode.d7.loss_dice: 1.2250, decode.d8.loss_cls: 1.1394, decode.d8.loss_mask: 0.8044, decode.d8.loss_dice: 1.2320, loss: 35.1167, grad_norm: 125.9542 2023-11-26 13:53:17,247 - mmseg - INFO - Iter [16550/160000] lr: 3.421e-06, eta: 15:19:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1074, decode.loss_mask: 0.8569, decode.loss_dice: 1.2673, decode.d0.loss_cls: 3.5116, decode.d0.loss_mask: 0.8927, decode.d0.loss_dice: 1.5265, decode.d1.loss_cls: 1.3339, decode.d1.loss_mask: 0.8783, decode.d1.loss_dice: 1.3718, decode.d2.loss_cls: 1.1985, decode.d2.loss_mask: 0.8586, decode.d2.loss_dice: 1.3035, decode.d3.loss_cls: 1.1556, decode.d3.loss_mask: 0.8556, decode.d3.loss_dice: 1.2759, decode.d4.loss_cls: 1.1516, decode.d4.loss_mask: 0.8588, decode.d4.loss_dice: 1.2801, decode.d5.loss_cls: 1.1361, decode.d5.loss_mask: 0.8567, decode.d5.loss_dice: 1.2813, decode.d6.loss_cls: 1.1259, decode.d6.loss_mask: 0.8582, decode.d6.loss_dice: 1.2687, decode.d7.loss_cls: 1.1200, decode.d7.loss_mask: 0.8569, decode.d7.loss_dice: 1.2602, decode.d8.loss_cls: 1.1121, decode.d8.loss_mask: 0.8520, decode.d8.loss_dice: 1.2667, loss: 35.6796, grad_norm: 133.3579 2023-11-26 13:53:35,447 - mmseg - INFO - Iter [16600/160000] lr: 3.419e-06, eta: 15:18:56, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0423, decode.loss_mask: 0.8112, decode.loss_dice: 1.2429, decode.d0.loss_cls: 3.4867, decode.d0.loss_mask: 0.8351, decode.d0.loss_dice: 1.4915, decode.d1.loss_cls: 1.2617, decode.d1.loss_mask: 0.8399, decode.d1.loss_dice: 1.3427, decode.d2.loss_cls: 1.1195, decode.d2.loss_mask: 0.8254, decode.d2.loss_dice: 1.2901, decode.d3.loss_cls: 1.0873, decode.d3.loss_mask: 0.8085, decode.d3.loss_dice: 1.2547, decode.d4.loss_cls: 1.0657, decode.d4.loss_mask: 0.8103, decode.d4.loss_dice: 1.2569, decode.d5.loss_cls: 1.0558, decode.d5.loss_mask: 0.8094, decode.d5.loss_dice: 1.2543, decode.d6.loss_cls: 1.0450, decode.d6.loss_mask: 0.8107, decode.d6.loss_dice: 1.2397, decode.d7.loss_cls: 1.0456, decode.d7.loss_mask: 0.8105, decode.d7.loss_dice: 1.2459, decode.d8.loss_cls: 1.0467, decode.d8.loss_mask: 0.8087, decode.d8.loss_dice: 1.2445, loss: 34.2889, grad_norm: 121.7432 2023-11-26 13:53:53,638 - mmseg - INFO - Iter [16650/160000] lr: 3.418e-06, eta: 15:18:28, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1081, decode.loss_mask: 0.8501, decode.loss_dice: 1.2438, decode.d0.loss_cls: 3.4939, decode.d0.loss_mask: 0.8979, decode.d0.loss_dice: 1.5020, decode.d1.loss_cls: 1.3255, decode.d1.loss_mask: 0.8821, decode.d1.loss_dice: 1.3485, decode.d2.loss_cls: 1.1857, decode.d2.loss_mask: 0.8624, decode.d2.loss_dice: 1.2852, decode.d3.loss_cls: 1.1450, decode.d3.loss_mask: 0.8533, decode.d3.loss_dice: 1.2456, decode.d4.loss_cls: 1.1267, decode.d4.loss_mask: 0.8521, decode.d4.loss_dice: 1.2469, decode.d5.loss_cls: 1.1291, decode.d5.loss_mask: 0.8478, decode.d5.loss_dice: 1.2476, decode.d6.loss_cls: 1.1150, decode.d6.loss_mask: 0.8414, decode.d6.loss_dice: 1.2263, decode.d7.loss_cls: 1.1053, decode.d7.loss_mask: 0.8460, decode.d7.loss_dice: 1.2317, decode.d8.loss_cls: 1.0987, decode.d8.loss_mask: 0.8507, decode.d8.loss_dice: 1.2380, loss: 35.2325, grad_norm: 127.1890 2023-11-26 13:54:11,925 - mmseg - INFO - Iter [16700/160000] lr: 3.417e-06, eta: 15:18:01, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1121, decode.loss_mask: 0.8403, decode.loss_dice: 1.2495, decode.d0.loss_cls: 3.5145, decode.d0.loss_mask: 0.8732, decode.d0.loss_dice: 1.5058, decode.d1.loss_cls: 1.3214, decode.d1.loss_mask: 0.8675, decode.d1.loss_dice: 1.3651, decode.d2.loss_cls: 1.1980, decode.d2.loss_mask: 0.8488, decode.d2.loss_dice: 1.3110, decode.d3.loss_cls: 1.1592, decode.d3.loss_mask: 0.8314, decode.d3.loss_dice: 1.2695, decode.d4.loss_cls: 1.1417, decode.d4.loss_mask: 0.8362, decode.d4.loss_dice: 1.2633, decode.d5.loss_cls: 1.1239, decode.d5.loss_mask: 0.8407, decode.d5.loss_dice: 1.2627, decode.d6.loss_cls: 1.1127, decode.d6.loss_mask: 0.8444, decode.d6.loss_dice: 1.2459, decode.d7.loss_cls: 1.1038, decode.d7.loss_mask: 0.8464, decode.d7.loss_dice: 1.2591, decode.d8.loss_cls: 1.1015, decode.d8.loss_mask: 0.8411, decode.d8.loss_dice: 1.2596, loss: 35.3502, grad_norm: 116.7350 2023-11-26 13:54:30,171 - mmseg - INFO - Iter [16750/160000] lr: 3.416e-06, eta: 15:17:33, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0905, decode.loss_mask: 0.8139, decode.loss_dice: 1.2373, decode.d0.loss_cls: 3.4337, decode.d0.loss_mask: 0.8570, decode.d0.loss_dice: 1.4860, decode.d1.loss_cls: 1.3202, decode.d1.loss_mask: 0.8469, decode.d1.loss_dice: 1.3546, decode.d2.loss_cls: 1.1667, decode.d2.loss_mask: 0.8338, decode.d2.loss_dice: 1.2887, decode.d3.loss_cls: 1.1267, decode.d3.loss_mask: 0.8177, decode.d3.loss_dice: 1.2473, decode.d4.loss_cls: 1.1169, decode.d4.loss_mask: 0.8175, decode.d4.loss_dice: 1.2452, decode.d5.loss_cls: 1.1108, decode.d5.loss_mask: 0.8138, decode.d5.loss_dice: 1.2432, decode.d6.loss_cls: 1.1071, decode.d6.loss_mask: 0.8110, decode.d6.loss_dice: 1.2325, decode.d7.loss_cls: 1.0995, decode.d7.loss_mask: 0.8128, decode.d7.loss_dice: 1.2390, decode.d8.loss_cls: 1.0917, decode.d8.loss_mask: 0.8145, decode.d8.loss_dice: 1.2415, loss: 34.7181, grad_norm: 109.8893 2023-11-26 13:54:48,574 - mmseg - INFO - Iter [16800/160000] lr: 3.415e-06, eta: 15:17:07, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0563, decode.loss_mask: 0.8270, decode.loss_dice: 1.2560, decode.d0.loss_cls: 3.4057, decode.d0.loss_mask: 0.8732, decode.d0.loss_dice: 1.5048, decode.d1.loss_cls: 1.2798, decode.d1.loss_mask: 0.8667, decode.d1.loss_dice: 1.3612, decode.d2.loss_cls: 1.1446, decode.d2.loss_mask: 0.8468, decode.d2.loss_dice: 1.2933, decode.d3.loss_cls: 1.0982, decode.d3.loss_mask: 0.8418, decode.d3.loss_dice: 1.2604, decode.d4.loss_cls: 1.0807, decode.d4.loss_mask: 0.8412, decode.d4.loss_dice: 1.2673, decode.d5.loss_cls: 1.0772, decode.d5.loss_mask: 0.8375, decode.d5.loss_dice: 1.2600, decode.d6.loss_cls: 1.0621, decode.d6.loss_mask: 0.8313, decode.d6.loss_dice: 1.2402, decode.d7.loss_cls: 1.0576, decode.d7.loss_mask: 0.8330, decode.d7.loss_dice: 1.2446, decode.d8.loss_cls: 1.0672, decode.d8.loss_mask: 0.8316, decode.d8.loss_dice: 1.2555, loss: 34.7026, grad_norm: 113.4855 2023-11-26 13:55:06,911 - mmseg - INFO - Iter [16850/160000] lr: 3.413e-06, eta: 15:16:40, time: 0.367, data_time: 0.008, memory: 36416, decode.loss_cls: 1.1177, decode.loss_mask: 0.8393, decode.loss_dice: 1.2382, decode.d0.loss_cls: 3.4506, decode.d0.loss_mask: 0.8730, decode.d0.loss_dice: 1.4893, decode.d1.loss_cls: 1.3249, decode.d1.loss_mask: 0.8703, decode.d1.loss_dice: 1.3580, decode.d2.loss_cls: 1.1969, decode.d2.loss_mask: 0.8563, decode.d2.loss_dice: 1.2899, decode.d3.loss_cls: 1.1630, decode.d3.loss_mask: 0.8463, decode.d3.loss_dice: 1.2607, decode.d4.loss_cls: 1.1433, decode.d4.loss_mask: 0.8468, decode.d4.loss_dice: 1.2564, decode.d5.loss_cls: 1.1372, decode.d5.loss_mask: 0.8397, decode.d5.loss_dice: 1.2515, decode.d6.loss_cls: 1.1334, decode.d6.loss_mask: 0.8332, decode.d6.loss_dice: 1.2431, decode.d7.loss_cls: 1.1257, decode.d7.loss_mask: 0.8366, decode.d7.loss_dice: 1.2422, decode.d8.loss_cls: 1.1145, decode.d8.loss_mask: 0.8403, decode.d8.loss_dice: 1.2373, loss: 35.2553, grad_norm: 135.5892 2023-11-26 13:55:25,212 - mmseg - INFO - Iter [16900/160000] lr: 3.412e-06, eta: 15:16:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1198, decode.loss_mask: 0.8345, decode.loss_dice: 1.2438, decode.d0.loss_cls: 3.4506, decode.d0.loss_mask: 0.8879, decode.d0.loss_dice: 1.5045, decode.d1.loss_cls: 1.3286, decode.d1.loss_mask: 0.8792, decode.d1.loss_dice: 1.3508, decode.d2.loss_cls: 1.1911, decode.d2.loss_mask: 0.8546, decode.d2.loss_dice: 1.2958, decode.d3.loss_cls: 1.1487, decode.d3.loss_mask: 0.8471, decode.d3.loss_dice: 1.2657, decode.d4.loss_cls: 1.1512, decode.d4.loss_mask: 0.8415, decode.d4.loss_dice: 1.2632, decode.d5.loss_cls: 1.1369, decode.d5.loss_mask: 0.8471, decode.d5.loss_dice: 1.2608, decode.d6.loss_cls: 1.1269, decode.d6.loss_mask: 0.8447, decode.d6.loss_dice: 1.2393, decode.d7.loss_cls: 1.1218, decode.d7.loss_mask: 0.8472, decode.d7.loss_dice: 1.2492, decode.d8.loss_cls: 1.1232, decode.d8.loss_mask: 0.8411, decode.d8.loss_dice: 1.2490, loss: 35.3459, grad_norm: 122.1472 2023-11-26 13:55:43,362 - mmseg - INFO - Iter [16950/160000] lr: 3.411e-06, eta: 15:15:45, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0697, decode.loss_mask: 0.8319, decode.loss_dice: 1.2558, decode.d0.loss_cls: 3.4327, decode.d0.loss_mask: 0.8728, decode.d0.loss_dice: 1.4952, decode.d1.loss_cls: 1.2871, decode.d1.loss_mask: 0.8591, decode.d1.loss_dice: 1.3624, decode.d2.loss_cls: 1.1485, decode.d2.loss_mask: 0.8503, decode.d2.loss_dice: 1.3099, decode.d3.loss_cls: 1.0978, decode.d3.loss_mask: 0.8431, decode.d3.loss_dice: 1.2686, decode.d4.loss_cls: 1.0842, decode.d4.loss_mask: 0.8370, decode.d4.loss_dice: 1.2682, decode.d5.loss_cls: 1.0827, decode.d5.loss_mask: 0.8387, decode.d5.loss_dice: 1.2630, decode.d6.loss_cls: 1.0763, decode.d6.loss_mask: 0.8419, decode.d6.loss_dice: 1.2549, decode.d7.loss_cls: 1.0721, decode.d7.loss_mask: 0.8374, decode.d7.loss_dice: 1.2628, decode.d8.loss_cls: 1.0612, decode.d8.loss_mask: 0.8377, decode.d8.loss_dice: 1.2608, loss: 34.8641, grad_norm: 128.4891 2023-11-26 13:56:01,508 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 13:56:01,508 - mmseg - INFO - Iter [17000/160000] lr: 3.410e-06, eta: 15:15:17, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0844, decode.loss_mask: 0.8542, decode.loss_dice: 1.2649, decode.d0.loss_cls: 3.4766, decode.d0.loss_mask: 0.8828, decode.d0.loss_dice: 1.5202, decode.d1.loss_cls: 1.2950, decode.d1.loss_mask: 0.8901, decode.d1.loss_dice: 1.3852, decode.d2.loss_cls: 1.1750, decode.d2.loss_mask: 0.8603, decode.d2.loss_dice: 1.3141, decode.d3.loss_cls: 1.1232, decode.d3.loss_mask: 0.8633, decode.d3.loss_dice: 1.2794, decode.d4.loss_cls: 1.1086, decode.d4.loss_mask: 0.8665, decode.d4.loss_dice: 1.2746, decode.d5.loss_cls: 1.0854, decode.d5.loss_mask: 0.8600, decode.d5.loss_dice: 1.2781, decode.d6.loss_cls: 1.0887, decode.d6.loss_mask: 0.8550, decode.d6.loss_dice: 1.2643, decode.d7.loss_cls: 1.0867, decode.d7.loss_mask: 0.8542, decode.d7.loss_dice: 1.2693, decode.d8.loss_cls: 1.0771, decode.d8.loss_mask: 0.8588, decode.d8.loss_dice: 1.2726, loss: 35.3686, grad_norm: 114.5691 2023-11-26 13:56:19,742 - mmseg - INFO - Iter [17050/160000] lr: 3.409e-06, eta: 15:14:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1008, decode.loss_mask: 0.8479, decode.loss_dice: 1.2585, decode.d0.loss_cls: 3.4448, decode.d0.loss_mask: 0.8919, decode.d0.loss_dice: 1.5310, decode.d1.loss_cls: 1.3185, decode.d1.loss_mask: 0.8863, decode.d1.loss_dice: 1.3838, decode.d2.loss_cls: 1.1890, decode.d2.loss_mask: 0.8683, decode.d2.loss_dice: 1.3152, decode.d3.loss_cls: 1.1356, decode.d3.loss_mask: 0.8602, decode.d3.loss_dice: 1.2697, decode.d4.loss_cls: 1.1189, decode.d4.loss_mask: 0.8573, decode.d4.loss_dice: 1.2843, decode.d5.loss_cls: 1.1093, decode.d5.loss_mask: 0.8568, decode.d5.loss_dice: 1.2714, decode.d6.loss_cls: 1.0994, decode.d6.loss_mask: 0.8534, decode.d6.loss_dice: 1.2598, decode.d7.loss_cls: 1.0883, decode.d7.loss_mask: 0.8539, decode.d7.loss_dice: 1.2557, decode.d8.loss_cls: 1.0910, decode.d8.loss_mask: 0.8500, decode.d8.loss_dice: 1.2590, loss: 35.4098, grad_norm: 117.0687 2023-11-26 13:56:37,942 - mmseg - INFO - Iter [17100/160000] lr: 3.407e-06, eta: 15:14:22, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0693, decode.loss_mask: 0.8491, decode.loss_dice: 1.2455, decode.d0.loss_cls: 3.3341, decode.d0.loss_mask: 0.8865, decode.d0.loss_dice: 1.5050, decode.d1.loss_cls: 1.2619, decode.d1.loss_mask: 0.8877, decode.d1.loss_dice: 1.3732, decode.d2.loss_cls: 1.1439, decode.d2.loss_mask: 0.8588, decode.d2.loss_dice: 1.2894, decode.d3.loss_cls: 1.0982, decode.d3.loss_mask: 0.8546, decode.d3.loss_dice: 1.2596, decode.d4.loss_cls: 1.0994, decode.d4.loss_mask: 0.8441, decode.d4.loss_dice: 1.2529, decode.d5.loss_cls: 1.0903, decode.d5.loss_mask: 0.8428, decode.d5.loss_dice: 1.2521, decode.d6.loss_cls: 1.0688, decode.d6.loss_mask: 0.8469, decode.d6.loss_dice: 1.2368, decode.d7.loss_cls: 1.0689, decode.d7.loss_mask: 0.8460, decode.d7.loss_dice: 1.2414, decode.d8.loss_cls: 1.0617, decode.d8.loss_mask: 0.8430, decode.d8.loss_dice: 1.2491, loss: 34.7608, grad_norm: 129.5919 2023-11-26 13:56:56,345 - mmseg - INFO - Iter [17150/160000] lr: 3.406e-06, eta: 15:13:57, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1430, decode.loss_mask: 0.8300, decode.loss_dice: 1.2444, decode.d0.loss_cls: 3.4829, decode.d0.loss_mask: 0.8645, decode.d0.loss_dice: 1.4905, decode.d1.loss_cls: 1.3524, decode.d1.loss_mask: 0.8552, decode.d1.loss_dice: 1.3649, decode.d2.loss_cls: 1.2234, decode.d2.loss_mask: 0.8311, decode.d2.loss_dice: 1.2948, decode.d3.loss_cls: 1.1779, decode.d3.loss_mask: 0.8325, decode.d3.loss_dice: 1.2534, decode.d4.loss_cls: 1.1669, decode.d4.loss_mask: 0.8307, decode.d4.loss_dice: 1.2526, decode.d5.loss_cls: 1.1618, decode.d5.loss_mask: 0.8280, decode.d5.loss_dice: 1.2609, decode.d6.loss_cls: 1.1515, decode.d6.loss_mask: 0.8262, decode.d6.loss_dice: 1.2472, decode.d7.loss_cls: 1.1394, decode.d7.loss_mask: 0.8316, decode.d7.loss_dice: 1.2472, decode.d8.loss_cls: 1.1371, decode.d8.loss_mask: 0.8293, decode.d8.loss_dice: 1.2489, loss: 35.4003, grad_norm: 118.2704 2023-11-26 13:57:14,539 - mmseg - INFO - Iter [17200/160000] lr: 3.405e-06, eta: 15:13:29, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0758, decode.loss_mask: 0.8590, decode.loss_dice: 1.2275, decode.d0.loss_cls: 3.3987, decode.d0.loss_mask: 0.9055, decode.d0.loss_dice: 1.4951, decode.d1.loss_cls: 1.3098, decode.d1.loss_mask: 0.8916, decode.d1.loss_dice: 1.3465, decode.d2.loss_cls: 1.1701, decode.d2.loss_mask: 0.8626, decode.d2.loss_dice: 1.2844, decode.d3.loss_cls: 1.1230, decode.d3.loss_mask: 0.8531, decode.d3.loss_dice: 1.2524, decode.d4.loss_cls: 1.1109, decode.d4.loss_mask: 0.8586, decode.d4.loss_dice: 1.2594, decode.d5.loss_cls: 1.0992, decode.d5.loss_mask: 0.8578, decode.d5.loss_dice: 1.2491, decode.d6.loss_cls: 1.0865, decode.d6.loss_mask: 0.8513, decode.d6.loss_dice: 1.2295, decode.d7.loss_cls: 1.0790, decode.d7.loss_mask: 0.8563, decode.d7.loss_dice: 1.2339, decode.d8.loss_cls: 1.0792, decode.d8.loss_mask: 0.8598, decode.d8.loss_dice: 1.2268, loss: 34.9924, grad_norm: 120.9310 2023-11-26 13:57:32,988 - mmseg - INFO - Iter [17250/160000] lr: 3.404e-06, eta: 15:13:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1045, decode.loss_mask: 0.8331, decode.loss_dice: 1.2347, decode.d0.loss_cls: 3.4576, decode.d0.loss_mask: 0.8720, decode.d0.loss_dice: 1.5047, decode.d1.loss_cls: 1.3137, decode.d1.loss_mask: 0.8681, decode.d1.loss_dice: 1.3585, decode.d2.loss_cls: 1.1977, decode.d2.loss_mask: 0.8457, decode.d2.loss_dice: 1.2824, decode.d3.loss_cls: 1.1621, decode.d3.loss_mask: 0.8362, decode.d3.loss_dice: 1.2606, decode.d4.loss_cls: 1.1416, decode.d4.loss_mask: 0.8332, decode.d4.loss_dice: 1.2500, decode.d5.loss_cls: 1.1211, decode.d5.loss_mask: 0.8392, decode.d5.loss_dice: 1.2531, decode.d6.loss_cls: 1.1172, decode.d6.loss_mask: 0.8333, decode.d6.loss_dice: 1.2319, decode.d7.loss_cls: 1.1077, decode.d7.loss_mask: 0.8342, decode.d7.loss_dice: 1.2427, decode.d8.loss_cls: 1.1018, decode.d8.loss_mask: 0.8352, decode.d8.loss_dice: 1.2444, loss: 35.1183, grad_norm: 120.7754 2023-11-26 13:57:51,105 - mmseg - INFO - Iter [17300/160000] lr: 3.403e-06, eta: 15:12:36, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0677, decode.loss_mask: 0.7795, decode.loss_dice: 1.2337, decode.d0.loss_cls: 3.4584, decode.d0.loss_mask: 0.8261, decode.d0.loss_dice: 1.4994, decode.d1.loss_cls: 1.2842, decode.d1.loss_mask: 0.8206, decode.d1.loss_dice: 1.3600, decode.d2.loss_cls: 1.1602, decode.d2.loss_mask: 0.7986, decode.d2.loss_dice: 1.2861, decode.d3.loss_cls: 1.1151, decode.d3.loss_mask: 0.7883, decode.d3.loss_dice: 1.2531, decode.d4.loss_cls: 1.0993, decode.d4.loss_mask: 0.7848, decode.d4.loss_dice: 1.2555, decode.d5.loss_cls: 1.0843, decode.d5.loss_mask: 0.7872, decode.d5.loss_dice: 1.2418, decode.d6.loss_cls: 1.0758, decode.d6.loss_mask: 0.7826, decode.d6.loss_dice: 1.2320, decode.d7.loss_cls: 1.0747, decode.d7.loss_mask: 0.7802, decode.d7.loss_dice: 1.2285, decode.d8.loss_cls: 1.0675, decode.d8.loss_mask: 0.7811, decode.d8.loss_dice: 1.2298, loss: 34.2362, grad_norm: 123.3792 2023-11-26 13:58:09,226 - mmseg - INFO - Iter [17350/160000] lr: 3.402e-06, eta: 15:12:08, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0787, decode.loss_mask: 0.8285, decode.loss_dice: 1.2415, decode.d0.loss_cls: 3.4404, decode.d0.loss_mask: 0.8730, decode.d0.loss_dice: 1.4959, decode.d1.loss_cls: 1.2857, decode.d1.loss_mask: 0.8776, decode.d1.loss_dice: 1.3660, decode.d2.loss_cls: 1.1535, decode.d2.loss_mask: 0.8407, decode.d2.loss_dice: 1.2911, decode.d3.loss_cls: 1.1084, decode.d3.loss_mask: 0.8366, decode.d3.loss_dice: 1.2602, decode.d4.loss_cls: 1.0976, decode.d4.loss_mask: 0.8345, decode.d4.loss_dice: 1.2627, decode.d5.loss_cls: 1.0842, decode.d5.loss_mask: 0.8413, decode.d5.loss_dice: 1.2564, decode.d6.loss_cls: 1.0831, decode.d6.loss_mask: 0.8325, decode.d6.loss_dice: 1.2416, decode.d7.loss_cls: 1.0755, decode.d7.loss_mask: 0.8331, decode.d7.loss_dice: 1.2401, decode.d8.loss_cls: 1.0710, decode.d8.loss_mask: 0.8341, decode.d8.loss_dice: 1.2443, loss: 34.8100, grad_norm: 115.9163 2023-11-26 13:58:27,387 - mmseg - INFO - Iter [17400/160000] lr: 3.400e-06, eta: 15:11:40, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0759, decode.loss_mask: 0.8229, decode.loss_dice: 1.2090, decode.d0.loss_cls: 3.3695, decode.d0.loss_mask: 0.8652, decode.d0.loss_dice: 1.4766, decode.d1.loss_cls: 1.2997, decode.d1.loss_mask: 0.8548, decode.d1.loss_dice: 1.3150, decode.d2.loss_cls: 1.1588, decode.d2.loss_mask: 0.8373, decode.d2.loss_dice: 1.2540, decode.d3.loss_cls: 1.1113, decode.d3.loss_mask: 0.8286, decode.d3.loss_dice: 1.2180, decode.d4.loss_cls: 1.0977, decode.d4.loss_mask: 0.8305, decode.d4.loss_dice: 1.2180, decode.d5.loss_cls: 1.0871, decode.d5.loss_mask: 0.8276, decode.d5.loss_dice: 1.2198, decode.d6.loss_cls: 1.0867, decode.d6.loss_mask: 0.8252, decode.d6.loss_dice: 1.1961, decode.d7.loss_cls: 1.0825, decode.d7.loss_mask: 0.8231, decode.d7.loss_dice: 1.2060, decode.d8.loss_cls: 1.0750, decode.d8.loss_mask: 0.8245, decode.d8.loss_dice: 1.2150, loss: 34.3112, grad_norm: 135.8140 2023-11-26 13:58:45,568 - mmseg - INFO - Iter [17450/160000] lr: 3.399e-06, eta: 15:11:13, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0831, decode.loss_mask: 0.8201, decode.loss_dice: 1.2107, decode.d0.loss_cls: 3.4260, decode.d0.loss_mask: 0.8675, decode.d0.loss_dice: 1.4715, decode.d1.loss_cls: 1.2884, decode.d1.loss_mask: 0.8642, decode.d1.loss_dice: 1.3350, decode.d2.loss_cls: 1.1658, decode.d2.loss_mask: 0.8386, decode.d2.loss_dice: 1.2636, decode.d3.loss_cls: 1.1145, decode.d3.loss_mask: 0.8287, decode.d3.loss_dice: 1.2348, decode.d4.loss_cls: 1.1058, decode.d4.loss_mask: 0.8250, decode.d4.loss_dice: 1.2361, decode.d5.loss_cls: 1.1035, decode.d5.loss_mask: 0.8261, decode.d5.loss_dice: 1.2346, decode.d6.loss_cls: 1.0883, decode.d6.loss_mask: 0.8281, decode.d6.loss_dice: 1.2216, decode.d7.loss_cls: 1.0772, decode.d7.loss_mask: 0.8234, decode.d7.loss_dice: 1.2166, decode.d8.loss_cls: 1.0774, decode.d8.loss_mask: 0.8223, decode.d8.loss_dice: 1.2140, loss: 34.5123, grad_norm: 120.1783 2023-11-26 13:59:03,740 - mmseg - INFO - Iter [17500/160000] lr: 3.398e-06, eta: 15:10:46, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1118, decode.loss_mask: 0.8545, decode.loss_dice: 1.2325, decode.d0.loss_cls: 3.4452, decode.d0.loss_mask: 0.9070, decode.d0.loss_dice: 1.4995, decode.d1.loss_cls: 1.3340, decode.d1.loss_mask: 0.8871, decode.d1.loss_dice: 1.3532, decode.d2.loss_cls: 1.1992, decode.d2.loss_mask: 0.8646, decode.d2.loss_dice: 1.2900, decode.d3.loss_cls: 1.1595, decode.d3.loss_mask: 0.8584, decode.d3.loss_dice: 1.2453, decode.d4.loss_cls: 1.1428, decode.d4.loss_mask: 0.8613, decode.d4.loss_dice: 1.2500, decode.d5.loss_cls: 1.1337, decode.d5.loss_mask: 0.8603, decode.d5.loss_dice: 1.2427, decode.d6.loss_cls: 1.1242, decode.d6.loss_mask: 0.8557, decode.d6.loss_dice: 1.2287, decode.d7.loss_cls: 1.1167, decode.d7.loss_mask: 0.8538, decode.d7.loss_dice: 1.2308, decode.d8.loss_cls: 1.1186, decode.d8.loss_mask: 0.8529, decode.d8.loss_dice: 1.2329, loss: 35.3466, grad_norm: 125.8361 2023-11-26 13:59:22,136 - mmseg - INFO - Iter [17550/160000] lr: 3.397e-06, eta: 15:10:20, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1225, decode.loss_mask: 0.8202, decode.loss_dice: 1.2035, decode.d0.loss_cls: 3.4305, decode.d0.loss_mask: 0.8527, decode.d0.loss_dice: 1.4883, decode.d1.loss_cls: 1.3063, decode.d1.loss_mask: 0.8520, decode.d1.loss_dice: 1.3460, decode.d2.loss_cls: 1.1928, decode.d2.loss_mask: 0.8301, decode.d2.loss_dice: 1.2685, decode.d3.loss_cls: 1.1589, decode.d3.loss_mask: 0.8141, decode.d3.loss_dice: 1.2337, decode.d4.loss_cls: 1.1451, decode.d4.loss_mask: 0.8200, decode.d4.loss_dice: 1.2323, decode.d5.loss_cls: 1.1315, decode.d5.loss_mask: 0.8200, decode.d5.loss_dice: 1.2236, decode.d6.loss_cls: 1.1190, decode.d6.loss_mask: 0.8230, decode.d6.loss_dice: 1.2095, decode.d7.loss_cls: 1.1176, decode.d7.loss_mask: 0.8190, decode.d7.loss_dice: 1.2134, decode.d8.loss_cls: 1.1205, decode.d8.loss_mask: 0.8180, decode.d8.loss_dice: 1.2100, loss: 34.7423, grad_norm: 132.8867 2023-11-26 13:59:40,470 - mmseg - INFO - Iter [17600/160000] lr: 3.396e-06, eta: 15:09:54, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0747, decode.loss_mask: 0.8241, decode.loss_dice: 1.2345, decode.d0.loss_cls: 3.3722, decode.d0.loss_mask: 0.8735, decode.d0.loss_dice: 1.4912, decode.d1.loss_cls: 1.2659, decode.d1.loss_mask: 0.8666, decode.d1.loss_dice: 1.3446, decode.d2.loss_cls: 1.1400, decode.d2.loss_mask: 0.8379, decode.d2.loss_dice: 1.2838, decode.d3.loss_cls: 1.0994, decode.d3.loss_mask: 0.8304, decode.d3.loss_dice: 1.2487, decode.d4.loss_cls: 1.0814, decode.d4.loss_mask: 0.8281, decode.d4.loss_dice: 1.2405, decode.d5.loss_cls: 1.0750, decode.d5.loss_mask: 0.8319, decode.d5.loss_dice: 1.2450, decode.d6.loss_cls: 1.0706, decode.d6.loss_mask: 0.8279, decode.d6.loss_dice: 1.2262, decode.d7.loss_cls: 1.0638, decode.d7.loss_mask: 0.8302, decode.d7.loss_dice: 1.2347, decode.d8.loss_cls: 1.0623, decode.d8.loss_mask: 0.8296, decode.d8.loss_dice: 1.2357, loss: 34.4704, grad_norm: 116.7585 2023-11-26 13:59:59,022 - mmseg - INFO - Iter [17650/160000] lr: 3.394e-06, eta: 15:09:30, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0448, decode.loss_mask: 0.8179, decode.loss_dice: 1.2158, decode.d0.loss_cls: 3.4142, decode.d0.loss_mask: 0.8553, decode.d0.loss_dice: 1.4748, decode.d1.loss_cls: 1.2917, decode.d1.loss_mask: 0.8458, decode.d1.loss_dice: 1.3333, decode.d2.loss_cls: 1.1530, decode.d2.loss_mask: 0.8353, decode.d2.loss_dice: 1.2799, decode.d3.loss_cls: 1.1121, decode.d3.loss_mask: 0.8313, decode.d3.loss_dice: 1.2288, decode.d4.loss_cls: 1.0951, decode.d4.loss_mask: 0.8239, decode.d4.loss_dice: 1.2292, decode.d5.loss_cls: 1.0703, decode.d5.loss_mask: 0.8281, decode.d5.loss_dice: 1.2294, decode.d6.loss_cls: 1.0589, decode.d6.loss_mask: 0.8158, decode.d6.loss_dice: 1.2199, decode.d7.loss_cls: 1.0536, decode.d7.loss_mask: 0.8207, decode.d7.loss_dice: 1.2189, decode.d8.loss_cls: 1.0513, decode.d8.loss_mask: 0.8215, decode.d8.loss_dice: 1.2220, loss: 34.2925, grad_norm: 122.3677 2023-11-26 14:00:19,515 - mmseg - INFO - Iter [17700/160000] lr: 3.393e-06, eta: 15:09:21, time: 0.410, data_time: 0.055, memory: 36416, decode.loss_cls: 1.1013, decode.loss_mask: 0.8245, decode.loss_dice: 1.2423, decode.d0.loss_cls: 3.4377, decode.d0.loss_mask: 0.8697, decode.d0.loss_dice: 1.5167, decode.d1.loss_cls: 1.3158, decode.d1.loss_mask: 0.8583, decode.d1.loss_dice: 1.3617, decode.d2.loss_cls: 1.2061, decode.d2.loss_mask: 0.8351, decode.d2.loss_dice: 1.2813, decode.d3.loss_cls: 1.1630, decode.d3.loss_mask: 0.8277, decode.d3.loss_dice: 1.2515, decode.d4.loss_cls: 1.1392, decode.d4.loss_mask: 0.8288, decode.d4.loss_dice: 1.2535, decode.d5.loss_cls: 1.1297, decode.d5.loss_mask: 0.8302, decode.d5.loss_dice: 1.2443, decode.d6.loss_cls: 1.1093, decode.d6.loss_mask: 0.8315, decode.d6.loss_dice: 1.2466, decode.d7.loss_cls: 1.1017, decode.d7.loss_mask: 0.8257, decode.d7.loss_dice: 1.2412, decode.d8.loss_cls: 1.1013, decode.d8.loss_mask: 0.8279, decode.d8.loss_dice: 1.2439, loss: 35.0475, grad_norm: 113.0756 2023-11-26 14:00:38,334 - mmseg - INFO - Iter [17750/160000] lr: 3.392e-06, eta: 15:08:59, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0716, decode.loss_mask: 0.8507, decode.loss_dice: 1.2606, decode.d0.loss_cls: 3.4628, decode.d0.loss_mask: 0.9032, decode.d0.loss_dice: 1.5135, decode.d1.loss_cls: 1.3038, decode.d1.loss_mask: 0.8938, decode.d1.loss_dice: 1.3739, decode.d2.loss_cls: 1.1702, decode.d2.loss_mask: 0.8672, decode.d2.loss_dice: 1.3098, decode.d3.loss_cls: 1.1122, decode.d3.loss_mask: 0.8626, decode.d3.loss_dice: 1.2758, decode.d4.loss_cls: 1.1025, decode.d4.loss_mask: 0.8583, decode.d4.loss_dice: 1.2694, decode.d5.loss_cls: 1.1000, decode.d5.loss_mask: 0.8581, decode.d5.loss_dice: 1.2652, decode.d6.loss_cls: 1.0864, decode.d6.loss_mask: 0.8538, decode.d6.loss_dice: 1.2506, decode.d7.loss_cls: 1.0721, decode.d7.loss_mask: 0.8507, decode.d7.loss_dice: 1.2599, decode.d8.loss_cls: 1.0775, decode.d8.loss_mask: 0.8470, decode.d8.loss_dice: 1.2581, loss: 35.2415, grad_norm: 122.4996 2023-11-26 14:00:56,554 - mmseg - INFO - Iter [17800/160000] lr: 3.391e-06, eta: 15:08:33, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0629, decode.loss_mask: 0.8422, decode.loss_dice: 1.2165, decode.d0.loss_cls: 3.4499, decode.d0.loss_mask: 0.8854, decode.d0.loss_dice: 1.4653, decode.d1.loss_cls: 1.2692, decode.d1.loss_mask: 0.8738, decode.d1.loss_dice: 1.3281, decode.d2.loss_cls: 1.1368, decode.d2.loss_mask: 0.8481, decode.d2.loss_dice: 1.2746, decode.d3.loss_cls: 1.0972, decode.d3.loss_mask: 0.8387, decode.d3.loss_dice: 1.2387, decode.d4.loss_cls: 1.0802, decode.d4.loss_mask: 0.8429, decode.d4.loss_dice: 1.2328, decode.d5.loss_cls: 1.0691, decode.d5.loss_mask: 0.8442, decode.d5.loss_dice: 1.2347, decode.d6.loss_cls: 1.0642, decode.d6.loss_mask: 0.8406, decode.d6.loss_dice: 1.2242, decode.d7.loss_cls: 1.0551, decode.d7.loss_mask: 0.8419, decode.d7.loss_dice: 1.2268, decode.d8.loss_cls: 1.0637, decode.d8.loss_mask: 0.8378, decode.d8.loss_dice: 1.2258, loss: 34.5117, grad_norm: 137.4926 2023-11-26 14:01:14,744 - mmseg - INFO - Iter [17850/160000] lr: 3.390e-06, eta: 15:08:06, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1211, decode.loss_mask: 0.8389, decode.loss_dice: 1.2407, decode.d0.loss_cls: 3.3825, decode.d0.loss_mask: 0.8928, decode.d0.loss_dice: 1.5024, decode.d1.loss_cls: 1.3252, decode.d1.loss_mask: 0.8741, decode.d1.loss_dice: 1.3496, decode.d2.loss_cls: 1.1961, decode.d2.loss_mask: 0.8471, decode.d2.loss_dice: 1.2794, decode.d3.loss_cls: 1.1535, decode.d3.loss_mask: 0.8454, decode.d3.loss_dice: 1.2538, decode.d4.loss_cls: 1.1327, decode.d4.loss_mask: 0.8433, decode.d4.loss_dice: 1.2590, decode.d5.loss_cls: 1.1264, decode.d5.loss_mask: 0.8458, decode.d5.loss_dice: 1.2560, decode.d6.loss_cls: 1.1322, decode.d6.loss_mask: 0.8441, decode.d6.loss_dice: 1.2507, decode.d7.loss_cls: 1.1156, decode.d7.loss_mask: 0.8426, decode.d7.loss_dice: 1.2471, decode.d8.loss_cls: 1.1066, decode.d8.loss_mask: 0.8443, decode.d8.loss_dice: 1.2439, loss: 35.1928, grad_norm: 115.8605 2023-11-26 14:01:33,246 - mmseg - INFO - Iter [17900/160000] lr: 3.388e-06, eta: 15:07:41, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0997, decode.loss_mask: 0.8066, decode.loss_dice: 1.2406, decode.d0.loss_cls: 3.4804, decode.d0.loss_mask: 0.8459, decode.d0.loss_dice: 1.4956, decode.d1.loss_cls: 1.3326, decode.d1.loss_mask: 0.8295, decode.d1.loss_dice: 1.3565, decode.d2.loss_cls: 1.1924, decode.d2.loss_mask: 0.8223, decode.d2.loss_dice: 1.2965, decode.d3.loss_cls: 1.1526, decode.d3.loss_mask: 0.8097, decode.d3.loss_dice: 1.2563, decode.d4.loss_cls: 1.1418, decode.d4.loss_mask: 0.8047, decode.d4.loss_dice: 1.2575, decode.d5.loss_cls: 1.1328, decode.d5.loss_mask: 0.8034, decode.d5.loss_dice: 1.2515, decode.d6.loss_cls: 1.1138, decode.d6.loss_mask: 0.8078, decode.d6.loss_dice: 1.2324, decode.d7.loss_cls: 1.1027, decode.d7.loss_mask: 0.8108, decode.d7.loss_dice: 1.2429, decode.d8.loss_cls: 1.0992, decode.d8.loss_mask: 0.8025, decode.d8.loss_dice: 1.2391, loss: 34.8602, grad_norm: 121.9251 2023-11-26 14:01:51,432 - mmseg - INFO - Iter [17950/160000] lr: 3.387e-06, eta: 15:07:14, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0766, decode.loss_mask: 0.8441, decode.loss_dice: 1.2494, decode.d0.loss_cls: 3.3502, decode.d0.loss_mask: 0.8808, decode.d0.loss_dice: 1.5083, decode.d1.loss_cls: 1.2927, decode.d1.loss_mask: 0.8676, decode.d1.loss_dice: 1.3552, decode.d2.loss_cls: 1.1437, decode.d2.loss_mask: 0.8484, decode.d2.loss_dice: 1.2953, decode.d3.loss_cls: 1.1151, decode.d3.loss_mask: 0.8409, decode.d3.loss_dice: 1.2483, decode.d4.loss_cls: 1.0986, decode.d4.loss_mask: 0.8458, decode.d4.loss_dice: 1.2578, decode.d5.loss_cls: 1.0920, decode.d5.loss_mask: 0.8522, decode.d5.loss_dice: 1.2614, decode.d6.loss_cls: 1.0894, decode.d6.loss_mask: 0.8462, decode.d6.loss_dice: 1.2429, decode.d7.loss_cls: 1.0778, decode.d7.loss_mask: 0.8452, decode.d7.loss_dice: 1.2494, decode.d8.loss_cls: 1.0740, decode.d8.loss_mask: 0.8494, decode.d8.loss_dice: 1.2412, loss: 34.8400, grad_norm: 126.6407 2023-11-26 14:02:09,638 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:02:09,638 - mmseg - INFO - Iter [18000/160000] lr: 3.386e-06, eta: 15:06:48, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0868, decode.loss_mask: 0.8445, decode.loss_dice: 1.2256, decode.d0.loss_cls: 3.3983, decode.d0.loss_mask: 0.8816, decode.d0.loss_dice: 1.4746, decode.d1.loss_cls: 1.2960, decode.d1.loss_mask: 0.8864, decode.d1.loss_dice: 1.3357, decode.d2.loss_cls: 1.1710, decode.d2.loss_mask: 0.8581, decode.d2.loss_dice: 1.2679, decode.d3.loss_cls: 1.1299, decode.d3.loss_mask: 0.8529, decode.d3.loss_dice: 1.2439, decode.d4.loss_cls: 1.1172, decode.d4.loss_mask: 0.8492, decode.d4.loss_dice: 1.2423, decode.d5.loss_cls: 1.1133, decode.d5.loss_mask: 0.8475, decode.d5.loss_dice: 1.2365, decode.d6.loss_cls: 1.0976, decode.d6.loss_mask: 0.8477, decode.d6.loss_dice: 1.2232, decode.d7.loss_cls: 1.0946, decode.d7.loss_mask: 0.8423, decode.d7.loss_dice: 1.2231, decode.d8.loss_cls: 1.0918, decode.d8.loss_mask: 0.8438, decode.d8.loss_dice: 1.2221, loss: 34.8455, grad_norm: 120.9929 2023-11-26 14:02:28,237 - mmseg - INFO - Iter [18050/160000] lr: 3.385e-06, eta: 15:06:24, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0587, decode.loss_mask: 0.8253, decode.loss_dice: 1.2199, decode.d0.loss_cls: 3.3731, decode.d0.loss_mask: 0.8721, decode.d0.loss_dice: 1.4772, decode.d1.loss_cls: 1.2858, decode.d1.loss_mask: 0.8629, decode.d1.loss_dice: 1.3457, decode.d2.loss_cls: 1.1623, decode.d2.loss_mask: 0.8338, decode.d2.loss_dice: 1.2687, decode.d3.loss_cls: 1.1177, decode.d3.loss_mask: 0.8254, decode.d3.loss_dice: 1.2327, decode.d4.loss_cls: 1.0992, decode.d4.loss_mask: 0.8274, decode.d4.loss_dice: 1.2410, decode.d5.loss_cls: 1.0927, decode.d5.loss_mask: 0.8218, decode.d5.loss_dice: 1.2290, decode.d6.loss_cls: 1.0783, decode.d6.loss_mask: 0.8205, decode.d6.loss_dice: 1.2240, decode.d7.loss_cls: 1.0735, decode.d7.loss_mask: 0.8212, decode.d7.loss_dice: 1.2254, decode.d8.loss_cls: 1.0718, decode.d8.loss_mask: 0.8279, decode.d8.loss_dice: 1.2251, loss: 34.4399, grad_norm: 119.2617 2023-11-26 14:02:46,430 - mmseg - INFO - Iter [18100/160000] lr: 3.384e-06, eta: 15:05:57, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0541, decode.loss_mask: 0.8002, decode.loss_dice: 1.1923, decode.d0.loss_cls: 3.3840, decode.d0.loss_mask: 0.8518, decode.d0.loss_dice: 1.4571, decode.d1.loss_cls: 1.2460, decode.d1.loss_mask: 0.8453, decode.d1.loss_dice: 1.3190, decode.d2.loss_cls: 1.1310, decode.d2.loss_mask: 0.8160, decode.d2.loss_dice: 1.2521, decode.d3.loss_cls: 1.0934, decode.d3.loss_mask: 0.8056, decode.d3.loss_dice: 1.2047, decode.d4.loss_cls: 1.0770, decode.d4.loss_mask: 0.7983, decode.d4.loss_dice: 1.2152, decode.d5.loss_cls: 1.0776, decode.d5.loss_mask: 0.7961, decode.d5.loss_dice: 1.2135, decode.d6.loss_cls: 1.0590, decode.d6.loss_mask: 0.8031, decode.d6.loss_dice: 1.1894, decode.d7.loss_cls: 1.0558, decode.d7.loss_mask: 0.7993, decode.d7.loss_dice: 1.1987, decode.d8.loss_cls: 1.0533, decode.d8.loss_mask: 0.8003, decode.d8.loss_dice: 1.1963, loss: 33.7855, grad_norm: 126.4052 2023-11-26 14:03:04,545 - mmseg - INFO - Iter [18150/160000] lr: 3.382e-06, eta: 15:05:30, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1014, decode.loss_mask: 0.7876, decode.loss_dice: 1.2235, decode.d0.loss_cls: 3.4531, decode.d0.loss_mask: 0.8257, decode.d0.loss_dice: 1.4987, decode.d1.loss_cls: 1.3176, decode.d1.loss_mask: 0.8198, decode.d1.loss_dice: 1.3492, decode.d2.loss_cls: 1.1775, decode.d2.loss_mask: 0.8024, decode.d2.loss_dice: 1.2818, decode.d3.loss_cls: 1.1379, decode.d3.loss_mask: 0.7976, decode.d3.loss_dice: 1.2450, decode.d4.loss_cls: 1.1379, decode.d4.loss_mask: 0.7875, decode.d4.loss_dice: 1.2422, decode.d5.loss_cls: 1.1245, decode.d5.loss_mask: 0.7901, decode.d5.loss_dice: 1.2357, decode.d6.loss_cls: 1.1225, decode.d6.loss_mask: 0.7890, decode.d6.loss_dice: 1.2215, decode.d7.loss_cls: 1.1172, decode.d7.loss_mask: 0.7859, decode.d7.loss_dice: 1.2263, decode.d8.loss_cls: 1.1109, decode.d8.loss_mask: 0.7879, decode.d8.loss_dice: 1.2321, loss: 34.5300, grad_norm: 115.3734 2023-11-26 14:03:22,885 - mmseg - INFO - Iter [18200/160000] lr: 3.381e-06, eta: 15:05:05, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0764, decode.loss_mask: 0.8392, decode.loss_dice: 1.2361, decode.d0.loss_cls: 3.3811, decode.d0.loss_mask: 0.8774, decode.d0.loss_dice: 1.4976, decode.d1.loss_cls: 1.2795, decode.d1.loss_mask: 0.8699, decode.d1.loss_dice: 1.3588, decode.d2.loss_cls: 1.1530, decode.d2.loss_mask: 0.8452, decode.d2.loss_dice: 1.2871, decode.d3.loss_cls: 1.1084, decode.d3.loss_mask: 0.8372, decode.d3.loss_dice: 1.2534, decode.d4.loss_cls: 1.0939, decode.d4.loss_mask: 0.8359, decode.d4.loss_dice: 1.2518, decode.d5.loss_cls: 1.0895, decode.d5.loss_mask: 0.8312, decode.d5.loss_dice: 1.2554, decode.d6.loss_cls: 1.0852, decode.d6.loss_mask: 0.8293, decode.d6.loss_dice: 1.2428, decode.d7.loss_cls: 1.0690, decode.d7.loss_mask: 0.8318, decode.d7.loss_dice: 1.2410, decode.d8.loss_cls: 1.0710, decode.d8.loss_mask: 0.8327, decode.d8.loss_dice: 1.2461, loss: 34.7067, grad_norm: 114.4970 2023-11-26 14:03:41,047 - mmseg - INFO - Iter [18250/160000] lr: 3.380e-06, eta: 15:04:38, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0564, decode.loss_mask: 0.8451, decode.loss_dice: 1.2116, decode.d0.loss_cls: 3.3081, decode.d0.loss_mask: 0.8952, decode.d0.loss_dice: 1.4707, decode.d1.loss_cls: 1.2689, decode.d1.loss_mask: 0.8848, decode.d1.loss_dice: 1.3289, decode.d2.loss_cls: 1.1444, decode.d2.loss_mask: 0.8605, decode.d2.loss_dice: 1.2568, decode.d3.loss_cls: 1.0998, decode.d3.loss_mask: 0.8543, decode.d3.loss_dice: 1.2235, decode.d4.loss_cls: 1.0930, decode.d4.loss_mask: 0.8495, decode.d4.loss_dice: 1.2227, decode.d5.loss_cls: 1.0807, decode.d5.loss_mask: 0.8441, decode.d5.loss_dice: 1.2206, decode.d6.loss_cls: 1.0782, decode.d6.loss_mask: 0.8400, decode.d6.loss_dice: 1.2076, decode.d7.loss_cls: 1.0630, decode.d7.loss_mask: 0.8437, decode.d7.loss_dice: 1.2051, decode.d8.loss_cls: 1.0629, decode.d8.loss_mask: 0.8434, decode.d8.loss_dice: 1.2153, loss: 34.3787, grad_norm: 121.7006 2023-11-26 14:03:59,267 - mmseg - INFO - Iter [18300/160000] lr: 3.379e-06, eta: 15:04:12, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0436, decode.loss_mask: 0.8194, decode.loss_dice: 1.2398, decode.d0.loss_cls: 3.3770, decode.d0.loss_mask: 0.8653, decode.d0.loss_dice: 1.5223, decode.d1.loss_cls: 1.2438, decode.d1.loss_mask: 0.8593, decode.d1.loss_dice: 1.3720, decode.d2.loss_cls: 1.1218, decode.d2.loss_mask: 0.8383, decode.d2.loss_dice: 1.2966, decode.d3.loss_cls: 1.0907, decode.d3.loss_mask: 0.8262, decode.d3.loss_dice: 1.2552, decode.d4.loss_cls: 1.0759, decode.d4.loss_mask: 0.8241, decode.d4.loss_dice: 1.2565, decode.d5.loss_cls: 1.0767, decode.d5.loss_mask: 0.8237, decode.d5.loss_dice: 1.2576, decode.d6.loss_cls: 1.0674, decode.d6.loss_mask: 0.8202, decode.d6.loss_dice: 1.2418, decode.d7.loss_cls: 1.0425, decode.d7.loss_mask: 0.8230, decode.d7.loss_dice: 1.2422, decode.d8.loss_cls: 1.0468, decode.d8.loss_mask: 0.8210, decode.d8.loss_dice: 1.2413, loss: 34.4318, grad_norm: 120.2873 2023-11-26 14:04:17,658 - mmseg - INFO - Iter [18350/160000] lr: 3.378e-06, eta: 15:03:47, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0548, decode.loss_mask: 0.8009, decode.loss_dice: 1.1963, decode.d0.loss_cls: 3.3567, decode.d0.loss_mask: 0.8433, decode.d0.loss_dice: 1.4527, decode.d1.loss_cls: 1.2401, decode.d1.loss_mask: 0.8362, decode.d1.loss_dice: 1.3142, decode.d2.loss_cls: 1.1154, decode.d2.loss_mask: 0.8174, decode.d2.loss_dice: 1.2481, decode.d3.loss_cls: 1.0809, decode.d3.loss_mask: 0.8099, decode.d3.loss_dice: 1.2215, decode.d4.loss_cls: 1.0769, decode.d4.loss_mask: 0.8003, decode.d4.loss_dice: 1.2186, decode.d5.loss_cls: 1.0698, decode.d5.loss_mask: 0.8018, decode.d5.loss_dice: 1.2165, decode.d6.loss_cls: 1.0729, decode.d6.loss_mask: 0.7976, decode.d6.loss_dice: 1.1975, decode.d7.loss_cls: 1.0508, decode.d7.loss_mask: 0.7984, decode.d7.loss_dice: 1.2009, decode.d8.loss_cls: 1.0456, decode.d8.loss_mask: 0.7995, decode.d8.loss_dice: 1.1978, loss: 33.7332, grad_norm: 123.0744 2023-11-26 14:04:35,967 - mmseg - INFO - Iter [18400/160000] lr: 3.376e-06, eta: 15:03:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0780, decode.loss_mask: 0.8485, decode.loss_dice: 1.2815, decode.d0.loss_cls: 3.4241, decode.d0.loss_mask: 0.8948, decode.d0.loss_dice: 1.5302, decode.d1.loss_cls: 1.2762, decode.d1.loss_mask: 0.8921, decode.d1.loss_dice: 1.3833, decode.d2.loss_cls: 1.1597, decode.d2.loss_mask: 0.8646, decode.d2.loss_dice: 1.3160, decode.d3.loss_cls: 1.1223, decode.d3.loss_mask: 0.8582, decode.d3.loss_dice: 1.2801, decode.d4.loss_cls: 1.1021, decode.d4.loss_mask: 0.8587, decode.d4.loss_dice: 1.2858, decode.d5.loss_cls: 1.0973, decode.d5.loss_mask: 0.8552, decode.d5.loss_dice: 1.2790, decode.d6.loss_cls: 1.0962, decode.d6.loss_mask: 0.8448, decode.d6.loss_dice: 1.2662, decode.d7.loss_cls: 1.0933, decode.d7.loss_mask: 0.8477, decode.d7.loss_dice: 1.2723, decode.d8.loss_cls: 1.0795, decode.d8.loss_mask: 0.8533, decode.d8.loss_dice: 1.2772, loss: 35.3183, grad_norm: 116.6174 2023-11-26 14:04:54,458 - mmseg - INFO - Iter [18450/160000] lr: 3.375e-06, eta: 15:02:57, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1297, decode.loss_mask: 0.8091, decode.loss_dice: 1.2346, decode.d0.loss_cls: 3.4459, decode.d0.loss_mask: 0.8516, decode.d0.loss_dice: 1.5002, decode.d1.loss_cls: 1.3539, decode.d1.loss_mask: 0.8425, decode.d1.loss_dice: 1.3497, decode.d2.loss_cls: 1.2211, decode.d2.loss_mask: 0.8245, decode.d2.loss_dice: 1.2911, decode.d3.loss_cls: 1.1806, decode.d3.loss_mask: 0.8171, decode.d3.loss_dice: 1.2504, decode.d4.loss_cls: 1.1598, decode.d4.loss_mask: 0.8145, decode.d4.loss_dice: 1.2483, decode.d5.loss_cls: 1.1498, decode.d5.loss_mask: 0.8159, decode.d5.loss_dice: 1.2541, decode.d6.loss_cls: 1.1459, decode.d6.loss_mask: 0.8131, decode.d6.loss_dice: 1.2365, decode.d7.loss_cls: 1.1359, decode.d7.loss_mask: 0.8094, decode.d7.loss_dice: 1.2335, decode.d8.loss_cls: 1.1360, decode.d8.loss_mask: 0.8116, decode.d8.loss_dice: 1.2331, loss: 35.0997, grad_norm: 111.4163 2023-11-26 14:05:12,701 - mmseg - INFO - Iter [18500/160000] lr: 3.374e-06, eta: 15:02:31, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0575, decode.loss_mask: 0.7878, decode.loss_dice: 1.2023, decode.d0.loss_cls: 3.3847, decode.d0.loss_mask: 0.8218, decode.d0.loss_dice: 1.4563, decode.d1.loss_cls: 1.2789, decode.d1.loss_mask: 0.8103, decode.d1.loss_dice: 1.3129, decode.d2.loss_cls: 1.1361, decode.d2.loss_mask: 0.7980, decode.d2.loss_dice: 1.2569, decode.d3.loss_cls: 1.1095, decode.d3.loss_mask: 0.7892, decode.d3.loss_dice: 1.2188, decode.d4.loss_cls: 1.0996, decode.d4.loss_mask: 0.7804, decode.d4.loss_dice: 1.2218, decode.d5.loss_cls: 1.0913, decode.d5.loss_mask: 0.7803, decode.d5.loss_dice: 1.2187, decode.d6.loss_cls: 1.0751, decode.d6.loss_mask: 0.7847, decode.d6.loss_dice: 1.2081, decode.d7.loss_cls: 1.0680, decode.d7.loss_mask: 0.7820, decode.d7.loss_dice: 1.2074, decode.d8.loss_cls: 1.0628, decode.d8.loss_mask: 0.7859, decode.d8.loss_dice: 1.2063, loss: 33.7934, grad_norm: 119.8185 2023-11-26 14:05:32,794 - mmseg - INFO - Iter [18550/160000] lr: 3.373e-06, eta: 15:02:19, time: 0.402, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1095, decode.loss_mask: 0.8202, decode.loss_dice: 1.2436, decode.d0.loss_cls: 3.4242, decode.d0.loss_mask: 0.8633, decode.d0.loss_dice: 1.5144, decode.d1.loss_cls: 1.2969, decode.d1.loss_mask: 0.8574, decode.d1.loss_dice: 1.3618, decode.d2.loss_cls: 1.1995, decode.d2.loss_mask: 0.8347, decode.d2.loss_dice: 1.2976, decode.d3.loss_cls: 1.1425, decode.d3.loss_mask: 0.8311, decode.d3.loss_dice: 1.2634, decode.d4.loss_cls: 1.1377, decode.d4.loss_mask: 0.8297, decode.d4.loss_dice: 1.2609, decode.d5.loss_cls: 1.1220, decode.d5.loss_mask: 0.8340, decode.d5.loss_dice: 1.2592, decode.d6.loss_cls: 1.1127, decode.d6.loss_mask: 0.8234, decode.d6.loss_dice: 1.2419, decode.d7.loss_cls: 1.1084, decode.d7.loss_mask: 0.8221, decode.d7.loss_dice: 1.2484, decode.d8.loss_cls: 1.1053, decode.d8.loss_mask: 0.8177, decode.d8.loss_dice: 1.2443, loss: 35.0275, grad_norm: 118.0345 2023-11-26 14:05:51,667 - mmseg - INFO - Iter [18600/160000] lr: 3.372e-06, eta: 15:01:58, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0776, decode.loss_mask: 0.8443, decode.loss_dice: 1.2586, decode.d0.loss_cls: 3.3569, decode.d0.loss_mask: 0.8895, decode.d0.loss_dice: 1.5058, decode.d1.loss_cls: 1.2759, decode.d1.loss_mask: 0.8763, decode.d1.loss_dice: 1.3791, decode.d2.loss_cls: 1.1571, decode.d2.loss_mask: 0.8627, decode.d2.loss_dice: 1.3041, decode.d3.loss_cls: 1.1045, decode.d3.loss_mask: 0.8514, decode.d3.loss_dice: 1.2796, decode.d4.loss_cls: 1.0975, decode.d4.loss_mask: 0.8490, decode.d4.loss_dice: 1.2844, decode.d5.loss_cls: 1.0933, decode.d5.loss_mask: 0.8450, decode.d5.loss_dice: 1.2719, decode.d6.loss_cls: 1.0923, decode.d6.loss_mask: 0.8421, decode.d6.loss_dice: 1.2501, decode.d7.loss_cls: 1.0696, decode.d7.loss_mask: 0.8512, decode.d7.loss_dice: 1.2563, decode.d8.loss_cls: 1.0670, decode.d8.loss_mask: 0.8448, decode.d8.loss_dice: 1.2607, loss: 34.9987, grad_norm: 121.2202 2023-11-26 14:06:09,930 - mmseg - INFO - Iter [18650/160000] lr: 3.371e-06, eta: 15:01:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0574, decode.loss_mask: 0.8223, decode.loss_dice: 1.2076, decode.d0.loss_cls: 3.3341, decode.d0.loss_mask: 0.8763, decode.d0.loss_dice: 1.4703, decode.d1.loss_cls: 1.2573, decode.d1.loss_mask: 0.8640, decode.d1.loss_dice: 1.3271, decode.d2.loss_cls: 1.1371, decode.d2.loss_mask: 0.8434, decode.d2.loss_dice: 1.2612, decode.d3.loss_cls: 1.0971, decode.d3.loss_mask: 0.8404, decode.d3.loss_dice: 1.2267, decode.d4.loss_cls: 1.0955, decode.d4.loss_mask: 0.8331, decode.d4.loss_dice: 1.2222, decode.d5.loss_cls: 1.0748, decode.d5.loss_mask: 0.8211, decode.d5.loss_dice: 1.2203, decode.d6.loss_cls: 1.0753, decode.d6.loss_mask: 0.8259, decode.d6.loss_dice: 1.2097, decode.d7.loss_cls: 1.0644, decode.d7.loss_mask: 0.8201, decode.d7.loss_dice: 1.2095, decode.d8.loss_cls: 1.0662, decode.d8.loss_mask: 0.8163, decode.d8.loss_dice: 1.2044, loss: 34.1813, grad_norm: 137.1585 2023-11-26 14:06:28,198 - mmseg - INFO - Iter [18700/160000] lr: 3.369e-06, eta: 15:01:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0602, decode.loss_mask: 0.8131, decode.loss_dice: 1.2082, decode.d0.loss_cls: 3.3702, decode.d0.loss_mask: 0.8484, decode.d0.loss_dice: 1.4532, decode.d1.loss_cls: 1.2482, decode.d1.loss_mask: 0.8498, decode.d1.loss_dice: 1.3174, decode.d2.loss_cls: 1.1194, decode.d2.loss_mask: 0.8311, decode.d2.loss_dice: 1.2646, decode.d3.loss_cls: 1.0789, decode.d3.loss_mask: 0.8200, decode.d3.loss_dice: 1.2281, decode.d4.loss_cls: 1.0689, decode.d4.loss_mask: 0.8168, decode.d4.loss_dice: 1.2314, decode.d5.loss_cls: 1.0598, decode.d5.loss_mask: 0.8224, decode.d5.loss_dice: 1.2275, decode.d6.loss_cls: 1.0644, decode.d6.loss_mask: 0.8170, decode.d6.loss_dice: 1.2174, decode.d7.loss_cls: 1.0564, decode.d7.loss_mask: 0.8152, decode.d7.loss_dice: 1.2170, decode.d8.loss_cls: 1.0511, decode.d8.loss_mask: 0.8131, decode.d8.loss_dice: 1.2089, loss: 33.9979, grad_norm: 108.5424 2023-11-26 14:06:46,263 - mmseg - INFO - Iter [18750/160000] lr: 3.368e-06, eta: 15:00:39, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0965, decode.loss_mask: 0.8256, decode.loss_dice: 1.2409, decode.d0.loss_cls: 3.3284, decode.d0.loss_mask: 0.8635, decode.d0.loss_dice: 1.5056, decode.d1.loss_cls: 1.2788, decode.d1.loss_mask: 0.8647, decode.d1.loss_dice: 1.3762, decode.d2.loss_cls: 1.1662, decode.d2.loss_mask: 0.8400, decode.d2.loss_dice: 1.2981, decode.d3.loss_cls: 1.1186, decode.d3.loss_mask: 0.8362, decode.d3.loss_dice: 1.2620, decode.d4.loss_cls: 1.1047, decode.d4.loss_mask: 0.8339, decode.d4.loss_dice: 1.2591, decode.d5.loss_cls: 1.0971, decode.d5.loss_mask: 0.8324, decode.d5.loss_dice: 1.2564, decode.d6.loss_cls: 1.1018, decode.d6.loss_mask: 0.8277, decode.d6.loss_dice: 1.2403, decode.d7.loss_cls: 1.0912, decode.d7.loss_mask: 0.8267, decode.d7.loss_dice: 1.2438, decode.d8.loss_cls: 1.0864, decode.d8.loss_mask: 0.8252, decode.d8.loss_dice: 1.2457, loss: 34.7738, grad_norm: 125.9475 2023-11-26 14:07:04,446 - mmseg - INFO - Iter [18800/160000] lr: 3.367e-06, eta: 15:00:13, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0864, decode.loss_mask: 0.8188, decode.loss_dice: 1.2250, decode.d0.loss_cls: 3.3207, decode.d0.loss_mask: 0.8523, decode.d0.loss_dice: 1.4945, decode.d1.loss_cls: 1.2832, decode.d1.loss_mask: 0.8502, decode.d1.loss_dice: 1.3553, decode.d2.loss_cls: 1.1580, decode.d2.loss_mask: 0.8319, decode.d2.loss_dice: 1.2863, decode.d3.loss_cls: 1.1298, decode.d3.loss_mask: 0.8176, decode.d3.loss_dice: 1.2345, decode.d4.loss_cls: 1.1094, decode.d4.loss_mask: 0.8135, decode.d4.loss_dice: 1.2434, decode.d5.loss_cls: 1.1112, decode.d5.loss_mask: 0.8148, decode.d5.loss_dice: 1.2389, decode.d6.loss_cls: 1.0968, decode.d6.loss_mask: 0.8163, decode.d6.loss_dice: 1.2316, decode.d7.loss_cls: 1.0901, decode.d7.loss_mask: 0.8145, decode.d7.loss_dice: 1.2390, decode.d8.loss_cls: 1.0823, decode.d8.loss_mask: 0.8184, decode.d8.loss_dice: 1.2355, loss: 34.5004, grad_norm: 121.6350 2023-11-26 14:07:23,015 - mmseg - INFO - Iter [18850/160000] lr: 3.366e-06, eta: 14:59:50, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 1.1330, decode.loss_mask: 0.8361, decode.loss_dice: 1.2692, decode.d0.loss_cls: 3.4196, decode.d0.loss_mask: 0.8738, decode.d0.loss_dice: 1.5342, decode.d1.loss_cls: 1.3456, decode.d1.loss_mask: 0.8740, decode.d1.loss_dice: 1.3754, decode.d2.loss_cls: 1.1990, decode.d2.loss_mask: 0.8533, decode.d2.loss_dice: 1.3182, decode.d3.loss_cls: 1.1525, decode.d3.loss_mask: 0.8474, decode.d3.loss_dice: 1.2908, decode.d4.loss_cls: 1.1418, decode.d4.loss_mask: 0.8435, decode.d4.loss_dice: 1.2959, decode.d5.loss_cls: 1.1397, decode.d5.loss_mask: 0.8471, decode.d5.loss_dice: 1.2847, decode.d6.loss_cls: 1.1414, decode.d6.loss_mask: 0.8432, decode.d6.loss_dice: 1.2694, decode.d7.loss_cls: 1.1350, decode.d7.loss_mask: 0.8431, decode.d7.loss_dice: 1.2726, decode.d8.loss_cls: 1.1277, decode.d8.loss_mask: 0.8387, decode.d8.loss_dice: 1.2733, loss: 35.6188, grad_norm: 118.3621 2023-11-26 14:07:41,200 - mmseg - INFO - Iter [18900/160000] lr: 3.365e-06, eta: 14:59:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0174, decode.loss_mask: 0.8102, decode.loss_dice: 1.1850, decode.d0.loss_cls: 3.2513, decode.d0.loss_mask: 0.8515, decode.d0.loss_dice: 1.4267, decode.d1.loss_cls: 1.2123, decode.d1.loss_mask: 0.8503, decode.d1.loss_dice: 1.2949, decode.d2.loss_cls: 1.1076, decode.d2.loss_mask: 0.8202, decode.d2.loss_dice: 1.2315, decode.d3.loss_cls: 1.0609, decode.d3.loss_mask: 0.8178, decode.d3.loss_dice: 1.1874, decode.d4.loss_cls: 1.0391, decode.d4.loss_mask: 0.8159, decode.d4.loss_dice: 1.1869, decode.d5.loss_cls: 1.0274, decode.d5.loss_mask: 0.8166, decode.d5.loss_dice: 1.1903, decode.d6.loss_cls: 1.0269, decode.d6.loss_mask: 0.8086, decode.d6.loss_dice: 1.1808, decode.d7.loss_cls: 1.0134, decode.d7.loss_mask: 0.8143, decode.d7.loss_dice: 1.1818, decode.d8.loss_cls: 1.0189, decode.d8.loss_mask: 0.8154, decode.d8.loss_dice: 1.1838, loss: 33.2450, grad_norm: 125.2673 2023-11-26 14:08:01,695 - mmseg - INFO - Iter [18950/160000] lr: 3.363e-06, eta: 14:59:15, time: 0.410, data_time: 0.054, memory: 36416, decode.loss_cls: 1.0518, decode.loss_mask: 0.8189, decode.loss_dice: 1.2131, decode.d0.loss_cls: 3.3814, decode.d0.loss_mask: 0.8541, decode.d0.loss_dice: 1.4738, decode.d1.loss_cls: 1.2569, decode.d1.loss_mask: 0.8615, decode.d1.loss_dice: 1.3230, decode.d2.loss_cls: 1.1349, decode.d2.loss_mask: 0.8329, decode.d2.loss_dice: 1.2607, decode.d3.loss_cls: 1.0866, decode.d3.loss_mask: 0.8304, decode.d3.loss_dice: 1.2274, decode.d4.loss_cls: 1.0774, decode.d4.loss_mask: 0.8249, decode.d4.loss_dice: 1.2270, decode.d5.loss_cls: 1.0608, decode.d5.loss_mask: 0.8249, decode.d5.loss_dice: 1.2236, decode.d6.loss_cls: 1.0593, decode.d6.loss_mask: 0.8176, decode.d6.loss_dice: 1.2069, decode.d7.loss_cls: 1.0628, decode.d7.loss_mask: 0.8170, decode.d7.loss_dice: 1.2101, decode.d8.loss_cls: 1.0483, decode.d8.loss_mask: 0.8186, decode.d8.loss_dice: 1.2114, loss: 34.0979, grad_norm: 117.9490 2023-11-26 14:08:20,169 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:08:20,169 - mmseg - INFO - Iter [19000/160000] lr: 3.362e-06, eta: 14:58:51, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0441, decode.loss_mask: 0.7817, decode.loss_dice: 1.2070, decode.d0.loss_cls: 3.3854, decode.d0.loss_mask: 0.8226, decode.d0.loss_dice: 1.4663, decode.d1.loss_cls: 1.2327, decode.d1.loss_mask: 0.8259, decode.d1.loss_dice: 1.3295, decode.d2.loss_cls: 1.1318, decode.d2.loss_mask: 0.7997, decode.d2.loss_dice: 1.2583, decode.d3.loss_cls: 1.0781, decode.d3.loss_mask: 0.7931, decode.d3.loss_dice: 1.2314, decode.d4.loss_cls: 1.0663, decode.d4.loss_mask: 0.7916, decode.d4.loss_dice: 1.2257, decode.d5.loss_cls: 1.0600, decode.d5.loss_mask: 0.7875, decode.d5.loss_dice: 1.2247, decode.d6.loss_cls: 1.0594, decode.d6.loss_mask: 0.7852, decode.d6.loss_dice: 1.2022, decode.d7.loss_cls: 1.0506, decode.d7.loss_mask: 0.7840, decode.d7.loss_dice: 1.2048, decode.d8.loss_cls: 1.0524, decode.d8.loss_mask: 0.7801, decode.d8.loss_dice: 1.2081, loss: 33.6704, grad_norm: 126.2660 2023-11-26 14:08:38,924 - mmseg - INFO - Iter [19050/160000] lr: 3.361e-06, eta: 14:58:29, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0646, decode.loss_mask: 0.7948, decode.loss_dice: 1.2238, decode.d0.loss_cls: 3.3367, decode.d0.loss_mask: 0.8314, decode.d0.loss_dice: 1.4758, decode.d1.loss_cls: 1.2674, decode.d1.loss_mask: 0.8391, decode.d1.loss_dice: 1.3380, decode.d2.loss_cls: 1.1589, decode.d2.loss_mask: 0.8142, decode.d2.loss_dice: 1.2711, decode.d3.loss_cls: 1.1174, decode.d3.loss_mask: 0.7977, decode.d3.loss_dice: 1.2436, decode.d4.loss_cls: 1.0839, decode.d4.loss_mask: 0.8017, decode.d4.loss_dice: 1.2466, decode.d5.loss_cls: 1.0966, decode.d5.loss_mask: 0.7940, decode.d5.loss_dice: 1.2380, decode.d6.loss_cls: 1.0725, decode.d6.loss_mask: 0.7941, decode.d6.loss_dice: 1.2184, decode.d7.loss_cls: 1.0739, decode.d7.loss_mask: 0.7964, decode.d7.loss_dice: 1.2224, decode.d8.loss_cls: 1.0684, decode.d8.loss_mask: 0.7997, decode.d8.loss_dice: 1.2288, loss: 34.1097, grad_norm: 112.2103 2023-11-26 14:08:57,256 - mmseg - INFO - Iter [19100/160000] lr: 3.360e-06, eta: 14:58:04, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0191, decode.loss_mask: 0.8074, decode.loss_dice: 1.1839, decode.d0.loss_cls: 3.2972, decode.d0.loss_mask: 0.8504, decode.d0.loss_dice: 1.4258, decode.d1.loss_cls: 1.2335, decode.d1.loss_mask: 0.8406, decode.d1.loss_dice: 1.3001, decode.d2.loss_cls: 1.1022, decode.d2.loss_mask: 0.8257, decode.d2.loss_dice: 1.2325, decode.d3.loss_cls: 1.0592, decode.d3.loss_mask: 0.8162, decode.d3.loss_dice: 1.1920, decode.d4.loss_cls: 1.0460, decode.d4.loss_mask: 0.8058, decode.d4.loss_dice: 1.1966, decode.d5.loss_cls: 1.0343, decode.d5.loss_mask: 0.8089, decode.d5.loss_dice: 1.1995, decode.d6.loss_cls: 1.0322, decode.d6.loss_mask: 0.8055, decode.d6.loss_dice: 1.1771, decode.d7.loss_cls: 1.0232, decode.d7.loss_mask: 0.8063, decode.d7.loss_dice: 1.1795, decode.d8.loss_cls: 1.0186, decode.d8.loss_mask: 0.8098, decode.d8.loss_dice: 1.1904, loss: 33.3193, grad_norm: 108.8633 2023-11-26 14:09:15,588 - mmseg - INFO - Iter [19150/160000] lr: 3.359e-06, eta: 14:57:39, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0233, decode.loss_mask: 0.8364, decode.loss_dice: 1.2273, decode.d0.loss_cls: 3.3044, decode.d0.loss_mask: 0.8703, decode.d0.loss_dice: 1.4755, decode.d1.loss_cls: 1.2404, decode.d1.loss_mask: 0.8688, decode.d1.loss_dice: 1.3496, decode.d2.loss_cls: 1.1046, decode.d2.loss_mask: 0.8490, decode.d2.loss_dice: 1.2872, decode.d3.loss_cls: 1.0558, decode.d3.loss_mask: 0.8439, decode.d3.loss_dice: 1.2414, decode.d4.loss_cls: 1.0440, decode.d4.loss_mask: 0.8382, decode.d4.loss_dice: 1.2435, decode.d5.loss_cls: 1.0357, decode.d5.loss_mask: 0.8387, decode.d5.loss_dice: 1.2431, decode.d6.loss_cls: 1.0273, decode.d6.loss_mask: 0.8336, decode.d6.loss_dice: 1.2262, decode.d7.loss_cls: 1.0238, decode.d7.loss_mask: 0.8337, decode.d7.loss_dice: 1.2301, decode.d8.loss_cls: 1.0202, decode.d8.loss_mask: 0.8332, decode.d8.loss_dice: 1.2290, loss: 34.0782, grad_norm: 121.7100 2023-11-26 14:09:33,816 - mmseg - INFO - Iter [19200/160000] lr: 3.357e-06, eta: 14:57:13, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0999, decode.loss_mask: 0.8133, decode.loss_dice: 1.2188, decode.d0.loss_cls: 3.3639, decode.d0.loss_mask: 0.8612, decode.d0.loss_dice: 1.4768, decode.d1.loss_cls: 1.2788, decode.d1.loss_mask: 0.8552, decode.d1.loss_dice: 1.3370, decode.d2.loss_cls: 1.1567, decode.d2.loss_mask: 0.8364, decode.d2.loss_dice: 1.2702, decode.d3.loss_cls: 1.1259, decode.d3.loss_mask: 0.8206, decode.d3.loss_dice: 1.2332, decode.d4.loss_cls: 1.1206, decode.d4.loss_mask: 0.8254, decode.d4.loss_dice: 1.2411, decode.d5.loss_cls: 1.1224, decode.d5.loss_mask: 0.8191, decode.d5.loss_dice: 1.2340, decode.d6.loss_cls: 1.1032, decode.d6.loss_mask: 0.8171, decode.d6.loss_dice: 1.2203, decode.d7.loss_cls: 1.1004, decode.d7.loss_mask: 0.8175, decode.d7.loss_dice: 1.2253, decode.d8.loss_cls: 1.0946, decode.d8.loss_mask: 0.8186, decode.d8.loss_dice: 1.2271, loss: 34.5347, grad_norm: 125.1523 2023-11-26 14:09:54,541 - mmseg - INFO - Iter [19250/160000] lr: 3.356e-06, eta: 14:57:06, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0215, decode.loss_mask: 0.8139, decode.loss_dice: 1.2041, decode.d0.loss_cls: 3.2759, decode.d0.loss_mask: 0.8475, decode.d0.loss_dice: 1.4575, decode.d1.loss_cls: 1.2374, decode.d1.loss_mask: 0.8362, decode.d1.loss_dice: 1.3165, decode.d2.loss_cls: 1.1028, decode.d2.loss_mask: 0.8239, decode.d2.loss_dice: 1.2545, decode.d3.loss_cls: 1.0516, decode.d3.loss_mask: 0.8222, decode.d3.loss_dice: 1.2210, decode.d4.loss_cls: 1.0552, decode.d4.loss_mask: 0.8142, decode.d4.loss_dice: 1.2239, decode.d5.loss_cls: 1.0490, decode.d5.loss_mask: 0.8118, decode.d5.loss_dice: 1.2171, decode.d6.loss_cls: 1.0379, decode.d6.loss_mask: 0.8121, decode.d6.loss_dice: 1.2053, decode.d7.loss_cls: 1.0323, decode.d7.loss_mask: 0.8114, decode.d7.loss_dice: 1.1992, decode.d8.loss_cls: 1.0256, decode.d8.loss_mask: 0.8088, decode.d8.loss_dice: 1.2042, loss: 33.5943, grad_norm: 122.5682 2023-11-26 14:10:15,567 - mmseg - INFO - Iter [19300/160000] lr: 3.355e-06, eta: 14:57:01, time: 0.421, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0441, decode.loss_mask: 0.7986, decode.loss_dice: 1.2106, decode.d0.loss_cls: 3.3819, decode.d0.loss_mask: 0.8448, decode.d0.loss_dice: 1.4788, decode.d1.loss_cls: 1.2630, decode.d1.loss_mask: 0.8327, decode.d1.loss_dice: 1.3148, decode.d2.loss_cls: 1.1481, decode.d2.loss_mask: 0.8108, decode.d2.loss_dice: 1.2469, decode.d3.loss_cls: 1.0947, decode.d3.loss_mask: 0.7991, decode.d3.loss_dice: 1.2244, decode.d4.loss_cls: 1.0813, decode.d4.loss_mask: 0.8028, decode.d4.loss_dice: 1.2256, decode.d5.loss_cls: 1.0679, decode.d5.loss_mask: 0.8073, decode.d5.loss_dice: 1.2241, decode.d6.loss_cls: 1.0615, decode.d6.loss_mask: 0.8033, decode.d6.loss_dice: 1.2055, decode.d7.loss_cls: 1.0532, decode.d7.loss_mask: 0.8043, decode.d7.loss_dice: 1.2065, decode.d8.loss_cls: 1.0538, decode.d8.loss_mask: 0.8031, decode.d8.loss_dice: 1.2103, loss: 33.9039, grad_norm: 129.2600 2023-11-26 14:10:35,977 - mmseg - INFO - Iter [19350/160000] lr: 3.354e-06, eta: 14:56:51, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0622, decode.loss_mask: 0.8223, decode.loss_dice: 1.2063, decode.d0.loss_cls: 3.3123, decode.d0.loss_mask: 0.8530, decode.d0.loss_dice: 1.4622, decode.d1.loss_cls: 1.2603, decode.d1.loss_mask: 0.8599, decode.d1.loss_dice: 1.3231, decode.d2.loss_cls: 1.1283, decode.d2.loss_mask: 0.8311, decode.d2.loss_dice: 1.2703, decode.d3.loss_cls: 1.1033, decode.d3.loss_mask: 0.8240, decode.d3.loss_dice: 1.2290, decode.d4.loss_cls: 1.0925, decode.d4.loss_mask: 0.8201, decode.d4.loss_dice: 1.2251, decode.d5.loss_cls: 1.0887, decode.d5.loss_mask: 0.8145, decode.d5.loss_dice: 1.2194, decode.d6.loss_cls: 1.0767, decode.d6.loss_mask: 0.8127, decode.d6.loss_dice: 1.1999, decode.d7.loss_cls: 1.0630, decode.d7.loss_mask: 0.8177, decode.d7.loss_dice: 1.2107, decode.d8.loss_cls: 1.0652, decode.d8.loss_mask: 0.8208, decode.d8.loss_dice: 1.2066, loss: 34.0812, grad_norm: 115.5101 2023-11-26 14:10:54,475 - mmseg - INFO - Iter [19400/160000] lr: 3.353e-06, eta: 14:56:27, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0313, decode.loss_mask: 0.8394, decode.loss_dice: 1.2225, decode.d0.loss_cls: 3.2903, decode.d0.loss_mask: 0.8885, decode.d0.loss_dice: 1.4892, decode.d1.loss_cls: 1.2406, decode.d1.loss_mask: 0.8798, decode.d1.loss_dice: 1.3451, decode.d2.loss_cls: 1.1160, decode.d2.loss_mask: 0.8558, decode.d2.loss_dice: 1.2757, decode.d3.loss_cls: 1.0791, decode.d3.loss_mask: 0.8435, decode.d3.loss_dice: 1.2483, decode.d4.loss_cls: 1.0525, decode.d4.loss_mask: 0.8487, decode.d4.loss_dice: 1.2415, decode.d5.loss_cls: 1.0526, decode.d5.loss_mask: 0.8412, decode.d5.loss_dice: 1.2331, decode.d6.loss_cls: 1.0411, decode.d6.loss_mask: 0.8396, decode.d6.loss_dice: 1.2221, decode.d7.loss_cls: 1.0314, decode.d7.loss_mask: 0.8429, decode.d7.loss_dice: 1.2273, decode.d8.loss_cls: 1.0354, decode.d8.loss_mask: 0.8407, decode.d8.loss_dice: 1.2311, loss: 34.2264, grad_norm: 132.6820 2023-11-26 14:11:13,227 - mmseg - INFO - Iter [19450/160000] lr: 3.351e-06, eta: 14:56:05, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0536, decode.loss_mask: 0.8235, decode.loss_dice: 1.2346, decode.d0.loss_cls: 3.3498, decode.d0.loss_mask: 0.8597, decode.d0.loss_dice: 1.4924, decode.d1.loss_cls: 1.2617, decode.d1.loss_mask: 0.8677, decode.d1.loss_dice: 1.3484, decode.d2.loss_cls: 1.1300, decode.d2.loss_mask: 0.8404, decode.d2.loss_dice: 1.2794, decode.d3.loss_cls: 1.0965, decode.d3.loss_mask: 0.8338, decode.d3.loss_dice: 1.2454, decode.d4.loss_cls: 1.0771, decode.d4.loss_mask: 0.8291, decode.d4.loss_dice: 1.2454, decode.d5.loss_cls: 1.0621, decode.d5.loss_mask: 0.8320, decode.d5.loss_dice: 1.2473, decode.d6.loss_cls: 1.0547, decode.d6.loss_mask: 0.8238, decode.d6.loss_dice: 1.2336, decode.d7.loss_cls: 1.0546, decode.d7.loss_mask: 0.8243, decode.d7.loss_dice: 1.2346, decode.d8.loss_cls: 1.0529, decode.d8.loss_mask: 0.8237, decode.d8.loss_dice: 1.2361, loss: 34.3481, grad_norm: 123.1490 2023-11-26 14:11:31,806 - mmseg - INFO - Iter [19500/160000] lr: 3.350e-06, eta: 14:55:42, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0602, decode.loss_mask: 0.8052, decode.loss_dice: 1.2183, decode.d0.loss_cls: 3.3258, decode.d0.loss_mask: 0.8552, decode.d0.loss_dice: 1.4823, decode.d1.loss_cls: 1.2565, decode.d1.loss_mask: 0.8394, decode.d1.loss_dice: 1.3323, decode.d2.loss_cls: 1.1472, decode.d2.loss_mask: 0.8181, decode.d2.loss_dice: 1.2685, decode.d3.loss_cls: 1.0953, decode.d3.loss_mask: 0.8140, decode.d3.loss_dice: 1.2278, decode.d4.loss_cls: 1.0886, decode.d4.loss_mask: 0.8010, decode.d4.loss_dice: 1.2294, decode.d5.loss_cls: 1.0635, decode.d5.loss_mask: 0.8071, decode.d5.loss_dice: 1.2382, decode.d6.loss_cls: 1.0755, decode.d6.loss_mask: 0.8036, decode.d6.loss_dice: 1.2122, decode.d7.loss_cls: 1.0608, decode.d7.loss_mask: 0.8042, decode.d7.loss_dice: 1.2185, decode.d8.loss_cls: 1.0606, decode.d8.loss_mask: 0.8094, decode.d8.loss_dice: 1.2249, loss: 34.0437, grad_norm: 129.0756 2023-11-26 14:11:49,944 - mmseg - INFO - Iter [19550/160000] lr: 3.349e-06, eta: 14:55:16, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0156, decode.loss_mask: 0.8207, decode.loss_dice: 1.1893, decode.d0.loss_cls: 3.3583, decode.d0.loss_mask: 0.8638, decode.d0.loss_dice: 1.4367, decode.d1.loss_cls: 1.2237, decode.d1.loss_mask: 0.8538, decode.d1.loss_dice: 1.2845, decode.d2.loss_cls: 1.0984, decode.d2.loss_mask: 0.8304, decode.d2.loss_dice: 1.2244, decode.d3.loss_cls: 1.0482, decode.d3.loss_mask: 0.8222, decode.d3.loss_dice: 1.1943, decode.d4.loss_cls: 1.0314, decode.d4.loss_mask: 0.8244, decode.d4.loss_dice: 1.1941, decode.d5.loss_cls: 1.0427, decode.d5.loss_mask: 0.8199, decode.d5.loss_dice: 1.1849, decode.d6.loss_cls: 1.0190, decode.d6.loss_mask: 0.8223, decode.d6.loss_dice: 1.1829, decode.d7.loss_cls: 1.0198, decode.d7.loss_mask: 0.8143, decode.d7.loss_dice: 1.1829, decode.d8.loss_cls: 1.0140, decode.d8.loss_mask: 0.8203, decode.d8.loss_dice: 1.1891, loss: 33.4264, grad_norm: 112.6207 2023-11-26 14:12:08,233 - mmseg - INFO - Iter [19600/160000] lr: 3.348e-06, eta: 14:54:51, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0680, decode.loss_mask: 0.8025, decode.loss_dice: 1.2329, decode.d0.loss_cls: 3.4159, decode.d0.loss_mask: 0.8466, decode.d0.loss_dice: 1.4857, decode.d1.loss_cls: 1.2569, decode.d1.loss_mask: 0.8409, decode.d1.loss_dice: 1.3485, decode.d2.loss_cls: 1.1434, decode.d2.loss_mask: 0.8187, decode.d2.loss_dice: 1.2779, decode.d3.loss_cls: 1.0958, decode.d3.loss_mask: 0.8110, decode.d3.loss_dice: 1.2509, decode.d4.loss_cls: 1.0828, decode.d4.loss_mask: 0.8135, decode.d4.loss_dice: 1.2538, decode.d5.loss_cls: 1.0865, decode.d5.loss_mask: 0.8032, decode.d5.loss_dice: 1.2529, decode.d6.loss_cls: 1.0775, decode.d6.loss_mask: 0.8013, decode.d6.loss_dice: 1.2289, decode.d7.loss_cls: 1.0662, decode.d7.loss_mask: 0.8018, decode.d7.loss_dice: 1.2340, decode.d8.loss_cls: 1.0631, decode.d8.loss_mask: 0.8028, decode.d8.loss_dice: 1.2375, loss: 34.3016, grad_norm: 100.9327 2023-11-26 14:12:27,002 - mmseg - INFO - Iter [19650/160000] lr: 3.347e-06, eta: 14:54:29, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0768, decode.loss_mask: 0.8073, decode.loss_dice: 1.2276, decode.d0.loss_cls: 3.3906, decode.d0.loss_mask: 0.8502, decode.d0.loss_dice: 1.4962, decode.d1.loss_cls: 1.2931, decode.d1.loss_mask: 0.8379, decode.d1.loss_dice: 1.3478, decode.d2.loss_cls: 1.1560, decode.d2.loss_mask: 0.8316, decode.d2.loss_dice: 1.2898, decode.d3.loss_cls: 1.1140, decode.d3.loss_mask: 0.8194, decode.d3.loss_dice: 1.2424, decode.d4.loss_cls: 1.0969, decode.d4.loss_mask: 0.8152, decode.d4.loss_dice: 1.2454, decode.d5.loss_cls: 1.0935, decode.d5.loss_mask: 0.8097, decode.d5.loss_dice: 1.2406, decode.d6.loss_cls: 1.0909, decode.d6.loss_mask: 0.8093, decode.d6.loss_dice: 1.2261, decode.d7.loss_cls: 1.0792, decode.d7.loss_mask: 0.8076, decode.d7.loss_dice: 1.2275, decode.d8.loss_cls: 1.0716, decode.d8.loss_mask: 0.8069, decode.d8.loss_dice: 1.2284, loss: 34.4298, grad_norm: 108.1305 2023-11-26 14:12:48,158 - mmseg - INFO - Iter [19700/160000] lr: 3.345e-06, eta: 14:54:25, time: 0.423, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0983, decode.loss_mask: 0.8028, decode.loss_dice: 1.2025, decode.d0.loss_cls: 3.3406, decode.d0.loss_mask: 0.8586, decode.d0.loss_dice: 1.4611, decode.d1.loss_cls: 1.2899, decode.d1.loss_mask: 0.8449, decode.d1.loss_dice: 1.3158, decode.d2.loss_cls: 1.1827, decode.d2.loss_mask: 0.8237, decode.d2.loss_dice: 1.2596, decode.d3.loss_cls: 1.1457, decode.d3.loss_mask: 0.8138, decode.d3.loss_dice: 1.2178, decode.d4.loss_cls: 1.1335, decode.d4.loss_mask: 0.8133, decode.d4.loss_dice: 1.2184, decode.d5.loss_cls: 1.1235, decode.d5.loss_mask: 0.8070, decode.d5.loss_dice: 1.2179, decode.d6.loss_cls: 1.1148, decode.d6.loss_mask: 0.8063, decode.d6.loss_dice: 1.2041, decode.d7.loss_cls: 1.0929, decode.d7.loss_mask: 0.8103, decode.d7.loss_dice: 1.2030, decode.d8.loss_cls: 1.0928, decode.d8.loss_mask: 0.8074, decode.d8.loss_dice: 1.2028, loss: 34.3056, grad_norm: 109.3940 2023-11-26 14:13:08,116 - mmseg - INFO - Iter [19750/160000] lr: 3.344e-06, eta: 14:54:12, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0186, decode.loss_mask: 0.8253, decode.loss_dice: 1.2293, decode.d0.loss_cls: 3.2634, decode.d0.loss_mask: 0.8724, decode.d0.loss_dice: 1.4746, decode.d1.loss_cls: 1.2190, decode.d1.loss_mask: 0.8643, decode.d1.loss_dice: 1.3421, decode.d2.loss_cls: 1.0900, decode.d2.loss_mask: 0.8385, decode.d2.loss_dice: 1.2854, decode.d3.loss_cls: 1.0582, decode.d3.loss_mask: 0.8255, decode.d3.loss_dice: 1.2432, decode.d4.loss_cls: 1.0446, decode.d4.loss_mask: 0.8273, decode.d4.loss_dice: 1.2419, decode.d5.loss_cls: 1.0370, decode.d5.loss_mask: 0.8261, decode.d5.loss_dice: 1.2430, decode.d6.loss_cls: 1.0297, decode.d6.loss_mask: 0.8267, decode.d6.loss_dice: 1.2311, decode.d7.loss_cls: 1.0185, decode.d7.loss_mask: 0.8265, decode.d7.loss_dice: 1.2329, decode.d8.loss_cls: 1.0134, decode.d8.loss_mask: 0.8270, decode.d8.loss_dice: 1.2324, loss: 33.9074, grad_norm: 131.4934 2023-11-26 14:13:26,928 - mmseg - INFO - Iter [19800/160000] lr: 3.343e-06, eta: 14:53:50, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0343, decode.loss_mask: 0.7937, decode.loss_dice: 1.1887, decode.d0.loss_cls: 3.2858, decode.d0.loss_mask: 0.8505, decode.d0.loss_dice: 1.4501, decode.d1.loss_cls: 1.2422, decode.d1.loss_mask: 0.8347, decode.d1.loss_dice: 1.3082, decode.d2.loss_cls: 1.0993, decode.d2.loss_mask: 0.8147, decode.d2.loss_dice: 1.2505, decode.d3.loss_cls: 1.0678, decode.d3.loss_mask: 0.8009, decode.d3.loss_dice: 1.2080, decode.d4.loss_cls: 1.0531, decode.d4.loss_mask: 0.7996, decode.d4.loss_dice: 1.2104, decode.d5.loss_cls: 1.0499, decode.d5.loss_mask: 0.8040, decode.d5.loss_dice: 1.2078, decode.d6.loss_cls: 1.0413, decode.d6.loss_mask: 0.8005, decode.d6.loss_dice: 1.1916, decode.d7.loss_cls: 1.0254, decode.d7.loss_mask: 0.7971, decode.d7.loss_dice: 1.2008, decode.d8.loss_cls: 1.0247, decode.d8.loss_mask: 0.7995, decode.d8.loss_dice: 1.1967, loss: 33.4318, grad_norm: 105.5899 2023-11-26 14:13:45,629 - mmseg - INFO - Iter [19850/160000] lr: 3.342e-06, eta: 14:53:28, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0591, decode.loss_mask: 0.8258, decode.loss_dice: 1.2317, decode.d0.loss_cls: 3.2585, decode.d0.loss_mask: 0.8669, decode.d0.loss_dice: 1.4797, decode.d1.loss_cls: 1.2469, decode.d1.loss_mask: 0.8616, decode.d1.loss_dice: 1.3513, decode.d2.loss_cls: 1.1448, decode.d2.loss_mask: 0.8375, decode.d2.loss_dice: 1.2875, decode.d3.loss_cls: 1.1036, decode.d3.loss_mask: 0.8330, decode.d3.loss_dice: 1.2444, decode.d4.loss_cls: 1.0910, decode.d4.loss_mask: 0.8283, decode.d4.loss_dice: 1.2513, decode.d5.loss_cls: 1.0782, decode.d5.loss_mask: 0.8291, decode.d5.loss_dice: 1.2445, decode.d6.loss_cls: 1.0637, decode.d6.loss_mask: 0.8264, decode.d6.loss_dice: 1.2371, decode.d7.loss_cls: 1.0592, decode.d7.loss_mask: 0.8271, decode.d7.loss_dice: 1.2350, decode.d8.loss_cls: 1.0580, decode.d8.loss_mask: 0.8267, decode.d8.loss_dice: 1.2332, loss: 34.3209, grad_norm: 123.1635 2023-11-26 14:14:04,923 - mmseg - INFO - Iter [19900/160000] lr: 3.341e-06, eta: 14:53:10, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0331, decode.loss_mask: 0.8012, decode.loss_dice: 1.1994, decode.d0.loss_cls: 3.3255, decode.d0.loss_mask: 0.8390, decode.d0.loss_dice: 1.4476, decode.d1.loss_cls: 1.2401, decode.d1.loss_mask: 0.8399, decode.d1.loss_dice: 1.3134, decode.d2.loss_cls: 1.1122, decode.d2.loss_mask: 0.8144, decode.d2.loss_dice: 1.2404, decode.d3.loss_cls: 1.0764, decode.d3.loss_mask: 0.8086, decode.d3.loss_dice: 1.2091, decode.d4.loss_cls: 1.0609, decode.d4.loss_mask: 0.8023, decode.d4.loss_dice: 1.2057, decode.d5.loss_cls: 1.0594, decode.d5.loss_mask: 0.8020, decode.d5.loss_dice: 1.2066, decode.d6.loss_cls: 1.0435, decode.d6.loss_mask: 0.8063, decode.d6.loss_dice: 1.1982, decode.d7.loss_cls: 1.0423, decode.d7.loss_mask: 0.8061, decode.d7.loss_dice: 1.1973, decode.d8.loss_cls: 1.0444, decode.d8.loss_mask: 0.8022, decode.d8.loss_dice: 1.2003, loss: 33.5778, grad_norm: 115.8741 2023-11-26 14:14:23,591 - mmseg - INFO - Iter [19950/160000] lr: 3.340e-06, eta: 14:52:48, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0599, decode.loss_mask: 0.8086, decode.loss_dice: 1.2170, decode.d0.loss_cls: 3.3343, decode.d0.loss_mask: 0.8621, decode.d0.loss_dice: 1.4976, decode.d1.loss_cls: 1.2757, decode.d1.loss_mask: 0.8536, decode.d1.loss_dice: 1.3444, decode.d2.loss_cls: 1.1398, decode.d2.loss_mask: 0.8251, decode.d2.loss_dice: 1.2668, decode.d3.loss_cls: 1.1075, decode.d3.loss_mask: 0.8153, decode.d3.loss_dice: 1.2266, decode.d4.loss_cls: 1.0743, decode.d4.loss_mask: 0.8200, decode.d4.loss_dice: 1.2292, decode.d5.loss_cls: 1.0799, decode.d5.loss_mask: 0.8172, decode.d5.loss_dice: 1.2265, decode.d6.loss_cls: 1.0704, decode.d6.loss_mask: 0.8093, decode.d6.loss_dice: 1.2090, decode.d7.loss_cls: 1.0646, decode.d7.loss_mask: 0.8103, decode.d7.loss_dice: 1.2125, decode.d8.loss_cls: 1.0725, decode.d8.loss_mask: 0.8109, decode.d8.loss_dice: 1.2191, loss: 34.1601, grad_norm: 119.9422 2023-11-26 14:14:42,199 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-26 14:14:43,963 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:14:43,963 - mmseg - INFO - Iter [20000/160000] lr: 3.338e-06, eta: 14:52:37, time: 0.407, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0546, decode.loss_mask: 0.8031, decode.loss_dice: 1.2064, decode.d0.loss_cls: 3.3625, decode.d0.loss_mask: 0.8384, decode.d0.loss_dice: 1.4696, decode.d1.loss_cls: 1.2803, decode.d1.loss_mask: 0.8383, decode.d1.loss_dice: 1.3245, decode.d2.loss_cls: 1.1372, decode.d2.loss_mask: 0.8153, decode.d2.loss_dice: 1.2718, decode.d3.loss_cls: 1.1089, decode.d3.loss_mask: 0.8093, decode.d3.loss_dice: 1.2179, decode.d4.loss_cls: 1.0968, decode.d4.loss_mask: 0.8033, decode.d4.loss_dice: 1.2243, decode.d5.loss_cls: 1.0877, decode.d5.loss_mask: 0.7969, decode.d5.loss_dice: 1.2146, decode.d6.loss_cls: 1.0750, decode.d6.loss_mask: 0.7990, decode.d6.loss_dice: 1.2114, decode.d7.loss_cls: 1.0665, decode.d7.loss_mask: 0.7962, decode.d7.loss_dice: 1.2141, decode.d8.loss_cls: 1.0600, decode.d8.loss_mask: 0.7987, decode.d8.loss_dice: 1.2141, loss: 33.9967, grad_norm: 130.4011 2023-11-26 14:15:01,383 - mmseg - INFO - per class results: 2023-11-26 14:15:01,389 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.27 | 84.74 | | building | 79.21 | 88.31 | | sky | 94.43 | 97.37 | | floor | 78.93 | 90.24 | | tree | 74.35 | 86.56 | | ceiling | 84.86 | 92.07 | | road | 82.88 | 90.06 | | bed | 87.73 | 94.33 | | windowpane | 60.15 | 78.94 | | grass | 66.81 | 82.51 | | cabinet | 58.24 | 73.12 | | sidewalk | 65.49 | 80.24 | | person | 82.93 | 90.43 | | earth | 32.04 | 41.0 | | door | 48.31 | 71.86 | | table | 56.49 | 74.72 | | mountain | 60.68 | 83.3 | | plant | 50.51 | 59.14 | | curtain | 73.07 | 81.03 | | chair | 54.02 | 65.45 | | car | 85.09 | 92.65 | | water | 52.44 | 70.74 | | painting | 65.5 | 87.62 | | sofa | 65.72 | 87.08 | | shelf | 40.2 | 67.15 | | house | 41.03 | 85.17 | | sea | 59.39 | 85.46 | | mirror | 59.25 | 81.55 | | rug | 53.34 | 60.79 | | field | 21.01 | 41.06 | | armchair | 36.44 | 49.07 | | seat | 55.24 | 77.97 | | fence | 43.32 | 62.05 | | desk | 39.52 | 61.31 | | rock | 35.73 | 50.47 | | wardrobe | 56.21 | 68.17 | | lamp | 60.64 | 78.06 | | bathtub | 74.66 | 85.64 | | railing | 31.01 | 54.54 | | cushion | 58.19 | 69.69 | | base | 25.18 | 42.74 | | box | 22.95 | 36.27 | | column | 49.05 | 69.92 | | signboard | 34.61 | 58.71 | | chest of drawers | 36.29 | 72.15 | | counter | 43.79 | 64.47 | | sand | 31.14 | 46.79 | | sink | 71.49 | 85.45 | | skyscraper | 25.67 | 27.15 | | fireplace | 70.11 | 86.85 | | refrigerator | 64.06 | 80.73 | | grandstand | 38.08 | 68.67 | | path | 10.51 | 13.96 | | stairs | 30.16 | 37.5 | | runway | 66.94 | 84.07 | | case | 48.69 | 59.49 | | pool table | 94.01 | 97.04 | | pillow | 57.35 | 69.27 | | screen door | 68.89 | 76.26 | | stairway | 24.62 | 50.35 | | river | 7.3 | 9.94 | | bridge | 64.07 | 74.85 | | bookcase | 30.57 | 58.98 | | blind | 37.67 | 40.58 | | coffee table | 59.94 | 75.93 | | toilet | 87.45 | 92.2 | | flower | 31.49 | 57.18 | | book | 46.31 | 64.52 | | hill | 8.45 | 13.1 | | bench | 52.31 | 71.49 | | countertop | 54.54 | 64.66 | | stove | 72.08 | 82.73 | | palm | 49.09 | 78.95 | | kitchen island | 28.2 | 52.69 | | computer | 71.52 | 86.82 | | swivel chair | 38.92 | 76.5 | | boat | 71.45 | 89.03 | | bar | 14.05 | 15.38 | | arcade machine | 29.1 | 36.18 | | hovel | 29.06 | 35.5 | | bus | 91.66 | 95.68 | | towel | 65.99 | 82.35 | | light | 56.08 | 75.76 | | truck | 35.73 | 53.27 | | tower | 28.88 | 44.65 | | chandelier | 59.1 | 73.02 | | awning | 30.1 | 44.34 | | streetlight | 32.43 | 42.82 | | booth | 0.0 | 0.0 | | television receiver | 70.85 | 78.05 | | airplane | 52.21 | 66.74 | | dirt track | 0.0 | 0.0 | | apparel | 33.32 | 55.58 | | pole | 30.85 | 63.8 | | land | 0.53 | 0.6 | | bannister | 8.7 | 17.41 | | escalator | 17.14 | 17.47 | | ottoman | 52.6 | 73.41 | | bottle | 23.51 | 31.27 | | buffet | 24.1 | 26.78 | | poster | 23.13 | 47.02 | | stage | 5.74 | 8.04 | | van | 44.71 | 65.22 | | ship | 0.0 | 0.0 | | fountain | 17.07 | 19.73 | | conveyer belt | 28.29 | 33.85 | | canopy | 23.06 | 35.34 | | washer | 74.92 | 75.96 | | plaything | 22.21 | 27.34 | | swimming pool | 11.74 | 16.19 | | stool | 43.0 | 68.36 | | barrel | 3.21 | 41.52 | | basket | 28.36 | 44.96 | | waterfall | 59.39 | 89.97 | | tent | 96.19 | 98.19 | | bag | 19.14 | 30.27 | | minibike | 71.35 | 83.64 | | cradle | 83.47 | 98.46 | | oven | 42.33 | 49.35 | | ball | 44.12 | 70.37 | | food | 60.84 | 72.07 | | step | 13.9 | 19.38 | | tank | 0.0 | 0.0 | | trade name | 29.1 | 39.35 | | microwave | 75.12 | 84.68 | | pot | 35.31 | 44.35 | | animal | 72.74 | 76.48 | | bicycle | 56.01 | 86.04 | | lake | 0.0 | 0.0 | | dishwasher | 69.03 | 88.44 | | screen | 41.33 | 91.25 | | blanket | 11.15 | 14.87 | | sculpture | 59.17 | 84.18 | | hood | 50.15 | 65.82 | | sconce | 33.16 | 52.62 | | vase | 38.83 | 66.31 | | traffic light | 30.39 | 55.67 | | tray | 7.72 | 10.49 | | ashcan | 42.3 | 62.1 | | fan | 57.62 | 75.46 | | pier | 11.15 | 11.87 | | crt screen | 5.85 | 14.27 | | plate | 55.01 | 79.86 | | monitor | 0.0 | 0.0 | | bulletin board | 35.44 | 50.01 | | shower | 11.12 | 15.7 | | radiator | 63.62 | 71.26 | | glass | 19.06 | 24.97 | | clock | 28.46 | 47.99 | | flag | 45.0 | 53.44 | +---------------------+-------+-------+ 2023-11-26 14:15:01,389 - mmseg - INFO - Summary: 2023-11-26 14:15:01,389 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.54 | 44.76 | 58.88 | +-------+-------+-------+ 2023-11-26 14:15:01,430 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_15000.pth was removed 2023-11-26 14:15:03,019 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_20000.pth. 2023-11-26 14:15:03,019 - mmseg - INFO - Best mIoU is 0.4476 at 20000 iter. 2023-11-26 14:15:03,019 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:15:03,020 - mmseg - INFO - Iter(val) [250] aAcc: 0.8154, mIoU: 0.4476, mAcc: 0.5888, IoU.wall: 0.7727, IoU.building: 0.7921, IoU.sky: 0.9443, IoU.floor: 0.7893, IoU.tree: 0.7435, IoU.ceiling: 0.8486, IoU.road: 0.8288, IoU.bed : 0.8773, IoU.windowpane: 0.6015, IoU.grass: 0.6681, IoU.cabinet: 0.5824, IoU.sidewalk: 0.6549, IoU.person: 0.8293, IoU.earth: 0.3204, IoU.door: 0.4831, IoU.table: 0.5649, IoU.mountain: 0.6068, IoU.plant: 0.5051, IoU.curtain: 0.7307, IoU.chair: 0.5402, IoU.car: 0.8509, IoU.water: 0.5244, IoU.painting: 0.6550, IoU.sofa: 0.6572, IoU.shelf: 0.4020, IoU.house: 0.4103, IoU.sea: 0.5939, IoU.mirror: 0.5925, IoU.rug: 0.5334, IoU.field: 0.2101, IoU.armchair: 0.3644, IoU.seat: 0.5524, IoU.fence: 0.4332, IoU.desk: 0.3952, IoU.rock: 0.3573, IoU.wardrobe: 0.5621, IoU.lamp: 0.6064, IoU.bathtub: 0.7466, IoU.railing: 0.3101, IoU.cushion: 0.5819, IoU.base: 0.2518, IoU.box: 0.2295, IoU.column: 0.4905, IoU.signboard: 0.3461, IoU.chest of drawers: 0.3629, IoU.counter: 0.4379, IoU.sand: 0.3114, IoU.sink: 0.7149, IoU.skyscraper: 0.2567, IoU.fireplace: 0.7011, IoU.refrigerator: 0.6406, IoU.grandstand: 0.3808, IoU.path: 0.1051, IoU.stairs: 0.3016, IoU.runway: 0.6694, IoU.case: 0.4869, IoU.pool table: 0.9401, IoU.pillow: 0.5735, IoU.screen door: 0.6889, IoU.stairway: 0.2462, IoU.river: 0.0730, IoU.bridge: 0.6407, IoU.bookcase: 0.3057, IoU.blind: 0.3767, IoU.coffee table: 0.5994, IoU.toilet: 0.8745, IoU.flower: 0.3149, IoU.book: 0.4631, IoU.hill: 0.0845, IoU.bench: 0.5231, IoU.countertop: 0.5454, IoU.stove: 0.7208, IoU.palm: 0.4909, IoU.kitchen island: 0.2820, IoU.computer: 0.7152, IoU.swivel chair: 0.3892, IoU.boat: 0.7145, IoU.bar: 0.1405, IoU.arcade machine: 0.2910, IoU.hovel: 0.2906, IoU.bus: 0.9166, IoU.towel: 0.6599, IoU.light: 0.5608, IoU.truck: 0.3573, IoU.tower: 0.2888, IoU.chandelier: 0.5910, IoU.awning: 0.3010, IoU.streetlight: 0.3243, IoU.booth: 0.0000, IoU.television receiver: 0.7085, IoU.airplane: 0.5221, IoU.dirt track: 0.0000, IoU.apparel: 0.3332, IoU.pole: 0.3085, IoU.land: 0.0053, IoU.bannister: 0.0870, IoU.escalator: 0.1714, IoU.ottoman: 0.5260, IoU.bottle: 0.2351, IoU.buffet: 0.2410, IoU.poster: 0.2313, IoU.stage: 0.0574, IoU.van: 0.4471, IoU.ship: 0.0000, IoU.fountain: 0.1707, IoU.conveyer belt: 0.2829, IoU.canopy: 0.2306, IoU.washer: 0.7492, IoU.plaything: 0.2221, IoU.swimming pool: 0.1174, IoU.stool: 0.4300, IoU.barrel: 0.0321, IoU.basket: 0.2836, IoU.waterfall: 0.5939, IoU.tent: 0.9619, IoU.bag: 0.1914, IoU.minibike: 0.7135, IoU.cradle: 0.8347, IoU.oven: 0.4233, IoU.ball: 0.4412, IoU.food: 0.6084, IoU.step: 0.1390, IoU.tank: 0.0000, IoU.trade name: 0.2910, IoU.microwave: 0.7512, IoU.pot: 0.3531, IoU.animal: 0.7274, IoU.bicycle: 0.5601, IoU.lake: 0.0000, IoU.dishwasher: 0.6903, IoU.screen: 0.4133, IoU.blanket: 0.1115, IoU.sculpture: 0.5917, IoU.hood: 0.5015, IoU.sconce: 0.3316, IoU.vase: 0.3883, IoU.traffic light: 0.3039, IoU.tray: 0.0772, IoU.ashcan: 0.4230, IoU.fan: 0.5762, IoU.pier: 0.1115, IoU.crt screen: 0.0585, IoU.plate: 0.5501, IoU.monitor: 0.0000, IoU.bulletin board: 0.3544, IoU.shower: 0.1112, IoU.radiator: 0.6362, IoU.glass: 0.1906, IoU.clock: 0.2846, IoU.flag: 0.4500, Acc.wall: 0.8474, Acc.building: 0.8831, Acc.sky: 0.9737, Acc.floor: 0.9024, Acc.tree: 0.8656, Acc.ceiling: 0.9207, Acc.road: 0.9006, Acc.bed : 0.9433, Acc.windowpane: 0.7894, Acc.grass: 0.8251, Acc.cabinet: 0.7312, Acc.sidewalk: 0.8024, Acc.person: 0.9043, Acc.earth: 0.4100, Acc.door: 0.7186, Acc.table: 0.7472, Acc.mountain: 0.8330, Acc.plant: 0.5914, Acc.curtain: 0.8103, Acc.chair: 0.6545, Acc.car: 0.9265, Acc.water: 0.7074, Acc.painting: 0.8762, Acc.sofa: 0.8708, Acc.shelf: 0.6715, Acc.house: 0.8517, Acc.sea: 0.8546, Acc.mirror: 0.8155, Acc.rug: 0.6079, Acc.field: 0.4106, Acc.armchair: 0.4907, Acc.seat: 0.7797, Acc.fence: 0.6205, Acc.desk: 0.6131, Acc.rock: 0.5047, Acc.wardrobe: 0.6817, Acc.lamp: 0.7806, Acc.bathtub: 0.8564, Acc.railing: 0.5454, Acc.cushion: 0.6969, Acc.base: 0.4274, Acc.box: 0.3627, Acc.column: 0.6992, Acc.signboard: 0.5871, Acc.chest of drawers: 0.7215, Acc.counter: 0.6447, Acc.sand: 0.4679, Acc.sink: 0.8545, Acc.skyscraper: 0.2715, Acc.fireplace: 0.8685, Acc.refrigerator: 0.8073, Acc.grandstand: 0.6867, Acc.path: 0.1396, Acc.stairs: 0.3750, Acc.runway: 0.8407, Acc.case: 0.5949, Acc.pool table: 0.9704, Acc.pillow: 0.6927, Acc.screen door: 0.7626, Acc.stairway: 0.5035, Acc.river: 0.0994, Acc.bridge: 0.7485, Acc.bookcase: 0.5898, Acc.blind: 0.4058, Acc.coffee table: 0.7593, Acc.toilet: 0.9220, Acc.flower: 0.5718, Acc.book: 0.6452, Acc.hill: 0.1310, Acc.bench: 0.7149, Acc.countertop: 0.6466, Acc.stove: 0.8273, Acc.palm: 0.7895, Acc.kitchen island: 0.5269, Acc.computer: 0.8682, Acc.swivel chair: 0.7650, Acc.boat: 0.8903, Acc.bar: 0.1538, Acc.arcade machine: 0.3618, Acc.hovel: 0.3550, Acc.bus: 0.9568, Acc.towel: 0.8235, Acc.light: 0.7576, Acc.truck: 0.5327, Acc.tower: 0.4465, Acc.chandelier: 0.7302, Acc.awning: 0.4434, Acc.streetlight: 0.4282, Acc.booth: 0.0000, Acc.television receiver: 0.7805, Acc.airplane: 0.6674, Acc.dirt track: 0.0000, Acc.apparel: 0.5558, Acc.pole: 0.6380, Acc.land: 0.0060, Acc.bannister: 0.1741, Acc.escalator: 0.1747, Acc.ottoman: 0.7341, Acc.bottle: 0.3127, Acc.buffet: 0.2678, Acc.poster: 0.4702, Acc.stage: 0.0804, Acc.van: 0.6522, Acc.ship: 0.0000, Acc.fountain: 0.1973, Acc.conveyer belt: 0.3385, Acc.canopy: 0.3534, Acc.washer: 0.7596, Acc.plaything: 0.2734, Acc.swimming pool: 0.1619, Acc.stool: 0.6836, Acc.barrel: 0.4152, Acc.basket: 0.4496, Acc.waterfall: 0.8997, Acc.tent: 0.9819, Acc.bag: 0.3027, Acc.minibike: 0.8364, Acc.cradle: 0.9846, Acc.oven: 0.4935, Acc.ball: 0.7037, Acc.food: 0.7207, Acc.step: 0.1938, Acc.tank: 0.0000, Acc.trade name: 0.3935, Acc.microwave: 0.8468, Acc.pot: 0.4435, Acc.animal: 0.7648, Acc.bicycle: 0.8604, Acc.lake: 0.0000, Acc.dishwasher: 0.8844, Acc.screen: 0.9125, Acc.blanket: 0.1487, Acc.sculpture: 0.8418, Acc.hood: 0.6582, Acc.sconce: 0.5262, Acc.vase: 0.6631, Acc.traffic light: 0.5567, Acc.tray: 0.1049, Acc.ashcan: 0.6210, Acc.fan: 0.7546, Acc.pier: 0.1187, Acc.crt screen: 0.1427, Acc.plate: 0.7986, Acc.monitor: 0.0000, Acc.bulletin board: 0.5001, Acc.shower: 0.1570, Acc.radiator: 0.7126, Acc.glass: 0.2497, Acc.clock: 0.4799, Acc.flag: 0.5344 2023-11-26 14:15:21,814 - mmseg - INFO - Iter [20050/160000] lr: 3.337e-06, eta: 14:54:29, time: 0.757, data_time: 0.390, memory: 36416, decode.loss_cls: 1.0530, decode.loss_mask: 0.8055, decode.loss_dice: 1.1978, decode.d0.loss_cls: 3.2964, decode.d0.loss_mask: 0.8637, decode.d0.loss_dice: 1.4520, decode.d1.loss_cls: 1.2387, decode.d1.loss_mask: 0.8455, decode.d1.loss_dice: 1.3172, decode.d2.loss_cls: 1.1491, decode.d2.loss_mask: 0.8241, decode.d2.loss_dice: 1.2571, decode.d3.loss_cls: 1.0946, decode.d3.loss_mask: 0.8135, decode.d3.loss_dice: 1.2078, decode.d4.loss_cls: 1.0752, decode.d4.loss_mask: 0.8083, decode.d4.loss_dice: 1.2122, decode.d5.loss_cls: 1.0685, decode.d5.loss_mask: 0.8088, decode.d5.loss_dice: 1.2082, decode.d6.loss_cls: 1.0498, decode.d6.loss_mask: 0.8108, decode.d6.loss_dice: 1.1946, decode.d7.loss_cls: 1.0426, decode.d7.loss_mask: 0.8168, decode.d7.loss_dice: 1.1960, decode.d8.loss_cls: 1.0547, decode.d8.loss_mask: 0.8127, decode.d8.loss_dice: 1.2020, loss: 33.7770, grad_norm: 123.6430 2023-11-26 14:15:40,968 - mmseg - INFO - Iter [20100/160000] lr: 3.336e-06, eta: 14:54:10, time: 0.383, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0439, decode.loss_mask: 0.8048, decode.loss_dice: 1.2189, decode.d0.loss_cls: 3.2845, decode.d0.loss_mask: 0.8568, decode.d0.loss_dice: 1.4625, decode.d1.loss_cls: 1.2282, decode.d1.loss_mask: 0.8483, decode.d1.loss_dice: 1.3349, decode.d2.loss_cls: 1.1247, decode.d2.loss_mask: 0.8317, decode.d2.loss_dice: 1.2743, decode.d3.loss_cls: 1.0843, decode.d3.loss_mask: 0.8150, decode.d3.loss_dice: 1.2335, decode.d4.loss_cls: 1.0604, decode.d4.loss_mask: 0.8144, decode.d4.loss_dice: 1.2298, decode.d5.loss_cls: 1.0540, decode.d5.loss_mask: 0.8118, decode.d5.loss_dice: 1.2274, decode.d6.loss_cls: 1.0507, decode.d6.loss_mask: 0.8111, decode.d6.loss_dice: 1.2175, decode.d7.loss_cls: 1.0487, decode.d7.loss_mask: 0.8065, decode.d7.loss_dice: 1.2206, decode.d8.loss_cls: 1.0444, decode.d8.loss_mask: 0.8081, decode.d8.loss_dice: 1.2186, loss: 33.8704, grad_norm: 114.5406 2023-11-26 14:15:59,696 - mmseg - INFO - Iter [20150/160000] lr: 3.335e-06, eta: 14:53:47, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0686, decode.loss_mask: 0.8114, decode.loss_dice: 1.1921, decode.d0.loss_cls: 3.2834, decode.d0.loss_mask: 0.8611, decode.d0.loss_dice: 1.4550, decode.d1.loss_cls: 1.2630, decode.d1.loss_mask: 0.8424, decode.d1.loss_dice: 1.3034, decode.d2.loss_cls: 1.1426, decode.d2.loss_mask: 0.8287, decode.d2.loss_dice: 1.2420, decode.d3.loss_cls: 1.0967, decode.d3.loss_mask: 0.8196, decode.d3.loss_dice: 1.2109, decode.d4.loss_cls: 1.0708, decode.d4.loss_mask: 0.8209, decode.d4.loss_dice: 1.2147, decode.d5.loss_cls: 1.0625, decode.d5.loss_mask: 0.8154, decode.d5.loss_dice: 1.2031, decode.d6.loss_cls: 1.0582, decode.d6.loss_mask: 0.8121, decode.d6.loss_dice: 1.1866, decode.d7.loss_cls: 1.0563, decode.d7.loss_mask: 0.8124, decode.d7.loss_dice: 1.1954, decode.d8.loss_cls: 1.0525, decode.d8.loss_mask: 0.8112, decode.d8.loss_dice: 1.2043, loss: 33.7973, grad_norm: 117.7626 2023-11-26 14:16:18,993 - mmseg - INFO - Iter [20200/160000] lr: 3.334e-06, eta: 14:53:29, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0511, decode.loss_mask: 0.8391, decode.loss_dice: 1.2433, decode.d0.loss_cls: 3.3238, decode.d0.loss_mask: 0.8887, decode.d0.loss_dice: 1.4952, decode.d1.loss_cls: 1.2378, decode.d1.loss_mask: 0.8857, decode.d1.loss_dice: 1.3552, decode.d2.loss_cls: 1.1303, decode.d2.loss_mask: 0.8540, decode.d2.loss_dice: 1.2949, decode.d3.loss_cls: 1.0883, decode.d3.loss_mask: 0.8432, decode.d3.loss_dice: 1.2593, decode.d4.loss_cls: 1.0787, decode.d4.loss_mask: 0.8387, decode.d4.loss_dice: 1.2632, decode.d5.loss_cls: 1.0700, decode.d5.loss_mask: 0.8448, decode.d5.loss_dice: 1.2541, decode.d6.loss_cls: 1.0631, decode.d6.loss_mask: 0.8400, decode.d6.loss_dice: 1.2397, decode.d7.loss_cls: 1.0496, decode.d7.loss_mask: 0.8466, decode.d7.loss_dice: 1.2493, decode.d8.loss_cls: 1.0476, decode.d8.loss_mask: 0.8494, decode.d8.loss_dice: 1.2521, loss: 34.5769, grad_norm: 116.5281 2023-11-26 14:16:40,050 - mmseg - INFO - Iter [20250/160000] lr: 3.332e-06, eta: 14:53:23, time: 0.421, data_time: 0.053, memory: 36416, decode.loss_cls: 1.0702, decode.loss_mask: 0.8109, decode.loss_dice: 1.1947, decode.d0.loss_cls: 3.3182, decode.d0.loss_mask: 0.8701, decode.d0.loss_dice: 1.4723, decode.d1.loss_cls: 1.2893, decode.d1.loss_mask: 0.8486, decode.d1.loss_dice: 1.3200, decode.d2.loss_cls: 1.1675, decode.d2.loss_mask: 0.8303, decode.d2.loss_dice: 1.2456, decode.d3.loss_cls: 1.1392, decode.d3.loss_mask: 0.8253, decode.d3.loss_dice: 1.2068, decode.d4.loss_cls: 1.1115, decode.d4.loss_mask: 0.8212, decode.d4.loss_dice: 1.2059, decode.d5.loss_cls: 1.1027, decode.d5.loss_mask: 0.8160, decode.d5.loss_dice: 1.2046, decode.d6.loss_cls: 1.0841, decode.d6.loss_mask: 0.8154, decode.d6.loss_dice: 1.1889, decode.d7.loss_cls: 1.0713, decode.d7.loss_mask: 0.8182, decode.d7.loss_dice: 1.1973, decode.d8.loss_cls: 1.0686, decode.d8.loss_mask: 0.8175, decode.d8.loss_dice: 1.2005, loss: 34.1326, grad_norm: 117.2850 2023-11-26 14:16:58,811 - mmseg - INFO - Iter [20300/160000] lr: 3.331e-06, eta: 14:53:01, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9976, decode.loss_mask: 0.8165, decode.loss_dice: 1.1870, decode.d0.loss_cls: 3.1968, decode.d0.loss_mask: 0.8573, decode.d0.loss_dice: 1.4374, decode.d1.loss_cls: 1.1806, decode.d1.loss_mask: 0.8503, decode.d1.loss_dice: 1.2949, decode.d2.loss_cls: 1.0648, decode.d2.loss_mask: 0.8316, decode.d2.loss_dice: 1.2393, decode.d3.loss_cls: 1.0312, decode.d3.loss_mask: 0.8214, decode.d3.loss_dice: 1.2047, decode.d4.loss_cls: 1.0149, decode.d4.loss_mask: 0.8190, decode.d4.loss_dice: 1.2101, decode.d5.loss_cls: 1.0140, decode.d5.loss_mask: 0.8158, decode.d5.loss_dice: 1.1952, decode.d6.loss_cls: 1.0066, decode.d6.loss_mask: 0.8169, decode.d6.loss_dice: 1.1831, decode.d7.loss_cls: 0.9951, decode.d7.loss_mask: 0.8172, decode.d7.loss_dice: 1.1883, decode.d8.loss_cls: 0.9935, decode.d8.loss_mask: 0.8159, decode.d8.loss_dice: 1.1881, loss: 33.0852, grad_norm: 120.6893 2023-11-26 14:17:17,139 - mmseg - INFO - Iter [20350/160000] lr: 3.330e-06, eta: 14:52:36, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9946, decode.loss_mask: 0.8121, decode.loss_dice: 1.1939, decode.d0.loss_cls: 3.2820, decode.d0.loss_mask: 0.8640, decode.d0.loss_dice: 1.4573, decode.d1.loss_cls: 1.1929, decode.d1.loss_mask: 0.8740, decode.d1.loss_dice: 1.3228, decode.d2.loss_cls: 1.0782, decode.d2.loss_mask: 0.8441, decode.d2.loss_dice: 1.2512, decode.d3.loss_cls: 1.0400, decode.d3.loss_mask: 0.8306, decode.d3.loss_dice: 1.2163, decode.d4.loss_cls: 1.0210, decode.d4.loss_mask: 0.8239, decode.d4.loss_dice: 1.2155, decode.d5.loss_cls: 1.0059, decode.d5.loss_mask: 0.8211, decode.d5.loss_dice: 1.2071, decode.d6.loss_cls: 1.0096, decode.d6.loss_mask: 0.8163, decode.d6.loss_dice: 1.1914, decode.d7.loss_cls: 1.0053, decode.d7.loss_mask: 0.8160, decode.d7.loss_dice: 1.1945, decode.d8.loss_cls: 1.0075, decode.d8.loss_mask: 0.8188, decode.d8.loss_dice: 1.1931, loss: 33.4010, grad_norm: 126.4057 2023-11-26 14:17:35,643 - mmseg - INFO - Iter [20400/160000] lr: 3.329e-06, eta: 14:52:12, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0599, decode.loss_mask: 0.8116, decode.loss_dice: 1.2404, decode.d0.loss_cls: 3.3383, decode.d0.loss_mask: 0.8557, decode.d0.loss_dice: 1.4984, decode.d1.loss_cls: 1.2526, decode.d1.loss_mask: 0.8370, decode.d1.loss_dice: 1.3709, decode.d2.loss_cls: 1.1366, decode.d2.loss_mask: 0.8289, decode.d2.loss_dice: 1.2928, decode.d3.loss_cls: 1.1032, decode.d3.loss_mask: 0.8164, decode.d3.loss_dice: 1.2523, decode.d4.loss_cls: 1.0896, decode.d4.loss_mask: 0.8146, decode.d4.loss_dice: 1.2547, decode.d5.loss_cls: 1.0743, decode.d5.loss_mask: 0.8156, decode.d5.loss_dice: 1.2531, decode.d6.loss_cls: 1.0644, decode.d6.loss_mask: 0.8116, decode.d6.loss_dice: 1.2398, decode.d7.loss_cls: 1.0698, decode.d7.loss_mask: 0.8090, decode.d7.loss_dice: 1.2431, decode.d8.loss_cls: 1.0606, decode.d8.loss_mask: 0.8103, decode.d8.loss_dice: 1.2404, loss: 34.3462, grad_norm: 115.8909 2023-11-26 14:17:55,091 - mmseg - INFO - Iter [20450/160000] lr: 3.328e-06, eta: 14:51:55, time: 0.389, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0316, decode.loss_mask: 0.8100, decode.loss_dice: 1.1974, decode.d0.loss_cls: 3.3413, decode.d0.loss_mask: 0.8412, decode.d0.loss_dice: 1.4356, decode.d1.loss_cls: 1.2368, decode.d1.loss_mask: 0.8447, decode.d1.loss_dice: 1.2968, decode.d2.loss_cls: 1.1098, decode.d2.loss_mask: 0.8191, decode.d2.loss_dice: 1.2431, decode.d3.loss_cls: 1.0654, decode.d3.loss_mask: 0.8088, decode.d3.loss_dice: 1.2138, decode.d4.loss_cls: 1.0505, decode.d4.loss_mask: 0.8113, decode.d4.loss_dice: 1.2148, decode.d5.loss_cls: 1.0497, decode.d5.loss_mask: 0.8140, decode.d5.loss_dice: 1.2074, decode.d6.loss_cls: 1.0385, decode.d6.loss_mask: 0.8065, decode.d6.loss_dice: 1.1939, decode.d7.loss_cls: 1.0398, decode.d7.loss_mask: 0.8060, decode.d7.loss_dice: 1.1966, decode.d8.loss_cls: 1.0330, decode.d8.loss_mask: 0.8055, decode.d8.loss_dice: 1.2035, loss: 33.5663, grad_norm: 120.6830 2023-11-26 14:18:15,295 - mmseg - INFO - Iter [20500/160000] lr: 3.326e-06, eta: 14:51:43, time: 0.404, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9908, decode.loss_mask: 0.8286, decode.loss_dice: 1.2141, decode.d0.loss_cls: 3.3122, decode.d0.loss_mask: 0.8745, decode.d0.loss_dice: 1.4683, decode.d1.loss_cls: 1.2090, decode.d1.loss_mask: 0.8701, decode.d1.loss_dice: 1.3127, decode.d2.loss_cls: 1.0866, decode.d2.loss_mask: 0.8523, decode.d2.loss_dice: 1.2638, decode.d3.loss_cls: 1.0390, decode.d3.loss_mask: 0.8369, decode.d3.loss_dice: 1.2285, decode.d4.loss_cls: 1.0256, decode.d4.loss_mask: 0.8366, decode.d4.loss_dice: 1.2298, decode.d5.loss_cls: 1.0179, decode.d5.loss_mask: 0.8338, decode.d5.loss_dice: 1.2247, decode.d6.loss_cls: 1.0025, decode.d6.loss_mask: 0.8310, decode.d6.loss_dice: 1.2202, decode.d7.loss_cls: 0.9932, decode.d7.loss_mask: 0.8296, decode.d7.loss_dice: 1.2226, decode.d8.loss_cls: 0.9871, decode.d8.loss_mask: 0.8318, decode.d8.loss_dice: 1.2150, loss: 33.6888, grad_norm: 123.7074 2023-11-26 14:18:36,286 - mmseg - INFO - Iter [20550/160000] lr: 3.325e-06, eta: 14:51:36, time: 0.420, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0116, decode.loss_mask: 0.8175, decode.loss_dice: 1.2450, decode.d0.loss_cls: 3.2413, decode.d0.loss_mask: 0.8678, decode.d0.loss_dice: 1.4888, decode.d1.loss_cls: 1.2177, decode.d1.loss_mask: 0.8565, decode.d1.loss_dice: 1.3552, decode.d2.loss_cls: 1.1009, decode.d2.loss_mask: 0.8357, decode.d2.loss_dice: 1.2972, decode.d3.loss_cls: 1.0627, decode.d3.loss_mask: 0.8305, decode.d3.loss_dice: 1.2554, decode.d4.loss_cls: 1.0337, decode.d4.loss_mask: 0.8331, decode.d4.loss_dice: 1.2568, decode.d5.loss_cls: 1.0374, decode.d5.loss_mask: 0.8249, decode.d5.loss_dice: 1.2498, decode.d6.loss_cls: 1.0200, decode.d6.loss_mask: 0.8212, decode.d6.loss_dice: 1.2452, decode.d7.loss_cls: 1.0164, decode.d7.loss_mask: 0.8172, decode.d7.loss_dice: 1.2462, decode.d8.loss_cls: 1.0219, decode.d8.loss_mask: 0.8108, decode.d8.loss_dice: 1.2419, loss: 33.9602, grad_norm: 113.6519 2023-11-26 14:18:56,580 - mmseg - INFO - Iter [20600/160000] lr: 3.324e-06, eta: 14:51:24, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0320, decode.loss_mask: 0.7807, decode.loss_dice: 1.1915, decode.d0.loss_cls: 3.2828, decode.d0.loss_mask: 0.8244, decode.d0.loss_dice: 1.4452, decode.d1.loss_cls: 1.2261, decode.d1.loss_mask: 0.8195, decode.d1.loss_dice: 1.2928, decode.d2.loss_cls: 1.1010, decode.d2.loss_mask: 0.8031, decode.d2.loss_dice: 1.2396, decode.d3.loss_cls: 1.0766, decode.d3.loss_mask: 0.7884, decode.d3.loss_dice: 1.2013, decode.d4.loss_cls: 1.0591, decode.d4.loss_mask: 0.7856, decode.d4.loss_dice: 1.2052, decode.d5.loss_cls: 1.0582, decode.d5.loss_mask: 0.7794, decode.d5.loss_dice: 1.1962, decode.d6.loss_cls: 1.0455, decode.d6.loss_mask: 0.7805, decode.d6.loss_dice: 1.1865, decode.d7.loss_cls: 1.0347, decode.d7.loss_mask: 0.7809, decode.d7.loss_dice: 1.1867, decode.d8.loss_cls: 1.0337, decode.d8.loss_mask: 0.7815, decode.d8.loss_dice: 1.1873, loss: 33.2060, grad_norm: 112.7364 2023-11-26 14:19:17,507 - mmseg - INFO - Iter [20650/160000] lr: 3.323e-06, eta: 14:51:17, time: 0.419, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9979, decode.loss_mask: 0.8043, decode.loss_dice: 1.1984, decode.d0.loss_cls: 3.2124, decode.d0.loss_mask: 0.8435, decode.d0.loss_dice: 1.4259, decode.d1.loss_cls: 1.1803, decode.d1.loss_mask: 0.8452, decode.d1.loss_dice: 1.3024, decode.d2.loss_cls: 1.0638, decode.d2.loss_mask: 0.8228, decode.d2.loss_dice: 1.2513, decode.d3.loss_cls: 1.0179, decode.d3.loss_mask: 0.8163, decode.d3.loss_dice: 1.2144, decode.d4.loss_cls: 1.0073, decode.d4.loss_mask: 0.8117, decode.d4.loss_dice: 1.2075, decode.d5.loss_cls: 1.0039, decode.d5.loss_mask: 0.8092, decode.d5.loss_dice: 1.2061, decode.d6.loss_cls: 1.0021, decode.d6.loss_mask: 0.8056, decode.d6.loss_dice: 1.1949, decode.d7.loss_cls: 0.9932, decode.d7.loss_mask: 0.8074, decode.d7.loss_dice: 1.2051, decode.d8.loss_cls: 0.9952, decode.d8.loss_mask: 0.8093, decode.d8.loss_dice: 1.1979, loss: 33.0530, grad_norm: 141.5498 2023-11-26 14:19:40,964 - mmseg - INFO - Iter [20700/160000] lr: 3.322e-06, eta: 14:51:26, time: 0.469, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0446, decode.loss_mask: 0.7948, decode.loss_dice: 1.2165, decode.d0.loss_cls: 3.3059, decode.d0.loss_mask: 0.8351, decode.d0.loss_dice: 1.4864, decode.d1.loss_cls: 1.2543, decode.d1.loss_mask: 0.8315, decode.d1.loss_dice: 1.3375, decode.d2.loss_cls: 1.1272, decode.d2.loss_mask: 0.8054, decode.d2.loss_dice: 1.2754, decode.d3.loss_cls: 1.1019, decode.d3.loss_mask: 0.7980, decode.d3.loss_dice: 1.2318, decode.d4.loss_cls: 1.0795, decode.d4.loss_mask: 0.7962, decode.d4.loss_dice: 1.2362, decode.d5.loss_cls: 1.0706, decode.d5.loss_mask: 0.7975, decode.d5.loss_dice: 1.2282, decode.d6.loss_cls: 1.0682, decode.d6.loss_mask: 0.7900, decode.d6.loss_dice: 1.2211, decode.d7.loss_cls: 1.0520, decode.d7.loss_mask: 0.7936, decode.d7.loss_dice: 1.2227, decode.d8.loss_cls: 1.0548, decode.d8.loss_mask: 0.7934, decode.d8.loss_dice: 1.2197, loss: 33.8700, grad_norm: 116.1275 2023-11-26 14:20:01,725 - mmseg - INFO - Iter [20750/160000] lr: 3.320e-06, eta: 14:51:17, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0107, decode.loss_mask: 0.8343, decode.loss_dice: 1.2165, decode.d0.loss_cls: 3.2497, decode.d0.loss_mask: 0.8816, decode.d0.loss_dice: 1.4603, decode.d1.loss_cls: 1.2353, decode.d1.loss_mask: 0.8698, decode.d1.loss_dice: 1.3219, decode.d2.loss_cls: 1.0930, decode.d2.loss_mask: 0.8550, decode.d2.loss_dice: 1.2637, decode.d3.loss_cls: 1.0626, decode.d3.loss_mask: 0.8376, decode.d3.loss_dice: 1.2302, decode.d4.loss_cls: 1.0501, decode.d4.loss_mask: 0.8337, decode.d4.loss_dice: 1.2279, decode.d5.loss_cls: 1.0313, decode.d5.loss_mask: 0.8408, decode.d5.loss_dice: 1.2195, decode.d6.loss_cls: 1.0187, decode.d6.loss_mask: 0.8355, decode.d6.loss_dice: 1.2016, decode.d7.loss_cls: 1.0122, decode.d7.loss_mask: 0.8341, decode.d7.loss_dice: 1.2147, decode.d8.loss_cls: 1.0085, decode.d8.loss_mask: 0.8388, decode.d8.loss_dice: 1.2184, loss: 33.8077, grad_norm: 120.6248 2023-11-26 14:20:21,134 - mmseg - INFO - Iter [20800/160000] lr: 3.319e-06, eta: 14:51:00, time: 0.388, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0483, decode.loss_mask: 0.8093, decode.loss_dice: 1.2441, decode.d0.loss_cls: 3.3273, decode.d0.loss_mask: 0.8482, decode.d0.loss_dice: 1.5006, decode.d1.loss_cls: 1.2180, decode.d1.loss_mask: 0.8524, decode.d1.loss_dice: 1.3626, decode.d2.loss_cls: 1.1204, decode.d2.loss_mask: 0.8205, decode.d2.loss_dice: 1.2947, decode.d3.loss_cls: 1.0981, decode.d3.loss_mask: 0.8139, decode.d3.loss_dice: 1.2547, decode.d4.loss_cls: 1.0709, decode.d4.loss_mask: 0.8172, decode.d4.loss_dice: 1.2557, decode.d5.loss_cls: 1.0608, decode.d5.loss_mask: 0.8136, decode.d5.loss_dice: 1.2569, decode.d6.loss_cls: 1.0548, decode.d6.loss_mask: 0.8093, decode.d6.loss_dice: 1.2432, decode.d7.loss_cls: 1.0543, decode.d7.loss_mask: 0.8124, decode.d7.loss_dice: 1.2439, decode.d8.loss_cls: 1.0467, decode.d8.loss_mask: 0.8154, decode.d8.loss_dice: 1.2431, loss: 34.2112, grad_norm: 117.5931 2023-11-26 14:20:39,508 - mmseg - INFO - Iter [20850/160000] lr: 3.318e-06, eta: 14:50:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0113, decode.loss_mask: 0.8033, decode.loss_dice: 1.1933, decode.d0.loss_cls: 3.2647, decode.d0.loss_mask: 0.8487, decode.d0.loss_dice: 1.4435, decode.d1.loss_cls: 1.1932, decode.d1.loss_mask: 0.8387, decode.d1.loss_dice: 1.3085, decode.d2.loss_cls: 1.0865, decode.d2.loss_mask: 0.8192, decode.d2.loss_dice: 1.2377, decode.d3.loss_cls: 1.0467, decode.d3.loss_mask: 0.8193, decode.d3.loss_dice: 1.2085, decode.d4.loss_cls: 1.0427, decode.d4.loss_mask: 0.8143, decode.d4.loss_dice: 1.2104, decode.d5.loss_cls: 1.0246, decode.d5.loss_mask: 0.8093, decode.d5.loss_dice: 1.2120, decode.d6.loss_cls: 1.0254, decode.d6.loss_mask: 0.8041, decode.d6.loss_dice: 1.1960, decode.d7.loss_cls: 1.0060, decode.d7.loss_mask: 0.8022, decode.d7.loss_dice: 1.2081, decode.d8.loss_cls: 1.0058, decode.d8.loss_mask: 0.8056, decode.d8.loss_dice: 1.1981, loss: 33.2876, grad_norm: 127.3004 2023-11-26 14:20:58,358 - mmseg - INFO - Iter [20900/160000] lr: 3.317e-06, eta: 14:50:13, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9786, decode.loss_mask: 0.8207, decode.loss_dice: 1.2317, decode.d0.loss_cls: 3.2853, decode.d0.loss_mask: 0.8534, decode.d0.loss_dice: 1.4680, decode.d1.loss_cls: 1.1749, decode.d1.loss_mask: 0.8567, decode.d1.loss_dice: 1.3475, decode.d2.loss_cls: 1.0724, decode.d2.loss_mask: 0.8330, decode.d2.loss_dice: 1.2735, decode.d3.loss_cls: 1.0354, decode.d3.loss_mask: 0.8233, decode.d3.loss_dice: 1.2396, decode.d4.loss_cls: 1.0122, decode.d4.loss_mask: 0.8252, decode.d4.loss_dice: 1.2380, decode.d5.loss_cls: 0.9972, decode.d5.loss_mask: 0.8243, decode.d5.loss_dice: 1.2416, decode.d6.loss_cls: 0.9840, decode.d6.loss_mask: 0.8202, decode.d6.loss_dice: 1.2361, decode.d7.loss_cls: 0.9740, decode.d7.loss_mask: 0.8248, decode.d7.loss_dice: 1.2345, decode.d8.loss_cls: 0.9778, decode.d8.loss_mask: 0.8215, decode.d8.loss_dice: 1.2359, loss: 33.5409, grad_norm: 123.7116 2023-11-26 14:21:16,647 - mmseg - INFO - Iter [20950/160000] lr: 3.316e-06, eta: 14:49:48, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9718, decode.loss_mask: 0.8077, decode.loss_dice: 1.2106, decode.d0.loss_cls: 3.2513, decode.d0.loss_mask: 0.8508, decode.d0.loss_dice: 1.4468, decode.d1.loss_cls: 1.1743, decode.d1.loss_mask: 0.8463, decode.d1.loss_dice: 1.3160, decode.d2.loss_cls: 1.0575, decode.d2.loss_mask: 0.8273, decode.d2.loss_dice: 1.2511, decode.d3.loss_cls: 1.0173, decode.d3.loss_mask: 0.8156, decode.d3.loss_dice: 1.2251, decode.d4.loss_cls: 1.0038, decode.d4.loss_mask: 0.8161, decode.d4.loss_dice: 1.2211, decode.d5.loss_cls: 1.0015, decode.d5.loss_mask: 0.8126, decode.d5.loss_dice: 1.2206, decode.d6.loss_cls: 0.9784, decode.d6.loss_mask: 0.8102, decode.d6.loss_dice: 1.2027, decode.d7.loss_cls: 0.9808, decode.d7.loss_mask: 0.8136, decode.d7.loss_dice: 1.2100, decode.d8.loss_cls: 0.9780, decode.d8.loss_mask: 0.8187, decode.d8.loss_dice: 1.2082, loss: 33.1458, grad_norm: 109.6292 2023-11-26 14:21:34,928 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:21:34,928 - mmseg - INFO - Iter [21000/160000] lr: 3.314e-06, eta: 14:49:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9942, decode.loss_mask: 0.7973, decode.loss_dice: 1.2047, decode.d0.loss_cls: 3.2678, decode.d0.loss_mask: 0.8474, decode.d0.loss_dice: 1.4450, decode.d1.loss_cls: 1.1862, decode.d1.loss_mask: 0.8477, decode.d1.loss_dice: 1.3258, decode.d2.loss_cls: 1.0677, decode.d2.loss_mask: 0.8187, decode.d2.loss_dice: 1.2553, decode.d3.loss_cls: 1.0184, decode.d3.loss_mask: 0.8085, decode.d3.loss_dice: 1.2275, decode.d4.loss_cls: 1.0022, decode.d4.loss_mask: 0.8095, decode.d4.loss_dice: 1.2134, decode.d5.loss_cls: 1.0022, decode.d5.loss_mask: 0.8059, decode.d5.loss_dice: 1.2144, decode.d6.loss_cls: 0.9937, decode.d6.loss_mask: 0.8032, decode.d6.loss_dice: 1.1983, decode.d7.loss_cls: 0.9846, decode.d7.loss_mask: 0.8002, decode.d7.loss_dice: 1.2073, decode.d8.loss_cls: 0.9857, decode.d8.loss_mask: 0.7987, decode.d8.loss_dice: 1.2104, loss: 33.1420, grad_norm: 128.8315 2023-11-26 14:21:53,177 - mmseg - INFO - Iter [21050/160000] lr: 3.313e-06, eta: 14:48:57, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0867, decode.loss_mask: 0.8292, decode.loss_dice: 1.2412, decode.d0.loss_cls: 3.2865, decode.d0.loss_mask: 0.8667, decode.d0.loss_dice: 1.4929, decode.d1.loss_cls: 1.3033, decode.d1.loss_mask: 0.8546, decode.d1.loss_dice: 1.3529, decode.d2.loss_cls: 1.1708, decode.d2.loss_mask: 0.8401, decode.d2.loss_dice: 1.3018, decode.d3.loss_cls: 1.1272, decode.d3.loss_mask: 0.8330, decode.d3.loss_dice: 1.2654, decode.d4.loss_cls: 1.1128, decode.d4.loss_mask: 0.8251, decode.d4.loss_dice: 1.2674, decode.d5.loss_cls: 1.1045, decode.d5.loss_mask: 0.8366, decode.d5.loss_dice: 1.2541, decode.d6.loss_cls: 1.1011, decode.d6.loss_mask: 0.8273, decode.d6.loss_dice: 1.2366, decode.d7.loss_cls: 1.0922, decode.d7.loss_mask: 0.8292, decode.d7.loss_dice: 1.2422, decode.d8.loss_cls: 1.0933, decode.d8.loss_mask: 0.8297, decode.d8.loss_dice: 1.2419, loss: 34.7464, grad_norm: 111.2862 2023-11-26 14:22:11,362 - mmseg - INFO - Iter [21100/160000] lr: 3.312e-06, eta: 14:48:32, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0370, decode.loss_mask: 0.7986, decode.loss_dice: 1.1831, decode.d0.loss_cls: 3.2531, decode.d0.loss_mask: 0.8559, decode.d0.loss_dice: 1.4426, decode.d1.loss_cls: 1.2426, decode.d1.loss_mask: 0.8394, decode.d1.loss_dice: 1.2959, decode.d2.loss_cls: 1.1325, decode.d2.loss_mask: 0.8174, decode.d2.loss_dice: 1.2356, decode.d3.loss_cls: 1.0930, decode.d3.loss_mask: 0.8034, decode.d3.loss_dice: 1.1973, decode.d4.loss_cls: 1.0738, decode.d4.loss_mask: 0.8033, decode.d4.loss_dice: 1.2025, decode.d5.loss_cls: 1.0568, decode.d5.loss_mask: 0.8000, decode.d5.loss_dice: 1.1985, decode.d6.loss_cls: 1.0484, decode.d6.loss_mask: 0.7994, decode.d6.loss_dice: 1.1850, decode.d7.loss_cls: 1.0417, decode.d7.loss_mask: 0.8028, decode.d7.loss_dice: 1.1907, decode.d8.loss_cls: 1.0340, decode.d8.loss_mask: 0.8027, decode.d8.loss_dice: 1.1923, loss: 33.4594, grad_norm: 110.9640 2023-11-26 14:22:29,582 - mmseg - INFO - Iter [21150/160000] lr: 3.311e-06, eta: 14:48:06, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9882, decode.loss_mask: 0.8030, decode.loss_dice: 1.1909, decode.d0.loss_cls: 3.1972, decode.d0.loss_mask: 0.8532, decode.d0.loss_dice: 1.4467, decode.d1.loss_cls: 1.2112, decode.d1.loss_mask: 0.8323, decode.d1.loss_dice: 1.3056, decode.d2.loss_cls: 1.0835, decode.d2.loss_mask: 0.8129, decode.d2.loss_dice: 1.2493, decode.d3.loss_cls: 1.0354, decode.d3.loss_mask: 0.8080, decode.d3.loss_dice: 1.2180, decode.d4.loss_cls: 1.0181, decode.d4.loss_mask: 0.8032, decode.d4.loss_dice: 1.2167, decode.d5.loss_cls: 1.0074, decode.d5.loss_mask: 0.8034, decode.d5.loss_dice: 1.2139, decode.d6.loss_cls: 0.9963, decode.d6.loss_mask: 0.8039, decode.d6.loss_dice: 1.1954, decode.d7.loss_cls: 0.9955, decode.d7.loss_mask: 0.8017, decode.d7.loss_dice: 1.1977, decode.d8.loss_cls: 0.9876, decode.d8.loss_mask: 0.8053, decode.d8.loss_dice: 1.1995, loss: 33.0811, grad_norm: 116.5930 2023-11-26 14:23:00,978 - mmseg - INFO - Iter [21200/160000] lr: 3.310e-06, eta: 14:49:07, time: 0.628, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0248, decode.loss_mask: 0.7996, decode.loss_dice: 1.1861, decode.d0.loss_cls: 3.2435, decode.d0.loss_mask: 0.8457, decode.d0.loss_dice: 1.4438, decode.d1.loss_cls: 1.2151, decode.d1.loss_mask: 0.8421, decode.d1.loss_dice: 1.3050, decode.d2.loss_cls: 1.1060, decode.d2.loss_mask: 0.8152, decode.d2.loss_dice: 1.2429, decode.d3.loss_cls: 1.0756, decode.d3.loss_mask: 0.8049, decode.d3.loss_dice: 1.2020, decode.d4.loss_cls: 1.0546, decode.d4.loss_mask: 0.8038, decode.d4.loss_dice: 1.2078, decode.d5.loss_cls: 1.0449, decode.d5.loss_mask: 0.8068, decode.d5.loss_dice: 1.2018, decode.d6.loss_cls: 1.0322, decode.d6.loss_mask: 0.8016, decode.d6.loss_dice: 1.1832, decode.d7.loss_cls: 1.0208, decode.d7.loss_mask: 0.8052, decode.d7.loss_dice: 1.1896, decode.d8.loss_cls: 1.0201, decode.d8.loss_mask: 0.8040, decode.d8.loss_dice: 1.1893, loss: 33.3179, grad_norm: 124.7088 2023-11-26 14:23:39,987 - mmseg - INFO - Iter [21250/160000] lr: 3.309e-06, eta: 14:50:57, time: 0.780, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0420, decode.loss_mask: 0.8377, decode.loss_dice: 1.2131, decode.d0.loss_cls: 3.2995, decode.d0.loss_mask: 0.8763, decode.d0.loss_dice: 1.4590, decode.d1.loss_cls: 1.2273, decode.d1.loss_mask: 0.8675, decode.d1.loss_dice: 1.3345, decode.d2.loss_cls: 1.1085, decode.d2.loss_mask: 0.8473, decode.d2.loss_dice: 1.2663, decode.d3.loss_cls: 1.0649, decode.d3.loss_mask: 0.8378, decode.d3.loss_dice: 1.2274, decode.d4.loss_cls: 1.0517, decode.d4.loss_mask: 0.8378, decode.d4.loss_dice: 1.2331, decode.d5.loss_cls: 1.0456, decode.d5.loss_mask: 0.8396, decode.d5.loss_dice: 1.2279, decode.d6.loss_cls: 1.0320, decode.d6.loss_mask: 0.8347, decode.d6.loss_dice: 1.2132, decode.d7.loss_cls: 1.0285, decode.d7.loss_mask: 0.8386, decode.d7.loss_dice: 1.2223, decode.d8.loss_cls: 1.0381, decode.d8.loss_mask: 0.8373, decode.d8.loss_dice: 1.2200, loss: 34.0093, grad_norm: 133.9267 2023-11-26 14:24:09,115 - mmseg - INFO - Iter [21300/160000] lr: 3.307e-06, eta: 14:51:42, time: 0.583, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0283, decode.loss_mask: 0.8053, decode.loss_dice: 1.1998, decode.d0.loss_cls: 3.2477, decode.d0.loss_mask: 0.8531, decode.d0.loss_dice: 1.4486, decode.d1.loss_cls: 1.2186, decode.d1.loss_mask: 0.8422, decode.d1.loss_dice: 1.3081, decode.d2.loss_cls: 1.1177, decode.d2.loss_mask: 0.8151, decode.d2.loss_dice: 1.2472, decode.d3.loss_cls: 1.0797, decode.d3.loss_mask: 0.8085, decode.d3.loss_dice: 1.2192, decode.d4.loss_cls: 1.0689, decode.d4.loss_mask: 0.8023, decode.d4.loss_dice: 1.2159, decode.d5.loss_cls: 1.0549, decode.d5.loss_mask: 0.8079, decode.d5.loss_dice: 1.2123, decode.d6.loss_cls: 1.0443, decode.d6.loss_mask: 0.8060, decode.d6.loss_dice: 1.2023, decode.d7.loss_cls: 1.0381, decode.d7.loss_mask: 0.8081, decode.d7.loss_dice: 1.2091, decode.d8.loss_cls: 1.0332, decode.d8.loss_mask: 0.8065, decode.d8.loss_dice: 1.2045, loss: 33.5535, grad_norm: 130.0013 2023-11-26 14:24:27,529 - mmseg - INFO - Iter [21350/160000] lr: 3.306e-06, eta: 14:51:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0570, decode.loss_mask: 0.7854, decode.loss_dice: 1.1877, decode.d0.loss_cls: 3.2414, decode.d0.loss_mask: 0.8305, decode.d0.loss_dice: 1.4622, decode.d1.loss_cls: 1.2329, decode.d1.loss_mask: 0.8221, decode.d1.loss_dice: 1.3133, decode.d2.loss_cls: 1.1317, decode.d2.loss_mask: 0.8022, decode.d2.loss_dice: 1.2397, decode.d3.loss_cls: 1.0835, decode.d3.loss_mask: 0.7914, decode.d3.loss_dice: 1.2112, decode.d4.loss_cls: 1.0733, decode.d4.loss_mask: 0.7896, decode.d4.loss_dice: 1.2177, decode.d5.loss_cls: 1.0692, decode.d5.loss_mask: 0.7894, decode.d5.loss_dice: 1.2141, decode.d6.loss_cls: 1.0687, decode.d6.loss_mask: 0.7879, decode.d6.loss_dice: 1.1926, decode.d7.loss_cls: 1.0618, decode.d7.loss_mask: 0.7876, decode.d7.loss_dice: 1.1956, decode.d8.loss_cls: 1.0515, decode.d8.loss_mask: 0.7892, decode.d8.loss_dice: 1.1976, loss: 33.4780, grad_norm: 106.5183 2023-11-26 14:24:45,783 - mmseg - INFO - Iter [21400/160000] lr: 3.305e-06, eta: 14:50:51, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0499, decode.loss_mask: 0.7893, decode.loss_dice: 1.1917, decode.d0.loss_cls: 3.2161, decode.d0.loss_mask: 0.8438, decode.d0.loss_dice: 1.4497, decode.d1.loss_cls: 1.2781, decode.d1.loss_mask: 0.8223, decode.d1.loss_dice: 1.3153, decode.d2.loss_cls: 1.1347, decode.d2.loss_mask: 0.8084, decode.d2.loss_dice: 1.2449, decode.d3.loss_cls: 1.0990, decode.d3.loss_mask: 0.7984, decode.d3.loss_dice: 1.2031, decode.d4.loss_cls: 1.0725, decode.d4.loss_mask: 0.8016, decode.d4.loss_dice: 1.2096, decode.d5.loss_cls: 1.0670, decode.d5.loss_mask: 0.7999, decode.d5.loss_dice: 1.2036, decode.d6.loss_cls: 1.0724, decode.d6.loss_mask: 0.7965, decode.d6.loss_dice: 1.1886, decode.d7.loss_cls: 1.0590, decode.d7.loss_mask: 0.7921, decode.d7.loss_dice: 1.1969, decode.d8.loss_cls: 1.0533, decode.d8.loss_mask: 0.7869, decode.d8.loss_dice: 1.1946, loss: 33.5392, grad_norm: 116.6371 2023-11-26 14:25:04,092 - mmseg - INFO - Iter [21450/160000] lr: 3.304e-06, eta: 14:50:25, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0045, decode.loss_mask: 0.8110, decode.loss_dice: 1.1734, decode.d0.loss_cls: 3.2315, decode.d0.loss_mask: 0.8648, decode.d0.loss_dice: 1.4239, decode.d1.loss_cls: 1.1953, decode.d1.loss_mask: 0.8562, decode.d1.loss_dice: 1.3037, decode.d2.loss_cls: 1.0926, decode.d2.loss_mask: 0.8325, decode.d2.loss_dice: 1.2295, decode.d3.loss_cls: 1.0400, decode.d3.loss_mask: 0.8219, decode.d3.loss_dice: 1.1977, decode.d4.loss_cls: 1.0228, decode.d4.loss_mask: 0.8185, decode.d4.loss_dice: 1.1995, decode.d5.loss_cls: 1.0187, decode.d5.loss_mask: 0.8143, decode.d5.loss_dice: 1.1982, decode.d6.loss_cls: 1.0082, decode.d6.loss_mask: 0.8111, decode.d6.loss_dice: 1.1865, decode.d7.loss_cls: 0.9972, decode.d7.loss_mask: 0.8111, decode.d7.loss_dice: 1.1886, decode.d8.loss_cls: 0.9993, decode.d8.loss_mask: 0.8117, decode.d8.loss_dice: 1.1778, loss: 33.1419, grad_norm: 116.4828 2023-11-26 14:25:24,551 - mmseg - INFO - Iter [21500/160000] lr: 3.303e-06, eta: 14:50:14, time: 0.409, data_time: 0.054, memory: 36416, decode.loss_cls: 1.0555, decode.loss_mask: 0.8243, decode.loss_dice: 1.2178, decode.d0.loss_cls: 3.2389, decode.d0.loss_mask: 0.8760, decode.d0.loss_dice: 1.4750, decode.d1.loss_cls: 1.2543, decode.d1.loss_mask: 0.8653, decode.d1.loss_dice: 1.3478, decode.d2.loss_cls: 1.1358, decode.d2.loss_mask: 0.8417, decode.d2.loss_dice: 1.2680, decode.d3.loss_cls: 1.0986, decode.d3.loss_mask: 0.8309, decode.d3.loss_dice: 1.2290, decode.d4.loss_cls: 1.0797, decode.d4.loss_mask: 0.8293, decode.d4.loss_dice: 1.2345, decode.d5.loss_cls: 1.0751, decode.d5.loss_mask: 0.8340, decode.d5.loss_dice: 1.2258, decode.d6.loss_cls: 1.0687, decode.d6.loss_mask: 0.8309, decode.d6.loss_dice: 1.2088, decode.d7.loss_cls: 1.0723, decode.d7.loss_mask: 0.8241, decode.d7.loss_dice: 1.2163, decode.d8.loss_cls: 1.0595, decode.d8.loss_mask: 0.8239, decode.d8.loss_dice: 1.2164, loss: 34.1580, grad_norm: 130.1138 2023-11-26 14:25:42,788 - mmseg - INFO - Iter [21550/160000] lr: 3.301e-06, eta: 14:49:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0178, decode.loss_mask: 0.7815, decode.loss_dice: 1.2014, decode.d0.loss_cls: 3.2357, decode.d0.loss_mask: 0.8211, decode.d0.loss_dice: 1.4423, decode.d1.loss_cls: 1.1958, decode.d1.loss_mask: 0.8192, decode.d1.loss_dice: 1.3201, decode.d2.loss_cls: 1.0979, decode.d2.loss_mask: 0.7986, decode.d2.loss_dice: 1.2478, decode.d3.loss_cls: 1.0519, decode.d3.loss_mask: 0.7948, decode.d3.loss_dice: 1.2157, decode.d4.loss_cls: 1.0356, decode.d4.loss_mask: 0.7955, decode.d4.loss_dice: 1.2200, decode.d5.loss_cls: 1.0440, decode.d5.loss_mask: 0.7836, decode.d5.loss_dice: 1.2126, decode.d6.loss_cls: 1.0275, decode.d6.loss_mask: 0.7814, decode.d6.loss_dice: 1.1941, decode.d7.loss_cls: 1.0270, decode.d7.loss_mask: 0.7804, decode.d7.loss_dice: 1.2013, decode.d8.loss_cls: 1.0187, decode.d8.loss_mask: 0.7822, decode.d8.loss_dice: 1.2029, loss: 33.1481, grad_norm: 129.2875 2023-11-26 14:26:00,989 - mmseg - INFO - Iter [21600/160000] lr: 3.300e-06, eta: 14:49:21, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9868, decode.loss_mask: 0.7686, decode.loss_dice: 1.1664, decode.d0.loss_cls: 3.3430, decode.d0.loss_mask: 0.8059, decode.d0.loss_dice: 1.4124, decode.d1.loss_cls: 1.1997, decode.d1.loss_mask: 0.8044, decode.d1.loss_dice: 1.2869, decode.d2.loss_cls: 1.0640, decode.d2.loss_mask: 0.7786, decode.d2.loss_dice: 1.2225, decode.d3.loss_cls: 1.0251, decode.d3.loss_mask: 0.7763, decode.d3.loss_dice: 1.1843, decode.d4.loss_cls: 1.0118, decode.d4.loss_mask: 0.7737, decode.d4.loss_dice: 1.1859, decode.d5.loss_cls: 1.0063, decode.d5.loss_mask: 0.7713, decode.d5.loss_dice: 1.1822, decode.d6.loss_cls: 0.9929, decode.d6.loss_mask: 0.7713, decode.d6.loss_dice: 1.1626, decode.d7.loss_cls: 0.9898, decode.d7.loss_mask: 0.7681, decode.d7.loss_dice: 1.1682, decode.d8.loss_cls: 0.9877, decode.d8.loss_mask: 0.7710, decode.d8.loss_dice: 1.1675, loss: 32.5349, grad_norm: 120.5236 2023-11-26 14:26:19,186 - mmseg - INFO - Iter [21650/160000] lr: 3.299e-06, eta: 14:48:55, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9880, decode.loss_mask: 0.7895, decode.loss_dice: 1.1928, decode.d0.loss_cls: 3.2203, decode.d0.loss_mask: 0.8544, decode.d0.loss_dice: 1.4427, decode.d1.loss_cls: 1.1854, decode.d1.loss_mask: 0.8349, decode.d1.loss_dice: 1.3123, decode.d2.loss_cls: 1.0637, decode.d2.loss_mask: 0.8111, decode.d2.loss_dice: 1.2490, decode.d3.loss_cls: 1.0260, decode.d3.loss_mask: 0.8014, decode.d3.loss_dice: 1.2082, decode.d4.loss_cls: 1.0027, decode.d4.loss_mask: 0.7986, decode.d4.loss_dice: 1.2090, decode.d5.loss_cls: 1.0033, decode.d5.loss_mask: 0.7943, decode.d5.loss_dice: 1.2074, decode.d6.loss_cls: 1.0005, decode.d6.loss_mask: 0.7919, decode.d6.loss_dice: 1.1932, decode.d7.loss_cls: 0.9956, decode.d7.loss_mask: 0.7922, decode.d7.loss_dice: 1.1937, decode.d8.loss_cls: 0.9862, decode.d8.loss_mask: 0.7927, decode.d8.loss_dice: 1.1965, loss: 32.9377, grad_norm: 121.9201 2023-11-26 14:26:37,819 - mmseg - INFO - Iter [21700/160000] lr: 3.298e-06, eta: 14:48:32, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0099, decode.loss_mask: 0.8255, decode.loss_dice: 1.2238, decode.d0.loss_cls: 3.2358, decode.d0.loss_mask: 0.8739, decode.d0.loss_dice: 1.4793, decode.d1.loss_cls: 1.2193, decode.d1.loss_mask: 0.8578, decode.d1.loss_dice: 1.3374, decode.d2.loss_cls: 1.0966, decode.d2.loss_mask: 0.8427, decode.d2.loss_dice: 1.2743, decode.d3.loss_cls: 1.0444, decode.d3.loss_mask: 0.8316, decode.d3.loss_dice: 1.2435, decode.d4.loss_cls: 1.0354, decode.d4.loss_mask: 0.8315, decode.d4.loss_dice: 1.2335, decode.d5.loss_cls: 1.0264, decode.d5.loss_mask: 0.8283, decode.d5.loss_dice: 1.2344, decode.d6.loss_cls: 1.0224, decode.d6.loss_mask: 0.8284, decode.d6.loss_dice: 1.2123, decode.d7.loss_cls: 1.0097, decode.d7.loss_mask: 0.8262, decode.d7.loss_dice: 1.2227, decode.d8.loss_cls: 1.0118, decode.d8.loss_mask: 0.8237, decode.d8.loss_dice: 1.2218, loss: 33.7641, grad_norm: 124.9643 2023-11-26 14:26:57,451 - mmseg - INFO - Iter [21750/160000] lr: 3.297e-06, eta: 14:48:15, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9899, decode.loss_mask: 0.7933, decode.loss_dice: 1.2176, decode.d0.loss_cls: 3.2082, decode.d0.loss_mask: 0.8429, decode.d0.loss_dice: 1.4514, decode.d1.loss_cls: 1.1769, decode.d1.loss_mask: 0.8349, decode.d1.loss_dice: 1.3350, decode.d2.loss_cls: 1.0609, decode.d2.loss_mask: 0.8132, decode.d2.loss_dice: 1.2665, decode.d3.loss_cls: 1.0355, decode.d3.loss_mask: 0.7973, decode.d3.loss_dice: 1.2332, decode.d4.loss_cls: 1.0270, decode.d4.loss_mask: 0.7998, decode.d4.loss_dice: 1.2383, decode.d5.loss_cls: 1.0171, decode.d5.loss_mask: 0.7956, decode.d5.loss_dice: 1.2293, decode.d6.loss_cls: 1.0066, decode.d6.loss_mask: 0.7927, decode.d6.loss_dice: 1.2177, decode.d7.loss_cls: 0.9996, decode.d7.loss_mask: 0.7956, decode.d7.loss_dice: 1.2168, decode.d8.loss_cls: 0.9903, decode.d8.loss_mask: 0.7942, decode.d8.loss_dice: 1.2156, loss: 33.1927, grad_norm: 121.9760 2023-11-26 14:27:16,409 - mmseg - INFO - Iter [21800/160000] lr: 3.295e-06, eta: 14:47:53, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9774, decode.loss_mask: 0.8077, decode.loss_dice: 1.1866, decode.d0.loss_cls: 3.1806, decode.d0.loss_mask: 0.8536, decode.d0.loss_dice: 1.4422, decode.d1.loss_cls: 1.1672, decode.d1.loss_mask: 0.8368, decode.d1.loss_dice: 1.3218, decode.d2.loss_cls: 1.0557, decode.d2.loss_mask: 0.8240, decode.d2.loss_dice: 1.2535, decode.d3.loss_cls: 1.0160, decode.d3.loss_mask: 0.8172, decode.d3.loss_dice: 1.2140, decode.d4.loss_cls: 1.0010, decode.d4.loss_mask: 0.8147, decode.d4.loss_dice: 1.2135, decode.d5.loss_cls: 1.0010, decode.d5.loss_mask: 0.8106, decode.d5.loss_dice: 1.2026, decode.d6.loss_cls: 0.9906, decode.d6.loss_mask: 0.8027, decode.d6.loss_dice: 1.1838, decode.d7.loss_cls: 0.9877, decode.d7.loss_mask: 0.7996, decode.d7.loss_dice: 1.1955, decode.d8.loss_cls: 0.9845, decode.d8.loss_mask: 0.8007, decode.d8.loss_dice: 1.1904, loss: 32.9333, grad_norm: 114.1913 2023-11-26 14:27:35,816 - mmseg - INFO - Iter [21850/160000] lr: 3.294e-06, eta: 14:47:35, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0130, decode.loss_mask: 0.8188, decode.loss_dice: 1.1814, decode.d0.loss_cls: 3.2325, decode.d0.loss_mask: 0.8667, decode.d0.loss_dice: 1.4430, decode.d1.loss_cls: 1.2041, decode.d1.loss_mask: 0.8515, decode.d1.loss_dice: 1.2972, decode.d2.loss_cls: 1.0811, decode.d2.loss_mask: 0.8363, decode.d2.loss_dice: 1.2300, decode.d3.loss_cls: 1.0434, decode.d3.loss_mask: 0.8233, decode.d3.loss_dice: 1.1904, decode.d4.loss_cls: 1.0423, decode.d4.loss_mask: 0.8190, decode.d4.loss_dice: 1.1949, decode.d5.loss_cls: 1.0223, decode.d5.loss_mask: 0.8245, decode.d5.loss_dice: 1.1956, decode.d6.loss_cls: 1.0162, decode.d6.loss_mask: 0.8192, decode.d6.loss_dice: 1.1785, decode.d7.loss_cls: 1.0153, decode.d7.loss_mask: 0.8176, decode.d7.loss_dice: 1.1760, decode.d8.loss_cls: 1.0182, decode.d8.loss_mask: 0.8170, decode.d8.loss_dice: 1.1855, loss: 33.2550, grad_norm: 124.2185 2023-11-26 14:27:56,090 - mmseg - INFO - Iter [21900/160000] lr: 3.293e-06, eta: 14:47:22, time: 0.406, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0543, decode.loss_mask: 0.7816, decode.loss_dice: 1.2099, decode.d0.loss_cls: 3.2720, decode.d0.loss_mask: 0.8322, decode.d0.loss_dice: 1.4503, decode.d1.loss_cls: 1.2253, decode.d1.loss_mask: 0.8257, decode.d1.loss_dice: 1.3338, decode.d2.loss_cls: 1.1224, decode.d2.loss_mask: 0.7909, decode.d2.loss_dice: 1.2477, decode.d3.loss_cls: 1.0867, decode.d3.loss_mask: 0.7823, decode.d3.loss_dice: 1.2212, decode.d4.loss_cls: 1.0736, decode.d4.loss_mask: 0.7836, decode.d4.loss_dice: 1.2199, decode.d5.loss_cls: 1.0683, decode.d5.loss_mask: 0.7768, decode.d5.loss_dice: 1.2146, decode.d6.loss_cls: 1.0568, decode.d6.loss_mask: 0.7818, decode.d6.loss_dice: 1.2060, decode.d7.loss_cls: 1.0585, decode.d7.loss_mask: 0.7806, decode.d7.loss_dice: 1.2094, decode.d8.loss_cls: 1.0516, decode.d8.loss_mask: 0.7775, decode.d8.loss_dice: 1.2082, loss: 33.5036, grad_norm: 109.1812 2023-11-26 14:28:14,324 - mmseg - INFO - Iter [21950/160000] lr: 3.292e-06, eta: 14:46:56, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0015, decode.loss_mask: 0.8031, decode.loss_dice: 1.1828, decode.d0.loss_cls: 3.2313, decode.d0.loss_mask: 0.8480, decode.d0.loss_dice: 1.4591, decode.d1.loss_cls: 1.1896, decode.d1.loss_mask: 0.8380, decode.d1.loss_dice: 1.3081, decode.d2.loss_cls: 1.0679, decode.d2.loss_mask: 0.8266, decode.d2.loss_dice: 1.2495, decode.d3.loss_cls: 1.0375, decode.d3.loss_mask: 0.8171, decode.d3.loss_dice: 1.2081, decode.d4.loss_cls: 1.0247, decode.d4.loss_mask: 0.8051, decode.d4.loss_dice: 1.2002, decode.d5.loss_cls: 1.0247, decode.d5.loss_mask: 0.8028, decode.d5.loss_dice: 1.1904, decode.d6.loss_cls: 1.0112, decode.d6.loss_mask: 0.8028, decode.d6.loss_dice: 1.1829, decode.d7.loss_cls: 1.0037, decode.d7.loss_mask: 0.8042, decode.d7.loss_dice: 1.1811, decode.d8.loss_cls: 0.9924, decode.d8.loss_mask: 0.8025, decode.d8.loss_dice: 1.1812, loss: 33.0783, grad_norm: 120.5391 2023-11-26 14:28:32,550 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:28:32,550 - mmseg - INFO - Iter [22000/160000] lr: 3.291e-06, eta: 14:46:30, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0145, decode.loss_mask: 0.8263, decode.loss_dice: 1.2198, decode.d0.loss_cls: 3.1977, decode.d0.loss_mask: 0.8736, decode.d0.loss_dice: 1.4680, decode.d1.loss_cls: 1.1994, decode.d1.loss_mask: 0.8626, decode.d1.loss_dice: 1.3388, decode.d2.loss_cls: 1.0992, decode.d2.loss_mask: 0.8359, decode.d2.loss_dice: 1.2576, decode.d3.loss_cls: 1.0516, decode.d3.loss_mask: 0.8296, decode.d3.loss_dice: 1.2218, decode.d4.loss_cls: 1.0338, decode.d4.loss_mask: 0.8288, decode.d4.loss_dice: 1.2242, decode.d5.loss_cls: 1.0224, decode.d5.loss_mask: 0.8304, decode.d5.loss_dice: 1.2232, decode.d6.loss_cls: 1.0084, decode.d6.loss_mask: 0.8296, decode.d6.loss_dice: 1.2182, decode.d7.loss_cls: 1.0100, decode.d7.loss_mask: 0.8314, decode.d7.loss_dice: 1.2197, decode.d8.loss_cls: 1.0073, decode.d8.loss_mask: 0.8257, decode.d8.loss_dice: 1.2221, loss: 33.6317, grad_norm: 117.5538 2023-11-26 14:28:50,721 - mmseg - INFO - Iter [22050/160000] lr: 3.289e-06, eta: 14:46:04, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9737, decode.loss_mask: 0.7742, decode.loss_dice: 1.1758, decode.d0.loss_cls: 3.1676, decode.d0.loss_mask: 0.8287, decode.d0.loss_dice: 1.4177, decode.d1.loss_cls: 1.1667, decode.d1.loss_mask: 0.8099, decode.d1.loss_dice: 1.2810, decode.d2.loss_cls: 1.0434, decode.d2.loss_mask: 0.7914, decode.d2.loss_dice: 1.2238, decode.d3.loss_cls: 0.9989, decode.d3.loss_mask: 0.7882, decode.d3.loss_dice: 1.1906, decode.d4.loss_cls: 0.9872, decode.d4.loss_mask: 0.7870, decode.d4.loss_dice: 1.1931, decode.d5.loss_cls: 0.9902, decode.d5.loss_mask: 0.7801, decode.d5.loss_dice: 1.1852, decode.d6.loss_cls: 0.9816, decode.d6.loss_mask: 0.7784, decode.d6.loss_dice: 1.1781, decode.d7.loss_cls: 0.9728, decode.d7.loss_mask: 0.7761, decode.d7.loss_dice: 1.1769, decode.d8.loss_cls: 0.9771, decode.d8.loss_mask: 0.7759, decode.d8.loss_dice: 1.1760, loss: 32.3473, grad_norm: 111.9010 2023-11-26 14:29:09,178 - mmseg - INFO - Iter [22100/160000] lr: 3.288e-06, eta: 14:45:40, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9807, decode.loss_mask: 0.7996, decode.loss_dice: 1.2106, decode.d0.loss_cls: 3.2170, decode.d0.loss_mask: 0.8444, decode.d0.loss_dice: 1.4519, decode.d1.loss_cls: 1.1820, decode.d1.loss_mask: 0.8341, decode.d1.loss_dice: 1.3207, decode.d2.loss_cls: 1.0758, decode.d2.loss_mask: 0.8129, decode.d2.loss_dice: 1.2546, decode.d3.loss_cls: 1.0266, decode.d3.loss_mask: 0.8026, decode.d3.loss_dice: 1.2214, decode.d4.loss_cls: 1.0126, decode.d4.loss_mask: 0.8028, decode.d4.loss_dice: 1.2183, decode.d5.loss_cls: 1.0034, decode.d5.loss_mask: 0.8024, decode.d5.loss_dice: 1.2165, decode.d6.loss_cls: 0.9949, decode.d6.loss_mask: 0.7959, decode.d6.loss_dice: 1.2093, decode.d7.loss_cls: 0.9857, decode.d7.loss_mask: 0.8024, decode.d7.loss_dice: 1.2133, decode.d8.loss_cls: 0.9777, decode.d8.loss_mask: 0.8047, decode.d8.loss_dice: 1.2111, loss: 33.0859, grad_norm: 122.9751 2023-11-26 14:29:27,629 - mmseg - INFO - Iter [22150/160000] lr: 3.287e-06, eta: 14:45:15, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9721, decode.loss_mask: 0.7768, decode.loss_dice: 1.1811, decode.d0.loss_cls: 3.1929, decode.d0.loss_mask: 0.8193, decode.d0.loss_dice: 1.4192, decode.d1.loss_cls: 1.1673, decode.d1.loss_mask: 0.8072, decode.d1.loss_dice: 1.2846, decode.d2.loss_cls: 1.0593, decode.d2.loss_mask: 0.7987, decode.d2.loss_dice: 1.2225, decode.d3.loss_cls: 1.0261, decode.d3.loss_mask: 0.7844, decode.d3.loss_dice: 1.1906, decode.d4.loss_cls: 1.0060, decode.d4.loss_mask: 0.7799, decode.d4.loss_dice: 1.1963, decode.d5.loss_cls: 0.9926, decode.d5.loss_mask: 0.7834, decode.d5.loss_dice: 1.1911, decode.d6.loss_cls: 0.9904, decode.d6.loss_mask: 0.7790, decode.d6.loss_dice: 1.1745, decode.d7.loss_cls: 0.9808, decode.d7.loss_mask: 0.7772, decode.d7.loss_dice: 1.1778, decode.d8.loss_cls: 0.9772, decode.d8.loss_mask: 0.7761, decode.d8.loss_dice: 1.1875, loss: 32.4719, grad_norm: 122.1878 2023-11-26 14:29:45,871 - mmseg - INFO - Iter [22200/160000] lr: 3.286e-06, eta: 14:44:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0360, decode.loss_mask: 0.8168, decode.loss_dice: 1.1971, decode.d0.loss_cls: 3.2460, decode.d0.loss_mask: 0.8671, decode.d0.loss_dice: 1.4612, decode.d1.loss_cls: 1.2274, decode.d1.loss_mask: 0.8525, decode.d1.loss_dice: 1.3182, decode.d2.loss_cls: 1.1156, decode.d2.loss_mask: 0.8321, decode.d2.loss_dice: 1.2523, decode.d3.loss_cls: 1.0767, decode.d3.loss_mask: 0.8182, decode.d3.loss_dice: 1.2166, decode.d4.loss_cls: 1.0598, decode.d4.loss_mask: 0.8139, decode.d4.loss_dice: 1.2184, decode.d5.loss_cls: 1.0499, decode.d5.loss_mask: 0.8141, decode.d5.loss_dice: 1.2153, decode.d6.loss_cls: 1.0431, decode.d6.loss_mask: 0.8122, decode.d6.loss_dice: 1.2029, decode.d7.loss_cls: 1.0422, decode.d7.loss_mask: 0.8077, decode.d7.loss_dice: 1.2041, decode.d8.loss_cls: 1.0265, decode.d8.loss_mask: 0.8165, decode.d8.loss_dice: 1.2007, loss: 33.6613, grad_norm: 115.4060 2023-11-26 14:30:03,983 - mmseg - INFO - Iter [22250/160000] lr: 3.285e-06, eta: 14:44:23, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9917, decode.loss_mask: 0.7989, decode.loss_dice: 1.1897, decode.d0.loss_cls: 3.1637, decode.d0.loss_mask: 0.8441, decode.d0.loss_dice: 1.4385, decode.d1.loss_cls: 1.2016, decode.d1.loss_mask: 0.8290, decode.d1.loss_dice: 1.2968, decode.d2.loss_cls: 1.0765, decode.d2.loss_mask: 0.8155, decode.d2.loss_dice: 1.2376, decode.d3.loss_cls: 1.0333, decode.d3.loss_mask: 0.7994, decode.d3.loss_dice: 1.1976, decode.d4.loss_cls: 1.0181, decode.d4.loss_mask: 0.8032, decode.d4.loss_dice: 1.1982, decode.d5.loss_cls: 1.0067, decode.d5.loss_mask: 0.8048, decode.d5.loss_dice: 1.1986, decode.d6.loss_cls: 1.0057, decode.d6.loss_mask: 0.7936, decode.d6.loss_dice: 1.1841, decode.d7.loss_cls: 0.9996, decode.d7.loss_mask: 0.7920, decode.d7.loss_dice: 1.1818, decode.d8.loss_cls: 0.9960, decode.d8.loss_mask: 0.7974, decode.d8.loss_dice: 1.1888, loss: 32.8825, grad_norm: 121.1342 2023-11-26 14:30:22,229 - mmseg - INFO - Iter [22300/160000] lr: 3.283e-06, eta: 14:43:58, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9718, decode.loss_mask: 0.8058, decode.loss_dice: 1.1618, decode.d0.loss_cls: 3.2261, decode.d0.loss_mask: 0.8687, decode.d0.loss_dice: 1.4200, decode.d1.loss_cls: 1.1652, decode.d1.loss_mask: 0.8555, decode.d1.loss_dice: 1.2853, decode.d2.loss_cls: 1.0408, decode.d2.loss_mask: 0.8245, decode.d2.loss_dice: 1.2215, decode.d3.loss_cls: 1.0017, decode.d3.loss_mask: 0.8190, decode.d3.loss_dice: 1.1889, decode.d4.loss_cls: 0.9917, decode.d4.loss_mask: 0.8106, decode.d4.loss_dice: 1.1827, decode.d5.loss_cls: 0.9743, decode.d5.loss_mask: 0.8067, decode.d5.loss_dice: 1.1870, decode.d6.loss_cls: 0.9780, decode.d6.loss_mask: 0.8080, decode.d6.loss_dice: 1.1674, decode.d7.loss_cls: 0.9767, decode.d7.loss_mask: 0.8050, decode.d7.loss_dice: 1.1694, decode.d8.loss_cls: 0.9695, decode.d8.loss_mask: 0.8111, decode.d8.loss_dice: 1.1705, loss: 32.6654, grad_norm: 129.4666 2023-11-26 14:30:40,660 - mmseg - INFO - Iter [22350/160000] lr: 3.282e-06, eta: 14:43:34, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0697, decode.loss_mask: 0.7930, decode.loss_dice: 1.2131, decode.d0.loss_cls: 3.2710, decode.d0.loss_mask: 0.8449, decode.d0.loss_dice: 1.4705, decode.d1.loss_cls: 1.2372, decode.d1.loss_mask: 0.8345, decode.d1.loss_dice: 1.3205, decode.d2.loss_cls: 1.1400, decode.d2.loss_mask: 0.8145, decode.d2.loss_dice: 1.2622, decode.d3.loss_cls: 1.0971, decode.d3.loss_mask: 0.8045, decode.d3.loss_dice: 1.2254, decode.d4.loss_cls: 1.0849, decode.d4.loss_mask: 0.8016, decode.d4.loss_dice: 1.2239, decode.d5.loss_cls: 1.0694, decode.d5.loss_mask: 0.8019, decode.d5.loss_dice: 1.2175, decode.d6.loss_cls: 1.0789, decode.d6.loss_mask: 0.7973, decode.d6.loss_dice: 1.2056, decode.d7.loss_cls: 1.0631, decode.d7.loss_mask: 0.7974, decode.d7.loss_dice: 1.2076, decode.d8.loss_cls: 1.0605, decode.d8.loss_mask: 0.7942, decode.d8.loss_dice: 1.2130, loss: 33.8149, grad_norm: 113.9234 2023-11-26 14:30:59,342 - mmseg - INFO - Iter [22400/160000] lr: 3.281e-06, eta: 14:43:11, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0443, decode.loss_mask: 0.8379, decode.loss_dice: 1.1941, decode.d0.loss_cls: 3.2404, decode.d0.loss_mask: 0.8900, decode.d0.loss_dice: 1.4376, decode.d1.loss_cls: 1.2467, decode.d1.loss_mask: 0.8743, decode.d1.loss_dice: 1.2995, decode.d2.loss_cls: 1.1280, decode.d2.loss_mask: 0.8603, decode.d2.loss_dice: 1.2389, decode.d3.loss_cls: 1.0822, decode.d3.loss_mask: 0.8432, decode.d3.loss_dice: 1.2138, decode.d4.loss_cls: 1.0664, decode.d4.loss_mask: 0.8421, decode.d4.loss_dice: 1.2158, decode.d5.loss_cls: 1.0504, decode.d5.loss_mask: 0.8445, decode.d5.loss_dice: 1.2115, decode.d6.loss_cls: 1.0447, decode.d6.loss_mask: 0.8411, decode.d6.loss_dice: 1.1939, decode.d7.loss_cls: 1.0455, decode.d7.loss_mask: 0.8427, decode.d7.loss_dice: 1.1950, decode.d8.loss_cls: 1.0452, decode.d8.loss_mask: 0.8412, decode.d8.loss_dice: 1.1961, loss: 33.9072, grad_norm: 126.1453 2023-11-26 14:31:17,496 - mmseg - INFO - Iter [22450/160000] lr: 3.280e-06, eta: 14:42:45, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9721, decode.loss_mask: 0.7926, decode.loss_dice: 1.1651, decode.d0.loss_cls: 3.1627, decode.d0.loss_mask: 0.8538, decode.d0.loss_dice: 1.4214, decode.d1.loss_cls: 1.1577, decode.d1.loss_mask: 0.8427, decode.d1.loss_dice: 1.2759, decode.d2.loss_cls: 1.0338, decode.d2.loss_mask: 0.8178, decode.d2.loss_dice: 1.2116, decode.d3.loss_cls: 1.0030, decode.d3.loss_mask: 0.8022, decode.d3.loss_dice: 1.1816, decode.d4.loss_cls: 0.9954, decode.d4.loss_mask: 0.8026, decode.d4.loss_dice: 1.1802, decode.d5.loss_cls: 0.9822, decode.d5.loss_mask: 0.8004, decode.d5.loss_dice: 1.1768, decode.d6.loss_cls: 0.9715, decode.d6.loss_mask: 0.7995, decode.d6.loss_dice: 1.1708, decode.d7.loss_cls: 0.9670, decode.d7.loss_mask: 0.7996, decode.d7.loss_dice: 1.1705, decode.d8.loss_cls: 0.9623, decode.d8.loss_mask: 0.7952, decode.d8.loss_dice: 1.1676, loss: 32.4355, grad_norm: 127.4330 2023-11-26 14:31:36,331 - mmseg - INFO - Iter [22500/160000] lr: 3.279e-06, eta: 14:42:23, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9979, decode.loss_mask: 0.8135, decode.loss_dice: 1.1798, decode.d0.loss_cls: 3.1786, decode.d0.loss_mask: 0.8650, decode.d0.loss_dice: 1.4414, decode.d1.loss_cls: 1.1816, decode.d1.loss_mask: 0.8581, decode.d1.loss_dice: 1.3013, decode.d2.loss_cls: 1.0708, decode.d2.loss_mask: 0.8330, decode.d2.loss_dice: 1.2409, decode.d3.loss_cls: 1.0372, decode.d3.loss_mask: 0.8209, decode.d3.loss_dice: 1.1962, decode.d4.loss_cls: 1.0065, decode.d4.loss_mask: 0.8256, decode.d4.loss_dice: 1.2021, decode.d5.loss_cls: 1.0032, decode.d5.loss_mask: 0.8268, decode.d5.loss_dice: 1.2014, decode.d6.loss_cls: 1.0003, decode.d6.loss_mask: 0.8171, decode.d6.loss_dice: 1.1891, decode.d7.loss_cls: 0.9836, decode.d7.loss_mask: 0.8162, decode.d7.loss_dice: 1.1964, decode.d8.loss_cls: 0.9818, decode.d8.loss_mask: 0.8165, decode.d8.loss_dice: 1.1895, loss: 33.0725, grad_norm: 114.3235 2023-11-26 14:31:56,957 - mmseg - INFO - Iter [22550/160000] lr: 3.278e-06, eta: 14:42:12, time: 0.413, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0432, decode.loss_mask: 0.8133, decode.loss_dice: 1.2105, decode.d0.loss_cls: 3.2136, decode.d0.loss_mask: 0.8688, decode.d0.loss_dice: 1.4894, decode.d1.loss_cls: 1.2319, decode.d1.loss_mask: 0.8516, decode.d1.loss_dice: 1.3474, decode.d2.loss_cls: 1.1170, decode.d2.loss_mask: 0.8240, decode.d2.loss_dice: 1.2707, decode.d3.loss_cls: 1.0644, decode.d3.loss_mask: 0.8146, decode.d3.loss_dice: 1.2234, decode.d4.loss_cls: 1.0653, decode.d4.loss_mask: 0.8138, decode.d4.loss_dice: 1.2207, decode.d5.loss_cls: 1.0501, decode.d5.loss_mask: 0.8164, decode.d5.loss_dice: 1.2230, decode.d6.loss_cls: 1.0536, decode.d6.loss_mask: 0.8135, decode.d6.loss_dice: 1.2076, decode.d7.loss_cls: 1.0432, decode.d7.loss_mask: 0.8131, decode.d7.loss_dice: 1.2140, decode.d8.loss_cls: 1.0399, decode.d8.loss_mask: 0.8135, decode.d8.loss_dice: 1.2111, loss: 33.7828, grad_norm: 112.2757 2023-11-26 14:32:16,009 - mmseg - INFO - Iter [22600/160000] lr: 3.276e-06, eta: 14:41:52, time: 0.381, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0149, decode.loss_mask: 0.8259, decode.loss_dice: 1.2257, decode.d0.loss_cls: 3.1974, decode.d0.loss_mask: 0.8714, decode.d0.loss_dice: 1.4629, decode.d1.loss_cls: 1.1953, decode.d1.loss_mask: 0.8590, decode.d1.loss_dice: 1.3312, decode.d2.loss_cls: 1.0754, decode.d2.loss_mask: 0.8435, decode.d2.loss_dice: 1.2754, decode.d3.loss_cls: 1.0277, decode.d3.loss_mask: 0.8358, decode.d3.loss_dice: 1.2385, decode.d4.loss_cls: 1.0287, decode.d4.loss_mask: 0.8315, decode.d4.loss_dice: 1.2419, decode.d5.loss_cls: 1.0226, decode.d5.loss_mask: 0.8262, decode.d5.loss_dice: 1.2337, decode.d6.loss_cls: 1.0181, decode.d6.loss_mask: 0.8307, decode.d6.loss_dice: 1.2153, decode.d7.loss_cls: 1.0148, decode.d7.loss_mask: 0.8246, decode.d7.loss_dice: 1.2196, decode.d8.loss_cls: 1.0136, decode.d8.loss_mask: 0.8273, decode.d8.loss_dice: 1.2210, loss: 33.6496, grad_norm: 119.8569 2023-11-26 14:32:34,402 - mmseg - INFO - Iter [22650/160000] lr: 3.275e-06, eta: 14:41:27, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0200, decode.loss_mask: 0.8015, decode.loss_dice: 1.1773, decode.d0.loss_cls: 3.1841, decode.d0.loss_mask: 0.8564, decode.d0.loss_dice: 1.4391, decode.d1.loss_cls: 1.2160, decode.d1.loss_mask: 0.8298, decode.d1.loss_dice: 1.2901, decode.d2.loss_cls: 1.0881, decode.d2.loss_mask: 0.8206, decode.d2.loss_dice: 1.2335, decode.d3.loss_cls: 1.0519, decode.d3.loss_mask: 0.8095, decode.d3.loss_dice: 1.1920, decode.d4.loss_cls: 1.0410, decode.d4.loss_mask: 0.8079, decode.d4.loss_dice: 1.1965, decode.d5.loss_cls: 1.0420, decode.d5.loss_mask: 0.8104, decode.d5.loss_dice: 1.1889, decode.d6.loss_cls: 1.0247, decode.d6.loss_mask: 0.8055, decode.d6.loss_dice: 1.1786, decode.d7.loss_cls: 1.0110, decode.d7.loss_mask: 0.8062, decode.d7.loss_dice: 1.1849, decode.d8.loss_cls: 1.0186, decode.d8.loss_mask: 0.8043, decode.d8.loss_dice: 1.1775, loss: 33.1077, grad_norm: 124.2827 2023-11-26 14:32:52,655 - mmseg - INFO - Iter [22700/160000] lr: 3.274e-06, eta: 14:41:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0262, decode.loss_mask: 0.8125, decode.loss_dice: 1.2275, decode.d0.loss_cls: 3.2172, decode.d0.loss_mask: 0.8637, decode.d0.loss_dice: 1.4886, decode.d1.loss_cls: 1.2189, decode.d1.loss_mask: 0.8603, decode.d1.loss_dice: 1.3584, decode.d2.loss_cls: 1.1046, decode.d2.loss_mask: 0.8344, decode.d2.loss_dice: 1.2886, decode.d3.loss_cls: 1.0655, decode.d3.loss_mask: 0.8252, decode.d3.loss_dice: 1.2522, decode.d4.loss_cls: 1.0608, decode.d4.loss_mask: 0.8177, decode.d4.loss_dice: 1.2399, decode.d5.loss_cls: 1.0561, decode.d5.loss_mask: 0.8170, decode.d5.loss_dice: 1.2374, decode.d6.loss_cls: 1.0392, decode.d6.loss_mask: 0.8089, decode.d6.loss_dice: 1.2220, decode.d7.loss_cls: 1.0258, decode.d7.loss_mask: 0.8161, decode.d7.loss_dice: 1.2228, decode.d8.loss_cls: 1.0253, decode.d8.loss_mask: 0.8176, decode.d8.loss_dice: 1.2257, loss: 33.8760, grad_norm: 121.8799 2023-11-26 14:33:13,423 - mmseg - INFO - Iter [22750/160000] lr: 3.273e-06, eta: 14:40:52, time: 0.415, data_time: 0.055, memory: 36416, decode.loss_cls: 1.0088, decode.loss_mask: 0.7804, decode.loss_dice: 1.1706, decode.d0.loss_cls: 3.2847, decode.d0.loss_mask: 0.8305, decode.d0.loss_dice: 1.4341, decode.d1.loss_cls: 1.2054, decode.d1.loss_mask: 0.8191, decode.d1.loss_dice: 1.3019, decode.d2.loss_cls: 1.0908, decode.d2.loss_mask: 0.7974, decode.d2.loss_dice: 1.2387, decode.d3.loss_cls: 1.0363, decode.d3.loss_mask: 0.7961, decode.d3.loss_dice: 1.1979, decode.d4.loss_cls: 1.0171, decode.d4.loss_mask: 0.7905, decode.d4.loss_dice: 1.1990, decode.d5.loss_cls: 1.0158, decode.d5.loss_mask: 0.7876, decode.d5.loss_dice: 1.1940, decode.d6.loss_cls: 1.0102, decode.d6.loss_mask: 0.7868, decode.d6.loss_dice: 1.1699, decode.d7.loss_cls: 1.0033, decode.d7.loss_mask: 0.7858, decode.d7.loss_dice: 1.1738, decode.d8.loss_cls: 0.9992, decode.d8.loss_mask: 0.7819, decode.d8.loss_dice: 1.1741, loss: 32.8818, grad_norm: 110.2694 2023-11-26 14:33:31,537 - mmseg - INFO - Iter [22800/160000] lr: 3.272e-06, eta: 14:40:26, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0247, decode.loss_mask: 0.7753, decode.loss_dice: 1.2372, decode.d0.loss_cls: 3.2916, decode.d0.loss_mask: 0.8180, decode.d0.loss_dice: 1.4790, decode.d1.loss_cls: 1.2319, decode.d1.loss_mask: 0.8109, decode.d1.loss_dice: 1.3440, decode.d2.loss_cls: 1.1172, decode.d2.loss_mask: 0.7900, decode.d2.loss_dice: 1.2920, decode.d3.loss_cls: 1.0637, decode.d3.loss_mask: 0.7839, decode.d3.loss_dice: 1.2630, decode.d4.loss_cls: 1.0527, decode.d4.loss_mask: 0.7796, decode.d4.loss_dice: 1.2610, decode.d5.loss_cls: 1.0423, decode.d5.loss_mask: 0.7769, decode.d5.loss_dice: 1.2537, decode.d6.loss_cls: 1.0459, decode.d6.loss_mask: 0.7746, decode.d6.loss_dice: 1.2383, decode.d7.loss_cls: 1.0272, decode.d7.loss_mask: 0.7774, decode.d7.loss_dice: 1.2417, decode.d8.loss_cls: 1.0260, decode.d8.loss_mask: 0.7768, decode.d8.loss_dice: 1.2458, loss: 33.6420, grad_norm: 119.4065 2023-11-26 14:33:49,626 - mmseg - INFO - Iter [22850/160000] lr: 3.270e-06, eta: 14:39:59, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9749, decode.loss_mask: 0.7833, decode.loss_dice: 1.1556, decode.d0.loss_cls: 3.1532, decode.d0.loss_mask: 0.8234, decode.d0.loss_dice: 1.4066, decode.d1.loss_cls: 1.1530, decode.d1.loss_mask: 0.8141, decode.d1.loss_dice: 1.2759, decode.d2.loss_cls: 1.0475, decode.d2.loss_mask: 0.7882, decode.d2.loss_dice: 1.2054, decode.d3.loss_cls: 0.9970, decode.d3.loss_mask: 0.7819, decode.d3.loss_dice: 1.1657, decode.d4.loss_cls: 0.9899, decode.d4.loss_mask: 0.7788, decode.d4.loss_dice: 1.1704, decode.d5.loss_cls: 0.9946, decode.d5.loss_mask: 0.7812, decode.d5.loss_dice: 1.1699, decode.d6.loss_cls: 0.9844, decode.d6.loss_mask: 0.7808, decode.d6.loss_dice: 1.1561, decode.d7.loss_cls: 0.9670, decode.d7.loss_mask: 0.7818, decode.d7.loss_dice: 1.1609, decode.d8.loss_cls: 0.9737, decode.d8.loss_mask: 0.7770, decode.d8.loss_dice: 1.1548, loss: 32.1470, grad_norm: 121.8559 2023-11-26 14:34:07,995 - mmseg - INFO - Iter [22900/160000] lr: 3.269e-06, eta: 14:39:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9934, decode.loss_mask: 0.8112, decode.loss_dice: 1.2096, decode.d0.loss_cls: 3.2646, decode.d0.loss_mask: 0.8548, decode.d0.loss_dice: 1.4589, decode.d1.loss_cls: 1.1916, decode.d1.loss_mask: 0.8515, decode.d1.loss_dice: 1.3085, decode.d2.loss_cls: 1.0775, decode.d2.loss_mask: 0.8344, decode.d2.loss_dice: 1.2627, decode.d3.loss_cls: 1.0468, decode.d3.loss_mask: 0.8162, decode.d3.loss_dice: 1.2247, decode.d4.loss_cls: 1.0374, decode.d4.loss_mask: 0.8179, decode.d4.loss_dice: 1.2245, decode.d5.loss_cls: 1.0118, decode.d5.loss_mask: 0.8124, decode.d5.loss_dice: 1.2213, decode.d6.loss_cls: 1.0036, decode.d6.loss_mask: 0.8147, decode.d6.loss_dice: 1.2059, decode.d7.loss_cls: 0.9922, decode.d7.loss_mask: 0.8137, decode.d7.loss_dice: 1.2099, decode.d8.loss_cls: 0.9861, decode.d8.loss_mask: 0.8158, decode.d8.loss_dice: 1.2141, loss: 33.3876, grad_norm: 121.5186 2023-11-26 14:34:26,531 - mmseg - INFO - Iter [22950/160000] lr: 3.268e-06, eta: 14:39:11, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9738, decode.loss_mask: 0.7670, decode.loss_dice: 1.1544, decode.d0.loss_cls: 3.1219, decode.d0.loss_mask: 0.8169, decode.d0.loss_dice: 1.4161, decode.d1.loss_cls: 1.1725, decode.d1.loss_mask: 0.8061, decode.d1.loss_dice: 1.2744, decode.d2.loss_cls: 1.0600, decode.d2.loss_mask: 0.7869, decode.d2.loss_dice: 1.2067, decode.d3.loss_cls: 1.0269, decode.d3.loss_mask: 0.7714, decode.d3.loss_dice: 1.1692, decode.d4.loss_cls: 1.0099, decode.d4.loss_mask: 0.7671, decode.d4.loss_dice: 1.1734, decode.d5.loss_cls: 0.9950, decode.d5.loss_mask: 0.7692, decode.d5.loss_dice: 1.1725, decode.d6.loss_cls: 0.9930, decode.d6.loss_mask: 0.7684, decode.d6.loss_dice: 1.1577, decode.d7.loss_cls: 0.9896, decode.d7.loss_mask: 0.7650, decode.d7.loss_dice: 1.1546, decode.d8.loss_cls: 0.9823, decode.d8.loss_mask: 0.7670, decode.d8.loss_dice: 1.1577, loss: 32.1468, grad_norm: 118.9777 2023-11-26 14:34:44,659 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:34:44,659 - mmseg - INFO - Iter [23000/160000] lr: 3.267e-06, eta: 14:38:45, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9883, decode.loss_mask: 0.7909, decode.loss_dice: 1.1763, decode.d0.loss_cls: 3.1676, decode.d0.loss_mask: 0.8431, decode.d0.loss_dice: 1.4188, decode.d1.loss_cls: 1.1863, decode.d1.loss_mask: 0.8337, decode.d1.loss_dice: 1.2927, decode.d2.loss_cls: 1.0803, decode.d2.loss_mask: 0.8087, decode.d2.loss_dice: 1.2287, decode.d3.loss_cls: 1.0329, decode.d3.loss_mask: 0.7963, decode.d3.loss_dice: 1.1841, decode.d4.loss_cls: 1.0255, decode.d4.loss_mask: 0.7916, decode.d4.loss_dice: 1.1781, decode.d5.loss_cls: 1.0111, decode.d5.loss_mask: 0.7942, decode.d5.loss_dice: 1.1785, decode.d6.loss_cls: 1.0090, decode.d6.loss_mask: 0.7968, decode.d6.loss_dice: 1.1744, decode.d7.loss_cls: 0.9965, decode.d7.loss_mask: 0.7932, decode.d7.loss_dice: 1.1758, decode.d8.loss_cls: 1.0006, decode.d8.loss_mask: 0.7885, decode.d8.loss_dice: 1.1712, loss: 32.7139, grad_norm: 117.0206 2023-11-26 14:35:02,869 - mmseg - INFO - Iter [23050/160000] lr: 3.266e-06, eta: 14:38:20, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9679, decode.loss_mask: 0.7989, decode.loss_dice: 1.2112, decode.d0.loss_cls: 3.1850, decode.d0.loss_mask: 0.8381, decode.d0.loss_dice: 1.4488, decode.d1.loss_cls: 1.1374, decode.d1.loss_mask: 0.8329, decode.d1.loss_dice: 1.3315, decode.d2.loss_cls: 1.0315, decode.d2.loss_mask: 0.8055, decode.d2.loss_dice: 1.2628, decode.d3.loss_cls: 0.9951, decode.d3.loss_mask: 0.8029, decode.d3.loss_dice: 1.2232, decode.d4.loss_cls: 0.9776, decode.d4.loss_mask: 0.8093, decode.d4.loss_dice: 1.2252, decode.d5.loss_cls: 0.9722, decode.d5.loss_mask: 0.8021, decode.d5.loss_dice: 1.2208, decode.d6.loss_cls: 0.9723, decode.d6.loss_mask: 0.7930, decode.d6.loss_dice: 1.2056, decode.d7.loss_cls: 0.9603, decode.d7.loss_mask: 0.7962, decode.d7.loss_dice: 1.2079, decode.d8.loss_cls: 0.9628, decode.d8.loss_mask: 0.8004, decode.d8.loss_dice: 1.2152, loss: 32.7937, grad_norm: 120.7050 2023-11-26 14:35:21,215 - mmseg - INFO - Iter [23100/160000] lr: 3.264e-06, eta: 14:37:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9972, decode.loss_mask: 0.8014, decode.loss_dice: 1.1709, decode.d0.loss_cls: 3.2201, decode.d0.loss_mask: 0.8557, decode.d0.loss_dice: 1.4334, decode.d1.loss_cls: 1.1777, decode.d1.loss_mask: 0.8430, decode.d1.loss_dice: 1.2970, decode.d2.loss_cls: 1.0688, decode.d2.loss_mask: 0.8173, decode.d2.loss_dice: 1.2329, decode.d3.loss_cls: 1.0213, decode.d3.loss_mask: 0.8067, decode.d3.loss_dice: 1.1901, decode.d4.loss_cls: 1.0094, decode.d4.loss_mask: 0.8064, decode.d4.loss_dice: 1.1894, decode.d5.loss_cls: 1.0065, decode.d5.loss_mask: 0.8035, decode.d5.loss_dice: 1.1875, decode.d6.loss_cls: 1.0105, decode.d6.loss_mask: 0.7964, decode.d6.loss_dice: 1.1637, decode.d7.loss_cls: 1.0017, decode.d7.loss_mask: 0.7964, decode.d7.loss_dice: 1.1709, decode.d8.loss_cls: 0.9974, decode.d8.loss_mask: 0.7935, decode.d8.loss_dice: 1.1709, loss: 32.8379, grad_norm: 125.3276 2023-11-26 14:35:39,508 - mmseg - INFO - Iter [23150/160000] lr: 3.263e-06, eta: 14:37:31, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9406, decode.loss_mask: 0.7704, decode.loss_dice: 1.1666, decode.d0.loss_cls: 3.1978, decode.d0.loss_mask: 0.8144, decode.d0.loss_dice: 1.4106, decode.d1.loss_cls: 1.1204, decode.d1.loss_mask: 0.8108, decode.d1.loss_dice: 1.2869, decode.d2.loss_cls: 1.0280, decode.d2.loss_mask: 0.7908, decode.d2.loss_dice: 1.2220, decode.d3.loss_cls: 0.9792, decode.d3.loss_mask: 0.7814, decode.d3.loss_dice: 1.1882, decode.d4.loss_cls: 0.9804, decode.d4.loss_mask: 0.7701, decode.d4.loss_dice: 1.1890, decode.d5.loss_cls: 0.9543, decode.d5.loss_mask: 0.7725, decode.d5.loss_dice: 1.1875, decode.d6.loss_cls: 0.9506, decode.d6.loss_mask: 0.7804, decode.d6.loss_dice: 1.1679, decode.d7.loss_cls: 0.9454, decode.d7.loss_mask: 0.7760, decode.d7.loss_dice: 1.1712, decode.d8.loss_cls: 0.9490, decode.d8.loss_mask: 0.7722, decode.d8.loss_dice: 1.1654, loss: 32.0400, grad_norm: 113.2841 2023-11-26 14:35:57,778 - mmseg - INFO - Iter [23200/160000] lr: 3.262e-06, eta: 14:37:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9922, decode.loss_mask: 0.7952, decode.loss_dice: 1.1963, decode.d0.loss_cls: 3.1838, decode.d0.loss_mask: 0.8534, decode.d0.loss_dice: 1.4362, decode.d1.loss_cls: 1.1840, decode.d1.loss_mask: 0.8432, decode.d1.loss_dice: 1.3049, decode.d2.loss_cls: 1.0601, decode.d2.loss_mask: 0.8215, decode.d2.loss_dice: 1.2351, decode.d3.loss_cls: 1.0321, decode.d3.loss_mask: 0.8078, decode.d3.loss_dice: 1.2047, decode.d4.loss_cls: 1.0098, decode.d4.loss_mask: 0.8039, decode.d4.loss_dice: 1.1997, decode.d5.loss_cls: 1.0074, decode.d5.loss_mask: 0.8044, decode.d5.loss_dice: 1.2024, decode.d6.loss_cls: 0.9977, decode.d6.loss_mask: 0.8016, decode.d6.loss_dice: 1.1852, decode.d7.loss_cls: 1.0052, decode.d7.loss_mask: 0.7990, decode.d7.loss_dice: 1.1949, decode.d8.loss_cls: 0.9957, decode.d8.loss_mask: 0.7975, decode.d8.loss_dice: 1.1933, loss: 32.9482, grad_norm: 120.3584 2023-11-26 14:36:16,140 - mmseg - INFO - Iter [23250/160000] lr: 3.261e-06, eta: 14:36:41, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0171, decode.loss_mask: 0.7810, decode.loss_dice: 1.1927, decode.d0.loss_cls: 3.1973, decode.d0.loss_mask: 0.8389, decode.d0.loss_dice: 1.4599, decode.d1.loss_cls: 1.1781, decode.d1.loss_mask: 0.8274, decode.d1.loss_dice: 1.3294, decode.d2.loss_cls: 1.0954, decode.d2.loss_mask: 0.8014, decode.d2.loss_dice: 1.2576, decode.d3.loss_cls: 1.0502, decode.d3.loss_mask: 0.7920, decode.d3.loss_dice: 1.2267, decode.d4.loss_cls: 1.0259, decode.d4.loss_mask: 0.7921, decode.d4.loss_dice: 1.2212, decode.d5.loss_cls: 1.0250, decode.d5.loss_mask: 0.7888, decode.d5.loss_dice: 1.2172, decode.d6.loss_cls: 1.0064, decode.d6.loss_mask: 0.7893, decode.d6.loss_dice: 1.2075, decode.d7.loss_cls: 1.0090, decode.d7.loss_mask: 0.7850, decode.d7.loss_dice: 1.2080, decode.d8.loss_cls: 1.0075, decode.d8.loss_mask: 0.7838, decode.d8.loss_dice: 1.2033, loss: 33.1151, grad_norm: 119.5206 2023-11-26 14:36:34,374 - mmseg - INFO - Iter [23300/160000] lr: 3.260e-06, eta: 14:36:16, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9549, decode.loss_mask: 0.7923, decode.loss_dice: 1.1609, decode.d0.loss_cls: 3.1196, decode.d0.loss_mask: 0.8397, decode.d0.loss_dice: 1.4226, decode.d1.loss_cls: 1.1473, decode.d1.loss_mask: 0.8236, decode.d1.loss_dice: 1.2767, decode.d2.loss_cls: 1.0246, decode.d2.loss_mask: 0.8091, decode.d2.loss_dice: 1.2141, decode.d3.loss_cls: 0.9923, decode.d3.loss_mask: 0.7979, decode.d3.loss_dice: 1.1764, decode.d4.loss_cls: 0.9706, decode.d4.loss_mask: 0.7960, decode.d4.loss_dice: 1.1747, decode.d5.loss_cls: 0.9689, decode.d5.loss_mask: 0.7910, decode.d5.loss_dice: 1.1714, decode.d6.loss_cls: 0.9618, decode.d6.loss_mask: 0.7860, decode.d6.loss_dice: 1.1599, decode.d7.loss_cls: 0.9659, decode.d7.loss_mask: 0.7832, decode.d7.loss_dice: 1.1598, decode.d8.loss_cls: 0.9560, decode.d8.loss_mask: 0.7888, decode.d8.loss_dice: 1.1675, loss: 32.1535, grad_norm: 127.8511 2023-11-26 14:36:53,203 - mmseg - INFO - Iter [23350/160000] lr: 3.258e-06, eta: 14:35:55, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9690, decode.loss_mask: 0.8064, decode.loss_dice: 1.2107, decode.d0.loss_cls: 3.1695, decode.d0.loss_mask: 0.8527, decode.d0.loss_dice: 1.4608, decode.d1.loss_cls: 1.1440, decode.d1.loss_mask: 0.8474, decode.d1.loss_dice: 1.3372, decode.d2.loss_cls: 1.0589, decode.d2.loss_mask: 0.8255, decode.d2.loss_dice: 1.2585, decode.d3.loss_cls: 1.0181, decode.d3.loss_mask: 0.8196, decode.d3.loss_dice: 1.2218, decode.d4.loss_cls: 0.9883, decode.d4.loss_mask: 0.8151, decode.d4.loss_dice: 1.2334, decode.d5.loss_cls: 0.9808, decode.d5.loss_mask: 0.8100, decode.d5.loss_dice: 1.2352, decode.d6.loss_cls: 0.9753, decode.d6.loss_mask: 0.8103, decode.d6.loss_dice: 1.2109, decode.d7.loss_cls: 0.9645, decode.d7.loss_mask: 0.8141, decode.d7.loss_dice: 1.2153, decode.d8.loss_cls: 0.9621, decode.d8.loss_mask: 0.8096, decode.d8.loss_dice: 1.2152, loss: 33.0403, grad_norm: 115.4237 2023-11-26 14:37:11,585 - mmseg - INFO - Iter [23400/160000] lr: 3.257e-06, eta: 14:35:31, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 1.0331, decode.loss_mask: 0.7889, decode.loss_dice: 1.1945, decode.d0.loss_cls: 3.2433, decode.d0.loss_mask: 0.8469, decode.d0.loss_dice: 1.4576, decode.d1.loss_cls: 1.2299, decode.d1.loss_mask: 0.8231, decode.d1.loss_dice: 1.3258, decode.d2.loss_cls: 1.1052, decode.d2.loss_mask: 0.8071, decode.d2.loss_dice: 1.2545, decode.d3.loss_cls: 1.0543, decode.d3.loss_mask: 0.7975, decode.d3.loss_dice: 1.2162, decode.d4.loss_cls: 1.0520, decode.d4.loss_mask: 0.7965, decode.d4.loss_dice: 1.2116, decode.d5.loss_cls: 1.0409, decode.d5.loss_mask: 0.7969, decode.d5.loss_dice: 1.2168, decode.d6.loss_cls: 1.0304, decode.d6.loss_mask: 0.7974, decode.d6.loss_dice: 1.2008, decode.d7.loss_cls: 1.0313, decode.d7.loss_mask: 0.7985, decode.d7.loss_dice: 1.2017, decode.d8.loss_cls: 1.0304, decode.d8.loss_mask: 0.7976, decode.d8.loss_dice: 1.2011, loss: 33.3819, grad_norm: 122.3457 2023-11-26 14:37:29,836 - mmseg - INFO - Iter [23450/160000] lr: 3.256e-06, eta: 14:35:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9721, decode.loss_mask: 0.7944, decode.loss_dice: 1.1883, decode.d0.loss_cls: 3.1448, decode.d0.loss_mask: 0.8325, decode.d0.loss_dice: 1.4253, decode.d1.loss_cls: 1.1599, decode.d1.loss_mask: 0.8223, decode.d1.loss_dice: 1.2990, decode.d2.loss_cls: 1.0406, decode.d2.loss_mask: 0.8074, decode.d2.loss_dice: 1.2371, decode.d3.loss_cls: 1.0046, decode.d3.loss_mask: 0.8031, decode.d3.loss_dice: 1.2125, decode.d4.loss_cls: 0.9864, decode.d4.loss_mask: 0.7974, decode.d4.loss_dice: 1.2105, decode.d5.loss_cls: 0.9787, decode.d5.loss_mask: 0.8001, decode.d5.loss_dice: 1.2081, decode.d6.loss_cls: 0.9774, decode.d6.loss_mask: 0.7951, decode.d6.loss_dice: 1.1888, decode.d7.loss_cls: 0.9755, decode.d7.loss_mask: 0.7942, decode.d7.loss_dice: 1.1996, decode.d8.loss_cls: 0.9667, decode.d8.loss_mask: 0.7933, decode.d8.loss_dice: 1.1930, loss: 32.6090, grad_norm: 115.5696 2023-11-26 14:37:48,132 - mmseg - INFO - Iter [23500/160000] lr: 3.255e-06, eta: 14:34:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9701, decode.loss_mask: 0.7952, decode.loss_dice: 1.1759, decode.d0.loss_cls: 3.1969, decode.d0.loss_mask: 0.8423, decode.d0.loss_dice: 1.4359, decode.d1.loss_cls: 1.1502, decode.d1.loss_mask: 0.8422, decode.d1.loss_dice: 1.2995, decode.d2.loss_cls: 1.0560, decode.d2.loss_mask: 0.8162, decode.d2.loss_dice: 1.2350, decode.d3.loss_cls: 1.0237, decode.d3.loss_mask: 0.8073, decode.d3.loss_dice: 1.2044, decode.d4.loss_cls: 0.9912, decode.d4.loss_mask: 0.8059, decode.d4.loss_dice: 1.2035, decode.d5.loss_cls: 0.9955, decode.d5.loss_mask: 0.8045, decode.d5.loss_dice: 1.1935, decode.d6.loss_cls: 0.9815, decode.d6.loss_mask: 0.8031, decode.d6.loss_dice: 1.1822, decode.d7.loss_cls: 0.9664, decode.d7.loss_mask: 0.7964, decode.d7.loss_dice: 1.1859, decode.d8.loss_cls: 0.9744, decode.d8.loss_mask: 0.7966, decode.d8.loss_dice: 1.1793, loss: 32.7108, grad_norm: 131.3444 2023-11-26 14:38:06,703 - mmseg - INFO - Iter [23550/160000] lr: 3.254e-06, eta: 14:34:18, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9797, decode.loss_mask: 0.7837, decode.loss_dice: 1.1984, decode.d0.loss_cls: 3.1649, decode.d0.loss_mask: 0.8363, decode.d0.loss_dice: 1.4237, decode.d1.loss_cls: 1.1732, decode.d1.loss_mask: 0.8201, decode.d1.loss_dice: 1.2931, decode.d2.loss_cls: 1.0420, decode.d2.loss_mask: 0.8027, decode.d2.loss_dice: 1.2423, decode.d3.loss_cls: 1.0127, decode.d3.loss_mask: 0.7966, decode.d3.loss_dice: 1.2068, decode.d4.loss_cls: 0.9883, decode.d4.loss_mask: 0.7962, decode.d4.loss_dice: 1.2109, decode.d5.loss_cls: 0.9796, decode.d5.loss_mask: 0.7935, decode.d5.loss_dice: 1.2077, decode.d6.loss_cls: 0.9761, decode.d6.loss_mask: 0.7848, decode.d6.loss_dice: 1.1953, decode.d7.loss_cls: 0.9714, decode.d7.loss_mask: 0.7879, decode.d7.loss_dice: 1.1970, decode.d8.loss_cls: 0.9763, decode.d8.loss_mask: 0.7829, decode.d8.loss_dice: 1.1964, loss: 32.6206, grad_norm: 125.8131 2023-11-26 14:38:27,265 - mmseg - INFO - Iter [23600/160000] lr: 3.252e-06, eta: 14:34:07, time: 0.411, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9925, decode.loss_mask: 0.8192, decode.loss_dice: 1.1714, decode.d0.loss_cls: 3.1205, decode.d0.loss_mask: 0.8683, decode.d0.loss_dice: 1.4134, decode.d1.loss_cls: 1.1969, decode.d1.loss_mask: 0.8515, decode.d1.loss_dice: 1.2871, decode.d2.loss_cls: 1.0658, decode.d2.loss_mask: 0.8352, decode.d2.loss_dice: 1.2270, decode.d3.loss_cls: 1.0367, decode.d3.loss_mask: 0.8199, decode.d3.loss_dice: 1.1879, decode.d4.loss_cls: 1.0233, decode.d4.loss_mask: 0.8233, decode.d4.loss_dice: 1.1831, decode.d5.loss_cls: 1.0159, decode.d5.loss_mask: 0.8148, decode.d5.loss_dice: 1.1785, decode.d6.loss_cls: 1.0043, decode.d6.loss_mask: 0.8192, decode.d6.loss_dice: 1.1656, decode.d7.loss_cls: 0.9986, decode.d7.loss_mask: 0.8183, decode.d7.loss_dice: 1.1729, decode.d8.loss_cls: 1.0013, decode.d8.loss_mask: 0.8181, decode.d8.loss_dice: 1.1745, loss: 32.9050, grad_norm: 139.2511 2023-11-26 14:38:45,616 - mmseg - INFO - Iter [23650/160000] lr: 3.251e-06, eta: 14:33:42, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9101, decode.loss_mask: 0.8230, decode.loss_dice: 1.1875, decode.d0.loss_cls: 3.0381, decode.d0.loss_mask: 0.8582, decode.d0.loss_dice: 1.4069, decode.d1.loss_cls: 1.0807, decode.d1.loss_mask: 0.8493, decode.d1.loss_dice: 1.2883, decode.d2.loss_cls: 0.9867, decode.d2.loss_mask: 0.8318, decode.d2.loss_dice: 1.2240, decode.d3.loss_cls: 0.9550, decode.d3.loss_mask: 0.8270, decode.d3.loss_dice: 1.1995, decode.d4.loss_cls: 0.9375, decode.d4.loss_mask: 0.8277, decode.d4.loss_dice: 1.1997, decode.d5.loss_cls: 0.9235, decode.d5.loss_mask: 0.8260, decode.d5.loss_dice: 1.1989, decode.d6.loss_cls: 0.9159, decode.d6.loss_mask: 0.8245, decode.d6.loss_dice: 1.1719, decode.d7.loss_cls: 0.9105, decode.d7.loss_mask: 0.8289, decode.d7.loss_dice: 1.1839, decode.d8.loss_cls: 0.9115, decode.d8.loss_mask: 0.8236, decode.d8.loss_dice: 1.1823, loss: 32.1324, grad_norm: 126.5297 2023-11-26 14:39:03,945 - mmseg - INFO - Iter [23700/160000] lr: 3.250e-06, eta: 14:33:18, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9858, decode.loss_mask: 0.8634, decode.loss_dice: 1.1999, decode.d0.loss_cls: 3.1278, decode.d0.loss_mask: 0.9057, decode.d0.loss_dice: 1.4440, decode.d1.loss_cls: 1.1516, decode.d1.loss_mask: 0.8881, decode.d1.loss_dice: 1.3148, decode.d2.loss_cls: 1.0554, decode.d2.loss_mask: 0.8774, decode.d2.loss_dice: 1.2556, decode.d3.loss_cls: 1.0234, decode.d3.loss_mask: 0.8640, decode.d3.loss_dice: 1.2123, decode.d4.loss_cls: 1.0068, decode.d4.loss_mask: 0.8665, decode.d4.loss_dice: 1.2240, decode.d5.loss_cls: 0.9933, decode.d5.loss_mask: 0.8646, decode.d5.loss_dice: 1.2174, decode.d6.loss_cls: 0.9898, decode.d6.loss_mask: 0.8623, decode.d6.loss_dice: 1.1999, decode.d7.loss_cls: 0.9827, decode.d7.loss_mask: 0.8661, decode.d7.loss_dice: 1.2038, decode.d8.loss_cls: 0.9837, decode.d8.loss_mask: 0.8618, decode.d8.loss_dice: 1.2009, loss: 33.4928, grad_norm: 136.9576 2023-11-26 14:39:22,904 - mmseg - INFO - Iter [23750/160000] lr: 3.249e-06, eta: 14:32:57, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9297, decode.loss_mask: 0.7978, decode.loss_dice: 1.1708, decode.d0.loss_cls: 3.1439, decode.d0.loss_mask: 0.8534, decode.d0.loss_dice: 1.4284, decode.d1.loss_cls: 1.1210, decode.d1.loss_mask: 0.8462, decode.d1.loss_dice: 1.3021, decode.d2.loss_cls: 1.0200, decode.d2.loss_mask: 0.8166, decode.d2.loss_dice: 1.2294, decode.d3.loss_cls: 0.9664, decode.d3.loss_mask: 0.8074, decode.d3.loss_dice: 1.1856, decode.d4.loss_cls: 0.9476, decode.d4.loss_mask: 0.8077, decode.d4.loss_dice: 1.1919, decode.d5.loss_cls: 0.9593, decode.d5.loss_mask: 0.8042, decode.d5.loss_dice: 1.1857, decode.d6.loss_cls: 0.9382, decode.d6.loss_mask: 0.8010, decode.d6.loss_dice: 1.1731, decode.d7.loss_cls: 0.9328, decode.d7.loss_mask: 0.8045, decode.d7.loss_dice: 1.1774, decode.d8.loss_cls: 0.9279, decode.d8.loss_mask: 0.8021, decode.d8.loss_dice: 1.1825, loss: 32.2546, grad_norm: 120.8885 2023-11-26 14:39:41,175 - mmseg - INFO - Iter [23800/160000] lr: 3.248e-06, eta: 14:32:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9512, decode.loss_mask: 0.7964, decode.loss_dice: 1.1595, decode.d0.loss_cls: 3.1772, decode.d0.loss_mask: 0.8406, decode.d0.loss_dice: 1.4059, decode.d1.loss_cls: 1.1404, decode.d1.loss_mask: 0.8310, decode.d1.loss_dice: 1.2617, decode.d2.loss_cls: 1.0318, decode.d2.loss_mask: 0.8124, decode.d2.loss_dice: 1.2070, decode.d3.loss_cls: 0.9966, decode.d3.loss_mask: 0.7977, decode.d3.loss_dice: 1.1687, decode.d4.loss_cls: 0.9670, decode.d4.loss_mask: 0.8046, decode.d4.loss_dice: 1.1715, decode.d5.loss_cls: 0.9767, decode.d5.loss_mask: 0.7942, decode.d5.loss_dice: 1.1756, decode.d6.loss_cls: 0.9577, decode.d6.loss_mask: 0.7996, decode.d6.loss_dice: 1.1589, decode.d7.loss_cls: 0.9571, decode.d7.loss_mask: 0.7925, decode.d7.loss_dice: 1.1618, decode.d8.loss_cls: 0.9569, decode.d8.loss_mask: 0.7942, decode.d8.loss_dice: 1.1597, loss: 32.2058, grad_norm: 112.9970 2023-11-26 14:39:59,362 - mmseg - INFO - Iter [23850/160000] lr: 3.247e-06, eta: 14:32:07, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0086, decode.loss_mask: 0.7580, decode.loss_dice: 1.1312, decode.d0.loss_cls: 3.1845, decode.d0.loss_mask: 0.8210, decode.d0.loss_dice: 1.3919, decode.d1.loss_cls: 1.1988, decode.d1.loss_mask: 0.8117, decode.d1.loss_dice: 1.2373, decode.d2.loss_cls: 1.0891, decode.d2.loss_mask: 0.7809, decode.d2.loss_dice: 1.1774, decode.d3.loss_cls: 1.0486, decode.d3.loss_mask: 0.7663, decode.d3.loss_dice: 1.1406, decode.d4.loss_cls: 1.0323, decode.d4.loss_mask: 0.7683, decode.d4.loss_dice: 1.1426, decode.d5.loss_cls: 1.0211, decode.d5.loss_mask: 0.7691, decode.d5.loss_dice: 1.1399, decode.d6.loss_cls: 1.0076, decode.d6.loss_mask: 0.7614, decode.d6.loss_dice: 1.1270, decode.d7.loss_cls: 1.0016, decode.d7.loss_mask: 0.7652, decode.d7.loss_dice: 1.1348, decode.d8.loss_cls: 1.0116, decode.d8.loss_mask: 0.7619, decode.d8.loss_dice: 1.1319, loss: 32.1221, grad_norm: 119.1731 2023-11-26 14:40:17,674 - mmseg - INFO - Iter [23900/160000] lr: 3.245e-06, eta: 14:31:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9763, decode.loss_mask: 0.7814, decode.loss_dice: 1.1586, decode.d0.loss_cls: 3.1683, decode.d0.loss_mask: 0.8278, decode.d0.loss_dice: 1.4115, decode.d1.loss_cls: 1.1590, decode.d1.loss_mask: 0.8186, decode.d1.loss_dice: 1.2719, decode.d2.loss_cls: 1.0699, decode.d2.loss_mask: 0.8072, decode.d2.loss_dice: 1.2146, decode.d3.loss_cls: 1.0210, decode.d3.loss_mask: 0.7925, decode.d3.loss_dice: 1.1739, decode.d4.loss_cls: 1.0172, decode.d4.loss_mask: 0.7907, decode.d4.loss_dice: 1.1713, decode.d5.loss_cls: 1.0193, decode.d5.loss_mask: 0.7871, decode.d5.loss_dice: 1.1723, decode.d6.loss_cls: 0.9971, decode.d6.loss_mask: 0.7850, decode.d6.loss_dice: 1.1617, decode.d7.loss_cls: 0.9907, decode.d7.loss_mask: 0.7838, decode.d7.loss_dice: 1.1580, decode.d8.loss_cls: 0.9829, decode.d8.loss_mask: 0.7859, decode.d8.loss_dice: 1.1546, loss: 32.4104, grad_norm: 120.5657 2023-11-26 14:40:36,184 - mmseg - INFO - Iter [23950/160000] lr: 3.244e-06, eta: 14:31:20, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9575, decode.loss_mask: 0.7678, decode.loss_dice: 1.1305, decode.d0.loss_cls: 3.1663, decode.d0.loss_mask: 0.8120, decode.d0.loss_dice: 1.3777, decode.d1.loss_cls: 1.1385, decode.d1.loss_mask: 0.8032, decode.d1.loss_dice: 1.2496, decode.d2.loss_cls: 1.0322, decode.d2.loss_mask: 0.7824, decode.d2.loss_dice: 1.1817, decode.d3.loss_cls: 0.9914, decode.d3.loss_mask: 0.7779, decode.d3.loss_dice: 1.1495, decode.d4.loss_cls: 0.9653, decode.d4.loss_mask: 0.7797, decode.d4.loss_dice: 1.1491, decode.d5.loss_cls: 0.9691, decode.d5.loss_mask: 0.7728, decode.d5.loss_dice: 1.1469, decode.d6.loss_cls: 0.9559, decode.d6.loss_mask: 0.7705, decode.d6.loss_dice: 1.1331, decode.d7.loss_cls: 0.9586, decode.d7.loss_mask: 0.7667, decode.d7.loss_dice: 1.1323, decode.d8.loss_cls: 0.9585, decode.d8.loss_mask: 0.7646, decode.d8.loss_dice: 1.1309, loss: 31.6722, grad_norm: 110.9138 2023-11-26 14:40:58,221 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:40:58,221 - mmseg - INFO - Iter [24000/160000] lr: 3.243e-06, eta: 14:31:17, time: 0.441, data_time: 0.055, memory: 36416, decode.loss_cls: 1.0343, decode.loss_mask: 0.8021, decode.loss_dice: 1.2359, decode.d0.loss_cls: 3.1884, decode.d0.loss_mask: 0.8391, decode.d0.loss_dice: 1.4805, decode.d1.loss_cls: 1.2059, decode.d1.loss_mask: 0.8344, decode.d1.loss_dice: 1.3462, decode.d2.loss_cls: 1.1105, decode.d2.loss_mask: 0.8162, decode.d2.loss_dice: 1.2856, decode.d3.loss_cls: 1.0770, decode.d3.loss_mask: 0.8015, decode.d3.loss_dice: 1.2465, decode.d4.loss_cls: 1.0597, decode.d4.loss_mask: 0.8037, decode.d4.loss_dice: 1.2460, decode.d5.loss_cls: 1.0619, decode.d5.loss_mask: 0.7999, decode.d5.loss_dice: 1.2435, decode.d6.loss_cls: 1.0481, decode.d6.loss_mask: 0.8035, decode.d6.loss_dice: 1.2278, decode.d7.loss_cls: 1.0419, decode.d7.loss_mask: 0.8050, decode.d7.loss_dice: 1.2332, decode.d8.loss_cls: 1.0395, decode.d8.loss_mask: 0.8028, decode.d8.loss_dice: 1.2412, loss: 33.7618, grad_norm: 113.6881 2023-11-26 14:41:16,730 - mmseg - INFO - Iter [24050/160000] lr: 3.242e-06, eta: 14:30:53, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9595, decode.loss_mask: 0.8174, decode.loss_dice: 1.1753, decode.d0.loss_cls: 3.1631, decode.d0.loss_mask: 0.8643, decode.d0.loss_dice: 1.4251, decode.d1.loss_cls: 1.1551, decode.d1.loss_mask: 0.8510, decode.d1.loss_dice: 1.2876, decode.d2.loss_cls: 1.0392, decode.d2.loss_mask: 0.8284, decode.d2.loss_dice: 1.2168, decode.d3.loss_cls: 0.9996, decode.d3.loss_mask: 0.8199, decode.d3.loss_dice: 1.1834, decode.d4.loss_cls: 0.9892, decode.d4.loss_mask: 0.8189, decode.d4.loss_dice: 1.1914, decode.d5.loss_cls: 0.9643, decode.d5.loss_mask: 0.8168, decode.d5.loss_dice: 1.1938, decode.d6.loss_cls: 0.9623, decode.d6.loss_mask: 0.8151, decode.d6.loss_dice: 1.1796, decode.d7.loss_cls: 0.9684, decode.d7.loss_mask: 0.8151, decode.d7.loss_dice: 1.1847, decode.d8.loss_cls: 0.9571, decode.d8.loss_mask: 0.8157, decode.d8.loss_dice: 1.1822, loss: 32.6404, grad_norm: 117.7949 2023-11-26 14:41:34,929 - mmseg - INFO - Iter [24100/160000] lr: 3.241e-06, eta: 14:30:28, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9822, decode.loss_mask: 0.7901, decode.loss_dice: 1.1377, decode.d0.loss_cls: 3.1851, decode.d0.loss_mask: 0.8449, decode.d0.loss_dice: 1.3851, decode.d1.loss_cls: 1.1520, decode.d1.loss_mask: 0.8322, decode.d1.loss_dice: 1.2421, decode.d2.loss_cls: 1.0595, decode.d2.loss_mask: 0.8036, decode.d2.loss_dice: 1.1806, decode.d3.loss_cls: 1.0130, decode.d3.loss_mask: 0.7884, decode.d3.loss_dice: 1.1506, decode.d4.loss_cls: 1.0057, decode.d4.loss_mask: 0.7909, decode.d4.loss_dice: 1.1493, decode.d5.loss_cls: 0.9855, decode.d5.loss_mask: 0.7923, decode.d5.loss_dice: 1.1534, decode.d6.loss_cls: 0.9864, decode.d6.loss_mask: 0.7900, decode.d6.loss_dice: 1.1366, decode.d7.loss_cls: 0.9706, decode.d7.loss_mask: 0.7928, decode.d7.loss_dice: 1.1367, decode.d8.loss_cls: 0.9786, decode.d8.loss_mask: 0.7914, decode.d8.loss_dice: 1.1307, loss: 32.1379, grad_norm: 122.8873 2023-11-26 14:41:53,844 - mmseg - INFO - Iter [24150/160000] lr: 3.239e-06, eta: 14:30:07, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9328, decode.loss_mask: 0.7794, decode.loss_dice: 1.1823, decode.d0.loss_cls: 3.1699, decode.d0.loss_mask: 0.8254, decode.d0.loss_dice: 1.4219, decode.d1.loss_cls: 1.1206, decode.d1.loss_mask: 0.8034, decode.d1.loss_dice: 1.2982, decode.d2.loss_cls: 1.0075, decode.d2.loss_mask: 0.7899, decode.d2.loss_dice: 1.2298, decode.d3.loss_cls: 0.9787, decode.d3.loss_mask: 0.7824, decode.d3.loss_dice: 1.1961, decode.d4.loss_cls: 0.9548, decode.d4.loss_mask: 0.7838, decode.d4.loss_dice: 1.1963, decode.d5.loss_cls: 0.9449, decode.d5.loss_mask: 0.7848, decode.d5.loss_dice: 1.1944, decode.d6.loss_cls: 0.9434, decode.d6.loss_mask: 0.7800, decode.d6.loss_dice: 1.1816, decode.d7.loss_cls: 0.9327, decode.d7.loss_mask: 0.7795, decode.d7.loss_dice: 1.1930, decode.d8.loss_cls: 0.9358, decode.d8.loss_mask: 0.7820, decode.d8.loss_dice: 1.1902, loss: 32.0956, grad_norm: 118.9184 2023-11-26 14:42:12,669 - mmseg - INFO - Iter [24200/160000] lr: 3.238e-06, eta: 14:29:46, time: 0.378, data_time: 0.011, memory: 36416, decode.loss_cls: 0.9880, decode.loss_mask: 0.8256, decode.loss_dice: 1.2015, decode.d0.loss_cls: 3.1297, decode.d0.loss_mask: 0.8830, decode.d0.loss_dice: 1.4557, decode.d1.loss_cls: 1.1813, decode.d1.loss_mask: 0.8628, decode.d1.loss_dice: 1.3077, decode.d2.loss_cls: 1.0452, decode.d2.loss_mask: 0.8470, decode.d2.loss_dice: 1.2520, decode.d3.loss_cls: 1.0093, decode.d3.loss_mask: 0.8361, decode.d3.loss_dice: 1.2275, decode.d4.loss_cls: 1.0007, decode.d4.loss_mask: 0.8304, decode.d4.loss_dice: 1.2216, decode.d5.loss_cls: 0.9896, decode.d5.loss_mask: 0.8344, decode.d5.loss_dice: 1.2236, decode.d6.loss_cls: 0.9811, decode.d6.loss_mask: 0.8302, decode.d6.loss_dice: 1.2145, decode.d7.loss_cls: 0.9716, decode.d7.loss_mask: 0.8292, decode.d7.loss_dice: 1.2124, decode.d8.loss_cls: 0.9777, decode.d8.loss_mask: 0.8288, decode.d8.loss_dice: 1.2087, loss: 33.2070, grad_norm: 131.0928 2023-11-26 14:42:31,168 - mmseg - INFO - Iter [24250/160000] lr: 3.237e-06, eta: 14:29:23, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9299, decode.loss_mask: 0.7867, decode.loss_dice: 1.1592, decode.d0.loss_cls: 3.1244, decode.d0.loss_mask: 0.8404, decode.d0.loss_dice: 1.3973, decode.d1.loss_cls: 1.1013, decode.d1.loss_mask: 0.8338, decode.d1.loss_dice: 1.2749, decode.d2.loss_cls: 1.0137, decode.d2.loss_mask: 0.8119, decode.d2.loss_dice: 1.2128, decode.d3.loss_cls: 0.9567, decode.d3.loss_mask: 0.8030, decode.d3.loss_dice: 1.1771, decode.d4.loss_cls: 0.9543, decode.d4.loss_mask: 0.7965, decode.d4.loss_dice: 1.1743, decode.d5.loss_cls: 0.9425, decode.d5.loss_mask: 0.7937, decode.d5.loss_dice: 1.1700, decode.d6.loss_cls: 0.9292, decode.d6.loss_mask: 0.7900, decode.d6.loss_dice: 1.1590, decode.d7.loss_cls: 0.9268, decode.d7.loss_mask: 0.7861, decode.d7.loss_dice: 1.1651, decode.d8.loss_cls: 0.9227, decode.d8.loss_mask: 0.7888, decode.d8.loss_dice: 1.1696, loss: 31.8918, grad_norm: 124.3601 2023-11-26 14:42:49,402 - mmseg - INFO - Iter [24300/160000] lr: 3.236e-06, eta: 14:28:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9608, decode.loss_mask: 0.7981, decode.loss_dice: 1.1724, decode.d0.loss_cls: 3.1275, decode.d0.loss_mask: 0.8485, decode.d0.loss_dice: 1.4152, decode.d1.loss_cls: 1.1665, decode.d1.loss_mask: 0.8409, decode.d1.loss_dice: 1.2914, decode.d2.loss_cls: 1.0649, decode.d2.loss_mask: 0.8099, decode.d2.loss_dice: 1.2188, decode.d3.loss_cls: 1.0281, decode.d3.loss_mask: 0.8018, decode.d3.loss_dice: 1.1834, decode.d4.loss_cls: 1.0051, decode.d4.loss_mask: 0.8035, decode.d4.loss_dice: 1.1879, decode.d5.loss_cls: 0.9842, decode.d5.loss_mask: 0.8052, decode.d5.loss_dice: 1.1879, decode.d6.loss_cls: 0.9786, decode.d6.loss_mask: 0.7997, decode.d6.loss_dice: 1.1678, decode.d7.loss_cls: 0.9701, decode.d7.loss_mask: 0.8018, decode.d7.loss_dice: 1.1753, decode.d8.loss_cls: 0.9657, decode.d8.loss_mask: 0.8002, decode.d8.loss_dice: 1.1754, loss: 32.5365, grad_norm: 125.5592 2023-11-26 14:43:07,600 - mmseg - INFO - Iter [24350/160000] lr: 3.235e-06, eta: 14:28:33, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9358, decode.loss_mask: 0.7615, decode.loss_dice: 1.1747, decode.d0.loss_cls: 3.1543, decode.d0.loss_mask: 0.8210, decode.d0.loss_dice: 1.4105, decode.d1.loss_cls: 1.1474, decode.d1.loss_mask: 0.8036, decode.d1.loss_dice: 1.2906, decode.d2.loss_cls: 1.0284, decode.d2.loss_mask: 0.7831, decode.d2.loss_dice: 1.2225, decode.d3.loss_cls: 0.9835, decode.d3.loss_mask: 0.7801, decode.d3.loss_dice: 1.1899, decode.d4.loss_cls: 0.9596, decode.d4.loss_mask: 0.7755, decode.d4.loss_dice: 1.1932, decode.d5.loss_cls: 0.9521, decode.d5.loss_mask: 0.7717, decode.d5.loss_dice: 1.1898, decode.d6.loss_cls: 0.9550, decode.d6.loss_mask: 0.7682, decode.d6.loss_dice: 1.1707, decode.d7.loss_cls: 0.9437, decode.d7.loss_mask: 0.7648, decode.d7.loss_dice: 1.1790, decode.d8.loss_cls: 0.9505, decode.d8.loss_mask: 0.7658, decode.d8.loss_dice: 1.1817, loss: 32.0084, grad_norm: 117.1081 2023-11-26 14:43:25,849 - mmseg - INFO - Iter [24400/160000] lr: 3.233e-06, eta: 14:28:09, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9828, decode.loss_mask: 0.7728, decode.loss_dice: 1.1524, decode.d0.loss_cls: 3.1701, decode.d0.loss_mask: 0.8278, decode.d0.loss_dice: 1.4039, decode.d1.loss_cls: 1.1752, decode.d1.loss_mask: 0.8125, decode.d1.loss_dice: 1.2671, decode.d2.loss_cls: 1.0585, decode.d2.loss_mask: 0.7942, decode.d2.loss_dice: 1.1979, decode.d3.loss_cls: 1.0146, decode.d3.loss_mask: 0.7823, decode.d3.loss_dice: 1.1702, decode.d4.loss_cls: 1.0029, decode.d4.loss_mask: 0.7800, decode.d4.loss_dice: 1.1718, decode.d5.loss_cls: 0.9971, decode.d5.loss_mask: 0.7836, decode.d5.loss_dice: 1.1707, decode.d6.loss_cls: 0.9854, decode.d6.loss_mask: 0.7736, decode.d6.loss_dice: 1.1480, decode.d7.loss_cls: 0.9768, decode.d7.loss_mask: 0.7743, decode.d7.loss_dice: 1.1539, decode.d8.loss_cls: 0.9766, decode.d8.loss_mask: 0.7767, decode.d8.loss_dice: 1.1575, loss: 32.2109, grad_norm: 120.9882 2023-11-26 14:43:44,061 - mmseg - INFO - Iter [24450/160000] lr: 3.232e-06, eta: 14:27:44, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9831, decode.loss_mask: 0.8109, decode.loss_dice: 1.1891, decode.d0.loss_cls: 3.0965, decode.d0.loss_mask: 0.8717, decode.d0.loss_dice: 1.4342, decode.d1.loss_cls: 1.1776, decode.d1.loss_mask: 0.8449, decode.d1.loss_dice: 1.3025, decode.d2.loss_cls: 1.0699, decode.d2.loss_mask: 0.8233, decode.d2.loss_dice: 1.2446, decode.d3.loss_cls: 1.0303, decode.d3.loss_mask: 0.8080, decode.d3.loss_dice: 1.2149, decode.d4.loss_cls: 1.0119, decode.d4.loss_mask: 0.8099, decode.d4.loss_dice: 1.2101, decode.d5.loss_cls: 1.0091, decode.d5.loss_mask: 0.8132, decode.d5.loss_dice: 1.2082, decode.d6.loss_cls: 1.0010, decode.d6.loss_mask: 0.8127, decode.d6.loss_dice: 1.1998, decode.d7.loss_cls: 0.9789, decode.d7.loss_mask: 0.8085, decode.d7.loss_dice: 1.2013, decode.d8.loss_cls: 0.9819, decode.d8.loss_mask: 0.8139, decode.d8.loss_dice: 1.1953, loss: 32.9571, grad_norm: 120.8157 2023-11-26 14:44:02,341 - mmseg - INFO - Iter [24500/160000] lr: 3.231e-06, eta: 14:27:20, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9679, decode.loss_mask: 0.7569, decode.loss_dice: 1.1696, decode.d0.loss_cls: 3.1659, decode.d0.loss_mask: 0.8061, decode.d0.loss_dice: 1.4233, decode.d1.loss_cls: 1.1647, decode.d1.loss_mask: 0.7920, decode.d1.loss_dice: 1.2800, decode.d2.loss_cls: 1.0356, decode.d2.loss_mask: 0.7690, decode.d2.loss_dice: 1.2201, decode.d3.loss_cls: 0.9942, decode.d3.loss_mask: 0.7609, decode.d3.loss_dice: 1.1829, decode.d4.loss_cls: 0.9796, decode.d4.loss_mask: 0.7584, decode.d4.loss_dice: 1.1790, decode.d5.loss_cls: 0.9783, decode.d5.loss_mask: 0.7589, decode.d5.loss_dice: 1.1811, decode.d6.loss_cls: 0.9653, decode.d6.loss_mask: 0.7621, decode.d6.loss_dice: 1.1642, decode.d7.loss_cls: 0.9649, decode.d7.loss_mask: 0.7593, decode.d7.loss_dice: 1.1688, decode.d8.loss_cls: 0.9646, decode.d8.loss_mask: 0.7543, decode.d8.loss_dice: 1.1761, loss: 32.0041, grad_norm: 108.0046 2023-11-26 14:44:20,657 - mmseg - INFO - Iter [24550/160000] lr: 3.230e-06, eta: 14:26:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9755, decode.loss_mask: 0.7629, decode.loss_dice: 1.1695, decode.d0.loss_cls: 3.1411, decode.d0.loss_mask: 0.8138, decode.d0.loss_dice: 1.4095, decode.d1.loss_cls: 1.1686, decode.d1.loss_mask: 0.7945, decode.d1.loss_dice: 1.2800, decode.d2.loss_cls: 1.0443, decode.d2.loss_mask: 0.7844, decode.d2.loss_dice: 1.2255, decode.d3.loss_cls: 1.0008, decode.d3.loss_mask: 0.7791, decode.d3.loss_dice: 1.1890, decode.d4.loss_cls: 0.9887, decode.d4.loss_mask: 0.7728, decode.d4.loss_dice: 1.1853, decode.d5.loss_cls: 0.9848, decode.d5.loss_mask: 0.7775, decode.d5.loss_dice: 1.1859, decode.d6.loss_cls: 0.9736, decode.d6.loss_mask: 0.7641, decode.d6.loss_dice: 1.1720, decode.d7.loss_cls: 0.9671, decode.d7.loss_mask: 0.7685, decode.d7.loss_dice: 1.1675, decode.d8.loss_cls: 0.9677, decode.d8.loss_mask: 0.7678, decode.d8.loss_dice: 1.1720, loss: 32.1540, grad_norm: 113.2140 2023-11-26 14:44:39,387 - mmseg - INFO - Iter [24600/160000] lr: 3.229e-06, eta: 14:26:34, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9657, decode.loss_mask: 0.7902, decode.loss_dice: 1.1746, decode.d0.loss_cls: 3.1856, decode.d0.loss_mask: 0.8360, decode.d0.loss_dice: 1.4268, decode.d1.loss_cls: 1.1766, decode.d1.loss_mask: 0.8184, decode.d1.loss_dice: 1.3002, decode.d2.loss_cls: 1.0537, decode.d2.loss_mask: 0.8108, decode.d2.loss_dice: 1.2382, decode.d3.loss_cls: 1.0248, decode.d3.loss_mask: 0.7968, decode.d3.loss_dice: 1.1959, decode.d4.loss_cls: 1.0041, decode.d4.loss_mask: 0.7933, decode.d4.loss_dice: 1.1837, decode.d5.loss_cls: 0.9759, decode.d5.loss_mask: 0.7977, decode.d5.loss_dice: 1.1851, decode.d6.loss_cls: 0.9868, decode.d6.loss_mask: 0.7901, decode.d6.loss_dice: 1.1662, decode.d7.loss_cls: 0.9767, decode.d7.loss_mask: 0.7884, decode.d7.loss_dice: 1.1710, decode.d8.loss_cls: 0.9668, decode.d8.loss_mask: 0.7892, decode.d8.loss_dice: 1.1767, loss: 32.5458, grad_norm: 125.3257 2023-11-26 14:44:57,593 - mmseg - INFO - Iter [24650/160000] lr: 3.227e-06, eta: 14:26:09, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9392, decode.loss_mask: 0.7685, decode.loss_dice: 1.1533, decode.d0.loss_cls: 3.1296, decode.d0.loss_mask: 0.8064, decode.d0.loss_dice: 1.3930, decode.d1.loss_cls: 1.1305, decode.d1.loss_mask: 0.8010, decode.d1.loss_dice: 1.2580, decode.d2.loss_cls: 1.0110, decode.d2.loss_mask: 0.7819, decode.d2.loss_dice: 1.2031, decode.d3.loss_cls: 0.9709, decode.d3.loss_mask: 0.7712, decode.d3.loss_dice: 1.1743, decode.d4.loss_cls: 0.9539, decode.d4.loss_mask: 0.7748, decode.d4.loss_dice: 1.1716, decode.d5.loss_cls: 0.9555, decode.d5.loss_mask: 0.7712, decode.d5.loss_dice: 1.1657, decode.d6.loss_cls: 0.9524, decode.d6.loss_mask: 0.7736, decode.d6.loss_dice: 1.1460, decode.d7.loss_cls: 0.9319, decode.d7.loss_mask: 0.7746, decode.d7.loss_dice: 1.1565, decode.d8.loss_cls: 0.9277, decode.d8.loss_mask: 0.7725, decode.d8.loss_dice: 1.1590, loss: 31.6791, grad_norm: 108.6342 2023-11-26 14:45:15,807 - mmseg - INFO - Iter [24700/160000] lr: 3.226e-06, eta: 14:25:45, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9492, decode.loss_mask: 0.7728, decode.loss_dice: 1.1885, decode.d0.loss_cls: 3.1241, decode.d0.loss_mask: 0.8190, decode.d0.loss_dice: 1.4172, decode.d1.loss_cls: 1.1235, decode.d1.loss_mask: 0.8096, decode.d1.loss_dice: 1.2981, decode.d2.loss_cls: 1.0202, decode.d2.loss_mask: 0.7860, decode.d2.loss_dice: 1.2353, decode.d3.loss_cls: 0.9921, decode.d3.loss_mask: 0.7805, decode.d3.loss_dice: 1.2077, decode.d4.loss_cls: 0.9713, decode.d4.loss_mask: 0.7802, decode.d4.loss_dice: 1.2072, decode.d5.loss_cls: 0.9581, decode.d5.loss_mask: 0.7756, decode.d5.loss_dice: 1.2007, decode.d6.loss_cls: 0.9463, decode.d6.loss_mask: 0.7796, decode.d6.loss_dice: 1.1809, decode.d7.loss_cls: 0.9467, decode.d7.loss_mask: 0.7730, decode.d7.loss_dice: 1.1905, decode.d8.loss_cls: 0.9456, decode.d8.loss_mask: 0.7719, decode.d8.loss_dice: 1.1895, loss: 32.1410, grad_norm: 117.0373 2023-11-26 14:45:33,940 - mmseg - INFO - Iter [24750/160000] lr: 3.225e-06, eta: 14:25:20, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9763, decode.loss_mask: 0.8300, decode.loss_dice: 1.1891, decode.d0.loss_cls: 3.0934, decode.d0.loss_mask: 0.8896, decode.d0.loss_dice: 1.4418, decode.d1.loss_cls: 1.1634, decode.d1.loss_mask: 0.8779, decode.d1.loss_dice: 1.3083, decode.d2.loss_cls: 1.0489, decode.d2.loss_mask: 0.8527, decode.d2.loss_dice: 1.2372, decode.d3.loss_cls: 1.0211, decode.d3.loss_mask: 0.8453, decode.d3.loss_dice: 1.1979, decode.d4.loss_cls: 1.0018, decode.d4.loss_mask: 0.8390, decode.d4.loss_dice: 1.1950, decode.d5.loss_cls: 0.9868, decode.d5.loss_mask: 0.8373, decode.d5.loss_dice: 1.1908, decode.d6.loss_cls: 0.9839, decode.d6.loss_mask: 0.8326, decode.d6.loss_dice: 1.1801, decode.d7.loss_cls: 0.9742, decode.d7.loss_mask: 0.8353, decode.d7.loss_dice: 1.1900, decode.d8.loss_cls: 0.9652, decode.d8.loss_mask: 0.8375, decode.d8.loss_dice: 1.1925, loss: 33.0151, grad_norm: 114.9009 2023-11-26 14:45:52,084 - mmseg - INFO - Iter [24800/160000] lr: 3.224e-06, eta: 14:24:55, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9563, decode.loss_mask: 0.8115, decode.loss_dice: 1.1766, decode.d0.loss_cls: 3.1422, decode.d0.loss_mask: 0.8641, decode.d0.loss_dice: 1.4089, decode.d1.loss_cls: 1.1366, decode.d1.loss_mask: 0.8493, decode.d1.loss_dice: 1.2808, decode.d2.loss_cls: 1.0166, decode.d2.loss_mask: 0.8289, decode.d2.loss_dice: 1.2308, decode.d3.loss_cls: 0.9992, decode.d3.loss_mask: 0.8207, decode.d3.loss_dice: 1.1993, decode.d4.loss_cls: 0.9756, decode.d4.loss_mask: 0.8184, decode.d4.loss_dice: 1.1960, decode.d5.loss_cls: 0.9620, decode.d5.loss_mask: 0.8135, decode.d5.loss_dice: 1.1948, decode.d6.loss_cls: 0.9642, decode.d6.loss_mask: 0.8117, decode.d6.loss_dice: 1.1873, decode.d7.loss_cls: 0.9517, decode.d7.loss_mask: 0.8112, decode.d7.loss_dice: 1.1861, decode.d8.loss_cls: 0.9514, decode.d8.loss_mask: 0.8147, decode.d8.loss_dice: 1.1830, loss: 32.5435, grad_norm: 121.5751 2023-11-26 14:46:10,378 - mmseg - INFO - Iter [24850/160000] lr: 3.223e-06, eta: 14:24:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9497, decode.loss_mask: 0.7580, decode.loss_dice: 1.1684, decode.d0.loss_cls: 3.1548, decode.d0.loss_mask: 0.8102, decode.d0.loss_dice: 1.4224, decode.d1.loss_cls: 1.1352, decode.d1.loss_mask: 0.8035, decode.d1.loss_dice: 1.2821, decode.d2.loss_cls: 1.0209, decode.d2.loss_mask: 0.7798, decode.d2.loss_dice: 1.2153, decode.d3.loss_cls: 0.9775, decode.d3.loss_mask: 0.7680, decode.d3.loss_dice: 1.1844, decode.d4.loss_cls: 0.9738, decode.d4.loss_mask: 0.7680, decode.d4.loss_dice: 1.1795, decode.d5.loss_cls: 0.9685, decode.d5.loss_mask: 0.7643, decode.d5.loss_dice: 1.1804, decode.d6.loss_cls: 0.9551, decode.d6.loss_mask: 0.7625, decode.d6.loss_dice: 1.1671, decode.d7.loss_cls: 0.9473, decode.d7.loss_mask: 0.7640, decode.d7.loss_dice: 1.1705, decode.d8.loss_cls: 0.9426, decode.d8.loss_mask: 0.7618, decode.d8.loss_dice: 1.1721, loss: 31.9077, grad_norm: 124.5417 2023-11-26 14:46:29,062 - mmseg - INFO - Iter [24900/160000] lr: 3.221e-06, eta: 14:24:09, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0061, decode.loss_mask: 0.7555, decode.loss_dice: 1.1797, decode.d0.loss_cls: 3.1974, decode.d0.loss_mask: 0.8015, decode.d0.loss_dice: 1.4374, decode.d1.loss_cls: 1.2182, decode.d1.loss_mask: 0.7939, decode.d1.loss_dice: 1.2997, decode.d2.loss_cls: 1.0855, decode.d2.loss_mask: 0.7764, decode.d2.loss_dice: 1.2446, decode.d3.loss_cls: 1.0491, decode.d3.loss_mask: 0.7633, decode.d3.loss_dice: 1.2018, decode.d4.loss_cls: 1.0368, decode.d4.loss_mask: 0.7649, decode.d4.loss_dice: 1.1966, decode.d5.loss_cls: 1.0313, decode.d5.loss_mask: 0.7589, decode.d5.loss_dice: 1.1836, decode.d6.loss_cls: 1.0121, decode.d6.loss_mask: 0.7552, decode.d6.loss_dice: 1.1779, decode.d7.loss_cls: 1.0014, decode.d7.loss_mask: 0.7533, decode.d7.loss_dice: 1.1807, decode.d8.loss_cls: 1.0037, decode.d8.loss_mask: 0.7547, decode.d8.loss_dice: 1.1796, loss: 32.6009, grad_norm: 114.4469 2023-11-26 14:46:47,452 - mmseg - INFO - Iter [24950/160000] lr: 3.220e-06, eta: 14:23:45, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9666, decode.loss_mask: 0.7962, decode.loss_dice: 1.1956, decode.d0.loss_cls: 3.1200, decode.d0.loss_mask: 0.8379, decode.d0.loss_dice: 1.4425, decode.d1.loss_cls: 1.1705, decode.d1.loss_mask: 0.8256, decode.d1.loss_dice: 1.3045, decode.d2.loss_cls: 1.0561, decode.d2.loss_mask: 0.8105, decode.d2.loss_dice: 1.2449, decode.d3.loss_cls: 1.0261, decode.d3.loss_mask: 0.8035, decode.d3.loss_dice: 1.2074, decode.d4.loss_cls: 1.0077, decode.d4.loss_mask: 0.8033, decode.d4.loss_dice: 1.2166, decode.d5.loss_cls: 0.9869, decode.d5.loss_mask: 0.8018, decode.d5.loss_dice: 1.2130, decode.d6.loss_cls: 0.9841, decode.d6.loss_mask: 0.7914, decode.d6.loss_dice: 1.2012, decode.d7.loss_cls: 0.9761, decode.d7.loss_mask: 0.7969, decode.d7.loss_dice: 1.1983, decode.d8.loss_cls: 0.9759, decode.d8.loss_mask: 0.7941, decode.d8.loss_dice: 1.1984, loss: 32.7538, grad_norm: 122.9284 2023-11-26 14:47:06,262 - mmseg - INFO - Saving checkpoint at 25000 iterations 2023-11-26 14:47:08,137 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:47:08,137 - mmseg - INFO - Iter [25000/160000] lr: 3.219e-06, eta: 14:23:34, time: 0.414, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9781, decode.loss_mask: 0.8008, decode.loss_dice: 1.1710, decode.d0.loss_cls: 3.1239, decode.d0.loss_mask: 0.8441, decode.d0.loss_dice: 1.4189, decode.d1.loss_cls: 1.1836, decode.d1.loss_mask: 0.8339, decode.d1.loss_dice: 1.2919, decode.d2.loss_cls: 1.0573, decode.d2.loss_mask: 0.8089, decode.d2.loss_dice: 1.2274, decode.d3.loss_cls: 1.0029, decode.d3.loss_mask: 0.8056, decode.d3.loss_dice: 1.1987, decode.d4.loss_cls: 0.9946, decode.d4.loss_mask: 0.8042, decode.d4.loss_dice: 1.1901, decode.d5.loss_cls: 0.9980, decode.d5.loss_mask: 0.7995, decode.d5.loss_dice: 1.1802, decode.d6.loss_cls: 0.9936, decode.d6.loss_mask: 0.7976, decode.d6.loss_dice: 1.1758, decode.d7.loss_cls: 0.9885, decode.d7.loss_mask: 0.8007, decode.d7.loss_dice: 1.1709, decode.d8.loss_cls: 0.9755, decode.d8.loss_mask: 0.8009, decode.d8.loss_dice: 1.1740, loss: 32.5912, grad_norm: 105.4113 2023-11-26 14:47:25,376 - mmseg - INFO - per class results: 2023-11-26 14:47:25,381 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 76.88 | 87.39 | | building | 81.65 | 90.25 | | sky | 94.29 | 97.38 | | floor | 81.48 | 89.31 | | tree | 75.32 | 87.02 | | ceiling | 82.99 | 93.2 | | road | 82.31 | 90.46 | | bed | 89.07 | 95.42 | | windowpane | 60.61 | 80.28 | | grass | 67.46 | 86.91 | | cabinet | 55.54 | 64.95 | | sidewalk | 60.65 | 78.82 | | person | 82.31 | 88.42 | | earth | 36.79 | 48.88 | | door | 48.36 | 59.33 | | table | 58.98 | 78.6 | | mountain | 62.48 | 74.09 | | plant | 55.78 | 70.16 | | curtain | 74.17 | 83.89 | | chair | 55.85 | 68.29 | | car | 85.5 | 92.26 | | water | 57.47 | 88.0 | | painting | 67.41 | 86.65 | | sofa | 67.31 | 85.82 | | shelf | 42.48 | 67.82 | | house | 23.18 | 27.1 | | sea | 58.62 | 63.9 | | mirror | 63.52 | 74.57 | | rug | 61.16 | 74.89 | | field | 26.27 | 40.95 | | armchair | 39.58 | 59.29 | | seat | 58.36 | 77.93 | | fence | 42.63 | 65.56 | | desk | 40.82 | 50.3 | | rock | 46.36 | 67.56 | | wardrobe | 47.47 | 61.04 | | lamp | 65.17 | 78.47 | | bathtub | 74.35 | 86.55 | | railing | 30.04 | 50.7 | | cushion | 59.46 | 73.2 | | base | 24.37 | 50.57 | | box | 23.23 | 35.57 | | column | 40.6 | 65.3 | | signboard | 38.15 | 55.95 | | chest of drawers | 33.24 | 77.37 | | counter | 35.78 | 42.42 | | sand | 32.92 | 45.55 | | sink | 75.6 | 81.2 | | skyscraper | 47.19 | 64.15 | | fireplace | 70.48 | 85.3 | | refrigerator | 63.37 | 80.34 | | grandstand | 35.42 | 66.75 | | path | 7.76 | 9.2 | | stairs | 13.82 | 16.97 | | runway | 60.5 | 85.96 | | case | 43.85 | 57.04 | | pool table | 94.36 | 96.78 | | pillow | 58.16 | 66.99 | | screen door | 49.26 | 90.81 | | stairway | 21.15 | 45.96 | | river | 8.05 | 8.87 | | bridge | 77.91 | 86.46 | | bookcase | 37.71 | 58.41 | | blind | 41.18 | 45.68 | | coffee table | 64.56 | 77.76 | | toilet | 85.15 | 90.46 | | flower | 34.87 | 47.12 | | book | 47.45 | 68.17 | | hill | 6.88 | 14.44 | | bench | 55.54 | 72.0 | | countertop | 54.4 | 66.98 | | stove | 72.52 | 87.61 | | palm | 52.1 | 69.39 | | kitchen island | 38.78 | 73.3 | | computer | 64.66 | 69.9 | | swivel chair | 44.02 | 63.51 | | boat | 43.88 | 47.29 | | bar | 27.54 | 33.17 | | arcade machine | 11.3 | 11.86 | | hovel | 12.02 | 13.95 | | bus | 91.14 | 96.31 | | towel | 73.28 | 83.11 | | light | 58.12 | 70.32 | | truck | 38.59 | 52.07 | | tower | 26.82 | 49.93 | | chandelier | 61.9 | 80.22 | | awning | 39.24 | 49.33 | | streetlight | 31.4 | 45.97 | | booth | 0.0 | 0.0 | | television receiver | 70.46 | 82.15 | | airplane | 60.7 | 65.32 | | dirt track | 12.79 | 19.1 | | apparel | 26.99 | 55.65 | | pole | 29.22 | 48.55 | | land | 2.97 | 3.84 | | bannister | 15.88 | 25.35 | | escalator | 4.37 | 4.46 | | ottoman | 54.66 | 73.12 | | bottle | 22.2 | 29.75 | | buffet | 46.16 | 61.11 | | poster | 19.98 | 26.94 | | stage | 11.77 | 24.14 | | van | 45.48 | 67.8 | | ship | 7.24 | 10.9 | | fountain | 6.83 | 7.84 | | conveyer belt | 39.08 | 65.8 | | canopy | 17.92 | 28.33 | | washer | 72.26 | 72.8 | | plaything | 21.67 | 29.67 | | swimming pool | 49.45 | 73.43 | | stool | 39.79 | 59.24 | | barrel | 55.69 | 64.77 | | basket | 32.0 | 60.79 | | waterfall | 38.86 | 66.32 | | tent | 86.26 | 97.84 | | bag | 14.94 | 20.67 | | minibike | 68.83 | 83.35 | | cradle | 65.4 | 78.99 | | oven | 27.95 | 46.74 | | ball | 38.52 | 72.98 | | food | 60.91 | 78.82 | | step | 15.55 | 19.26 | | tank | 30.5 | 30.59 | | trade name | 32.53 | 40.79 | | microwave | 71.35 | 81.09 | | pot | 34.93 | 43.15 | | animal | 63.35 | 72.81 | | bicycle | 60.93 | 80.58 | | lake | 0.0 | 0.0 | | dishwasher | 66.94 | 75.09 | | screen | 43.61 | 90.68 | | blanket | 11.02 | 13.24 | | sculpture | 60.36 | 86.61 | | hood | 56.99 | 60.98 | | sconce | 39.22 | 48.37 | | vase | 41.42 | 66.12 | | traffic light | 31.41 | 69.03 | | tray | 10.8 | 17.61 | | ashcan | 39.48 | 54.49 | | fan | 58.46 | 74.31 | | pier | 10.78 | 11.87 | | crt screen | 4.44 | 5.69 | | plate | 56.96 | 67.19 | | monitor | 8.01 | 11.65 | | bulletin board | 37.07 | 57.27 | | shower | 9.83 | 15.44 | | radiator | 70.19 | 78.44 | | glass | 18.85 | 24.56 | | clock | 31.67 | 44.98 | | flag | 47.24 | 54.99 | +---------------------+-------+-------+ 2023-11-26 14:47:25,381 - mmseg - INFO - Summary: 2023-11-26 14:47:25,382 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.12 | 45.61 | 58.95 | +-------+-------+-------+ 2023-11-26 14:47:25,418 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_20000.pth was removed 2023-11-26 14:47:26,881 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_25000.pth. 2023-11-26 14:47:26,881 - mmseg - INFO - Best mIoU is 0.4561 at 25000 iter. 2023-11-26 14:47:26,881 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:47:26,881 - mmseg - INFO - Iter(val) [250] aAcc: 0.8212, mIoU: 0.4561, mAcc: 0.5895, IoU.wall: 0.7688, IoU.building: 0.8165, IoU.sky: 0.9429, IoU.floor: 0.8148, IoU.tree: 0.7532, IoU.ceiling: 0.8299, IoU.road: 0.8231, IoU.bed : 0.8907, IoU.windowpane: 0.6061, IoU.grass: 0.6746, IoU.cabinet: 0.5554, IoU.sidewalk: 0.6065, IoU.person: 0.8231, IoU.earth: 0.3679, IoU.door: 0.4836, IoU.table: 0.5898, IoU.mountain: 0.6248, IoU.plant: 0.5578, IoU.curtain: 0.7417, IoU.chair: 0.5585, IoU.car: 0.8550, IoU.water: 0.5747, IoU.painting: 0.6741, IoU.sofa: 0.6731, IoU.shelf: 0.4248, IoU.house: 0.2318, IoU.sea: 0.5862, IoU.mirror: 0.6352, IoU.rug: 0.6116, IoU.field: 0.2627, IoU.armchair: 0.3958, IoU.seat: 0.5836, IoU.fence: 0.4263, IoU.desk: 0.4082, IoU.rock: 0.4636, IoU.wardrobe: 0.4747, IoU.lamp: 0.6517, IoU.bathtub: 0.7435, IoU.railing: 0.3004, IoU.cushion: 0.5946, IoU.base: 0.2437, IoU.box: 0.2323, IoU.column: 0.4060, IoU.signboard: 0.3815, IoU.chest of drawers: 0.3324, IoU.counter: 0.3578, IoU.sand: 0.3292, IoU.sink: 0.7560, IoU.skyscraper: 0.4719, IoU.fireplace: 0.7048, IoU.refrigerator: 0.6337, IoU.grandstand: 0.3542, IoU.path: 0.0776, IoU.stairs: 0.1382, IoU.runway: 0.6050, IoU.case: 0.4385, IoU.pool table: 0.9436, IoU.pillow: 0.5816, IoU.screen door: 0.4926, IoU.stairway: 0.2115, IoU.river: 0.0805, IoU.bridge: 0.7791, IoU.bookcase: 0.3771, IoU.blind: 0.4118, IoU.coffee table: 0.6456, IoU.toilet: 0.8515, IoU.flower: 0.3487, IoU.book: 0.4745, IoU.hill: 0.0688, IoU.bench: 0.5554, IoU.countertop: 0.5440, IoU.stove: 0.7252, IoU.palm: 0.5210, IoU.kitchen island: 0.3878, IoU.computer: 0.6466, IoU.swivel chair: 0.4402, IoU.boat: 0.4388, IoU.bar: 0.2754, IoU.arcade machine: 0.1130, IoU.hovel: 0.1202, IoU.bus: 0.9114, IoU.towel: 0.7328, IoU.light: 0.5812, IoU.truck: 0.3859, IoU.tower: 0.2682, IoU.chandelier: 0.6190, IoU.awning: 0.3924, IoU.streetlight: 0.3140, IoU.booth: 0.0000, IoU.television receiver: 0.7046, IoU.airplane: 0.6070, IoU.dirt track: 0.1279, IoU.apparel: 0.2699, IoU.pole: 0.2922, IoU.land: 0.0297, IoU.bannister: 0.1588, IoU.escalator: 0.0437, IoU.ottoman: 0.5466, IoU.bottle: 0.2220, IoU.buffet: 0.4616, IoU.poster: 0.1998, IoU.stage: 0.1177, IoU.van: 0.4548, IoU.ship: 0.0724, IoU.fountain: 0.0683, IoU.conveyer belt: 0.3908, IoU.canopy: 0.1792, IoU.washer: 0.7226, IoU.plaything: 0.2167, IoU.swimming pool: 0.4945, IoU.stool: 0.3979, IoU.barrel: 0.5569, IoU.basket: 0.3200, IoU.waterfall: 0.3886, IoU.tent: 0.8626, IoU.bag: 0.1494, IoU.minibike: 0.6883, IoU.cradle: 0.6540, IoU.oven: 0.2795, IoU.ball: 0.3852, IoU.food: 0.6091, IoU.step: 0.1555, IoU.tank: 0.3050, IoU.trade name: 0.3253, IoU.microwave: 0.7135, IoU.pot: 0.3493, IoU.animal: 0.6335, IoU.bicycle: 0.6093, IoU.lake: 0.0000, IoU.dishwasher: 0.6694, IoU.screen: 0.4361, IoU.blanket: 0.1102, IoU.sculpture: 0.6036, IoU.hood: 0.5699, IoU.sconce: 0.3922, IoU.vase: 0.4142, IoU.traffic light: 0.3141, IoU.tray: 0.1080, IoU.ashcan: 0.3948, IoU.fan: 0.5846, IoU.pier: 0.1078, IoU.crt screen: 0.0444, IoU.plate: 0.5696, IoU.monitor: 0.0801, IoU.bulletin board: 0.3707, IoU.shower: 0.0983, IoU.radiator: 0.7019, IoU.glass: 0.1885, IoU.clock: 0.3167, IoU.flag: 0.4724, Acc.wall: 0.8739, Acc.building: 0.9025, Acc.sky: 0.9738, Acc.floor: 0.8931, Acc.tree: 0.8702, Acc.ceiling: 0.9320, Acc.road: 0.9046, Acc.bed : 0.9542, Acc.windowpane: 0.8028, Acc.grass: 0.8691, Acc.cabinet: 0.6495, Acc.sidewalk: 0.7882, Acc.person: 0.8842, Acc.earth: 0.4888, Acc.door: 0.5933, Acc.table: 0.7860, Acc.mountain: 0.7409, Acc.plant: 0.7016, Acc.curtain: 0.8389, Acc.chair: 0.6829, Acc.car: 0.9226, Acc.water: 0.8800, Acc.painting: 0.8665, Acc.sofa: 0.8582, Acc.shelf: 0.6782, Acc.house: 0.2710, Acc.sea: 0.6390, Acc.mirror: 0.7457, Acc.rug: 0.7489, Acc.field: 0.4095, Acc.armchair: 0.5929, Acc.seat: 0.7793, Acc.fence: 0.6556, Acc.desk: 0.5030, Acc.rock: 0.6756, Acc.wardrobe: 0.6104, Acc.lamp: 0.7847, Acc.bathtub: 0.8655, Acc.railing: 0.5070, Acc.cushion: 0.7320, Acc.base: 0.5057, Acc.box: 0.3557, Acc.column: 0.6530, Acc.signboard: 0.5595, Acc.chest of drawers: 0.7737, Acc.counter: 0.4242, Acc.sand: 0.4555, Acc.sink: 0.8120, Acc.skyscraper: 0.6415, Acc.fireplace: 0.8530, Acc.refrigerator: 0.8034, Acc.grandstand: 0.6675, Acc.path: 0.0920, Acc.stairs: 0.1697, Acc.runway: 0.8596, Acc.case: 0.5704, Acc.pool table: 0.9678, Acc.pillow: 0.6699, Acc.screen door: 0.9081, Acc.stairway: 0.4596, Acc.river: 0.0887, Acc.bridge: 0.8646, Acc.bookcase: 0.5841, Acc.blind: 0.4568, Acc.coffee table: 0.7776, Acc.toilet: 0.9046, Acc.flower: 0.4712, Acc.book: 0.6817, Acc.hill: 0.1444, Acc.bench: 0.7200, Acc.countertop: 0.6698, Acc.stove: 0.8761, Acc.palm: 0.6939, Acc.kitchen island: 0.7330, Acc.computer: 0.6990, Acc.swivel chair: 0.6351, Acc.boat: 0.4729, Acc.bar: 0.3317, Acc.arcade machine: 0.1186, Acc.hovel: 0.1395, Acc.bus: 0.9631, Acc.towel: 0.8311, Acc.light: 0.7032, Acc.truck: 0.5207, Acc.tower: 0.4993, Acc.chandelier: 0.8022, Acc.awning: 0.4933, Acc.streetlight: 0.4597, Acc.booth: 0.0000, Acc.television receiver: 0.8215, Acc.airplane: 0.6532, Acc.dirt track: 0.1910, Acc.apparel: 0.5565, Acc.pole: 0.4855, Acc.land: 0.0384, Acc.bannister: 0.2535, Acc.escalator: 0.0446, Acc.ottoman: 0.7312, Acc.bottle: 0.2975, Acc.buffet: 0.6111, Acc.poster: 0.2694, Acc.stage: 0.2414, Acc.van: 0.6780, Acc.ship: 0.1090, Acc.fountain: 0.0784, Acc.conveyer belt: 0.6580, Acc.canopy: 0.2833, Acc.washer: 0.7280, Acc.plaything: 0.2967, Acc.swimming pool: 0.7343, Acc.stool: 0.5924, Acc.barrel: 0.6477, Acc.basket: 0.6079, Acc.waterfall: 0.6632, Acc.tent: 0.9784, Acc.bag: 0.2067, Acc.minibike: 0.8335, Acc.cradle: 0.7899, Acc.oven: 0.4674, Acc.ball: 0.7298, Acc.food: 0.7882, Acc.step: 0.1926, Acc.tank: 0.3059, Acc.trade name: 0.4079, Acc.microwave: 0.8109, Acc.pot: 0.4315, Acc.animal: 0.7281, Acc.bicycle: 0.8058, Acc.lake: 0.0000, Acc.dishwasher: 0.7509, Acc.screen: 0.9068, Acc.blanket: 0.1324, Acc.sculpture: 0.8661, Acc.hood: 0.6098, Acc.sconce: 0.4837, Acc.vase: 0.6612, Acc.traffic light: 0.6903, Acc.tray: 0.1761, Acc.ashcan: 0.5449, Acc.fan: 0.7431, Acc.pier: 0.1187, Acc.crt screen: 0.0569, Acc.plate: 0.6719, Acc.monitor: 0.1165, Acc.bulletin board: 0.5727, Acc.shower: 0.1544, Acc.radiator: 0.7844, Acc.glass: 0.2456, Acc.clock: 0.4498, Acc.flag: 0.5499 2023-11-26 14:47:45,230 - mmseg - INFO - Iter [25050/160000] lr: 3.218e-06, eta: 14:24:51, time: 0.742, data_time: 0.384, memory: 36416, decode.loss_cls: 0.9886, decode.loss_mask: 0.8033, decode.loss_dice: 1.2117, decode.d0.loss_cls: 3.1614, decode.d0.loss_mask: 0.8523, decode.d0.loss_dice: 1.4703, decode.d1.loss_cls: 1.1910, decode.d1.loss_mask: 0.8438, decode.d1.loss_dice: 1.3254, decode.d2.loss_cls: 1.0577, decode.d2.loss_mask: 0.8224, decode.d2.loss_dice: 1.2573, decode.d3.loss_cls: 1.0116, decode.d3.loss_mask: 0.8195, decode.d3.loss_dice: 1.2267, decode.d4.loss_cls: 0.9886, decode.d4.loss_mask: 0.8146, decode.d4.loss_dice: 1.2347, decode.d5.loss_cls: 0.9827, decode.d5.loss_mask: 0.8173, decode.d5.loss_dice: 1.2335, decode.d6.loss_cls: 0.9873, decode.d6.loss_mask: 0.8063, decode.d6.loss_dice: 1.2162, decode.d7.loss_cls: 0.9802, decode.d7.loss_mask: 0.8116, decode.d7.loss_dice: 1.2213, decode.d8.loss_cls: 0.9764, decode.d8.loss_mask: 0.8099, decode.d8.loss_dice: 1.2209, loss: 33.1443, grad_norm: 116.8798 2023-11-26 14:48:03,407 - mmseg - INFO - Iter [25100/160000] lr: 3.217e-06, eta: 14:24:26, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9643, decode.loss_mask: 0.8120, decode.loss_dice: 1.1920, decode.d0.loss_cls: 3.0927, decode.d0.loss_mask: 0.8518, decode.d0.loss_dice: 1.4364, decode.d1.loss_cls: 1.1225, decode.d1.loss_mask: 0.8632, decode.d1.loss_dice: 1.3101, decode.d2.loss_cls: 1.0323, decode.d2.loss_mask: 0.8358, decode.d2.loss_dice: 1.2427, decode.d3.loss_cls: 0.9891, decode.d3.loss_mask: 0.8213, decode.d3.loss_dice: 1.2170, decode.d4.loss_cls: 0.9797, decode.d4.loss_mask: 0.8164, decode.d4.loss_dice: 1.2121, decode.d5.loss_cls: 0.9709, decode.d5.loss_mask: 0.8164, decode.d5.loss_dice: 1.2134, decode.d6.loss_cls: 0.9646, decode.d6.loss_mask: 0.8139, decode.d6.loss_dice: 1.1951, decode.d7.loss_cls: 0.9629, decode.d7.loss_mask: 0.8129, decode.d7.loss_dice: 1.1967, decode.d8.loss_cls: 0.9686, decode.d8.loss_mask: 0.8140, decode.d8.loss_dice: 1.1962, loss: 32.7170, grad_norm: 115.7857 2023-11-26 14:48:21,666 - mmseg - INFO - Iter [25150/160000] lr: 3.216e-06, eta: 14:24:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9319, decode.loss_mask: 0.8128, decode.loss_dice: 1.1557, decode.d0.loss_cls: 3.0927, decode.d0.loss_mask: 0.8686, decode.d0.loss_dice: 1.4199, decode.d1.loss_cls: 1.1078, decode.d1.loss_mask: 0.8546, decode.d1.loss_dice: 1.2712, decode.d2.loss_cls: 1.0046, decode.d2.loss_mask: 0.8405, decode.d2.loss_dice: 1.2078, decode.d3.loss_cls: 0.9644, decode.d3.loss_mask: 0.8281, decode.d3.loss_dice: 1.1738, decode.d4.loss_cls: 0.9381, decode.d4.loss_mask: 0.8236, decode.d4.loss_dice: 1.1737, decode.d5.loss_cls: 0.9451, decode.d5.loss_mask: 0.8206, decode.d5.loss_dice: 1.1721, decode.d6.loss_cls: 0.9332, decode.d6.loss_mask: 0.8165, decode.d6.loss_dice: 1.1590, decode.d7.loss_cls: 0.9286, decode.d7.loss_mask: 0.8160, decode.d7.loss_dice: 1.1597, decode.d8.loss_cls: 0.9240, decode.d8.loss_mask: 0.8183, decode.d8.loss_dice: 1.1540, loss: 32.1168, grad_norm: 136.6535 2023-11-26 14:48:39,846 - mmseg - INFO - Iter [25200/160000] lr: 3.214e-06, eta: 14:23:37, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9299, decode.loss_mask: 0.7951, decode.loss_dice: 1.1831, decode.d0.loss_cls: 3.1275, decode.d0.loss_mask: 0.8410, decode.d0.loss_dice: 1.4149, decode.d1.loss_cls: 1.1247, decode.d1.loss_mask: 0.8238, decode.d1.loss_dice: 1.2843, decode.d2.loss_cls: 1.0249, decode.d2.loss_mask: 0.8043, decode.d2.loss_dice: 1.2329, decode.d3.loss_cls: 0.9756, decode.d3.loss_mask: 0.8014, decode.d3.loss_dice: 1.1947, decode.d4.loss_cls: 0.9507, decode.d4.loss_mask: 0.7970, decode.d4.loss_dice: 1.1989, decode.d5.loss_cls: 0.9415, decode.d5.loss_mask: 0.7962, decode.d5.loss_dice: 1.1992, decode.d6.loss_cls: 0.9318, decode.d6.loss_mask: 0.7999, decode.d6.loss_dice: 1.1916, decode.d7.loss_cls: 0.9335, decode.d7.loss_mask: 0.7993, decode.d7.loss_dice: 1.1906, decode.d8.loss_cls: 0.9324, decode.d8.loss_mask: 0.7966, decode.d8.loss_dice: 1.1843, loss: 32.2015, grad_norm: 113.3974 2023-11-26 14:48:58,133 - mmseg - INFO - Iter [25250/160000] lr: 3.213e-06, eta: 14:23:13, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9540, decode.loss_mask: 0.8098, decode.loss_dice: 1.2074, decode.d0.loss_cls: 3.1253, decode.d0.loss_mask: 0.8485, decode.d0.loss_dice: 1.4505, decode.d1.loss_cls: 1.1125, decode.d1.loss_mask: 0.8489, decode.d1.loss_dice: 1.3156, decode.d2.loss_cls: 1.0260, decode.d2.loss_mask: 0.8290, decode.d2.loss_dice: 1.2546, decode.d3.loss_cls: 0.9847, decode.d3.loss_mask: 0.8169, decode.d3.loss_dice: 1.2317, decode.d4.loss_cls: 0.9632, decode.d4.loss_mask: 0.8162, decode.d4.loss_dice: 1.2282, decode.d5.loss_cls: 0.9713, decode.d5.loss_mask: 0.8107, decode.d5.loss_dice: 1.2197, decode.d6.loss_cls: 0.9691, decode.d6.loss_mask: 0.8059, decode.d6.loss_dice: 1.2118, decode.d7.loss_cls: 0.9590, decode.d7.loss_mask: 0.8062, decode.d7.loss_dice: 1.2169, decode.d8.loss_cls: 0.9564, decode.d8.loss_mask: 0.8074, decode.d8.loss_dice: 1.2127, loss: 32.7702, grad_norm: 113.1647 2023-11-26 14:49:18,739 - mmseg - INFO - Iter [25300/160000] lr: 3.212e-06, eta: 14:23:01, time: 0.412, data_time: 0.056, memory: 36416, decode.loss_cls: 0.9285, decode.loss_mask: 0.7619, decode.loss_dice: 1.1279, decode.d0.loss_cls: 3.0804, decode.d0.loss_mask: 0.8039, decode.d0.loss_dice: 1.3566, decode.d1.loss_cls: 1.1190, decode.d1.loss_mask: 0.8046, decode.d1.loss_dice: 1.2372, decode.d2.loss_cls: 1.0045, decode.d2.loss_mask: 0.7785, decode.d2.loss_dice: 1.1760, decode.d3.loss_cls: 0.9699, decode.d3.loss_mask: 0.7741, decode.d3.loss_dice: 1.1458, decode.d4.loss_cls: 0.9497, decode.d4.loss_mask: 0.7695, decode.d4.loss_dice: 1.1517, decode.d5.loss_cls: 0.9458, decode.d5.loss_mask: 0.7682, decode.d5.loss_dice: 1.1467, decode.d6.loss_cls: 0.9395, decode.d6.loss_mask: 0.7621, decode.d6.loss_dice: 1.1324, decode.d7.loss_cls: 0.9289, decode.d7.loss_mask: 0.7668, decode.d7.loss_dice: 1.1373, decode.d8.loss_cls: 0.9216, decode.d8.loss_mask: 0.7628, decode.d8.loss_dice: 1.1325, loss: 31.2842, grad_norm: 107.1502 2023-11-26 14:49:37,424 - mmseg - INFO - Iter [25350/160000] lr: 3.211e-06, eta: 14:22:39, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9186, decode.loss_mask: 0.7785, decode.loss_dice: 1.1712, decode.d0.loss_cls: 3.0743, decode.d0.loss_mask: 0.8192, decode.d0.loss_dice: 1.4010, decode.d1.loss_cls: 1.0858, decode.d1.loss_mask: 0.8071, decode.d1.loss_dice: 1.2815, decode.d2.loss_cls: 0.9905, decode.d2.loss_mask: 0.7855, decode.d2.loss_dice: 1.2160, decode.d3.loss_cls: 0.9442, decode.d3.loss_mask: 0.7787, decode.d3.loss_dice: 1.1783, decode.d4.loss_cls: 0.9367, decode.d4.loss_mask: 0.7813, decode.d4.loss_dice: 1.1817, decode.d5.loss_cls: 0.9209, decode.d5.loss_mask: 0.7802, decode.d5.loss_dice: 1.1789, decode.d6.loss_cls: 0.9167, decode.d6.loss_mask: 0.7739, decode.d6.loss_dice: 1.1643, decode.d7.loss_cls: 0.9078, decode.d7.loss_mask: 0.7723, decode.d7.loss_dice: 1.1669, decode.d8.loss_cls: 0.9137, decode.d8.loss_mask: 0.7766, decode.d8.loss_dice: 1.1676, loss: 31.5699, grad_norm: 112.5240 2023-11-26 14:49:55,937 - mmseg - INFO - Iter [25400/160000] lr: 3.210e-06, eta: 14:22:16, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9644, decode.loss_mask: 0.8148, decode.loss_dice: 1.1845, decode.d0.loss_cls: 3.1128, decode.d0.loss_mask: 0.8684, decode.d0.loss_dice: 1.4452, decode.d1.loss_cls: 1.1744, decode.d1.loss_mask: 0.8554, decode.d1.loss_dice: 1.3076, decode.d2.loss_cls: 1.0497, decode.d2.loss_mask: 0.8332, decode.d2.loss_dice: 1.2604, decode.d3.loss_cls: 1.0174, decode.d3.loss_mask: 0.8192, decode.d3.loss_dice: 1.2231, decode.d4.loss_cls: 0.9902, decode.d4.loss_mask: 0.8168, decode.d4.loss_dice: 1.2175, decode.d5.loss_cls: 0.9802, decode.d5.loss_mask: 0.8205, decode.d5.loss_dice: 1.2182, decode.d6.loss_cls: 0.9813, decode.d6.loss_mask: 0.8143, decode.d6.loss_dice: 1.1961, decode.d7.loss_cls: 0.9632, decode.d7.loss_mask: 0.8153, decode.d7.loss_dice: 1.1970, decode.d8.loss_cls: 0.9573, decode.d8.loss_mask: 0.8204, decode.d8.loss_dice: 1.1953, loss: 32.9141, grad_norm: 119.6956 2023-11-26 14:50:14,406 - mmseg - INFO - Iter [25450/160000] lr: 3.208e-06, eta: 14:21:53, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9682, decode.loss_mask: 0.7677, decode.loss_dice: 1.1498, decode.d0.loss_cls: 3.1948, decode.d0.loss_mask: 0.8113, decode.d0.loss_dice: 1.3846, decode.d1.loss_cls: 1.1569, decode.d1.loss_mask: 0.8140, decode.d1.loss_dice: 1.2588, decode.d2.loss_cls: 1.0388, decode.d2.loss_mask: 0.7912, decode.d2.loss_dice: 1.1870, decode.d3.loss_cls: 0.9890, decode.d3.loss_mask: 0.7851, decode.d3.loss_dice: 1.1589, decode.d4.loss_cls: 0.9815, decode.d4.loss_mask: 0.7811, decode.d4.loss_dice: 1.1647, decode.d5.loss_cls: 0.9735, decode.d5.loss_mask: 0.7778, decode.d5.loss_dice: 1.1571, decode.d6.loss_cls: 0.9641, decode.d6.loss_mask: 0.7727, decode.d6.loss_dice: 1.1488, decode.d7.loss_cls: 0.9689, decode.d7.loss_mask: 0.7704, decode.d7.loss_dice: 1.1539, decode.d8.loss_cls: 0.9675, decode.d8.loss_mask: 0.7706, decode.d8.loss_dice: 1.1526, loss: 31.9616, grad_norm: 112.8296 2023-11-26 14:50:32,473 - mmseg - INFO - Iter [25500/160000] lr: 3.207e-06, eta: 14:21:28, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9196, decode.loss_mask: 0.7872, decode.loss_dice: 1.1996, decode.d0.loss_cls: 3.0735, decode.d0.loss_mask: 0.8320, decode.d0.loss_dice: 1.4362, decode.d1.loss_cls: 1.1053, decode.d1.loss_mask: 0.8238, decode.d1.loss_dice: 1.3122, decode.d2.loss_cls: 1.0077, decode.d2.loss_mask: 0.8055, decode.d2.loss_dice: 1.2499, decode.d3.loss_cls: 0.9624, decode.d3.loss_mask: 0.7959, decode.d3.loss_dice: 1.2179, decode.d4.loss_cls: 0.9378, decode.d4.loss_mask: 0.7889, decode.d4.loss_dice: 1.2143, decode.d5.loss_cls: 0.9262, decode.d5.loss_mask: 0.7934, decode.d5.loss_dice: 1.2135, decode.d6.loss_cls: 0.9239, decode.d6.loss_mask: 0.7827, decode.d6.loss_dice: 1.1920, decode.d7.loss_cls: 0.9150, decode.d7.loss_mask: 0.7871, decode.d7.loss_dice: 1.2015, decode.d8.loss_cls: 0.9204, decode.d8.loss_mask: 0.7856, decode.d8.loss_dice: 1.2038, loss: 32.1147, grad_norm: 109.4314 2023-11-26 14:50:50,690 - mmseg - INFO - Iter [25550/160000] lr: 3.206e-06, eta: 14:21:03, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9712, decode.loss_mask: 0.7906, decode.loss_dice: 1.1457, decode.d0.loss_cls: 3.1343, decode.d0.loss_mask: 0.8472, decode.d0.loss_dice: 1.3961, decode.d1.loss_cls: 1.1575, decode.d1.loss_mask: 0.8279, decode.d1.loss_dice: 1.2705, decode.d2.loss_cls: 1.0488, decode.d2.loss_mask: 0.8081, decode.d2.loss_dice: 1.2032, decode.d3.loss_cls: 0.9998, decode.d3.loss_mask: 0.7997, decode.d3.loss_dice: 1.1640, decode.d4.loss_cls: 0.9942, decode.d4.loss_mask: 0.7996, decode.d4.loss_dice: 1.1669, decode.d5.loss_cls: 0.9739, decode.d5.loss_mask: 0.7975, decode.d5.loss_dice: 1.1648, decode.d6.loss_cls: 0.9806, decode.d6.loss_mask: 0.7913, decode.d6.loss_dice: 1.1480, decode.d7.loss_cls: 0.9777, decode.d7.loss_mask: 0.7944, decode.d7.loss_dice: 1.1524, decode.d8.loss_cls: 0.9698, decode.d8.loss_mask: 0.7920, decode.d8.loss_dice: 1.1454, loss: 32.2129, grad_norm: 112.4659 2023-11-26 14:51:08,858 - mmseg - INFO - Iter [25600/160000] lr: 3.205e-06, eta: 14:20:38, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9727, decode.loss_mask: 0.7839, decode.loss_dice: 1.1804, decode.d0.loss_cls: 3.1211, decode.d0.loss_mask: 0.8375, decode.d0.loss_dice: 1.4173, decode.d1.loss_cls: 1.1691, decode.d1.loss_mask: 0.8215, decode.d1.loss_dice: 1.2987, decode.d2.loss_cls: 1.0633, decode.d2.loss_mask: 0.8062, decode.d2.loss_dice: 1.2313, decode.d3.loss_cls: 1.0321, decode.d3.loss_mask: 0.7919, decode.d3.loss_dice: 1.2025, decode.d4.loss_cls: 1.0061, decode.d4.loss_mask: 0.7945, decode.d4.loss_dice: 1.2049, decode.d5.loss_cls: 0.9940, decode.d5.loss_mask: 0.7939, decode.d5.loss_dice: 1.2005, decode.d6.loss_cls: 0.9826, decode.d6.loss_mask: 0.7889, decode.d6.loss_dice: 1.1859, decode.d7.loss_cls: 0.9732, decode.d7.loss_mask: 0.7864, decode.d7.loss_dice: 1.1930, decode.d8.loss_cls: 0.9686, decode.d8.loss_mask: 0.7861, decode.d8.loss_dice: 1.1943, loss: 32.5823, grad_norm: 113.2618 2023-11-26 14:51:27,148 - mmseg - INFO - Iter [25650/160000] lr: 3.204e-06, eta: 14:20:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0272, decode.loss_mask: 0.7731, decode.loss_dice: 1.1739, decode.d0.loss_cls: 3.1551, decode.d0.loss_mask: 0.8284, decode.d0.loss_dice: 1.4425, decode.d1.loss_cls: 1.1940, decode.d1.loss_mask: 0.8125, decode.d1.loss_dice: 1.3094, decode.d2.loss_cls: 1.0994, decode.d2.loss_mask: 0.7909, decode.d2.loss_dice: 1.2389, decode.d3.loss_cls: 1.0617, decode.d3.loss_mask: 0.7865, decode.d3.loss_dice: 1.1919, decode.d4.loss_cls: 1.0454, decode.d4.loss_mask: 0.7823, decode.d4.loss_dice: 1.1970, decode.d5.loss_cls: 1.0390, decode.d5.loss_mask: 0.7740, decode.d5.loss_dice: 1.1961, decode.d6.loss_cls: 1.0283, decode.d6.loss_mask: 0.7732, decode.d6.loss_dice: 1.1791, decode.d7.loss_cls: 1.0281, decode.d7.loss_mask: 0.7753, decode.d7.loss_dice: 1.1783, decode.d8.loss_cls: 1.0080, decode.d8.loss_mask: 0.7762, decode.d8.loss_dice: 1.1848, loss: 32.8503, grad_norm: 125.0148 2023-11-26 14:51:45,310 - mmseg - INFO - Iter [25700/160000] lr: 3.202e-06, eta: 14:19:50, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9536, decode.loss_mask: 0.7716, decode.loss_dice: 1.1346, decode.d0.loss_cls: 3.0869, decode.d0.loss_mask: 0.8393, decode.d0.loss_dice: 1.4010, decode.d1.loss_cls: 1.1539, decode.d1.loss_mask: 0.8124, decode.d1.loss_dice: 1.2592, decode.d2.loss_cls: 1.0357, decode.d2.loss_mask: 0.7835, decode.d2.loss_dice: 1.1877, decode.d3.loss_cls: 0.9964, decode.d3.loss_mask: 0.7778, decode.d3.loss_dice: 1.1537, decode.d4.loss_cls: 0.9760, decode.d4.loss_mask: 0.7750, decode.d4.loss_dice: 1.1537, decode.d5.loss_cls: 0.9745, decode.d5.loss_mask: 0.7749, decode.d5.loss_dice: 1.1516, decode.d6.loss_cls: 0.9468, decode.d6.loss_mask: 0.7759, decode.d6.loss_dice: 1.1408, decode.d7.loss_cls: 0.9511, decode.d7.loss_mask: 0.7753, decode.d7.loss_dice: 1.1385, decode.d8.loss_cls: 0.9539, decode.d8.loss_mask: 0.7726, decode.d8.loss_dice: 1.1362, loss: 31.7440, grad_norm: 112.6858 2023-11-26 14:52:03,730 - mmseg - INFO - Iter [25750/160000] lr: 3.201e-06, eta: 14:19:26, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9646, decode.loss_mask: 0.7958, decode.loss_dice: 1.1653, decode.d0.loss_cls: 3.0401, decode.d0.loss_mask: 0.8543, decode.d0.loss_dice: 1.4117, decode.d1.loss_cls: 1.1205, decode.d1.loss_mask: 0.8311, decode.d1.loss_dice: 1.2695, decode.d2.loss_cls: 1.0286, decode.d2.loss_mask: 0.8099, decode.d2.loss_dice: 1.2195, decode.d3.loss_cls: 0.9972, decode.d3.loss_mask: 0.8050, decode.d3.loss_dice: 1.1897, decode.d4.loss_cls: 0.9834, decode.d4.loss_mask: 0.8027, decode.d4.loss_dice: 1.1869, decode.d5.loss_cls: 0.9764, decode.d5.loss_mask: 0.7990, decode.d5.loss_dice: 1.1866, decode.d6.loss_cls: 0.9688, decode.d6.loss_mask: 0.7989, decode.d6.loss_dice: 1.1696, decode.d7.loss_cls: 0.9579, decode.d7.loss_mask: 0.8001, decode.d7.loss_dice: 1.1751, decode.d8.loss_cls: 0.9610, decode.d8.loss_mask: 0.7964, decode.d8.loss_dice: 1.1661, loss: 32.2318, grad_norm: 122.9418 2023-11-26 14:52:22,389 - mmseg - INFO - Iter [25800/160000] lr: 3.200e-06, eta: 14:19:04, time: 0.375, data_time: 0.011, memory: 36416, decode.loss_cls: 0.9652, decode.loss_mask: 0.7523, decode.loss_dice: 1.1620, decode.d0.loss_cls: 3.0857, decode.d0.loss_mask: 0.8122, decode.d0.loss_dice: 1.4092, decode.d1.loss_cls: 1.1410, decode.d1.loss_mask: 0.7989, decode.d1.loss_dice: 1.2759, decode.d2.loss_cls: 1.0324, decode.d2.loss_mask: 0.7754, decode.d2.loss_dice: 1.2148, decode.d3.loss_cls: 0.9913, decode.d3.loss_mask: 0.7640, decode.d3.loss_dice: 1.1818, decode.d4.loss_cls: 0.9809, decode.d4.loss_mask: 0.7660, decode.d4.loss_dice: 1.1808, decode.d5.loss_cls: 0.9797, decode.d5.loss_mask: 0.7602, decode.d5.loss_dice: 1.1758, decode.d6.loss_cls: 0.9690, decode.d6.loss_mask: 0.7536, decode.d6.loss_dice: 1.1600, decode.d7.loss_cls: 0.9691, decode.d7.loss_mask: 0.7540, decode.d7.loss_dice: 1.1579, decode.d8.loss_cls: 0.9582, decode.d8.loss_mask: 0.7528, decode.d8.loss_dice: 1.1588, loss: 31.8391, grad_norm: 113.9975 2023-11-26 14:52:40,537 - mmseg - INFO - Iter [25850/160000] lr: 3.199e-06, eta: 14:18:40, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9436, decode.loss_mask: 0.8113, decode.loss_dice: 1.1638, decode.d0.loss_cls: 3.0384, decode.d0.loss_mask: 0.8748, decode.d0.loss_dice: 1.4032, decode.d1.loss_cls: 1.1067, decode.d1.loss_mask: 0.8610, decode.d1.loss_dice: 1.2928, decode.d2.loss_cls: 1.0215, decode.d2.loss_mask: 0.8369, decode.d2.loss_dice: 1.2212, decode.d3.loss_cls: 0.9732, decode.d3.loss_mask: 0.8343, decode.d3.loss_dice: 1.1838, decode.d4.loss_cls: 0.9572, decode.d4.loss_mask: 0.8259, decode.d4.loss_dice: 1.1858, decode.d5.loss_cls: 0.9563, decode.d5.loss_mask: 0.8209, decode.d5.loss_dice: 1.1782, decode.d6.loss_cls: 0.9452, decode.d6.loss_mask: 0.8225, decode.d6.loss_dice: 1.1627, decode.d7.loss_cls: 0.9470, decode.d7.loss_mask: 0.8149, decode.d7.loss_dice: 1.1691, decode.d8.loss_cls: 0.9408, decode.d8.loss_mask: 0.8181, decode.d8.loss_dice: 1.1703, loss: 32.2811, grad_norm: 145.3737 2023-11-26 14:52:58,735 - mmseg - INFO - Iter [25900/160000] lr: 3.198e-06, eta: 14:18:15, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9255, decode.loss_mask: 0.7729, decode.loss_dice: 1.1570, decode.d0.loss_cls: 3.1550, decode.d0.loss_mask: 0.8290, decode.d0.loss_dice: 1.4016, decode.d1.loss_cls: 1.1198, decode.d1.loss_mask: 0.8207, decode.d1.loss_dice: 1.2818, decode.d2.loss_cls: 1.0063, decode.d2.loss_mask: 0.7980, decode.d2.loss_dice: 1.2161, decode.d3.loss_cls: 0.9673, decode.d3.loss_mask: 0.7790, decode.d3.loss_dice: 1.1763, decode.d4.loss_cls: 0.9491, decode.d4.loss_mask: 0.7747, decode.d4.loss_dice: 1.1742, decode.d5.loss_cls: 0.9491, decode.d5.loss_mask: 0.7749, decode.d5.loss_dice: 1.1748, decode.d6.loss_cls: 0.9358, decode.d6.loss_mask: 0.7696, decode.d6.loss_dice: 1.1603, decode.d7.loss_cls: 0.9219, decode.d7.loss_mask: 0.7716, decode.d7.loss_dice: 1.1656, decode.d8.loss_cls: 0.9127, decode.d8.loss_mask: 0.7759, decode.d8.loss_dice: 1.1629, loss: 31.7794, grad_norm: 116.2958 2023-11-26 14:53:16,862 - mmseg - INFO - Iter [25950/160000] lr: 3.196e-06, eta: 14:17:51, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9280, decode.loss_mask: 0.7737, decode.loss_dice: 1.1672, decode.d0.loss_cls: 3.0990, decode.d0.loss_mask: 0.8315, decode.d0.loss_dice: 1.4215, decode.d1.loss_cls: 1.1308, decode.d1.loss_mask: 0.8234, decode.d1.loss_dice: 1.3030, decode.d2.loss_cls: 1.0175, decode.d2.loss_mask: 0.8041, decode.d2.loss_dice: 1.2324, decode.d3.loss_cls: 0.9753, decode.d3.loss_mask: 0.7918, decode.d3.loss_dice: 1.1961, decode.d4.loss_cls: 0.9599, decode.d4.loss_mask: 0.7856, decode.d4.loss_dice: 1.1901, decode.d5.loss_cls: 0.9516, decode.d5.loss_mask: 0.7844, decode.d5.loss_dice: 1.1806, decode.d6.loss_cls: 0.9481, decode.d6.loss_mask: 0.7726, decode.d6.loss_dice: 1.1655, decode.d7.loss_cls: 0.9356, decode.d7.loss_mask: 0.7722, decode.d7.loss_dice: 1.1718, decode.d8.loss_cls: 0.9321, decode.d8.loss_mask: 0.7728, decode.d8.loss_dice: 1.1712, loss: 31.9894, grad_norm: 110.0220 2023-11-26 14:53:35,021 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 14:53:35,022 - mmseg - INFO - Iter [26000/160000] lr: 3.195e-06, eta: 14:17:26, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9521, decode.loss_mask: 0.8150, decode.loss_dice: 1.1682, decode.d0.loss_cls: 3.1206, decode.d0.loss_mask: 0.8552, decode.d0.loss_dice: 1.3924, decode.d1.loss_cls: 1.1314, decode.d1.loss_mask: 0.8522, decode.d1.loss_dice: 1.2691, decode.d2.loss_cls: 1.0109, decode.d2.loss_mask: 0.8361, decode.d2.loss_dice: 1.2256, decode.d3.loss_cls: 0.9878, decode.d3.loss_mask: 0.8199, decode.d3.loss_dice: 1.1912, decode.d4.loss_cls: 0.9721, decode.d4.loss_mask: 0.8207, decode.d4.loss_dice: 1.1869, decode.d5.loss_cls: 0.9727, decode.d5.loss_mask: 0.8173, decode.d5.loss_dice: 1.1758, decode.d6.loss_cls: 0.9682, decode.d6.loss_mask: 0.8149, decode.d6.loss_dice: 1.1713, decode.d7.loss_cls: 0.9533, decode.d7.loss_mask: 0.8175, decode.d7.loss_dice: 1.1704, decode.d8.loss_cls: 0.9572, decode.d8.loss_mask: 0.8121, decode.d8.loss_dice: 1.1752, loss: 32.4132, grad_norm: 128.2588 2023-11-26 14:53:54,496 - mmseg - INFO - Iter [26050/160000] lr: 3.194e-06, eta: 14:17:08, time: 0.389, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9592, decode.loss_mask: 0.7823, decode.loss_dice: 1.1744, decode.d0.loss_cls: 3.0800, decode.d0.loss_mask: 0.8350, decode.d0.loss_dice: 1.4240, decode.d1.loss_cls: 1.1448, decode.d1.loss_mask: 0.8271, decode.d1.loss_dice: 1.2931, decode.d2.loss_cls: 1.0339, decode.d2.loss_mask: 0.8082, decode.d2.loss_dice: 1.2305, decode.d3.loss_cls: 0.9946, decode.d3.loss_mask: 0.7944, decode.d3.loss_dice: 1.1946, decode.d4.loss_cls: 0.9886, decode.d4.loss_mask: 0.7930, decode.d4.loss_dice: 1.1893, decode.d5.loss_cls: 0.9797, decode.d5.loss_mask: 0.7908, decode.d5.loss_dice: 1.1910, decode.d6.loss_cls: 0.9763, decode.d6.loss_mask: 0.7848, decode.d6.loss_dice: 1.1769, decode.d7.loss_cls: 0.9651, decode.d7.loss_mask: 0.7840, decode.d7.loss_dice: 1.1728, decode.d8.loss_cls: 0.9627, decode.d8.loss_mask: 0.7832, decode.d8.loss_dice: 1.1781, loss: 32.2920, grad_norm: 123.2950 2023-11-26 14:54:12,771 - mmseg - INFO - Iter [26100/160000] lr: 3.193e-06, eta: 14:16:44, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9483, decode.loss_mask: 0.7936, decode.loss_dice: 1.1900, decode.d0.loss_cls: 3.0911, decode.d0.loss_mask: 0.8395, decode.d0.loss_dice: 1.4222, decode.d1.loss_cls: 1.1422, decode.d1.loss_mask: 0.8323, decode.d1.loss_dice: 1.3171, decode.d2.loss_cls: 1.0358, decode.d2.loss_mask: 0.8165, decode.d2.loss_dice: 1.2483, decode.d3.loss_cls: 0.9872, decode.d3.loss_mask: 0.8092, decode.d3.loss_dice: 1.2096, decode.d4.loss_cls: 0.9733, decode.d4.loss_mask: 0.7993, decode.d4.loss_dice: 1.2031, decode.d5.loss_cls: 0.9738, decode.d5.loss_mask: 0.7997, decode.d5.loss_dice: 1.1976, decode.d6.loss_cls: 0.9669, decode.d6.loss_mask: 0.7994, decode.d6.loss_dice: 1.1907, decode.d7.loss_cls: 0.9494, decode.d7.loss_mask: 0.8028, decode.d7.loss_dice: 1.2053, decode.d8.loss_cls: 0.9557, decode.d8.loss_mask: 0.7983, decode.d8.loss_dice: 1.1966, loss: 32.4947, grad_norm: 128.3356 2023-11-26 14:54:31,120 - mmseg - INFO - Iter [26150/160000] lr: 3.192e-06, eta: 14:16:21, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9248, decode.loss_mask: 0.7703, decode.loss_dice: 1.1650, decode.d0.loss_cls: 3.1556, decode.d0.loss_mask: 0.8124, decode.d0.loss_dice: 1.4010, decode.d1.loss_cls: 1.1218, decode.d1.loss_mask: 0.8008, decode.d1.loss_dice: 1.2612, decode.d2.loss_cls: 1.0041, decode.d2.loss_mask: 0.7791, decode.d2.loss_dice: 1.2101, decode.d3.loss_cls: 0.9635, decode.d3.loss_mask: 0.7773, decode.d3.loss_dice: 1.1794, decode.d4.loss_cls: 0.9387, decode.d4.loss_mask: 0.7734, decode.d4.loss_dice: 1.1819, decode.d5.loss_cls: 0.9429, decode.d5.loss_mask: 0.7704, decode.d5.loss_dice: 1.1722, decode.d6.loss_cls: 0.9312, decode.d6.loss_mask: 0.7657, decode.d6.loss_dice: 1.1639, decode.d7.loss_cls: 0.9251, decode.d7.loss_mask: 0.7654, decode.d7.loss_dice: 1.1729, decode.d8.loss_cls: 0.9221, decode.d8.loss_mask: 0.7659, decode.d8.loss_dice: 1.1750, loss: 31.6933, grad_norm: 133.1587 2023-11-26 14:54:50,116 - mmseg - INFO - Iter [26200/160000] lr: 3.190e-06, eta: 14:16:01, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9394, decode.loss_mask: 0.7797, decode.loss_dice: 1.1646, decode.d0.loss_cls: 3.1082, decode.d0.loss_mask: 0.8244, decode.d0.loss_dice: 1.4042, decode.d1.loss_cls: 1.1236, decode.d1.loss_mask: 0.8199, decode.d1.loss_dice: 1.2830, decode.d2.loss_cls: 1.0079, decode.d2.loss_mask: 0.8017, decode.d2.loss_dice: 1.2204, decode.d3.loss_cls: 0.9730, decode.d3.loss_mask: 0.7942, decode.d3.loss_dice: 1.1842, decode.d4.loss_cls: 0.9672, decode.d4.loss_mask: 0.7897, decode.d4.loss_dice: 1.1846, decode.d5.loss_cls: 0.9545, decode.d5.loss_mask: 0.7854, decode.d5.loss_dice: 1.1753, decode.d6.loss_cls: 0.9405, decode.d6.loss_mask: 0.7845, decode.d6.loss_dice: 1.1622, decode.d7.loss_cls: 0.9422, decode.d7.loss_mask: 0.7795, decode.d7.loss_dice: 1.1696, decode.d8.loss_cls: 0.9315, decode.d8.loss_mask: 0.7772, decode.d8.loss_dice: 1.1643, loss: 31.9367, grad_norm: 113.6728 2023-11-26 14:55:08,495 - mmseg - INFO - Iter [26250/160000] lr: 3.189e-06, eta: 14:15:37, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9729, decode.loss_mask: 0.8095, decode.loss_dice: 1.1714, decode.d0.loss_cls: 3.0958, decode.d0.loss_mask: 0.8681, decode.d0.loss_dice: 1.4311, decode.d1.loss_cls: 1.1509, decode.d1.loss_mask: 0.8519, decode.d1.loss_dice: 1.2802, decode.d2.loss_cls: 1.0361, decode.d2.loss_mask: 0.8282, decode.d2.loss_dice: 1.2310, decode.d3.loss_cls: 1.0082, decode.d3.loss_mask: 0.8152, decode.d3.loss_dice: 1.1970, decode.d4.loss_cls: 1.0008, decode.d4.loss_mask: 0.8152, decode.d4.loss_dice: 1.1935, decode.d5.loss_cls: 0.9856, decode.d5.loss_mask: 0.8144, decode.d5.loss_dice: 1.1909, decode.d6.loss_cls: 0.9835, decode.d6.loss_mask: 0.8163, decode.d6.loss_dice: 1.1730, decode.d7.loss_cls: 0.9693, decode.d7.loss_mask: 0.8119, decode.d7.loss_dice: 1.1675, decode.d8.loss_cls: 0.9718, decode.d8.loss_mask: 0.8094, decode.d8.loss_dice: 1.1737, loss: 32.6245, grad_norm: 133.9350 2023-11-26 14:55:26,832 - mmseg - INFO - Iter [26300/160000] lr: 3.188e-06, eta: 14:15:14, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 1.0167, decode.loss_mask: 0.8061, decode.loss_dice: 1.2177, decode.d0.loss_cls: 3.1891, decode.d0.loss_mask: 0.8499, decode.d0.loss_dice: 1.4669, decode.d1.loss_cls: 1.2066, decode.d1.loss_mask: 0.8447, decode.d1.loss_dice: 1.3434, decode.d2.loss_cls: 1.0993, decode.d2.loss_mask: 0.8249, decode.d2.loss_dice: 1.2683, decode.d3.loss_cls: 1.0577, decode.d3.loss_mask: 0.8169, decode.d3.loss_dice: 1.2404, decode.d4.loss_cls: 1.0370, decode.d4.loss_mask: 0.8177, decode.d4.loss_dice: 1.2396, decode.d5.loss_cls: 1.0332, decode.d5.loss_mask: 0.8134, decode.d5.loss_dice: 1.2327, decode.d6.loss_cls: 1.0193, decode.d6.loss_mask: 0.8208, decode.d6.loss_dice: 1.2157, decode.d7.loss_cls: 1.0175, decode.d7.loss_mask: 0.8134, decode.d7.loss_dice: 1.2204, decode.d8.loss_cls: 1.0204, decode.d8.loss_mask: 0.8070, decode.d8.loss_dice: 1.2219, loss: 33.5786, grad_norm: 134.2739 2023-11-26 14:55:45,609 - mmseg - INFO - Iter [26350/160000] lr: 3.187e-06, eta: 14:14:52, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9431, decode.loss_mask: 0.7787, decode.loss_dice: 1.1583, decode.d0.loss_cls: 3.0903, decode.d0.loss_mask: 0.8216, decode.d0.loss_dice: 1.4030, decode.d1.loss_cls: 1.1232, decode.d1.loss_mask: 0.8143, decode.d1.loss_dice: 1.2767, decode.d2.loss_cls: 1.0222, decode.d2.loss_mask: 0.7936, decode.d2.loss_dice: 1.2144, decode.d3.loss_cls: 0.9867, decode.d3.loss_mask: 0.7845, decode.d3.loss_dice: 1.1838, decode.d4.loss_cls: 0.9749, decode.d4.loss_mask: 0.7833, decode.d4.loss_dice: 1.1845, decode.d5.loss_cls: 0.9610, decode.d5.loss_mask: 0.7771, decode.d5.loss_dice: 1.1780, decode.d6.loss_cls: 0.9507, decode.d6.loss_mask: 0.7731, decode.d6.loss_dice: 1.1680, decode.d7.loss_cls: 0.9500, decode.d7.loss_mask: 0.7691, decode.d7.loss_dice: 1.1700, decode.d8.loss_cls: 0.9501, decode.d8.loss_mask: 0.7731, decode.d8.loss_dice: 1.1547, loss: 31.9120, grad_norm: 112.5352 2023-11-26 14:56:06,231 - mmseg - INFO - Iter [26400/160000] lr: 3.186e-06, eta: 14:14:40, time: 0.412, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9834, decode.loss_mask: 0.7599, decode.loss_dice: 1.1705, decode.d0.loss_cls: 3.1104, decode.d0.loss_mask: 0.8172, decode.d0.loss_dice: 1.4307, decode.d1.loss_cls: 1.1488, decode.d1.loss_mask: 0.8041, decode.d1.loss_dice: 1.2869, decode.d2.loss_cls: 1.0328, decode.d2.loss_mask: 0.7816, decode.d2.loss_dice: 1.2219, decode.d3.loss_cls: 1.0013, decode.d3.loss_mask: 0.7719, decode.d3.loss_dice: 1.1881, decode.d4.loss_cls: 0.9898, decode.d4.loss_mask: 0.7690, decode.d4.loss_dice: 1.1822, decode.d5.loss_cls: 0.9774, decode.d5.loss_mask: 0.7742, decode.d5.loss_dice: 1.1860, decode.d6.loss_cls: 0.9650, decode.d6.loss_mask: 0.7692, decode.d6.loss_dice: 1.1648, decode.d7.loss_cls: 0.9692, decode.d7.loss_mask: 0.7632, decode.d7.loss_dice: 1.1752, decode.d8.loss_cls: 0.9739, decode.d8.loss_mask: 0.7607, decode.d8.loss_dice: 1.1715, loss: 32.1007, grad_norm: 118.5592 2023-11-26 14:56:26,820 - mmseg - INFO - Iter [26450/160000] lr: 3.185e-06, eta: 14:14:28, time: 0.412, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9566, decode.loss_mask: 0.7589, decode.loss_dice: 1.1551, decode.d0.loss_cls: 3.1017, decode.d0.loss_mask: 0.8149, decode.d0.loss_dice: 1.4108, decode.d1.loss_cls: 1.1233, decode.d1.loss_mask: 0.8014, decode.d1.loss_dice: 1.2765, decode.d2.loss_cls: 1.0329, decode.d2.loss_mask: 0.7773, decode.d2.loss_dice: 1.2161, decode.d3.loss_cls: 0.9873, decode.d3.loss_mask: 0.7705, decode.d3.loss_dice: 1.1689, decode.d4.loss_cls: 0.9739, decode.d4.loss_mask: 0.7705, decode.d4.loss_dice: 1.1781, decode.d5.loss_cls: 0.9712, decode.d5.loss_mask: 0.7649, decode.d5.loss_dice: 1.1728, decode.d6.loss_cls: 0.9647, decode.d6.loss_mask: 0.7617, decode.d6.loss_dice: 1.1582, decode.d7.loss_cls: 0.9517, decode.d7.loss_mask: 0.7640, decode.d7.loss_dice: 1.1656, decode.d8.loss_cls: 0.9569, decode.d8.loss_mask: 0.7621, decode.d8.loss_dice: 1.1609, loss: 31.8292, grad_norm: 113.5474 2023-11-26 14:56:47,195 - mmseg - INFO - Iter [26500/160000] lr: 3.183e-06, eta: 14:14:15, time: 0.407, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9011, decode.loss_mask: 0.7663, decode.loss_dice: 1.1500, decode.d0.loss_cls: 3.1010, decode.d0.loss_mask: 0.8034, decode.d0.loss_dice: 1.3812, decode.d1.loss_cls: 1.0712, decode.d1.loss_mask: 0.8040, decode.d1.loss_dice: 1.2600, decode.d2.loss_cls: 0.9707, decode.d2.loss_mask: 0.7841, decode.d2.loss_dice: 1.1954, decode.d3.loss_cls: 0.9356, decode.d3.loss_mask: 0.7764, decode.d3.loss_dice: 1.1637, decode.d4.loss_cls: 0.9227, decode.d4.loss_mask: 0.7760, decode.d4.loss_dice: 1.1599, decode.d5.loss_cls: 0.9174, decode.d5.loss_mask: 0.7705, decode.d5.loss_dice: 1.1592, decode.d6.loss_cls: 0.9097, decode.d6.loss_mask: 0.7676, decode.d6.loss_dice: 1.1459, decode.d7.loss_cls: 0.9062, decode.d7.loss_mask: 0.7665, decode.d7.loss_dice: 1.1441, decode.d8.loss_cls: 0.9006, decode.d8.loss_mask: 0.7695, decode.d8.loss_dice: 1.1522, loss: 31.2320, grad_norm: 120.4281 2023-11-26 14:57:08,322 - mmseg - INFO - Iter [26550/160000] lr: 3.182e-06, eta: 14:14:06, time: 0.423, data_time: 0.054, memory: 36416, decode.loss_cls: 0.9610, decode.loss_mask: 0.7896, decode.loss_dice: 1.1535, decode.d0.loss_cls: 3.1200, decode.d0.loss_mask: 0.8493, decode.d0.loss_dice: 1.3931, decode.d1.loss_cls: 1.1484, decode.d1.loss_mask: 0.8299, decode.d1.loss_dice: 1.2692, decode.d2.loss_cls: 1.0378, decode.d2.loss_mask: 0.8049, decode.d2.loss_dice: 1.1999, decode.d3.loss_cls: 0.9931, decode.d3.loss_mask: 0.7963, decode.d3.loss_dice: 1.1611, decode.d4.loss_cls: 0.9770, decode.d4.loss_mask: 0.7935, decode.d4.loss_dice: 1.1680, decode.d5.loss_cls: 0.9746, decode.d5.loss_mask: 0.7898, decode.d5.loss_dice: 1.1638, decode.d6.loss_cls: 0.9609, decode.d6.loss_mask: 0.7925, decode.d6.loss_dice: 1.1523, decode.d7.loss_cls: 0.9609, decode.d7.loss_mask: 0.7908, decode.d7.loss_dice: 1.1555, decode.d8.loss_cls: 0.9622, decode.d8.loss_mask: 0.7916, decode.d8.loss_dice: 1.1527, loss: 32.0932, grad_norm: 130.3757 2023-11-26 14:57:29,575 - mmseg - INFO - Iter [26600/160000] lr: 3.181e-06, eta: 14:13:57, time: 0.425, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9110, decode.loss_mask: 0.7357, decode.loss_dice: 1.1525, decode.d0.loss_cls: 3.0645, decode.d0.loss_mask: 0.7808, decode.d0.loss_dice: 1.3883, decode.d1.loss_cls: 1.0849, decode.d1.loss_mask: 0.7666, decode.d1.loss_dice: 1.2753, decode.d2.loss_cls: 0.9857, decode.d2.loss_mask: 0.7519, decode.d2.loss_dice: 1.2094, decode.d3.loss_cls: 0.9452, decode.d3.loss_mask: 0.7421, decode.d3.loss_dice: 1.1693, decode.d4.loss_cls: 0.9341, decode.d4.loss_mask: 0.7458, decode.d4.loss_dice: 1.1732, decode.d5.loss_cls: 0.9286, decode.d5.loss_mask: 0.7462, decode.d5.loss_dice: 1.1636, decode.d6.loss_cls: 0.9189, decode.d6.loss_mask: 0.7401, decode.d6.loss_dice: 1.1508, decode.d7.loss_cls: 0.9101, decode.d7.loss_mask: 0.7364, decode.d7.loss_dice: 1.1539, decode.d8.loss_cls: 0.9172, decode.d8.loss_mask: 0.7392, decode.d8.loss_dice: 1.1560, loss: 31.0771, grad_norm: 107.5612 2023-11-26 14:57:50,301 - mmseg - INFO - Iter [26650/160000] lr: 3.180e-06, eta: 14:13:45, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9305, decode.loss_mask: 0.7708, decode.loss_dice: 1.1298, decode.d0.loss_cls: 3.0387, decode.d0.loss_mask: 0.8266, decode.d0.loss_dice: 1.3870, decode.d1.loss_cls: 1.1291, decode.d1.loss_mask: 0.8173, decode.d1.loss_dice: 1.2596, decode.d2.loss_cls: 1.0158, decode.d2.loss_mask: 0.7946, decode.d2.loss_dice: 1.1924, decode.d3.loss_cls: 0.9780, decode.d3.loss_mask: 0.7789, decode.d3.loss_dice: 1.1555, decode.d4.loss_cls: 0.9479, decode.d4.loss_mask: 0.7802, decode.d4.loss_dice: 1.1597, decode.d5.loss_cls: 0.9421, decode.d5.loss_mask: 0.7776, decode.d5.loss_dice: 1.1462, decode.d6.loss_cls: 0.9414, decode.d6.loss_mask: 0.7689, decode.d6.loss_dice: 1.1332, decode.d7.loss_cls: 0.9305, decode.d7.loss_mask: 0.7673, decode.d7.loss_dice: 1.1349, decode.d8.loss_cls: 0.9323, decode.d8.loss_mask: 0.7652, decode.d8.loss_dice: 1.1324, loss: 31.4644, grad_norm: 120.6326 2023-11-26 14:58:09,518 - mmseg - INFO - Iter [26700/160000] lr: 3.179e-06, eta: 14:13:26, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9236, decode.loss_mask: 0.7832, decode.loss_dice: 1.1637, decode.d0.loss_cls: 3.0009, decode.d0.loss_mask: 0.8532, decode.d0.loss_dice: 1.4108, decode.d1.loss_cls: 1.0993, decode.d1.loss_mask: 0.8328, decode.d1.loss_dice: 1.2801, decode.d2.loss_cls: 1.0021, decode.d2.loss_mask: 0.8052, decode.d2.loss_dice: 1.2092, decode.d3.loss_cls: 0.9561, decode.d3.loss_mask: 0.7939, decode.d3.loss_dice: 1.1769, decode.d4.loss_cls: 0.9438, decode.d4.loss_mask: 0.7953, decode.d4.loss_dice: 1.1747, decode.d5.loss_cls: 0.9397, decode.d5.loss_mask: 0.7881, decode.d5.loss_dice: 1.1711, decode.d6.loss_cls: 0.9376, decode.d6.loss_mask: 0.7831, decode.d6.loss_dice: 1.1510, decode.d7.loss_cls: 0.9220, decode.d7.loss_mask: 0.7881, decode.d7.loss_dice: 1.1607, decode.d8.loss_cls: 0.9147, decode.d8.loss_mask: 0.7868, decode.d8.loss_dice: 1.1683, loss: 31.7159, grad_norm: 113.5652 2023-11-26 14:58:27,737 - mmseg - INFO - Iter [26750/160000] lr: 3.177e-06, eta: 14:13:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9600, decode.loss_mask: 0.7930, decode.loss_dice: 1.1571, decode.d0.loss_cls: 3.0776, decode.d0.loss_mask: 0.8465, decode.d0.loss_dice: 1.4011, decode.d1.loss_cls: 1.1262, decode.d1.loss_mask: 0.8360, decode.d1.loss_dice: 1.2702, decode.d2.loss_cls: 1.0117, decode.d2.loss_mask: 0.8070, decode.d2.loss_dice: 1.2070, decode.d3.loss_cls: 0.9877, decode.d3.loss_mask: 0.7993, decode.d3.loss_dice: 1.1737, decode.d4.loss_cls: 0.9722, decode.d4.loss_mask: 0.7994, decode.d4.loss_dice: 1.1692, decode.d5.loss_cls: 0.9490, decode.d5.loss_mask: 0.7956, decode.d5.loss_dice: 1.1695, decode.d6.loss_cls: 0.9569, decode.d6.loss_mask: 0.7908, decode.d6.loss_dice: 1.1539, decode.d7.loss_cls: 0.9644, decode.d7.loss_mask: 0.7921, decode.d7.loss_dice: 1.1548, decode.d8.loss_cls: 0.9534, decode.d8.loss_mask: 0.7893, decode.d8.loss_dice: 1.1564, loss: 32.0208, grad_norm: 113.1210 2023-11-26 14:58:47,127 - mmseg - INFO - Iter [26800/160000] lr: 3.176e-06, eta: 14:12:43, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9209, decode.loss_mask: 0.7811, decode.loss_dice: 1.1530, decode.d0.loss_cls: 3.0610, decode.d0.loss_mask: 0.8331, decode.d0.loss_dice: 1.4068, decode.d1.loss_cls: 1.1080, decode.d1.loss_mask: 0.8152, decode.d1.loss_dice: 1.2794, decode.d2.loss_cls: 0.9945, decode.d2.loss_mask: 0.7942, decode.d2.loss_dice: 1.2095, decode.d3.loss_cls: 0.9508, decode.d3.loss_mask: 0.7883, decode.d3.loss_dice: 1.1749, decode.d4.loss_cls: 0.9417, decode.d4.loss_mask: 0.7810, decode.d4.loss_dice: 1.1696, decode.d5.loss_cls: 0.9361, decode.d5.loss_mask: 0.7796, decode.d5.loss_dice: 1.1667, decode.d6.loss_cls: 0.9221, decode.d6.loss_mask: 0.7839, decode.d6.loss_dice: 1.1566, decode.d7.loss_cls: 0.9215, decode.d7.loss_mask: 0.7815, decode.d7.loss_dice: 1.1583, decode.d8.loss_cls: 0.9193, decode.d8.loss_mask: 0.7787, decode.d8.loss_dice: 1.1526, loss: 31.6196, grad_norm: 119.5989 2023-11-26 14:59:05,356 - mmseg - INFO - Iter [26850/160000] lr: 3.175e-06, eta: 14:12:19, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9423, decode.loss_mask: 0.8004, decode.loss_dice: 1.1984, decode.d0.loss_cls: 3.0921, decode.d0.loss_mask: 0.8486, decode.d0.loss_dice: 1.4309, decode.d1.loss_cls: 1.1229, decode.d1.loss_mask: 0.8400, decode.d1.loss_dice: 1.3089, decode.d2.loss_cls: 1.0384, decode.d2.loss_mask: 0.8132, decode.d2.loss_dice: 1.2444, decode.d3.loss_cls: 0.9873, decode.d3.loss_mask: 0.8052, decode.d3.loss_dice: 1.2129, decode.d4.loss_cls: 0.9783, decode.d4.loss_mask: 0.8031, decode.d4.loss_dice: 1.2066, decode.d5.loss_cls: 0.9722, decode.d5.loss_mask: 0.8014, decode.d5.loss_dice: 1.2054, decode.d6.loss_cls: 0.9511, decode.d6.loss_mask: 0.8001, decode.d6.loss_dice: 1.1898, decode.d7.loss_cls: 0.9450, decode.d7.loss_mask: 0.7996, decode.d7.loss_dice: 1.1924, decode.d8.loss_cls: 0.9512, decode.d8.loss_mask: 0.7983, decode.d8.loss_dice: 1.1960, loss: 32.4764, grad_norm: 115.1000 2023-11-26 14:59:23,701 - mmseg - INFO - Iter [26900/160000] lr: 3.174e-06, eta: 14:11:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9562, decode.loss_mask: 0.7686, decode.loss_dice: 1.1672, decode.d0.loss_cls: 3.1263, decode.d0.loss_mask: 0.8343, decode.d0.loss_dice: 1.4306, decode.d1.loss_cls: 1.1366, decode.d1.loss_mask: 0.8087, decode.d1.loss_dice: 1.2877, decode.d2.loss_cls: 1.0402, decode.d2.loss_mask: 0.7946, decode.d2.loss_dice: 1.2313, decode.d3.loss_cls: 1.0002, decode.d3.loss_mask: 0.7835, decode.d3.loss_dice: 1.1920, decode.d4.loss_cls: 0.9833, decode.d4.loss_mask: 0.7769, decode.d4.loss_dice: 1.1915, decode.d5.loss_cls: 0.9790, decode.d5.loss_mask: 0.7735, decode.d5.loss_dice: 1.1827, decode.d6.loss_cls: 0.9660, decode.d6.loss_mask: 0.7737, decode.d6.loss_dice: 1.1737, decode.d7.loss_cls: 0.9632, decode.d7.loss_mask: 0.7688, decode.d7.loss_dice: 1.1715, decode.d8.loss_cls: 0.9634, decode.d8.loss_mask: 0.7699, decode.d8.loss_dice: 1.1714, loss: 32.1667, grad_norm: 118.1556 2023-11-26 14:59:42,067 - mmseg - INFO - Iter [26950/160000] lr: 3.173e-06, eta: 14:11:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8928, decode.loss_mask: 0.7499, decode.loss_dice: 1.1352, decode.d0.loss_cls: 3.0507, decode.d0.loss_mask: 0.8040, decode.d0.loss_dice: 1.3760, decode.d1.loss_cls: 1.0826, decode.d1.loss_mask: 0.7891, decode.d1.loss_dice: 1.2548, decode.d2.loss_cls: 0.9846, decode.d2.loss_mask: 0.7677, decode.d2.loss_dice: 1.1878, decode.d3.loss_cls: 0.9401, decode.d3.loss_mask: 0.7629, decode.d3.loss_dice: 1.1483, decode.d4.loss_cls: 0.9361, decode.d4.loss_mask: 0.7588, decode.d4.loss_dice: 1.1401, decode.d5.loss_cls: 0.9245, decode.d5.loss_mask: 0.7618, decode.d5.loss_dice: 1.1454, decode.d6.loss_cls: 0.9149, decode.d6.loss_mask: 0.7540, decode.d6.loss_dice: 1.1330, decode.d7.loss_cls: 0.8990, decode.d7.loss_mask: 0.7545, decode.d7.loss_dice: 1.1313, decode.d8.loss_cls: 0.9013, decode.d8.loss_mask: 0.7491, decode.d8.loss_dice: 1.1359, loss: 30.9663, grad_norm: 115.1401 2023-11-26 15:00:00,707 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:00:00,707 - mmseg - INFO - Iter [27000/160000] lr: 3.171e-06, eta: 14:11:11, time: 0.373, data_time: 0.008, memory: 36416, decode.loss_cls: 0.9850, decode.loss_mask: 0.7960, decode.loss_dice: 1.1564, decode.d0.loss_cls: 3.0984, decode.d0.loss_mask: 0.8588, decode.d0.loss_dice: 1.4189, decode.d1.loss_cls: 1.1695, decode.d1.loss_mask: 0.8480, decode.d1.loss_dice: 1.2814, decode.d2.loss_cls: 1.0623, decode.d2.loss_mask: 0.8205, decode.d2.loss_dice: 1.2134, decode.d3.loss_cls: 1.0147, decode.d3.loss_mask: 0.8109, decode.d3.loss_dice: 1.1736, decode.d4.loss_cls: 1.0061, decode.d4.loss_mask: 0.8069, decode.d4.loss_dice: 1.1746, decode.d5.loss_cls: 0.9950, decode.d5.loss_mask: 0.8086, decode.d5.loss_dice: 1.1785, decode.d6.loss_cls: 0.9901, decode.d6.loss_mask: 0.8042, decode.d6.loss_dice: 1.1581, decode.d7.loss_cls: 0.9772, decode.d7.loss_mask: 0.8045, decode.d7.loss_dice: 1.1648, decode.d8.loss_cls: 0.9758, decode.d8.loss_mask: 0.8006, decode.d8.loss_dice: 1.1583, loss: 32.5113, grad_norm: 124.9337 2023-11-26 15:00:19,233 - mmseg - INFO - Iter [27050/160000] lr: 3.170e-06, eta: 14:10:48, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9113, decode.loss_mask: 0.7686, decode.loss_dice: 1.1507, decode.d0.loss_cls: 3.0300, decode.d0.loss_mask: 0.8197, decode.d0.loss_dice: 1.3805, decode.d1.loss_cls: 1.0996, decode.d1.loss_mask: 0.7991, decode.d1.loss_dice: 1.2567, decode.d2.loss_cls: 0.9869, decode.d2.loss_mask: 0.7840, decode.d2.loss_dice: 1.1984, decode.d3.loss_cls: 0.9547, decode.d3.loss_mask: 0.7707, decode.d3.loss_dice: 1.1625, decode.d4.loss_cls: 0.9357, decode.d4.loss_mask: 0.7714, decode.d4.loss_dice: 1.1638, decode.d5.loss_cls: 0.9312, decode.d5.loss_mask: 0.7658, decode.d5.loss_dice: 1.1592, decode.d6.loss_cls: 0.9177, decode.d6.loss_mask: 0.7725, decode.d6.loss_dice: 1.1467, decode.d7.loss_cls: 0.9157, decode.d7.loss_mask: 0.7730, decode.d7.loss_dice: 1.1505, decode.d8.loss_cls: 0.9087, decode.d8.loss_mask: 0.7688, decode.d8.loss_dice: 1.1550, loss: 31.3091, grad_norm: 121.6112 2023-11-26 15:00:37,300 - mmseg - INFO - Iter [27100/160000] lr: 3.169e-06, eta: 14:10:23, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9213, decode.loss_mask: 0.7558, decode.loss_dice: 1.1608, decode.d0.loss_cls: 3.0825, decode.d0.loss_mask: 0.8097, decode.d0.loss_dice: 1.4013, decode.d1.loss_cls: 1.1182, decode.d1.loss_mask: 0.7930, decode.d1.loss_dice: 1.2701, decode.d2.loss_cls: 1.0122, decode.d2.loss_mask: 0.7668, decode.d2.loss_dice: 1.2054, decode.d3.loss_cls: 0.9710, decode.d3.loss_mask: 0.7592, decode.d3.loss_dice: 1.1715, decode.d4.loss_cls: 0.9526, decode.d4.loss_mask: 0.7563, decode.d4.loss_dice: 1.1736, decode.d5.loss_cls: 0.9445, decode.d5.loss_mask: 0.7519, decode.d5.loss_dice: 1.1709, decode.d6.loss_cls: 0.9318, decode.d6.loss_mask: 0.7499, decode.d6.loss_dice: 1.1543, decode.d7.loss_cls: 0.9202, decode.d7.loss_mask: 0.7527, decode.d7.loss_dice: 1.1575, decode.d8.loss_cls: 0.9204, decode.d8.loss_mask: 0.7541, decode.d8.loss_dice: 1.1598, loss: 31.4493, grad_norm: 109.1881 2023-11-26 15:00:55,409 - mmseg - INFO - Iter [27150/160000] lr: 3.168e-06, eta: 14:09:59, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9170, decode.loss_mask: 0.7537, decode.loss_dice: 1.1259, decode.d0.loss_cls: 3.0524, decode.d0.loss_mask: 0.8096, decode.d0.loss_dice: 1.3567, decode.d1.loss_cls: 1.1114, decode.d1.loss_mask: 0.7949, decode.d1.loss_dice: 1.2285, decode.d2.loss_cls: 0.9908, decode.d2.loss_mask: 0.7713, decode.d2.loss_dice: 1.1722, decode.d3.loss_cls: 0.9583, decode.d3.loss_mask: 0.7659, decode.d3.loss_dice: 1.1487, decode.d4.loss_cls: 0.9522, decode.d4.loss_mask: 0.7590, decode.d4.loss_dice: 1.1379, decode.d5.loss_cls: 0.9334, decode.d5.loss_mask: 0.7633, decode.d5.loss_dice: 1.1432, decode.d6.loss_cls: 0.9266, decode.d6.loss_mask: 0.7572, decode.d6.loss_dice: 1.1287, decode.d7.loss_cls: 0.9244, decode.d7.loss_mask: 0.7557, decode.d7.loss_dice: 1.1288, decode.d8.loss_cls: 0.9164, decode.d8.loss_mask: 0.7570, decode.d8.loss_dice: 1.1300, loss: 31.0710, grad_norm: 106.5078 2023-11-26 15:01:13,521 - mmseg - INFO - Iter [27200/160000] lr: 3.167e-06, eta: 14:09:34, time: 0.362, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9619, decode.loss_mask: 0.7566, decode.loss_dice: 1.1591, decode.d0.loss_cls: 3.0797, decode.d0.loss_mask: 0.7965, decode.d0.loss_dice: 1.4171, decode.d1.loss_cls: 1.1573, decode.d1.loss_mask: 0.7860, decode.d1.loss_dice: 1.2643, decode.d2.loss_cls: 1.0388, decode.d2.loss_mask: 0.7751, decode.d2.loss_dice: 1.1964, decode.d3.loss_cls: 1.0076, decode.d3.loss_mask: 0.7564, decode.d3.loss_dice: 1.1641, decode.d4.loss_cls: 0.9918, decode.d4.loss_mask: 0.7584, decode.d4.loss_dice: 1.1650, decode.d5.loss_cls: 0.9755, decode.d5.loss_mask: 0.7648, decode.d5.loss_dice: 1.1636, decode.d6.loss_cls: 0.9614, decode.d6.loss_mask: 0.7616, decode.d6.loss_dice: 1.1612, decode.d7.loss_cls: 0.9663, decode.d7.loss_mask: 0.7600, decode.d7.loss_dice: 1.1592, decode.d8.loss_cls: 0.9627, decode.d8.loss_mask: 0.7583, decode.d8.loss_dice: 1.1584, loss: 31.7851, grad_norm: 112.9269 2023-11-26 15:01:31,678 - mmseg - INFO - Iter [27250/160000] lr: 3.165e-06, eta: 14:09:10, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9576, decode.loss_mask: 0.7809, decode.loss_dice: 1.1727, decode.d0.loss_cls: 3.1048, decode.d0.loss_mask: 0.8218, decode.d0.loss_dice: 1.4078, decode.d1.loss_cls: 1.1435, decode.d1.loss_mask: 0.8079, decode.d1.loss_dice: 1.2731, decode.d2.loss_cls: 1.0303, decode.d2.loss_mask: 0.7873, decode.d2.loss_dice: 1.2168, decode.d3.loss_cls: 0.9931, decode.d3.loss_mask: 0.7810, decode.d3.loss_dice: 1.1847, decode.d4.loss_cls: 0.9747, decode.d4.loss_mask: 0.7832, decode.d4.loss_dice: 1.1863, decode.d5.loss_cls: 0.9670, decode.d5.loss_mask: 0.7841, decode.d5.loss_dice: 1.1893, decode.d6.loss_cls: 0.9496, decode.d6.loss_mask: 0.7795, decode.d6.loss_dice: 1.1772, decode.d7.loss_cls: 0.9475, decode.d7.loss_mask: 0.7817, decode.d7.loss_dice: 1.1821, decode.d8.loss_cls: 0.9495, decode.d8.loss_mask: 0.7821, decode.d8.loss_dice: 1.1752, loss: 32.0725, grad_norm: 119.9369 2023-11-26 15:01:49,815 - mmseg - INFO - Iter [27300/160000] lr: 3.164e-06, eta: 14:08:46, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9746, decode.loss_mask: 0.7512, decode.loss_dice: 1.1236, decode.d0.loss_cls: 3.1208, decode.d0.loss_mask: 0.8263, decode.d0.loss_dice: 1.3759, decode.d1.loss_cls: 1.1314, decode.d1.loss_mask: 0.8050, decode.d1.loss_dice: 1.2370, decode.d2.loss_cls: 1.0421, decode.d2.loss_mask: 0.7742, decode.d2.loss_dice: 1.1726, decode.d3.loss_cls: 0.9964, decode.d3.loss_mask: 0.7609, decode.d3.loss_dice: 1.1352, decode.d4.loss_cls: 0.9850, decode.d4.loss_mask: 0.7605, decode.d4.loss_dice: 1.1325, decode.d5.loss_cls: 0.9866, decode.d5.loss_mask: 0.7561, decode.d5.loss_dice: 1.1350, decode.d6.loss_cls: 0.9720, decode.d6.loss_mask: 0.7579, decode.d6.loss_dice: 1.1230, decode.d7.loss_cls: 0.9609, decode.d7.loss_mask: 0.7602, decode.d7.loss_dice: 1.1293, decode.d8.loss_cls: 0.9632, decode.d8.loss_mask: 0.7602, decode.d8.loss_dice: 1.1307, loss: 31.5401, grad_norm: 119.2355 2023-11-26 15:02:08,118 - mmseg - INFO - Iter [27350/160000] lr: 3.163e-06, eta: 14:08:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9574, decode.loss_mask: 0.7839, decode.loss_dice: 1.1660, decode.d0.loss_cls: 3.0847, decode.d0.loss_mask: 0.8340, decode.d0.loss_dice: 1.4145, decode.d1.loss_cls: 1.1315, decode.d1.loss_mask: 0.8237, decode.d1.loss_dice: 1.2818, decode.d2.loss_cls: 1.0242, decode.d2.loss_mask: 0.8048, decode.d2.loss_dice: 1.2259, decode.d3.loss_cls: 0.9945, decode.d3.loss_mask: 0.7945, decode.d3.loss_dice: 1.1938, decode.d4.loss_cls: 0.9694, decode.d4.loss_mask: 0.7941, decode.d4.loss_dice: 1.1953, decode.d5.loss_cls: 0.9621, decode.d5.loss_mask: 0.7946, decode.d5.loss_dice: 1.1891, decode.d6.loss_cls: 0.9637, decode.d6.loss_mask: 0.7905, decode.d6.loss_dice: 1.1694, decode.d7.loss_cls: 0.9519, decode.d7.loss_mask: 0.7866, decode.d7.loss_dice: 1.1765, decode.d8.loss_cls: 0.9516, decode.d8.loss_mask: 0.7841, decode.d8.loss_dice: 1.1754, loss: 32.1697, grad_norm: 125.3701 2023-11-26 15:02:26,604 - mmseg - INFO - Iter [27400/160000] lr: 3.162e-06, eta: 14:07:59, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8861, decode.loss_mask: 0.7576, decode.loss_dice: 1.1320, decode.d0.loss_cls: 2.9688, decode.d0.loss_mask: 0.7984, decode.d0.loss_dice: 1.3675, decode.d1.loss_cls: 1.0748, decode.d1.loss_mask: 0.7919, decode.d1.loss_dice: 1.2373, decode.d2.loss_cls: 0.9619, decode.d2.loss_mask: 0.7647, decode.d2.loss_dice: 1.1810, decode.d3.loss_cls: 0.9281, decode.d3.loss_mask: 0.7574, decode.d3.loss_dice: 1.1466, decode.d4.loss_cls: 0.8994, decode.d4.loss_mask: 0.7642, decode.d4.loss_dice: 1.1546, decode.d5.loss_cls: 0.8982, decode.d5.loss_mask: 0.7631, decode.d5.loss_dice: 1.1467, decode.d6.loss_cls: 0.8946, decode.d6.loss_mask: 0.7605, decode.d6.loss_dice: 1.1303, decode.d7.loss_cls: 0.8789, decode.d7.loss_mask: 0.7607, decode.d7.loss_dice: 1.1334, decode.d8.loss_cls: 0.8754, decode.d8.loss_mask: 0.7611, decode.d8.loss_dice: 1.1326, loss: 30.7078, grad_norm: 114.2458 2023-11-26 15:02:45,152 - mmseg - INFO - Iter [27450/160000] lr: 3.161e-06, eta: 14:07:38, time: 0.373, data_time: 0.011, memory: 36416, decode.loss_cls: 0.9690, decode.loss_mask: 0.7915, decode.loss_dice: 1.1688, decode.d0.loss_cls: 3.0653, decode.d0.loss_mask: 0.8419, decode.d0.loss_dice: 1.4143, decode.d1.loss_cls: 1.1472, decode.d1.loss_mask: 0.8312, decode.d1.loss_dice: 1.2800, decode.d2.loss_cls: 1.0386, decode.d2.loss_mask: 0.8089, decode.d2.loss_dice: 1.2198, decode.d3.loss_cls: 0.9861, decode.d3.loss_mask: 0.8027, decode.d3.loss_dice: 1.1856, decode.d4.loss_cls: 0.9729, decode.d4.loss_mask: 0.8015, decode.d4.loss_dice: 1.1871, decode.d5.loss_cls: 0.9658, decode.d5.loss_mask: 0.7978, decode.d5.loss_dice: 1.1808, decode.d6.loss_cls: 0.9640, decode.d6.loss_mask: 0.7971, decode.d6.loss_dice: 1.1633, decode.d7.loss_cls: 0.9570, decode.d7.loss_mask: 0.7970, decode.d7.loss_dice: 1.1708, decode.d8.loss_cls: 0.9622, decode.d8.loss_mask: 0.7955, decode.d8.loss_dice: 1.1720, loss: 32.2355, grad_norm: 121.8281 2023-11-26 15:03:03,398 - mmseg - INFO - Iter [27500/160000] lr: 3.159e-06, eta: 14:07:14, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9665, decode.loss_mask: 0.7966, decode.loss_dice: 1.1576, decode.d0.loss_cls: 3.0761, decode.d0.loss_mask: 0.8630, decode.d0.loss_dice: 1.4140, decode.d1.loss_cls: 1.1226, decode.d1.loss_mask: 0.8456, decode.d1.loss_dice: 1.2828, decode.d2.loss_cls: 1.0393, decode.d2.loss_mask: 0.8215, decode.d2.loss_dice: 1.2101, decode.d3.loss_cls: 0.9963, decode.d3.loss_mask: 0.8120, decode.d3.loss_dice: 1.1860, decode.d4.loss_cls: 0.9888, decode.d4.loss_mask: 0.8145, decode.d4.loss_dice: 1.1842, decode.d5.loss_cls: 0.9727, decode.d5.loss_mask: 0.8056, decode.d5.loss_dice: 1.1850, decode.d6.loss_cls: 0.9725, decode.d6.loss_mask: 0.8000, decode.d6.loss_dice: 1.1664, decode.d7.loss_cls: 0.9625, decode.d7.loss_mask: 0.8018, decode.d7.loss_dice: 1.1681, decode.d8.loss_cls: 0.9664, decode.d8.loss_mask: 0.8004, decode.d8.loss_dice: 1.1665, loss: 32.3455, grad_norm: 116.7895 2023-11-26 15:03:21,781 - mmseg - INFO - Iter [27550/160000] lr: 3.158e-06, eta: 14:06:51, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9306, decode.loss_mask: 0.7486, decode.loss_dice: 1.1389, decode.d0.loss_cls: 3.0947, decode.d0.loss_mask: 0.7920, decode.d0.loss_dice: 1.3681, decode.d1.loss_cls: 1.1185, decode.d1.loss_mask: 0.7779, decode.d1.loss_dice: 1.2510, decode.d2.loss_cls: 1.0259, decode.d2.loss_mask: 0.7572, decode.d2.loss_dice: 1.1848, decode.d3.loss_cls: 0.9723, decode.d3.loss_mask: 0.7525, decode.d3.loss_dice: 1.1513, decode.d4.loss_cls: 0.9549, decode.d4.loss_mask: 0.7476, decode.d4.loss_dice: 1.1501, decode.d5.loss_cls: 0.9526, decode.d5.loss_mask: 0.7495, decode.d5.loss_dice: 1.1479, decode.d6.loss_cls: 0.9428, decode.d6.loss_mask: 0.7498, decode.d6.loss_dice: 1.1344, decode.d7.loss_cls: 0.9364, decode.d7.loss_mask: 0.7467, decode.d7.loss_dice: 1.1440, decode.d8.loss_cls: 0.9320, decode.d8.loss_mask: 0.7504, decode.d8.loss_dice: 1.1399, loss: 31.2432, grad_norm: 116.0307 2023-11-26 15:03:39,994 - mmseg - INFO - Iter [27600/160000] lr: 3.157e-06, eta: 14:06:27, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9118, decode.loss_mask: 0.7860, decode.loss_dice: 1.1423, decode.d0.loss_cls: 3.0146, decode.d0.loss_mask: 0.8428, decode.d0.loss_dice: 1.3872, decode.d1.loss_cls: 1.0819, decode.d1.loss_mask: 0.8247, decode.d1.loss_dice: 1.2500, decode.d2.loss_cls: 0.9914, decode.d2.loss_mask: 0.8052, decode.d2.loss_dice: 1.1992, decode.d3.loss_cls: 0.9409, decode.d3.loss_mask: 0.7952, decode.d3.loss_dice: 1.1640, decode.d4.loss_cls: 0.9345, decode.d4.loss_mask: 0.7938, decode.d4.loss_dice: 1.1493, decode.d5.loss_cls: 0.9310, decode.d5.loss_mask: 0.7864, decode.d5.loss_dice: 1.1551, decode.d6.loss_cls: 0.9205, decode.d6.loss_mask: 0.7843, decode.d6.loss_dice: 1.1372, decode.d7.loss_cls: 0.9115, decode.d7.loss_mask: 0.7822, decode.d7.loss_dice: 1.1432, decode.d8.loss_cls: 0.9113, decode.d8.loss_mask: 0.7838, decode.d8.loss_dice: 1.1449, loss: 31.4061, grad_norm: 123.7898 2023-11-26 15:03:58,210 - mmseg - INFO - Iter [27650/160000] lr: 3.156e-06, eta: 14:06:03, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9431, decode.loss_mask: 0.7972, decode.loss_dice: 1.1650, decode.d0.loss_cls: 3.0985, decode.d0.loss_mask: 0.8479, decode.d0.loss_dice: 1.4097, decode.d1.loss_cls: 1.1342, decode.d1.loss_mask: 0.8227, decode.d1.loss_dice: 1.2782, decode.d2.loss_cls: 1.0203, decode.d2.loss_mask: 0.8084, decode.d2.loss_dice: 1.2208, decode.d3.loss_cls: 0.9785, decode.d3.loss_mask: 0.7981, decode.d3.loss_dice: 1.1865, decode.d4.loss_cls: 0.9723, decode.d4.loss_mask: 0.7957, decode.d4.loss_dice: 1.1825, decode.d5.loss_cls: 0.9570, decode.d5.loss_mask: 0.7963, decode.d5.loss_dice: 1.1802, decode.d6.loss_cls: 0.9631, decode.d6.loss_mask: 0.7954, decode.d6.loss_dice: 1.1623, decode.d7.loss_cls: 0.9561, decode.d7.loss_mask: 0.8006, decode.d7.loss_dice: 1.1612, decode.d8.loss_cls: 0.9461, decode.d8.loss_mask: 0.7977, decode.d8.loss_dice: 1.1668, loss: 32.1423, grad_norm: 121.3849 2023-11-26 15:04:16,562 - mmseg - INFO - Iter [27700/160000] lr: 3.155e-06, eta: 14:05:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9652, decode.loss_mask: 0.7941, decode.loss_dice: 1.1682, decode.d0.loss_cls: 3.0780, decode.d0.loss_mask: 0.8472, decode.d0.loss_dice: 1.4235, decode.d1.loss_cls: 1.1462, decode.d1.loss_mask: 0.8326, decode.d1.loss_dice: 1.2733, decode.d2.loss_cls: 1.0292, decode.d2.loss_mask: 0.8068, decode.d2.loss_dice: 1.2095, decode.d3.loss_cls: 0.9889, decode.d3.loss_mask: 0.8062, decode.d3.loss_dice: 1.1671, decode.d4.loss_cls: 0.9706, decode.d4.loss_mask: 0.8009, decode.d4.loss_dice: 1.1796, decode.d5.loss_cls: 0.9670, decode.d5.loss_mask: 0.7975, decode.d5.loss_dice: 1.1729, decode.d6.loss_cls: 0.9711, decode.d6.loss_mask: 0.7912, decode.d6.loss_dice: 1.1603, decode.d7.loss_cls: 0.9720, decode.d7.loss_mask: 0.7933, decode.d7.loss_dice: 1.1578, decode.d8.loss_cls: 0.9618, decode.d8.loss_mask: 0.7961, decode.d8.loss_dice: 1.1663, loss: 32.1946, grad_norm: 118.7439 2023-11-26 15:04:34,816 - mmseg - INFO - Iter [27750/160000] lr: 3.154e-06, eta: 14:05:16, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9476, decode.loss_mask: 0.7779, decode.loss_dice: 1.1538, decode.d0.loss_cls: 3.0946, decode.d0.loss_mask: 0.8204, decode.d0.loss_dice: 1.4129, decode.d1.loss_cls: 1.1366, decode.d1.loss_mask: 0.8093, decode.d1.loss_dice: 1.2785, decode.d2.loss_cls: 1.0164, decode.d2.loss_mask: 0.7955, decode.d2.loss_dice: 1.2143, decode.d3.loss_cls: 0.9918, decode.d3.loss_mask: 0.7857, decode.d3.loss_dice: 1.1666, decode.d4.loss_cls: 0.9730, decode.d4.loss_mask: 0.7858, decode.d4.loss_dice: 1.1741, decode.d5.loss_cls: 0.9636, decode.d5.loss_mask: 0.7826, decode.d5.loss_dice: 1.1714, decode.d6.loss_cls: 0.9515, decode.d6.loss_mask: 0.7804, decode.d6.loss_dice: 1.1540, decode.d7.loss_cls: 0.9453, decode.d7.loss_mask: 0.7767, decode.d7.loss_dice: 1.1533, decode.d8.loss_cls: 0.9488, decode.d8.loss_mask: 0.7794, decode.d8.loss_dice: 1.1521, loss: 31.8940, grad_norm: 125.6315 2023-11-26 15:04:55,457 - mmseg - INFO - Iter [27800/160000] lr: 3.152e-06, eta: 14:05:04, time: 0.413, data_time: 0.055, memory: 36416, decode.loss_cls: 0.9287, decode.loss_mask: 0.7902, decode.loss_dice: 1.1489, decode.d0.loss_cls: 2.9894, decode.d0.loss_mask: 0.8343, decode.d0.loss_dice: 1.3954, decode.d1.loss_cls: 1.1177, decode.d1.loss_mask: 0.8261, decode.d1.loss_dice: 1.2453, decode.d2.loss_cls: 1.0103, decode.d2.loss_mask: 0.8082, decode.d2.loss_dice: 1.2039, decode.d3.loss_cls: 0.9623, decode.d3.loss_mask: 0.7942, decode.d3.loss_dice: 1.1664, decode.d4.loss_cls: 0.9493, decode.d4.loss_mask: 0.7995, decode.d4.loss_dice: 1.1643, decode.d5.loss_cls: 0.9353, decode.d5.loss_mask: 0.7997, decode.d5.loss_dice: 1.1539, decode.d6.loss_cls: 0.9354, decode.d6.loss_mask: 0.7962, decode.d6.loss_dice: 1.1501, decode.d7.loss_cls: 0.9372, decode.d7.loss_mask: 0.7907, decode.d7.loss_dice: 1.1461, decode.d8.loss_cls: 0.9275, decode.d8.loss_mask: 0.7914, decode.d8.loss_dice: 1.1511, loss: 31.6492, grad_norm: 132.4101 2023-11-26 15:05:14,439 - mmseg - INFO - Iter [27850/160000] lr: 3.151e-06, eta: 14:04:44, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9297, decode.loss_mask: 0.7715, decode.loss_dice: 1.1493, decode.d0.loss_cls: 3.0734, decode.d0.loss_mask: 0.8281, decode.d0.loss_dice: 1.3917, decode.d1.loss_cls: 1.1405, decode.d1.loss_mask: 0.8105, decode.d1.loss_dice: 1.2524, decode.d2.loss_cls: 1.0103, decode.d2.loss_mask: 0.7847, decode.d2.loss_dice: 1.1968, decode.d3.loss_cls: 0.9704, decode.d3.loss_mask: 0.7755, decode.d3.loss_dice: 1.1659, decode.d4.loss_cls: 0.9447, decode.d4.loss_mask: 0.7748, decode.d4.loss_dice: 1.1676, decode.d5.loss_cls: 0.9437, decode.d5.loss_mask: 0.7697, decode.d5.loss_dice: 1.1629, decode.d6.loss_cls: 0.9404, decode.d6.loss_mask: 0.7680, decode.d6.loss_dice: 1.1476, decode.d7.loss_cls: 0.9254, decode.d7.loss_mask: 0.7709, decode.d7.loss_dice: 1.1552, decode.d8.loss_cls: 0.9265, decode.d8.loss_mask: 0.7731, decode.d8.loss_dice: 1.1564, loss: 31.5774, grad_norm: 133.6500 2023-11-26 15:05:32,765 - mmseg - INFO - Iter [27900/160000] lr: 3.150e-06, eta: 14:04:21, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9136, decode.loss_mask: 0.7836, decode.loss_dice: 1.1479, decode.d0.loss_cls: 2.9792, decode.d0.loss_mask: 0.8393, decode.d0.loss_dice: 1.4039, decode.d1.loss_cls: 1.0974, decode.d1.loss_mask: 0.8253, decode.d1.loss_dice: 1.2758, decode.d2.loss_cls: 0.9932, decode.d2.loss_mask: 0.8069, decode.d2.loss_dice: 1.2139, decode.d3.loss_cls: 0.9485, decode.d3.loss_mask: 0.7971, decode.d3.loss_dice: 1.1707, decode.d4.loss_cls: 0.9293, decode.d4.loss_mask: 0.7944, decode.d4.loss_dice: 1.1763, decode.d5.loss_cls: 0.9253, decode.d5.loss_mask: 0.7957, decode.d5.loss_dice: 1.1697, decode.d6.loss_cls: 0.9185, decode.d6.loss_mask: 0.7882, decode.d6.loss_dice: 1.1554, decode.d7.loss_cls: 0.9136, decode.d7.loss_mask: 0.7859, decode.d7.loss_dice: 1.1494, decode.d8.loss_cls: 0.9155, decode.d8.loss_mask: 0.7811, decode.d8.loss_dice: 1.1561, loss: 31.5504, grad_norm: 125.5395 2023-11-26 15:05:51,036 - mmseg - INFO - Iter [27950/160000] lr: 3.149e-06, eta: 14:03:57, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9300, decode.loss_mask: 0.7597, decode.loss_dice: 1.1628, decode.d0.loss_cls: 3.0586, decode.d0.loss_mask: 0.8195, decode.d0.loss_dice: 1.4101, decode.d1.loss_cls: 1.1220, decode.d1.loss_mask: 0.7984, decode.d1.loss_dice: 1.2723, decode.d2.loss_cls: 1.0115, decode.d2.loss_mask: 0.7760, decode.d2.loss_dice: 1.2119, decode.d3.loss_cls: 0.9695, decode.d3.loss_mask: 0.7725, decode.d3.loss_dice: 1.1791, decode.d4.loss_cls: 0.9468, decode.d4.loss_mask: 0.7710, decode.d4.loss_dice: 1.1796, decode.d5.loss_cls: 0.9469, decode.d5.loss_mask: 0.7733, decode.d5.loss_dice: 1.1741, decode.d6.loss_cls: 0.9448, decode.d6.loss_mask: 0.7687, decode.d6.loss_dice: 1.1628, decode.d7.loss_cls: 0.9273, decode.d7.loss_mask: 0.7680, decode.d7.loss_dice: 1.1649, decode.d8.loss_cls: 0.9449, decode.d8.loss_mask: 0.7614, decode.d8.loss_dice: 1.1599, loss: 31.6483, grad_norm: 119.4397 2023-11-26 15:06:09,326 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:06:09,326 - mmseg - INFO - Iter [28000/160000] lr: 3.148e-06, eta: 14:03:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8778, decode.loss_mask: 0.7888, decode.loss_dice: 1.1673, decode.d0.loss_cls: 2.9677, decode.d0.loss_mask: 0.8432, decode.d0.loss_dice: 1.3861, decode.d1.loss_cls: 1.0526, decode.d1.loss_mask: 0.8248, decode.d1.loss_dice: 1.2563, decode.d2.loss_cls: 0.9546, decode.d2.loss_mask: 0.8059, decode.d2.loss_dice: 1.2081, decode.d3.loss_cls: 0.9137, decode.d3.loss_mask: 0.8009, decode.d3.loss_dice: 1.1786, decode.d4.loss_cls: 0.9094, decode.d4.loss_mask: 0.7948, decode.d4.loss_dice: 1.1790, decode.d5.loss_cls: 0.8972, decode.d5.loss_mask: 0.7951, decode.d5.loss_dice: 1.1687, decode.d6.loss_cls: 0.8961, decode.d6.loss_mask: 0.7905, decode.d6.loss_dice: 1.1637, decode.d7.loss_cls: 0.8820, decode.d7.loss_mask: 0.7900, decode.d7.loss_dice: 1.1666, decode.d8.loss_cls: 0.8811, decode.d8.loss_mask: 0.7913, decode.d8.loss_dice: 1.1717, loss: 31.3036, grad_norm: 122.2668 2023-11-26 15:06:27,531 - mmseg - INFO - Iter [28050/160000] lr: 3.146e-06, eta: 14:03:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8357, decode.loss_mask: 0.7700, decode.loss_dice: 1.1078, decode.d0.loss_cls: 3.0284, decode.d0.loss_mask: 0.8201, decode.d0.loss_dice: 1.3530, decode.d1.loss_cls: 1.0273, decode.d1.loss_mask: 0.8074, decode.d1.loss_dice: 1.2168, decode.d2.loss_cls: 0.9062, decode.d2.loss_mask: 0.7895, decode.d2.loss_dice: 1.1498, decode.d3.loss_cls: 0.8670, decode.d3.loss_mask: 0.7835, decode.d3.loss_dice: 1.1249, decode.d4.loss_cls: 0.8467, decode.d4.loss_mask: 0.7782, decode.d4.loss_dice: 1.1311, decode.d5.loss_cls: 0.8449, decode.d5.loss_mask: 0.7765, decode.d5.loss_dice: 1.1230, decode.d6.loss_cls: 0.8345, decode.d6.loss_mask: 0.7688, decode.d6.loss_dice: 1.1139, decode.d7.loss_cls: 0.8280, decode.d7.loss_mask: 0.7737, decode.d7.loss_dice: 1.1147, decode.d8.loss_cls: 0.8376, decode.d8.loss_mask: 0.7689, decode.d8.loss_dice: 1.1183, loss: 30.2464, grad_norm: 115.0271 2023-11-26 15:06:45,786 - mmseg - INFO - Iter [28100/160000] lr: 3.145e-06, eta: 14:02:47, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8992, decode.loss_mask: 0.7820, decode.loss_dice: 1.1420, decode.d0.loss_cls: 3.0241, decode.d0.loss_mask: 0.8294, decode.d0.loss_dice: 1.3754, decode.d1.loss_cls: 1.0865, decode.d1.loss_mask: 0.8144, decode.d1.loss_dice: 1.2452, decode.d2.loss_cls: 0.9831, decode.d2.loss_mask: 0.7999, decode.d2.loss_dice: 1.1904, decode.d3.loss_cls: 0.9542, decode.d3.loss_mask: 0.7862, decode.d3.loss_dice: 1.1549, decode.d4.loss_cls: 0.9359, decode.d4.loss_mask: 0.7817, decode.d4.loss_dice: 1.1594, decode.d5.loss_cls: 0.9289, decode.d5.loss_mask: 0.7778, decode.d5.loss_dice: 1.1463, decode.d6.loss_cls: 0.9099, decode.d6.loss_mask: 0.7860, decode.d6.loss_dice: 1.1396, decode.d7.loss_cls: 0.9088, decode.d7.loss_mask: 0.7806, decode.d7.loss_dice: 1.1406, decode.d8.loss_cls: 0.9024, decode.d8.loss_mask: 0.7846, decode.d8.loss_dice: 1.1414, loss: 31.2911, grad_norm: 123.1105 2023-11-26 15:07:04,110 - mmseg - INFO - Iter [28150/160000] lr: 3.144e-06, eta: 14:02:24, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9435, decode.loss_mask: 0.7774, decode.loss_dice: 1.1627, decode.d0.loss_cls: 3.0823, decode.d0.loss_mask: 0.8213, decode.d0.loss_dice: 1.3970, decode.d1.loss_cls: 1.1191, decode.d1.loss_mask: 0.8119, decode.d1.loss_dice: 1.2686, decode.d2.loss_cls: 1.0200, decode.d2.loss_mask: 0.7949, decode.d2.loss_dice: 1.2120, decode.d3.loss_cls: 0.9823, decode.d3.loss_mask: 0.7823, decode.d3.loss_dice: 1.1709, decode.d4.loss_cls: 0.9657, decode.d4.loss_mask: 0.7821, decode.d4.loss_dice: 1.1737, decode.d5.loss_cls: 0.9731, decode.d5.loss_mask: 0.7745, decode.d5.loss_dice: 1.1594, decode.d6.loss_cls: 0.9584, decode.d6.loss_mask: 0.7739, decode.d6.loss_dice: 1.1531, decode.d7.loss_cls: 0.9379, decode.d7.loss_mask: 0.7790, decode.d7.loss_dice: 1.1580, decode.d8.loss_cls: 0.9419, decode.d8.loss_mask: 0.7740, decode.d8.loss_dice: 1.1584, loss: 31.8093, grad_norm: 130.7867 2023-11-26 15:07:22,263 - mmseg - INFO - Iter [28200/160000] lr: 3.143e-06, eta: 14:02:00, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9437, decode.loss_mask: 0.7827, decode.loss_dice: 1.1715, decode.d0.loss_cls: 3.0628, decode.d0.loss_mask: 0.8324, decode.d0.loss_dice: 1.4114, decode.d1.loss_cls: 1.1312, decode.d1.loss_mask: 0.8225, decode.d1.loss_dice: 1.2820, decode.d2.loss_cls: 1.0317, decode.d2.loss_mask: 0.8040, decode.d2.loss_dice: 1.2137, decode.d3.loss_cls: 0.9806, decode.d3.loss_mask: 0.7934, decode.d3.loss_dice: 1.1795, decode.d4.loss_cls: 0.9634, decode.d4.loss_mask: 0.7886, decode.d4.loss_dice: 1.1780, decode.d5.loss_cls: 0.9552, decode.d5.loss_mask: 0.7921, decode.d5.loss_dice: 1.1812, decode.d6.loss_cls: 0.9458, decode.d6.loss_mask: 0.7922, decode.d6.loss_dice: 1.1729, decode.d7.loss_cls: 0.9388, decode.d7.loss_mask: 0.7911, decode.d7.loss_dice: 1.1814, decode.d8.loss_cls: 0.9386, decode.d8.loss_mask: 0.7868, decode.d8.loss_dice: 1.1743, loss: 32.0235, grad_norm: 115.8157 2023-11-26 15:07:41,140 - mmseg - INFO - Iter [28250/160000] lr: 3.142e-06, eta: 14:01:39, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8948, decode.loss_mask: 0.7886, decode.loss_dice: 1.1674, decode.d0.loss_cls: 3.0258, decode.d0.loss_mask: 0.8273, decode.d0.loss_dice: 1.4068, decode.d1.loss_cls: 1.0887, decode.d1.loss_mask: 0.8289, decode.d1.loss_dice: 1.2880, decode.d2.loss_cls: 0.9741, decode.d2.loss_mask: 0.8035, decode.d2.loss_dice: 1.2199, decode.d3.loss_cls: 0.9459, decode.d3.loss_mask: 0.7894, decode.d3.loss_dice: 1.1718, decode.d4.loss_cls: 0.9312, decode.d4.loss_mask: 0.7933, decode.d4.loss_dice: 1.1710, decode.d5.loss_cls: 0.9256, decode.d5.loss_mask: 0.7928, decode.d5.loss_dice: 1.1740, decode.d6.loss_cls: 0.9140, decode.d6.loss_mask: 0.7820, decode.d6.loss_dice: 1.1585, decode.d7.loss_cls: 0.9102, decode.d7.loss_mask: 0.7880, decode.d7.loss_dice: 1.1631, decode.d8.loss_cls: 0.9014, decode.d8.loss_mask: 0.7943, decode.d8.loss_dice: 1.1655, loss: 31.5857, grad_norm: 122.4861 2023-11-26 15:07:59,726 - mmseg - INFO - Iter [28300/160000] lr: 3.140e-06, eta: 14:01:18, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9486, decode.loss_mask: 0.7713, decode.loss_dice: 1.1648, decode.d0.loss_cls: 3.0745, decode.d0.loss_mask: 0.8206, decode.d0.loss_dice: 1.4142, decode.d1.loss_cls: 1.1352, decode.d1.loss_mask: 0.8082, decode.d1.loss_dice: 1.2732, decode.d2.loss_cls: 1.0197, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.2073, decode.d3.loss_cls: 0.9870, decode.d3.loss_mask: 0.7772, decode.d3.loss_dice: 1.1758, decode.d4.loss_cls: 0.9694, decode.d4.loss_mask: 0.7765, decode.d4.loss_dice: 1.1818, decode.d5.loss_cls: 0.9551, decode.d5.loss_mask: 0.7716, decode.d5.loss_dice: 1.1785, decode.d6.loss_cls: 0.9509, decode.d6.loss_mask: 0.7761, decode.d6.loss_dice: 1.1636, decode.d7.loss_cls: 0.9487, decode.d7.loss_mask: 0.7707, decode.d7.loss_dice: 1.1688, decode.d8.loss_cls: 0.9425, decode.d8.loss_mask: 0.7715, decode.d8.loss_dice: 1.1684, loss: 31.8551, grad_norm: 122.5288 2023-11-26 15:08:18,467 - mmseg - INFO - Iter [28350/160000] lr: 3.139e-06, eta: 14:00:56, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8901, decode.loss_mask: 0.7626, decode.loss_dice: 1.1385, decode.d0.loss_cls: 3.0080, decode.d0.loss_mask: 0.8235, decode.d0.loss_dice: 1.3695, decode.d1.loss_cls: 1.0787, decode.d1.loss_mask: 0.7998, decode.d1.loss_dice: 1.2344, decode.d2.loss_cls: 0.9612, decode.d2.loss_mask: 0.7839, decode.d2.loss_dice: 1.1878, decode.d3.loss_cls: 0.9317, decode.d3.loss_mask: 0.7826, decode.d3.loss_dice: 1.1506, decode.d4.loss_cls: 0.9012, decode.d4.loss_mask: 0.7769, decode.d4.loss_dice: 1.1470, decode.d5.loss_cls: 0.9043, decode.d5.loss_mask: 0.7802, decode.d5.loss_dice: 1.1563, decode.d6.loss_cls: 0.8911, decode.d6.loss_mask: 0.7703, decode.d6.loss_dice: 1.1440, decode.d7.loss_cls: 0.8841, decode.d7.loss_mask: 0.7690, decode.d7.loss_dice: 1.1433, decode.d8.loss_cls: 0.8869, decode.d8.loss_mask: 0.7679, decode.d8.loss_dice: 1.1383, loss: 30.9638, grad_norm: 115.5147 2023-11-26 15:08:36,679 - mmseg - INFO - Iter [28400/160000] lr: 3.138e-06, eta: 14:00:33, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8943, decode.loss_mask: 0.7731, decode.loss_dice: 1.1526, decode.d0.loss_cls: 2.9994, decode.d0.loss_mask: 0.8270, decode.d0.loss_dice: 1.3847, decode.d1.loss_cls: 1.0929, decode.d1.loss_mask: 0.8101, decode.d1.loss_dice: 1.2604, decode.d2.loss_cls: 0.9786, decode.d2.loss_mask: 0.7868, decode.d2.loss_dice: 1.2015, decode.d3.loss_cls: 0.9372, decode.d3.loss_mask: 0.7776, decode.d3.loss_dice: 1.1692, decode.d4.loss_cls: 0.9291, decode.d4.loss_mask: 0.7701, decode.d4.loss_dice: 1.1642, decode.d5.loss_cls: 0.9167, decode.d5.loss_mask: 0.7662, decode.d5.loss_dice: 1.1587, decode.d6.loss_cls: 0.9088, decode.d6.loss_mask: 0.7717, decode.d6.loss_dice: 1.1532, decode.d7.loss_cls: 0.9023, decode.d7.loss_mask: 0.7657, decode.d7.loss_dice: 1.1509, decode.d8.loss_cls: 0.8932, decode.d8.loss_mask: 0.7690, decode.d8.loss_dice: 1.1524, loss: 31.2177, grad_norm: 116.5798 2023-11-26 15:08:54,873 - mmseg - INFO - Iter [28450/160000] lr: 3.137e-06, eta: 14:00:09, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9643, decode.loss_mask: 0.7675, decode.loss_dice: 1.2036, decode.d0.loss_cls: 3.0901, decode.d0.loss_mask: 0.8280, decode.d0.loss_dice: 1.4543, decode.d1.loss_cls: 1.1466, decode.d1.loss_mask: 0.8046, decode.d1.loss_dice: 1.3174, decode.d2.loss_cls: 1.0320, decode.d2.loss_mask: 0.7887, decode.d2.loss_dice: 1.2531, decode.d3.loss_cls: 0.9996, decode.d3.loss_mask: 0.7805, decode.d3.loss_dice: 1.2105, decode.d4.loss_cls: 0.9703, decode.d4.loss_mask: 0.7800, decode.d4.loss_dice: 1.2273, decode.d5.loss_cls: 0.9659, decode.d5.loss_mask: 0.7757, decode.d5.loss_dice: 1.2212, decode.d6.loss_cls: 0.9742, decode.d6.loss_mask: 0.7713, decode.d6.loss_dice: 1.2027, decode.d7.loss_cls: 0.9643, decode.d7.loss_mask: 0.7716, decode.d7.loss_dice: 1.2031, decode.d8.loss_cls: 0.9583, decode.d8.loss_mask: 0.7724, decode.d8.loss_dice: 1.2025, loss: 32.4016, grad_norm: 121.1833 2023-11-26 15:09:13,084 - mmseg - INFO - Iter [28500/160000] lr: 3.136e-06, eta: 13:59:46, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9335, decode.loss_mask: 0.8124, decode.loss_dice: 1.1572, decode.d0.loss_cls: 3.0440, decode.d0.loss_mask: 0.8620, decode.d0.loss_dice: 1.3993, decode.d1.loss_cls: 1.1007, decode.d1.loss_mask: 0.8454, decode.d1.loss_dice: 1.2690, decode.d2.loss_cls: 1.0010, decode.d2.loss_mask: 0.8157, decode.d2.loss_dice: 1.2096, decode.d3.loss_cls: 0.9736, decode.d3.loss_mask: 0.8067, decode.d3.loss_dice: 1.1684, decode.d4.loss_cls: 0.9592, decode.d4.loss_mask: 0.8050, decode.d4.loss_dice: 1.1688, decode.d5.loss_cls: 0.9440, decode.d5.loss_mask: 0.8119, decode.d5.loss_dice: 1.1758, decode.d6.loss_cls: 0.9485, decode.d6.loss_mask: 0.8075, decode.d6.loss_dice: 1.1577, decode.d7.loss_cls: 0.9303, decode.d7.loss_mask: 0.8068, decode.d7.loss_dice: 1.1672, decode.d8.loss_cls: 0.9289, decode.d8.loss_mask: 0.8066, decode.d8.loss_dice: 1.1621, loss: 31.9789, grad_norm: 121.4740 2023-11-26 15:09:31,242 - mmseg - INFO - Iter [28550/160000] lr: 3.134e-06, eta: 13:59:22, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9287, decode.loss_mask: 0.7645, decode.loss_dice: 1.1439, decode.d0.loss_cls: 3.0174, decode.d0.loss_mask: 0.8254, decode.d0.loss_dice: 1.3915, decode.d1.loss_cls: 1.1070, decode.d1.loss_mask: 0.8086, decode.d1.loss_dice: 1.2492, decode.d2.loss_cls: 0.9941, decode.d2.loss_mask: 0.7834, decode.d2.loss_dice: 1.2027, decode.d3.loss_cls: 0.9583, decode.d3.loss_mask: 0.7739, decode.d3.loss_dice: 1.1599, decode.d4.loss_cls: 0.9401, decode.d4.loss_mask: 0.7784, decode.d4.loss_dice: 1.1578, decode.d5.loss_cls: 0.9344, decode.d5.loss_mask: 0.7743, decode.d5.loss_dice: 1.1533, decode.d6.loss_cls: 0.9313, decode.d6.loss_mask: 0.7732, decode.d6.loss_dice: 1.1463, decode.d7.loss_cls: 0.9259, decode.d7.loss_mask: 0.7672, decode.d7.loss_dice: 1.1461, decode.d8.loss_cls: 0.9317, decode.d8.loss_mask: 0.7658, decode.d8.loss_dice: 1.1441, loss: 31.3786, grad_norm: 110.7237 2023-11-26 15:09:49,563 - mmseg - INFO - Iter [28600/160000] lr: 3.133e-06, eta: 13:58:59, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9223, decode.loss_mask: 0.7527, decode.loss_dice: 1.1323, decode.d0.loss_cls: 3.0553, decode.d0.loss_mask: 0.8064, decode.d0.loss_dice: 1.3611, decode.d1.loss_cls: 1.0904, decode.d1.loss_mask: 0.7866, decode.d1.loss_dice: 1.2451, decode.d2.loss_cls: 0.9876, decode.d2.loss_mask: 0.7663, decode.d2.loss_dice: 1.1823, decode.d3.loss_cls: 0.9595, decode.d3.loss_mask: 0.7575, decode.d3.loss_dice: 1.1505, decode.d4.loss_cls: 0.9437, decode.d4.loss_mask: 0.7586, decode.d4.loss_dice: 1.1477, decode.d5.loss_cls: 0.9300, decode.d5.loss_mask: 0.7593, decode.d5.loss_dice: 1.1472, decode.d6.loss_cls: 0.9277, decode.d6.loss_mask: 0.7538, decode.d6.loss_dice: 1.1338, decode.d7.loss_cls: 0.9177, decode.d7.loss_mask: 0.7520, decode.d7.loss_dice: 1.1348, decode.d8.loss_cls: 0.9165, decode.d8.loss_mask: 0.7501, decode.d8.loss_dice: 1.1368, loss: 31.0655, grad_norm: 112.2470 2023-11-26 15:10:08,307 - mmseg - INFO - Iter [28650/160000] lr: 3.132e-06, eta: 13:58:38, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9149, decode.loss_mask: 0.7842, decode.loss_dice: 1.1323, decode.d0.loss_cls: 3.0165, decode.d0.loss_mask: 0.8359, decode.d0.loss_dice: 1.3635, decode.d1.loss_cls: 1.0731, decode.d1.loss_mask: 0.8247, decode.d1.loss_dice: 1.2334, decode.d2.loss_cls: 0.9793, decode.d2.loss_mask: 0.8014, decode.d2.loss_dice: 1.1764, decode.d3.loss_cls: 0.9418, decode.d3.loss_mask: 0.7863, decode.d3.loss_dice: 1.1506, decode.d4.loss_cls: 0.9306, decode.d4.loss_mask: 0.7861, decode.d4.loss_dice: 1.1455, decode.d5.loss_cls: 0.9281, decode.d5.loss_mask: 0.7835, decode.d5.loss_dice: 1.1458, decode.d6.loss_cls: 0.9134, decode.d6.loss_mask: 0.7842, decode.d6.loss_dice: 1.1329, decode.d7.loss_cls: 0.9135, decode.d7.loss_mask: 0.7811, decode.d7.loss_dice: 1.1351, decode.d8.loss_cls: 0.9070, decode.d8.loss_mask: 0.7870, decode.d8.loss_dice: 1.1373, loss: 31.2252, grad_norm: 120.1929 2023-11-26 15:10:26,495 - mmseg - INFO - Iter [28700/160000] lr: 3.131e-06, eta: 13:58:14, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8897, decode.loss_mask: 0.7433, decode.loss_dice: 1.1393, decode.d0.loss_cls: 3.0404, decode.d0.loss_mask: 0.8022, decode.d0.loss_dice: 1.3756, decode.d1.loss_cls: 1.0641, decode.d1.loss_mask: 0.7879, decode.d1.loss_dice: 1.2507, decode.d2.loss_cls: 0.9572, decode.d2.loss_mask: 0.7668, decode.d2.loss_dice: 1.1862, decode.d3.loss_cls: 0.9078, decode.d3.loss_mask: 0.7539, decode.d3.loss_dice: 1.1631, decode.d4.loss_cls: 0.8934, decode.d4.loss_mask: 0.7511, decode.d4.loss_dice: 1.1624, decode.d5.loss_cls: 0.8991, decode.d5.loss_mask: 0.7503, decode.d5.loss_dice: 1.1553, decode.d6.loss_cls: 0.8868, decode.d6.loss_mask: 0.7486, decode.d6.loss_dice: 1.1448, decode.d7.loss_cls: 0.8856, decode.d7.loss_mask: 0.7524, decode.d7.loss_dice: 1.1435, decode.d8.loss_cls: 0.8793, decode.d8.loss_mask: 0.7497, decode.d8.loss_dice: 1.1440, loss: 30.7742, grad_norm: 117.0056 2023-11-26 15:10:44,667 - mmseg - INFO - Iter [28750/160000] lr: 3.130e-06, eta: 13:57:51, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9005, decode.loss_mask: 0.7725, decode.loss_dice: 1.1408, decode.d0.loss_cls: 3.0289, decode.d0.loss_mask: 0.8154, decode.d0.loss_dice: 1.3676, decode.d1.loss_cls: 1.0718, decode.d1.loss_mask: 0.8102, decode.d1.loss_dice: 1.2464, decode.d2.loss_cls: 0.9921, decode.d2.loss_mask: 0.7956, decode.d2.loss_dice: 1.1887, decode.d3.loss_cls: 0.9439, decode.d3.loss_mask: 0.7800, decode.d3.loss_dice: 1.1582, decode.d4.loss_cls: 0.9245, decode.d4.loss_mask: 0.7767, decode.d4.loss_dice: 1.1552, decode.d5.loss_cls: 0.9182, decode.d5.loss_mask: 0.7766, decode.d5.loss_dice: 1.1517, decode.d6.loss_cls: 0.9034, decode.d6.loss_mask: 0.7754, decode.d6.loss_dice: 1.1411, decode.d7.loss_cls: 0.9016, decode.d7.loss_mask: 0.7721, decode.d7.loss_dice: 1.1437, decode.d8.loss_cls: 0.9001, decode.d8.loss_mask: 0.7681, decode.d8.loss_dice: 1.1425, loss: 31.1634, grad_norm: 125.5982 2023-11-26 15:11:05,099 - mmseg - INFO - Iter [28800/160000] lr: 3.128e-06, eta: 13:57:37, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9392, decode.loss_mask: 0.7771, decode.loss_dice: 1.1429, decode.d0.loss_cls: 3.0032, decode.d0.loss_mask: 0.8246, decode.d0.loss_dice: 1.3797, decode.d1.loss_cls: 1.0927, decode.d1.loss_mask: 0.8187, decode.d1.loss_dice: 1.2517, decode.d2.loss_cls: 1.0006, decode.d2.loss_mask: 0.7928, decode.d2.loss_dice: 1.1938, decode.d3.loss_cls: 0.9638, decode.d3.loss_mask: 0.7847, decode.d3.loss_dice: 1.1648, decode.d4.loss_cls: 0.9525, decode.d4.loss_mask: 0.7788, decode.d4.loss_dice: 1.1523, decode.d5.loss_cls: 0.9389, decode.d5.loss_mask: 0.7814, decode.d5.loss_dice: 1.1591, decode.d6.loss_cls: 0.9382, decode.d6.loss_mask: 0.7767, decode.d6.loss_dice: 1.1490, decode.d7.loss_cls: 0.9291, decode.d7.loss_mask: 0.7781, decode.d7.loss_dice: 1.1494, decode.d8.loss_cls: 0.9265, decode.d8.loss_mask: 0.7766, decode.d8.loss_dice: 1.1482, loss: 31.4653, grad_norm: 120.2424 2023-11-26 15:11:23,653 - mmseg - INFO - Iter [28850/160000] lr: 3.127e-06, eta: 13:57:15, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9393, decode.loss_mask: 0.8131, decode.loss_dice: 1.1664, decode.d0.loss_cls: 3.0627, decode.d0.loss_mask: 0.8660, decode.d0.loss_dice: 1.3992, decode.d1.loss_cls: 1.1124, decode.d1.loss_mask: 0.8490, decode.d1.loss_dice: 1.2793, decode.d2.loss_cls: 1.0219, decode.d2.loss_mask: 0.8230, decode.d2.loss_dice: 1.2126, decode.d3.loss_cls: 0.9745, decode.d3.loss_mask: 0.8195, decode.d3.loss_dice: 1.1824, decode.d4.loss_cls: 0.9637, decode.d4.loss_mask: 0.8198, decode.d4.loss_dice: 1.1860, decode.d5.loss_cls: 0.9542, decode.d5.loss_mask: 0.8185, decode.d5.loss_dice: 1.1863, decode.d6.loss_cls: 0.9485, decode.d6.loss_mask: 0.8154, decode.d6.loss_dice: 1.1735, decode.d7.loss_cls: 0.9347, decode.d7.loss_mask: 0.8182, decode.d7.loss_dice: 1.1718, decode.d8.loss_cls: 0.9376, decode.d8.loss_mask: 0.8130, decode.d8.loss_dice: 1.1707, loss: 32.2333, grad_norm: 120.8740 2023-11-26 15:11:41,750 - mmseg - INFO - Iter [28900/160000] lr: 3.126e-06, eta: 13:56:52, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8824, decode.loss_mask: 0.7629, decode.loss_dice: 1.1428, decode.d0.loss_cls: 3.0228, decode.d0.loss_mask: 0.8103, decode.d0.loss_dice: 1.3695, decode.d1.loss_cls: 1.0556, decode.d1.loss_mask: 0.8032, decode.d1.loss_dice: 1.2483, decode.d2.loss_cls: 0.9439, decode.d2.loss_mask: 0.7838, decode.d2.loss_dice: 1.1922, decode.d3.loss_cls: 0.9092, decode.d3.loss_mask: 0.7787, decode.d3.loss_dice: 1.1612, decode.d4.loss_cls: 0.8948, decode.d4.loss_mask: 0.7785, decode.d4.loss_dice: 1.1564, decode.d5.loss_cls: 0.8929, decode.d5.loss_mask: 0.7766, decode.d5.loss_dice: 1.1588, decode.d6.loss_cls: 0.8892, decode.d6.loss_mask: 0.7685, decode.d6.loss_dice: 1.1428, decode.d7.loss_cls: 0.8797, decode.d7.loss_mask: 0.7668, decode.d7.loss_dice: 1.1370, decode.d8.loss_cls: 0.8767, decode.d8.loss_mask: 0.7681, decode.d8.loss_dice: 1.1407, loss: 30.8944, grad_norm: 115.9510 2023-11-26 15:12:00,063 - mmseg - INFO - Iter [28950/160000] lr: 3.125e-06, eta: 13:56:29, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9072, decode.loss_mask: 0.7965, decode.loss_dice: 1.1784, decode.d0.loss_cls: 3.0133, decode.d0.loss_mask: 0.8425, decode.d0.loss_dice: 1.3935, decode.d1.loss_cls: 1.0727, decode.d1.loss_mask: 0.8285, decode.d1.loss_dice: 1.2734, decode.d2.loss_cls: 0.9788, decode.d2.loss_mask: 0.8081, decode.d2.loss_dice: 1.2253, decode.d3.loss_cls: 0.9440, decode.d3.loss_mask: 0.7978, decode.d3.loss_dice: 1.1888, decode.d4.loss_cls: 0.9373, decode.d4.loss_mask: 0.7931, decode.d4.loss_dice: 1.1858, decode.d5.loss_cls: 0.9358, decode.d5.loss_mask: 0.7876, decode.d5.loss_dice: 1.1864, decode.d6.loss_cls: 0.9221, decode.d6.loss_mask: 0.7896, decode.d6.loss_dice: 1.1775, decode.d7.loss_cls: 0.9141, decode.d7.loss_mask: 0.7883, decode.d7.loss_dice: 1.1713, decode.d8.loss_cls: 0.9175, decode.d8.loss_mask: 0.7880, decode.d8.loss_dice: 1.1695, loss: 31.7127, grad_norm: 126.5952 2023-11-26 15:12:18,376 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:12:18,377 - mmseg - INFO - Iter [29000/160000] lr: 3.124e-06, eta: 13:56:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8466, decode.loss_mask: 0.7615, decode.loss_dice: 1.1058, decode.d0.loss_cls: 2.9427, decode.d0.loss_mask: 0.8089, decode.d0.loss_dice: 1.3173, decode.d1.loss_cls: 1.0267, decode.d1.loss_mask: 0.7890, decode.d1.loss_dice: 1.1961, decode.d2.loss_cls: 0.9247, decode.d2.loss_mask: 0.7742, decode.d2.loss_dice: 1.1428, decode.d3.loss_cls: 0.8978, decode.d3.loss_mask: 0.7662, decode.d3.loss_dice: 1.1135, decode.d4.loss_cls: 0.8798, decode.d4.loss_mask: 0.7661, decode.d4.loss_dice: 1.1192, decode.d5.loss_cls: 0.8713, decode.d5.loss_mask: 0.7609, decode.d5.loss_dice: 1.1097, decode.d6.loss_cls: 0.8615, decode.d6.loss_mask: 0.7670, decode.d6.loss_dice: 1.0993, decode.d7.loss_cls: 0.8558, decode.d7.loss_mask: 0.7643, decode.d7.loss_dice: 1.1051, decode.d8.loss_cls: 0.8500, decode.d8.loss_mask: 0.7614, decode.d8.loss_dice: 1.0974, loss: 30.0826, grad_norm: 120.7037 2023-11-26 15:12:39,419 - mmseg - INFO - Iter [29050/160000] lr: 3.123e-06, eta: 13:55:55, time: 0.421, data_time: 0.054, memory: 36416, decode.loss_cls: 0.9050, decode.loss_mask: 0.7538, decode.loss_dice: 1.1615, decode.d0.loss_cls: 3.0483, decode.d0.loss_mask: 0.7954, decode.d0.loss_dice: 1.3940, decode.d1.loss_cls: 1.0756, decode.d1.loss_mask: 0.7845, decode.d1.loss_dice: 1.2735, decode.d2.loss_cls: 0.9773, decode.d2.loss_mask: 0.7681, decode.d2.loss_dice: 1.2111, decode.d3.loss_cls: 0.9379, decode.d3.loss_mask: 0.7580, decode.d3.loss_dice: 1.1719, decode.d4.loss_cls: 0.9323, decode.d4.loss_mask: 0.7531, decode.d4.loss_dice: 1.1755, decode.d5.loss_cls: 0.9181, decode.d5.loss_mask: 0.7540, decode.d5.loss_dice: 1.1699, decode.d6.loss_cls: 0.9038, decode.d6.loss_mask: 0.7538, decode.d6.loss_dice: 1.1562, decode.d7.loss_cls: 0.8954, decode.d7.loss_mask: 0.7561, decode.d7.loss_dice: 1.1627, decode.d8.loss_cls: 0.9028, decode.d8.loss_mask: 0.7547, decode.d8.loss_dice: 1.1645, loss: 31.1688, grad_norm: 131.5886 2023-11-26 15:12:57,827 - mmseg - INFO - Iter [29100/160000] lr: 3.121e-06, eta: 13:55:33, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8811, decode.loss_mask: 0.7569, decode.loss_dice: 1.1408, decode.d0.loss_cls: 3.0478, decode.d0.loss_mask: 0.8018, decode.d0.loss_dice: 1.3749, decode.d1.loss_cls: 1.0621, decode.d1.loss_mask: 0.7875, decode.d1.loss_dice: 1.2413, decode.d2.loss_cls: 0.9701, decode.d2.loss_mask: 0.7746, decode.d2.loss_dice: 1.1796, decode.d3.loss_cls: 0.9185, decode.d3.loss_mask: 0.7675, decode.d3.loss_dice: 1.1517, decode.d4.loss_cls: 0.9083, decode.d4.loss_mask: 0.7623, decode.d4.loss_dice: 1.1509, decode.d5.loss_cls: 0.8997, decode.d5.loss_mask: 0.7617, decode.d5.loss_dice: 1.1516, decode.d6.loss_cls: 0.8868, decode.d6.loss_mask: 0.7589, decode.d6.loss_dice: 1.1396, decode.d7.loss_cls: 0.8785, decode.d7.loss_mask: 0.7568, decode.d7.loss_dice: 1.1423, decode.d8.loss_cls: 0.8800, decode.d8.loss_mask: 0.7557, decode.d8.loss_dice: 1.1421, loss: 30.8315, grad_norm: 113.1785 2023-11-26 15:13:15,950 - mmseg - INFO - Iter [29150/160000] lr: 3.120e-06, eta: 13:55:09, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8985, decode.loss_mask: 0.7706, decode.loss_dice: 1.1625, decode.d0.loss_cls: 2.9995, decode.d0.loss_mask: 0.8298, decode.d0.loss_dice: 1.3890, decode.d1.loss_cls: 1.0808, decode.d1.loss_mask: 0.8194, decode.d1.loss_dice: 1.2699, decode.d2.loss_cls: 0.9810, decode.d2.loss_mask: 0.7987, decode.d2.loss_dice: 1.2104, decode.d3.loss_cls: 0.9399, decode.d3.loss_mask: 0.7851, decode.d3.loss_dice: 1.1788, decode.d4.loss_cls: 0.9269, decode.d4.loss_mask: 0.7777, decode.d4.loss_dice: 1.1772, decode.d5.loss_cls: 0.9179, decode.d5.loss_mask: 0.7785, decode.d5.loss_dice: 1.1728, decode.d6.loss_cls: 0.9181, decode.d6.loss_mask: 0.7769, decode.d6.loss_dice: 1.1594, decode.d7.loss_cls: 0.9033, decode.d7.loss_mask: 0.7712, decode.d7.loss_dice: 1.1642, decode.d8.loss_cls: 0.8954, decode.d8.loss_mask: 0.7704, decode.d8.loss_dice: 1.1589, loss: 31.3825, grad_norm: 118.7238 2023-11-26 15:13:34,214 - mmseg - INFO - Iter [29200/160000] lr: 3.119e-06, eta: 13:54:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8689, decode.loss_mask: 0.7529, decode.loss_dice: 1.1458, decode.d0.loss_cls: 3.0069, decode.d0.loss_mask: 0.8156, decode.d0.loss_dice: 1.3940, decode.d1.loss_cls: 1.0589, decode.d1.loss_mask: 0.8002, decode.d1.loss_dice: 1.2708, decode.d2.loss_cls: 0.9594, decode.d2.loss_mask: 0.7751, decode.d2.loss_dice: 1.2118, decode.d3.loss_cls: 0.9140, decode.d3.loss_mask: 0.7620, decode.d3.loss_dice: 1.1746, decode.d4.loss_cls: 0.8969, decode.d4.loss_mask: 0.7607, decode.d4.loss_dice: 1.1746, decode.d5.loss_cls: 0.8964, decode.d5.loss_mask: 0.7615, decode.d5.loss_dice: 1.1643, decode.d6.loss_cls: 0.8838, decode.d6.loss_mask: 0.7559, decode.d6.loss_dice: 1.1449, decode.d7.loss_cls: 0.8790, decode.d7.loss_mask: 0.7556, decode.d7.loss_dice: 1.1514, decode.d8.loss_cls: 0.8694, decode.d8.loss_mask: 0.7539, decode.d8.loss_dice: 1.1485, loss: 30.9078, grad_norm: 121.4738 2023-11-26 15:13:52,524 - mmseg - INFO - Iter [29250/160000] lr: 3.118e-06, eta: 13:54:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9109, decode.loss_mask: 0.7440, decode.loss_dice: 1.1287, decode.d0.loss_cls: 2.9836, decode.d0.loss_mask: 0.8028, decode.d0.loss_dice: 1.3714, decode.d1.loss_cls: 1.0784, decode.d1.loss_mask: 0.7867, decode.d1.loss_dice: 1.2429, decode.d2.loss_cls: 0.9905, decode.d2.loss_mask: 0.7645, decode.d2.loss_dice: 1.1826, decode.d3.loss_cls: 0.9471, decode.d3.loss_mask: 0.7496, decode.d3.loss_dice: 1.1523, decode.d4.loss_cls: 0.9279, decode.d4.loss_mask: 0.7527, decode.d4.loss_dice: 1.1467, decode.d5.loss_cls: 0.9164, decode.d5.loss_mask: 0.7463, decode.d5.loss_dice: 1.1394, decode.d6.loss_cls: 0.9156, decode.d6.loss_mask: 0.7421, decode.d6.loss_dice: 1.1215, decode.d7.loss_cls: 0.9086, decode.d7.loss_mask: 0.7470, decode.d7.loss_dice: 1.1221, decode.d8.loss_cls: 0.9065, decode.d8.loss_mask: 0.7482, decode.d8.loss_dice: 1.1258, loss: 30.8029, grad_norm: 115.5355 2023-11-26 15:14:10,740 - mmseg - INFO - Iter [29300/160000] lr: 3.117e-06, eta: 13:54:00, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8717, decode.loss_mask: 0.7683, decode.loss_dice: 1.1093, decode.d0.loss_cls: 2.9502, decode.d0.loss_mask: 0.8168, decode.d0.loss_dice: 1.3322, decode.d1.loss_cls: 1.0451, decode.d1.loss_mask: 0.7940, decode.d1.loss_dice: 1.2160, decode.d2.loss_cls: 0.9381, decode.d2.loss_mask: 0.7732, decode.d2.loss_dice: 1.1514, decode.d3.loss_cls: 0.8999, decode.d3.loss_mask: 0.7725, decode.d3.loss_dice: 1.1247, decode.d4.loss_cls: 0.8807, decode.d4.loss_mask: 0.7728, decode.d4.loss_dice: 1.1240, decode.d5.loss_cls: 0.8774, decode.d5.loss_mask: 0.7725, decode.d5.loss_dice: 1.1189, decode.d6.loss_cls: 0.8705, decode.d6.loss_mask: 0.7742, decode.d6.loss_dice: 1.1081, decode.d7.loss_cls: 0.8695, decode.d7.loss_mask: 0.7722, decode.d7.loss_dice: 1.1117, decode.d8.loss_cls: 0.8641, decode.d8.loss_mask: 0.7707, decode.d8.loss_dice: 1.1147, loss: 30.3652, grad_norm: 123.5057 2023-11-26 15:14:28,967 - mmseg - INFO - Iter [29350/160000] lr: 3.115e-06, eta: 13:53:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9408, decode.loss_mask: 0.7636, decode.loss_dice: 1.1794, decode.d0.loss_cls: 3.0455, decode.d0.loss_mask: 0.8215, decode.d0.loss_dice: 1.4390, decode.d1.loss_cls: 1.1084, decode.d1.loss_mask: 0.8052, decode.d1.loss_dice: 1.2974, decode.d2.loss_cls: 1.0179, decode.d2.loss_mask: 0.7795, decode.d2.loss_dice: 1.2320, decode.d3.loss_cls: 0.9743, decode.d3.loss_mask: 0.7732, decode.d3.loss_dice: 1.1972, decode.d4.loss_cls: 0.9591, decode.d4.loss_mask: 0.7748, decode.d4.loss_dice: 1.1999, decode.d5.loss_cls: 0.9502, decode.d5.loss_mask: 0.7671, decode.d5.loss_dice: 1.1880, decode.d6.loss_cls: 0.9492, decode.d6.loss_mask: 0.7686, decode.d6.loss_dice: 1.1756, decode.d7.loss_cls: 0.9366, decode.d7.loss_mask: 0.7664, decode.d7.loss_dice: 1.1821, decode.d8.loss_cls: 0.9361, decode.d8.loss_mask: 0.7631, decode.d8.loss_dice: 1.1846, loss: 31.8763, grad_norm: 113.6467 2023-11-26 15:14:47,172 - mmseg - INFO - Iter [29400/160000] lr: 3.114e-06, eta: 13:53:13, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8449, decode.loss_mask: 0.7445, decode.loss_dice: 1.1076, decode.d0.loss_cls: 2.9867, decode.d0.loss_mask: 0.7969, decode.d0.loss_dice: 1.3577, decode.d1.loss_cls: 1.0367, decode.d1.loss_mask: 0.7763, decode.d1.loss_dice: 1.2290, decode.d2.loss_cls: 0.9280, decode.d2.loss_mask: 0.7540, decode.d2.loss_dice: 1.1592, decode.d3.loss_cls: 0.8984, decode.d3.loss_mask: 0.7498, decode.d3.loss_dice: 1.1247, decode.d4.loss_cls: 0.8784, decode.d4.loss_mask: 0.7455, decode.d4.loss_dice: 1.1297, decode.d5.loss_cls: 0.8662, decode.d5.loss_mask: 0.7465, decode.d5.loss_dice: 1.1273, decode.d6.loss_cls: 0.8607, decode.d6.loss_mask: 0.7421, decode.d6.loss_dice: 1.1078, decode.d7.loss_cls: 0.8670, decode.d7.loss_mask: 0.7422, decode.d7.loss_dice: 1.1077, decode.d8.loss_cls: 0.8550, decode.d8.loss_mask: 0.7414, decode.d8.loss_dice: 1.1124, loss: 30.1246, grad_norm: 104.7670 2023-11-26 15:15:05,730 - mmseg - INFO - Iter [29450/160000] lr: 3.113e-06, eta: 13:52:51, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9190, decode.loss_mask: 0.7638, decode.loss_dice: 1.1404, decode.d0.loss_cls: 3.0607, decode.d0.loss_mask: 0.8054, decode.d0.loss_dice: 1.3827, decode.d1.loss_cls: 1.1038, decode.d1.loss_mask: 0.7986, decode.d1.loss_dice: 1.2461, decode.d2.loss_cls: 0.9935, decode.d2.loss_mask: 0.7790, decode.d2.loss_dice: 1.1949, decode.d3.loss_cls: 0.9497, decode.d3.loss_mask: 0.7719, decode.d3.loss_dice: 1.1623, decode.d4.loss_cls: 0.9421, decode.d4.loss_mask: 0.7674, decode.d4.loss_dice: 1.1607, decode.d5.loss_cls: 0.9345, decode.d5.loss_mask: 0.7673, decode.d5.loss_dice: 1.1514, decode.d6.loss_cls: 0.9198, decode.d6.loss_mask: 0.7665, decode.d6.loss_dice: 1.1428, decode.d7.loss_cls: 0.9133, decode.d7.loss_mask: 0.7657, decode.d7.loss_dice: 1.1471, decode.d8.loss_cls: 0.9203, decode.d8.loss_mask: 0.7649, decode.d8.loss_dice: 1.1468, loss: 31.2821, grad_norm: 124.0835 2023-11-26 15:15:24,164 - mmseg - INFO - Iter [29500/160000] lr: 3.112e-06, eta: 13:52:29, time: 0.371, data_time: 0.011, memory: 36416, decode.loss_cls: 0.9106, decode.loss_mask: 0.7901, decode.loss_dice: 1.1288, decode.d0.loss_cls: 3.0406, decode.d0.loss_mask: 0.8412, decode.d0.loss_dice: 1.3859, decode.d1.loss_cls: 1.0936, decode.d1.loss_mask: 0.8278, decode.d1.loss_dice: 1.2491, decode.d2.loss_cls: 0.9885, decode.d2.loss_mask: 0.8093, decode.d2.loss_dice: 1.1875, decode.d3.loss_cls: 0.9438, decode.d3.loss_mask: 0.7977, decode.d3.loss_dice: 1.1584, decode.d4.loss_cls: 0.9243, decode.d4.loss_mask: 0.8007, decode.d4.loss_dice: 1.1498, decode.d5.loss_cls: 0.9209, decode.d5.loss_mask: 0.7931, decode.d5.loss_dice: 1.1443, decode.d6.loss_cls: 0.9089, decode.d6.loss_mask: 0.7867, decode.d6.loss_dice: 1.1391, decode.d7.loss_cls: 0.9164, decode.d7.loss_mask: 0.7868, decode.d7.loss_dice: 1.1329, decode.d8.loss_cls: 0.9021, decode.d8.loss_mask: 0.7900, decode.d8.loss_dice: 1.1294, loss: 31.3784, grad_norm: 116.1834 2023-11-26 15:15:42,283 - mmseg - INFO - Iter [29550/160000] lr: 3.111e-06, eta: 13:52:05, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9564, decode.loss_mask: 0.7661, decode.loss_dice: 1.1369, decode.d0.loss_cls: 3.0363, decode.d0.loss_mask: 0.8145, decode.d0.loss_dice: 1.3714, decode.d1.loss_cls: 1.1470, decode.d1.loss_mask: 0.8163, decode.d1.loss_dice: 1.2374, decode.d2.loss_cls: 1.0269, decode.d2.loss_mask: 0.7944, decode.d2.loss_dice: 1.1937, decode.d3.loss_cls: 0.9910, decode.d3.loss_mask: 0.7846, decode.d3.loss_dice: 1.1597, decode.d4.loss_cls: 0.9766, decode.d4.loss_mask: 0.7769, decode.d4.loss_dice: 1.1527, decode.d5.loss_cls: 0.9572, decode.d5.loss_mask: 0.7809, decode.d5.loss_dice: 1.1570, decode.d6.loss_cls: 0.9680, decode.d6.loss_mask: 0.7715, decode.d6.loss_dice: 1.1376, decode.d7.loss_cls: 0.9603, decode.d7.loss_mask: 0.7661, decode.d7.loss_dice: 1.1356, decode.d8.loss_cls: 0.9504, decode.d8.loss_mask: 0.7695, decode.d8.loss_dice: 1.1374, loss: 31.6303, grad_norm: 119.6983 2023-11-26 15:16:00,510 - mmseg - INFO - Iter [29600/160000] lr: 3.109e-06, eta: 13:51:42, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9142, decode.loss_mask: 0.7869, decode.loss_dice: 1.1513, decode.d0.loss_cls: 2.9889, decode.d0.loss_mask: 0.8289, decode.d0.loss_dice: 1.3999, decode.d1.loss_cls: 1.1006, decode.d1.loss_mask: 0.8145, decode.d1.loss_dice: 1.2591, decode.d2.loss_cls: 1.0094, decode.d2.loss_mask: 0.7987, decode.d2.loss_dice: 1.2017, decode.d3.loss_cls: 0.9777, decode.d3.loss_mask: 0.7903, decode.d3.loss_dice: 1.1629, decode.d4.loss_cls: 0.9679, decode.d4.loss_mask: 0.7894, decode.d4.loss_dice: 1.1745, decode.d5.loss_cls: 0.9365, decode.d5.loss_mask: 0.7912, decode.d5.loss_dice: 1.1717, decode.d6.loss_cls: 0.9352, decode.d6.loss_mask: 0.7823, decode.d6.loss_dice: 1.1556, decode.d7.loss_cls: 0.9233, decode.d7.loss_mask: 0.7875, decode.d7.loss_dice: 1.1600, decode.d8.loss_cls: 0.9097, decode.d8.loss_mask: 0.7864, decode.d8.loss_dice: 1.1563, loss: 31.6124, grad_norm: 115.0130 2023-11-26 15:16:18,806 - mmseg - INFO - Iter [29650/160000] lr: 3.108e-06, eta: 13:51:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9102, decode.loss_mask: 0.7563, decode.loss_dice: 1.1490, decode.d0.loss_cls: 2.9951, decode.d0.loss_mask: 0.8078, decode.d0.loss_dice: 1.3850, decode.d1.loss_cls: 1.1065, decode.d1.loss_mask: 0.7936, decode.d1.loss_dice: 1.2544, decode.d2.loss_cls: 0.9871, decode.d2.loss_mask: 0.7798, decode.d2.loss_dice: 1.1966, decode.d3.loss_cls: 0.9562, decode.d3.loss_mask: 0.7649, decode.d3.loss_dice: 1.1648, decode.d4.loss_cls: 0.9419, decode.d4.loss_mask: 0.7633, decode.d4.loss_dice: 1.1660, decode.d5.loss_cls: 0.9212, decode.d5.loss_mask: 0.7623, decode.d5.loss_dice: 1.1656, decode.d6.loss_cls: 0.9197, decode.d6.loss_mask: 0.7580, decode.d6.loss_dice: 1.1498, decode.d7.loss_cls: 0.9170, decode.d7.loss_mask: 0.7574, decode.d7.loss_dice: 1.1536, decode.d8.loss_cls: 0.9207, decode.d8.loss_mask: 0.7576, decode.d8.loss_dice: 1.1580, loss: 31.2196, grad_norm: 113.5362 2023-11-26 15:16:36,908 - mmseg - INFO - Iter [29700/160000] lr: 3.107e-06, eta: 13:50:56, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8885, decode.loss_mask: 0.7764, decode.loss_dice: 1.1505, decode.d0.loss_cls: 3.0110, decode.d0.loss_mask: 0.8194, decode.d0.loss_dice: 1.3846, decode.d1.loss_cls: 1.0600, decode.d1.loss_mask: 0.8054, decode.d1.loss_dice: 1.2567, decode.d2.loss_cls: 0.9484, decode.d2.loss_mask: 0.7909, decode.d2.loss_dice: 1.1980, decode.d3.loss_cls: 0.9185, decode.d3.loss_mask: 0.7804, decode.d3.loss_dice: 1.1626, decode.d4.loss_cls: 0.9113, decode.d4.loss_mask: 0.7757, decode.d4.loss_dice: 1.1633, decode.d5.loss_cls: 0.8947, decode.d5.loss_mask: 0.7787, decode.d5.loss_dice: 1.1639, decode.d6.loss_cls: 0.9014, decode.d6.loss_mask: 0.7772, decode.d6.loss_dice: 1.1485, decode.d7.loss_cls: 0.8920, decode.d7.loss_mask: 0.7781, decode.d7.loss_dice: 1.1551, decode.d8.loss_cls: 0.8876, decode.d8.loss_mask: 0.7757, decode.d8.loss_dice: 1.1533, loss: 31.1078, grad_norm: 119.8455 2023-11-26 15:16:55,115 - mmseg - INFO - Iter [29750/160000] lr: 3.106e-06, eta: 13:50:33, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9036, decode.loss_mask: 0.7508, decode.loss_dice: 1.1534, decode.d0.loss_cls: 3.0520, decode.d0.loss_mask: 0.8123, decode.d0.loss_dice: 1.4117, decode.d1.loss_cls: 1.0910, decode.d1.loss_mask: 0.7897, decode.d1.loss_dice: 1.2656, decode.d2.loss_cls: 0.9756, decode.d2.loss_mask: 0.7757, decode.d2.loss_dice: 1.2044, decode.d3.loss_cls: 0.9398, decode.d3.loss_mask: 0.7614, decode.d3.loss_dice: 1.1687, decode.d4.loss_cls: 0.9100, decode.d4.loss_mask: 0.7628, decode.d4.loss_dice: 1.1675, decode.d5.loss_cls: 0.9141, decode.d5.loss_mask: 0.7558, decode.d5.loss_dice: 1.1615, decode.d6.loss_cls: 0.9071, decode.d6.loss_mask: 0.7557, decode.d6.loss_dice: 1.1493, decode.d7.loss_cls: 0.9055, decode.d7.loss_mask: 0.7589, decode.d7.loss_dice: 1.1489, decode.d8.loss_cls: 0.8911, decode.d8.loss_mask: 0.7608, decode.d8.loss_dice: 1.1511, loss: 31.1558, grad_norm: 117.0070 2023-11-26 15:17:13,505 - mmseg - INFO - Iter [29800/160000] lr: 3.105e-06, eta: 13:50:10, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8855, decode.loss_mask: 0.7868, decode.loss_dice: 1.1383, decode.d0.loss_cls: 2.9508, decode.d0.loss_mask: 0.8400, decode.d0.loss_dice: 1.3760, decode.d1.loss_cls: 1.0624, decode.d1.loss_mask: 0.8262, decode.d1.loss_dice: 1.2524, decode.d2.loss_cls: 0.9641, decode.d2.loss_mask: 0.8067, decode.d2.loss_dice: 1.2034, decode.d3.loss_cls: 0.9221, decode.d3.loss_mask: 0.7956, decode.d3.loss_dice: 1.1663, decode.d4.loss_cls: 0.9073, decode.d4.loss_mask: 0.7904, decode.d4.loss_dice: 1.1651, decode.d5.loss_cls: 0.9021, decode.d5.loss_mask: 0.7893, decode.d5.loss_dice: 1.1623, decode.d6.loss_cls: 0.9069, decode.d6.loss_mask: 0.7848, decode.d6.loss_dice: 1.1350, decode.d7.loss_cls: 0.8998, decode.d7.loss_mask: 0.7830, decode.d7.loss_dice: 1.1336, decode.d8.loss_cls: 0.8865, decode.d8.loss_mask: 0.7845, decode.d8.loss_dice: 1.1379, loss: 31.1451, grad_norm: 137.0157 2023-11-26 15:17:31,867 - mmseg - INFO - Iter [29850/160000] lr: 3.103e-06, eta: 13:49:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8917, decode.loss_mask: 0.7613, decode.loss_dice: 1.1416, decode.d0.loss_cls: 3.0579, decode.d0.loss_mask: 0.8079, decode.d0.loss_dice: 1.3766, decode.d1.loss_cls: 1.0725, decode.d1.loss_mask: 0.8006, decode.d1.loss_dice: 1.2611, decode.d2.loss_cls: 0.9781, decode.d2.loss_mask: 0.7775, decode.d2.loss_dice: 1.1974, decode.d3.loss_cls: 0.9289, decode.d3.loss_mask: 0.7683, decode.d3.loss_dice: 1.1683, decode.d4.loss_cls: 0.9106, decode.d4.loss_mask: 0.7662, decode.d4.loss_dice: 1.1724, decode.d5.loss_cls: 0.9013, decode.d5.loss_mask: 0.7721, decode.d5.loss_dice: 1.1651, decode.d6.loss_cls: 0.9089, decode.d6.loss_mask: 0.7652, decode.d6.loss_dice: 1.1462, decode.d7.loss_cls: 0.9029, decode.d7.loss_mask: 0.7627, decode.d7.loss_dice: 1.1437, decode.d8.loss_cls: 0.8873, decode.d8.loss_mask: 0.7657, decode.d8.loss_dice: 1.1489, loss: 31.1090, grad_norm: 110.8847 2023-11-26 15:17:50,430 - mmseg - INFO - Iter [29900/160000] lr: 3.102e-06, eta: 13:49:26, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8961, decode.loss_mask: 0.7726, decode.loss_dice: 1.1383, decode.d0.loss_cls: 3.0602, decode.d0.loss_mask: 0.8285, decode.d0.loss_dice: 1.3746, decode.d1.loss_cls: 1.0679, decode.d1.loss_mask: 0.8074, decode.d1.loss_dice: 1.2392, decode.d2.loss_cls: 0.9649, decode.d2.loss_mask: 0.7872, decode.d2.loss_dice: 1.1929, decode.d3.loss_cls: 0.9250, decode.d3.loss_mask: 0.7821, decode.d3.loss_dice: 1.1509, decode.d4.loss_cls: 0.9132, decode.d4.loss_mask: 0.7786, decode.d4.loss_dice: 1.1563, decode.d5.loss_cls: 0.9039, decode.d5.loss_mask: 0.7770, decode.d5.loss_dice: 1.1527, decode.d6.loss_cls: 0.8953, decode.d6.loss_mask: 0.7747, decode.d6.loss_dice: 1.1337, decode.d7.loss_cls: 0.8921, decode.d7.loss_mask: 0.7761, decode.d7.loss_dice: 1.1411, decode.d8.loss_cls: 0.8944, decode.d8.loss_mask: 0.7763, decode.d8.loss_dice: 1.1428, loss: 31.0960, grad_norm: 121.7086 2023-11-26 15:18:08,696 - mmseg - INFO - Iter [29950/160000] lr: 3.101e-06, eta: 13:49:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8847, decode.loss_mask: 0.7600, decode.loss_dice: 1.1553, decode.d0.loss_cls: 2.9644, decode.d0.loss_mask: 0.8096, decode.d0.loss_dice: 1.3914, decode.d1.loss_cls: 1.0605, decode.d1.loss_mask: 0.7980, decode.d1.loss_dice: 1.2732, decode.d2.loss_cls: 0.9609, decode.d2.loss_mask: 0.7813, decode.d2.loss_dice: 1.2123, decode.d3.loss_cls: 0.9188, decode.d3.loss_mask: 0.7730, decode.d3.loss_dice: 1.1686, decode.d4.loss_cls: 0.9001, decode.d4.loss_mask: 0.7680, decode.d4.loss_dice: 1.1752, decode.d5.loss_cls: 0.8980, decode.d5.loss_mask: 0.7639, decode.d5.loss_dice: 1.1782, decode.d6.loss_cls: 0.9007, decode.d6.loss_mask: 0.7605, decode.d6.loss_dice: 1.1580, decode.d7.loss_cls: 0.8915, decode.d7.loss_mask: 0.7604, decode.d7.loss_dice: 1.1591, decode.d8.loss_cls: 0.8902, decode.d8.loss_mask: 0.7596, decode.d8.loss_dice: 1.1670, loss: 31.0424, grad_norm: 135.9288 2023-11-26 15:18:26,815 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-26 15:18:28,464 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:18:28,464 - mmseg - INFO - Iter [30000/160000] lr: 3.100e-06, eta: 13:48:47, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9402, decode.loss_mask: 0.7800, decode.loss_dice: 1.1698, decode.d0.loss_cls: 3.0184, decode.d0.loss_mask: 0.8295, decode.d0.loss_dice: 1.4038, decode.d1.loss_cls: 1.0992, decode.d1.loss_mask: 0.8284, decode.d1.loss_dice: 1.2915, decode.d2.loss_cls: 1.0114, decode.d2.loss_mask: 0.8038, decode.d2.loss_dice: 1.2270, decode.d3.loss_cls: 0.9779, decode.d3.loss_mask: 0.7847, decode.d3.loss_dice: 1.1887, decode.d4.loss_cls: 0.9700, decode.d4.loss_mask: 0.7838, decode.d4.loss_dice: 1.1893, decode.d5.loss_cls: 0.9547, decode.d5.loss_mask: 0.7841, decode.d5.loss_dice: 1.1871, decode.d6.loss_cls: 0.9481, decode.d6.loss_mask: 0.7826, decode.d6.loss_dice: 1.1721, decode.d7.loss_cls: 0.9520, decode.d7.loss_mask: 0.7791, decode.d7.loss_dice: 1.1730, decode.d8.loss_cls: 0.9436, decode.d8.loss_mask: 0.7826, decode.d8.loss_dice: 1.1761, loss: 31.9325, grad_norm: 125.3195 2023-11-26 15:18:45,861 - mmseg - INFO - per class results: 2023-11-26 15:18:45,866 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.37 | 85.54 | | building | 82.64 | 91.07 | | sky | 94.54 | 96.86 | | floor | 81.18 | 88.45 | | tree | 76.21 | 85.13 | | ceiling | 84.12 | 90.84 | | road | 82.94 | 88.64 | | bed | 89.64 | 94.25 | | windowpane | 58.94 | 77.87 | | grass | 71.59 | 83.15 | | cabinet | 56.01 | 69.03 | | sidewalk | 64.71 | 74.8 | | person | 83.26 | 90.4 | | earth | 39.18 | 59.16 | | door | 47.63 | 70.79 | | table | 56.1 | 71.54 | | mountain | 58.59 | 82.06 | | plant | 55.06 | 68.6 | | curtain | 76.7 | 88.74 | | chair | 57.14 | 73.09 | | car | 84.56 | 93.77 | | water | 49.24 | 66.05 | | painting | 69.3 | 88.59 | | sofa | 67.84 | 86.16 | | shelf | 40.67 | 56.61 | | house | 43.52 | 68.22 | | sea | 56.63 | 90.04 | | mirror | 65.02 | 72.6 | | rug | 65.32 | 85.42 | | field | 30.77 | 56.08 | | armchair | 39.74 | 52.31 | | seat | 62.62 | 78.73 | | fence | 41.88 | 67.82 | | desk | 39.55 | 72.98 | | rock | 29.37 | 36.77 | | wardrobe | 48.78 | 76.49 | | lamp | 67.96 | 80.13 | | bathtub | 74.75 | 86.92 | | railing | 30.2 | 44.3 | | cushion | 61.18 | 77.46 | | base | 37.95 | 49.62 | | box | 25.09 | 37.24 | | column | 50.77 | 68.17 | | signboard | 38.12 | 56.87 | | chest of drawers | 36.06 | 83.88 | | counter | 28.42 | 37.48 | | sand | 33.59 | 47.78 | | sink | 74.55 | 84.85 | | skyscraper | 42.42 | 51.08 | | fireplace | 69.09 | 93.28 | | refrigerator | 75.45 | 83.16 | | grandstand | 51.52 | 73.94 | | path | 24.37 | 35.02 | | stairs | 44.35 | 60.88 | | runway | 69.53 | 88.44 | | case | 43.77 | 56.84 | | pool table | 93.96 | 96.84 | | pillow | 58.64 | 68.85 | | screen door | 59.9 | 91.2 | | stairway | 31.05 | 42.91 | | river | 4.35 | 4.81 | | bridge | 65.49 | 87.8 | | bookcase | 39.44 | 73.57 | | blind | 43.6 | 54.64 | | coffee table | 58.02 | 81.69 | | toilet | 83.69 | 90.67 | | flower | 31.89 | 47.14 | | book | 41.75 | 58.16 | | hill | 7.85 | 16.4 | | bench | 51.95 | 62.52 | | countertop | 58.16 | 66.56 | | stove | 70.29 | 90.2 | | palm | 51.79 | 80.58 | | kitchen island | 36.1 | 76.94 | | computer | 71.86 | 86.3 | | swivel chair | 50.1 | 69.53 | | boat | 43.39 | 54.68 | | bar | 18.48 | 22.38 | | arcade machine | 31.75 | 34.94 | | hovel | 25.28 | 48.91 | | bus | 85.75 | 96.01 | | towel | 70.57 | 87.01 | | light | 57.24 | 78.07 | | truck | 37.69 | 51.33 | | tower | 29.07 | 36.93 | | chandelier | 67.75 | 85.64 | | awning | 36.0 | 45.79 | | streetlight | 29.84 | 55.03 | | booth | 37.98 | 38.32 | | television receiver | 70.49 | 79.63 | | airplane | 59.45 | 72.87 | | dirt track | 4.82 | 18.61 | | apparel | 29.98 | 45.33 | | pole | 22.23 | 33.81 | | land | 3.14 | 4.06 | | bannister | 14.7 | 33.95 | | escalator | 21.48 | 22.09 | | ottoman | 50.34 | 73.48 | | bottle | 22.98 | 29.5 | | buffet | 38.18 | 42.69 | | poster | 19.03 | 23.8 | | stage | 9.26 | 33.1 | | van | 46.91 | 65.67 | | ship | 45.5 | 66.56 | | fountain | 19.67 | 21.66 | | conveyer belt | 59.19 | 91.98 | | canopy | 24.76 | 41.95 | | washer | 75.66 | 76.68 | | plaything | 21.28 | 26.52 | | swimming pool | 58.12 | 83.77 | | stool | 43.17 | 68.61 | | barrel | 66.6 | 74.06 | | basket | 31.66 | 56.01 | | waterfall | 42.99 | 60.69 | | tent | 95.14 | 98.09 | | bag | 17.32 | 23.53 | | minibike | 72.11 | 84.83 | | cradle | 85.7 | 98.23 | | oven | 25.0 | 33.69 | | ball | 42.36 | 72.53 | | food | 62.21 | 73.62 | | step | 5.51 | 6.56 | | tank | 21.6 | 25.99 | | trade name | 29.99 | 41.01 | | microwave | 81.65 | 90.9 | | pot | 35.19 | 45.69 | | animal | 69.48 | 73.35 | | bicycle | 61.75 | 81.87 | | lake | 0.0 | 0.0 | | dishwasher | 65.88 | 76.35 | | screen | 44.64 | 85.88 | | blanket | 21.14 | 30.17 | | sculpture | 45.07 | 86.24 | | hood | 73.8 | 85.31 | | sconce | 48.52 | 68.15 | | vase | 44.42 | 58.81 | | traffic light | 36.11 | 64.03 | | tray | 6.19 | 9.11 | | ashcan | 45.16 | 63.32 | | fan | 59.25 | 82.81 | | pier | 33.85 | 44.07 | | crt screen | 0.0 | 0.0 | | plate | 53.75 | 81.32 | | monitor | 12.09 | 14.82 | | bulletin board | 40.44 | 54.79 | | shower | 9.93 | 25.45 | | radiator | 64.82 | 79.03 | | glass | 18.95 | 25.04 | | clock | 31.68 | 42.41 | | flag | 45.53 | 56.04 | +---------------------+-------+-------+ 2023-11-26 15:18:45,866 - mmseg - INFO - Summary: 2023-11-26 15:18:45,867 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.49 | 47.97 | 62.59 | +-------+-------+-------+ 2023-11-26 15:18:45,900 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_25000.pth was removed 2023-11-26 15:18:47,345 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_30000.pth. 2023-11-26 15:18:47,346 - mmseg - INFO - Best mIoU is 0.4797 at 30000 iter. 2023-11-26 15:18:47,346 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:18:47,346 - mmseg - INFO - Iter(val) [250] aAcc: 0.8249, mIoU: 0.4797, mAcc: 0.6259, IoU.wall: 0.7737, IoU.building: 0.8264, IoU.sky: 0.9454, IoU.floor: 0.8118, IoU.tree: 0.7621, IoU.ceiling: 0.8412, IoU.road: 0.8294, IoU.bed : 0.8964, IoU.windowpane: 0.5894, IoU.grass: 0.7159, IoU.cabinet: 0.5601, IoU.sidewalk: 0.6471, IoU.person: 0.8326, IoU.earth: 0.3918, IoU.door: 0.4763, IoU.table: 0.5610, IoU.mountain: 0.5859, IoU.plant: 0.5506, IoU.curtain: 0.7670, IoU.chair: 0.5714, IoU.car: 0.8456, IoU.water: 0.4924, IoU.painting: 0.6930, IoU.sofa: 0.6784, IoU.shelf: 0.4067, IoU.house: 0.4352, IoU.sea: 0.5663, IoU.mirror: 0.6502, IoU.rug: 0.6532, IoU.field: 0.3077, IoU.armchair: 0.3974, IoU.seat: 0.6262, IoU.fence: 0.4188, IoU.desk: 0.3955, IoU.rock: 0.2937, IoU.wardrobe: 0.4878, IoU.lamp: 0.6796, IoU.bathtub: 0.7475, IoU.railing: 0.3020, IoU.cushion: 0.6118, IoU.base: 0.3795, IoU.box: 0.2509, IoU.column: 0.5077, IoU.signboard: 0.3812, IoU.chest of drawers: 0.3606, IoU.counter: 0.2842, IoU.sand: 0.3359, IoU.sink: 0.7455, IoU.skyscraper: 0.4242, IoU.fireplace: 0.6909, IoU.refrigerator: 0.7545, IoU.grandstand: 0.5152, IoU.path: 0.2437, IoU.stairs: 0.4435, IoU.runway: 0.6953, IoU.case: 0.4377, IoU.pool table: 0.9396, IoU.pillow: 0.5864, IoU.screen door: 0.5990, IoU.stairway: 0.3105, IoU.river: 0.0435, IoU.bridge: 0.6549, IoU.bookcase: 0.3944, IoU.blind: 0.4360, IoU.coffee table: 0.5802, IoU.toilet: 0.8369, IoU.flower: 0.3189, IoU.book: 0.4175, IoU.hill: 0.0785, IoU.bench: 0.5195, IoU.countertop: 0.5816, IoU.stove: 0.7029, IoU.palm: 0.5179, IoU.kitchen island: 0.3610, IoU.computer: 0.7186, IoU.swivel chair: 0.5010, IoU.boat: 0.4339, IoU.bar: 0.1848, IoU.arcade machine: 0.3175, IoU.hovel: 0.2528, IoU.bus: 0.8575, IoU.towel: 0.7057, IoU.light: 0.5724, IoU.truck: 0.3769, IoU.tower: 0.2907, IoU.chandelier: 0.6775, IoU.awning: 0.3600, IoU.streetlight: 0.2984, IoU.booth: 0.3798, IoU.television receiver: 0.7049, IoU.airplane: 0.5945, IoU.dirt track: 0.0482, IoU.apparel: 0.2998, IoU.pole: 0.2223, IoU.land: 0.0314, IoU.bannister: 0.1470, IoU.escalator: 0.2148, IoU.ottoman: 0.5034, IoU.bottle: 0.2298, IoU.buffet: 0.3818, IoU.poster: 0.1903, IoU.stage: 0.0926, IoU.van: 0.4691, IoU.ship: 0.4550, IoU.fountain: 0.1967, IoU.conveyer belt: 0.5919, IoU.canopy: 0.2476, IoU.washer: 0.7566, IoU.plaything: 0.2128, IoU.swimming pool: 0.5812, IoU.stool: 0.4317, IoU.barrel: 0.6660, IoU.basket: 0.3166, IoU.waterfall: 0.4299, IoU.tent: 0.9514, IoU.bag: 0.1732, IoU.minibike: 0.7211, IoU.cradle: 0.8570, IoU.oven: 0.2500, IoU.ball: 0.4236, IoU.food: 0.6221, IoU.step: 0.0551, IoU.tank: 0.2160, IoU.trade name: 0.2999, IoU.microwave: 0.8165, IoU.pot: 0.3519, IoU.animal: 0.6948, IoU.bicycle: 0.6175, IoU.lake: 0.0000, IoU.dishwasher: 0.6588, IoU.screen: 0.4464, IoU.blanket: 0.2114, IoU.sculpture: 0.4507, IoU.hood: 0.7380, IoU.sconce: 0.4852, IoU.vase: 0.4442, IoU.traffic light: 0.3611, IoU.tray: 0.0619, IoU.ashcan: 0.4516, IoU.fan: 0.5925, IoU.pier: 0.3385, IoU.crt screen: 0.0000, IoU.plate: 0.5375, IoU.monitor: 0.1209, IoU.bulletin board: 0.4044, IoU.shower: 0.0993, IoU.radiator: 0.6482, IoU.glass: 0.1895, IoU.clock: 0.3168, IoU.flag: 0.4553, Acc.wall: 0.8554, Acc.building: 0.9107, Acc.sky: 0.9686, Acc.floor: 0.8845, Acc.tree: 0.8513, Acc.ceiling: 0.9084, Acc.road: 0.8864, Acc.bed : 0.9425, Acc.windowpane: 0.7787, Acc.grass: 0.8315, Acc.cabinet: 0.6903, Acc.sidewalk: 0.7480, Acc.person: 0.9040, Acc.earth: 0.5916, Acc.door: 0.7079, Acc.table: 0.7154, Acc.mountain: 0.8206, Acc.plant: 0.6860, Acc.curtain: 0.8874, Acc.chair: 0.7309, Acc.car: 0.9377, Acc.water: 0.6605, Acc.painting: 0.8859, Acc.sofa: 0.8616, Acc.shelf: 0.5661, Acc.house: 0.6822, Acc.sea: 0.9004, Acc.mirror: 0.7260, Acc.rug: 0.8542, Acc.field: 0.5608, Acc.armchair: 0.5231, Acc.seat: 0.7873, Acc.fence: 0.6782, Acc.desk: 0.7298, Acc.rock: 0.3677, Acc.wardrobe: 0.7649, Acc.lamp: 0.8013, Acc.bathtub: 0.8692, Acc.railing: 0.4430, Acc.cushion: 0.7746, Acc.base: 0.4962, Acc.box: 0.3724, Acc.column: 0.6817, Acc.signboard: 0.5687, Acc.chest of drawers: 0.8388, Acc.counter: 0.3748, Acc.sand: 0.4778, Acc.sink: 0.8485, Acc.skyscraper: 0.5108, Acc.fireplace: 0.9328, Acc.refrigerator: 0.8316, Acc.grandstand: 0.7394, Acc.path: 0.3502, Acc.stairs: 0.6088, Acc.runway: 0.8844, Acc.case: 0.5684, Acc.pool table: 0.9684, Acc.pillow: 0.6885, Acc.screen door: 0.9120, Acc.stairway: 0.4291, Acc.river: 0.0481, Acc.bridge: 0.8780, Acc.bookcase: 0.7357, Acc.blind: 0.5464, Acc.coffee table: 0.8169, Acc.toilet: 0.9067, Acc.flower: 0.4714, Acc.book: 0.5816, Acc.hill: 0.1640, Acc.bench: 0.6252, Acc.countertop: 0.6656, Acc.stove: 0.9020, Acc.palm: 0.8058, Acc.kitchen island: 0.7694, Acc.computer: 0.8630, Acc.swivel chair: 0.6953, Acc.boat: 0.5468, Acc.bar: 0.2238, Acc.arcade machine: 0.3494, Acc.hovel: 0.4891, Acc.bus: 0.9601, Acc.towel: 0.8701, Acc.light: 0.7807, Acc.truck: 0.5133, Acc.tower: 0.3693, Acc.chandelier: 0.8564, Acc.awning: 0.4579, Acc.streetlight: 0.5503, Acc.booth: 0.3832, Acc.television receiver: 0.7963, Acc.airplane: 0.7287, Acc.dirt track: 0.1861, Acc.apparel: 0.4533, Acc.pole: 0.3381, Acc.land: 0.0406, Acc.bannister: 0.3395, Acc.escalator: 0.2209, Acc.ottoman: 0.7348, Acc.bottle: 0.2950, Acc.buffet: 0.4269, Acc.poster: 0.2380, Acc.stage: 0.3310, Acc.van: 0.6567, Acc.ship: 0.6656, Acc.fountain: 0.2166, Acc.conveyer belt: 0.9198, Acc.canopy: 0.4195, Acc.washer: 0.7668, Acc.plaything: 0.2652, Acc.swimming pool: 0.8377, Acc.stool: 0.6861, Acc.barrel: 0.7406, Acc.basket: 0.5601, Acc.waterfall: 0.6069, Acc.tent: 0.9809, Acc.bag: 0.2353, Acc.minibike: 0.8483, Acc.cradle: 0.9823, Acc.oven: 0.3369, Acc.ball: 0.7253, Acc.food: 0.7362, Acc.step: 0.0656, Acc.tank: 0.2599, Acc.trade name: 0.4101, Acc.microwave: 0.9090, Acc.pot: 0.4569, Acc.animal: 0.7335, Acc.bicycle: 0.8187, Acc.lake: 0.0000, Acc.dishwasher: 0.7635, Acc.screen: 0.8588, Acc.blanket: 0.3017, Acc.sculpture: 0.8624, Acc.hood: 0.8531, Acc.sconce: 0.6815, Acc.vase: 0.5881, Acc.traffic light: 0.6403, Acc.tray: 0.0911, Acc.ashcan: 0.6332, Acc.fan: 0.8281, Acc.pier: 0.4407, Acc.crt screen: 0.0000, Acc.plate: 0.8132, Acc.monitor: 0.1482, Acc.bulletin board: 0.5479, Acc.shower: 0.2545, Acc.radiator: 0.7903, Acc.glass: 0.2504, Acc.clock: 0.4241, Acc.flag: 0.5604 2023-11-26 15:19:05,633 - mmseg - INFO - Iter [30050/160000] lr: 3.099e-06, eta: 13:49:46, time: 0.743, data_time: 0.387, memory: 36416, decode.loss_cls: 0.8902, decode.loss_mask: 0.7643, decode.loss_dice: 1.1501, decode.d0.loss_cls: 3.0037, decode.d0.loss_mask: 0.8162, decode.d0.loss_dice: 1.3688, decode.d1.loss_cls: 1.0679, decode.d1.loss_mask: 0.8070, decode.d1.loss_dice: 1.2607, decode.d2.loss_cls: 0.9697, decode.d2.loss_mask: 0.7858, decode.d2.loss_dice: 1.2062, decode.d3.loss_cls: 0.9302, decode.d3.loss_mask: 0.7742, decode.d3.loss_dice: 1.1650, decode.d4.loss_cls: 0.9135, decode.d4.loss_mask: 0.7730, decode.d4.loss_dice: 1.1619, decode.d5.loss_cls: 0.8989, decode.d5.loss_mask: 0.7727, decode.d5.loss_dice: 1.1662, decode.d6.loss_cls: 0.8995, decode.d6.loss_mask: 0.7746, decode.d6.loss_dice: 1.1445, decode.d7.loss_cls: 0.8912, decode.d7.loss_mask: 0.7681, decode.d7.loss_dice: 1.1440, decode.d8.loss_cls: 0.8913, decode.d8.loss_mask: 0.7642, decode.d8.loss_dice: 1.1483, loss: 31.0722, grad_norm: 119.3978 2023-11-26 15:19:23,774 - mmseg - INFO - Iter [30100/160000] lr: 3.097e-06, eta: 13:49:22, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8718, decode.loss_mask: 0.7871, decode.loss_dice: 1.1233, decode.d0.loss_cls: 2.9387, decode.d0.loss_mask: 0.8489, decode.d0.loss_dice: 1.3516, decode.d1.loss_cls: 1.0534, decode.d1.loss_mask: 0.8222, decode.d1.loss_dice: 1.2311, decode.d2.loss_cls: 0.9483, decode.d2.loss_mask: 0.8016, decode.d2.loss_dice: 1.1681, decode.d3.loss_cls: 0.9071, decode.d3.loss_mask: 0.7903, decode.d3.loss_dice: 1.1374, decode.d4.loss_cls: 0.8968, decode.d4.loss_mask: 0.7910, decode.d4.loss_dice: 1.1327, decode.d5.loss_cls: 0.8833, decode.d5.loss_mask: 0.7907, decode.d5.loss_dice: 1.1350, decode.d6.loss_cls: 0.8670, decode.d6.loss_mask: 0.7888, decode.d6.loss_dice: 1.1242, decode.d7.loss_cls: 0.8690, decode.d7.loss_mask: 0.7860, decode.d7.loss_dice: 1.1270, decode.d8.loss_cls: 0.8796, decode.d8.loss_mask: 0.7902, decode.d8.loss_dice: 1.1262, loss: 30.7686, grad_norm: 119.8384 2023-11-26 15:19:42,031 - mmseg - INFO - Iter [30150/160000] lr: 3.096e-06, eta: 13:48:59, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9455, decode.loss_mask: 0.7835, decode.loss_dice: 1.1715, decode.d0.loss_cls: 3.0057, decode.d0.loss_mask: 0.8452, decode.d0.loss_dice: 1.4083, decode.d1.loss_cls: 1.1397, decode.d1.loss_mask: 0.8137, decode.d1.loss_dice: 1.2840, decode.d2.loss_cls: 1.0220, decode.d2.loss_mask: 0.8013, decode.d2.loss_dice: 1.2172, decode.d3.loss_cls: 0.9812, decode.d3.loss_mask: 0.7969, decode.d3.loss_dice: 1.1867, decode.d4.loss_cls: 0.9736, decode.d4.loss_mask: 0.7935, decode.d4.loss_dice: 1.1898, decode.d5.loss_cls: 0.9661, decode.d5.loss_mask: 0.7898, decode.d5.loss_dice: 1.1833, decode.d6.loss_cls: 0.9509, decode.d6.loss_mask: 0.7842, decode.d6.loss_dice: 1.1716, decode.d7.loss_cls: 0.9502, decode.d7.loss_mask: 0.7802, decode.d7.loss_dice: 1.1752, decode.d8.loss_cls: 0.9581, decode.d8.loss_mask: 0.7774, decode.d8.loss_dice: 1.1795, loss: 32.0258, grad_norm: 111.4679 2023-11-26 15:20:00,387 - mmseg - INFO - Iter [30200/160000] lr: 3.095e-06, eta: 13:48:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9123, decode.loss_mask: 0.7714, decode.loss_dice: 1.1276, decode.d0.loss_cls: 2.9683, decode.d0.loss_mask: 0.8272, decode.d0.loss_dice: 1.3604, decode.d1.loss_cls: 1.0873, decode.d1.loss_mask: 0.8124, decode.d1.loss_dice: 1.2350, decode.d2.loss_cls: 0.9880, decode.d2.loss_mask: 0.7836, decode.d2.loss_dice: 1.1798, decode.d3.loss_cls: 0.9274, decode.d3.loss_mask: 0.7809, decode.d3.loss_dice: 1.1516, decode.d4.loss_cls: 0.9291, decode.d4.loss_mask: 0.7785, decode.d4.loss_dice: 1.1472, decode.d5.loss_cls: 0.9303, decode.d5.loss_mask: 0.7713, decode.d5.loss_dice: 1.1413, decode.d6.loss_cls: 0.9120, decode.d6.loss_mask: 0.7715, decode.d6.loss_dice: 1.1251, decode.d7.loss_cls: 0.9096, decode.d7.loss_mask: 0.7689, decode.d7.loss_dice: 1.1239, decode.d8.loss_cls: 0.9132, decode.d8.loss_mask: 0.7666, decode.d8.loss_dice: 1.1268, loss: 31.0286, grad_norm: 127.8936 2023-11-26 15:20:19,015 - mmseg - INFO - Iter [30250/160000] lr: 3.094e-06, eta: 13:48:15, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8769, decode.loss_mask: 0.7739, decode.loss_dice: 1.1420, decode.d0.loss_cls: 2.9694, decode.d0.loss_mask: 0.8332, decode.d0.loss_dice: 1.3765, decode.d1.loss_cls: 1.0577, decode.d1.loss_mask: 0.8271, decode.d1.loss_dice: 1.2438, decode.d2.loss_cls: 0.9609, decode.d2.loss_mask: 0.8029, decode.d2.loss_dice: 1.1953, decode.d3.loss_cls: 0.9213, decode.d3.loss_mask: 0.7887, decode.d3.loss_dice: 1.1690, decode.d4.loss_cls: 0.9057, decode.d4.loss_mask: 0.7897, decode.d4.loss_dice: 1.1617, decode.d5.loss_cls: 0.8827, decode.d5.loss_mask: 0.7875, decode.d5.loss_dice: 1.1626, decode.d6.loss_cls: 0.8810, decode.d6.loss_mask: 0.7823, decode.d6.loss_dice: 1.1449, decode.d7.loss_cls: 0.8633, decode.d7.loss_mask: 0.7854, decode.d7.loss_dice: 1.1497, decode.d8.loss_cls: 0.8709, decode.d8.loss_mask: 0.7780, decode.d8.loss_dice: 1.1455, loss: 31.0296, grad_norm: 116.2748 2023-11-26 15:20:37,404 - mmseg - INFO - Iter [30300/160000] lr: 3.093e-06, eta: 13:47:53, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9118, decode.loss_mask: 0.7862, decode.loss_dice: 1.1396, decode.d0.loss_cls: 2.9869, decode.d0.loss_mask: 0.8331, decode.d0.loss_dice: 1.3775, decode.d1.loss_cls: 1.0845, decode.d1.loss_mask: 0.8225, decode.d1.loss_dice: 1.2505, decode.d2.loss_cls: 0.9878, decode.d2.loss_mask: 0.7964, decode.d2.loss_dice: 1.1909, decode.d3.loss_cls: 0.9515, decode.d3.loss_mask: 0.7957, decode.d3.loss_dice: 1.1631, decode.d4.loss_cls: 0.9274, decode.d4.loss_mask: 0.7916, decode.d4.loss_dice: 1.1650, decode.d5.loss_cls: 0.9339, decode.d5.loss_mask: 0.7908, decode.d5.loss_dice: 1.1531, decode.d6.loss_cls: 0.9291, decode.d6.loss_mask: 0.7886, decode.d6.loss_dice: 1.1456, decode.d7.loss_cls: 0.9226, decode.d7.loss_mask: 0.7852, decode.d7.loss_dice: 1.1411, decode.d8.loss_cls: 0.9172, decode.d8.loss_mask: 0.7866, decode.d8.loss_dice: 1.1410, loss: 31.3966, grad_norm: 119.0415 2023-11-26 15:20:57,898 - mmseg - INFO - Iter [30350/160000] lr: 3.092e-06, eta: 13:47:40, time: 0.410, data_time: 0.054, memory: 36416, decode.loss_cls: 0.8800, decode.loss_mask: 0.7724, decode.loss_dice: 1.1304, decode.d0.loss_cls: 3.0124, decode.d0.loss_mask: 0.8139, decode.d0.loss_dice: 1.3627, decode.d1.loss_cls: 1.0788, decode.d1.loss_mask: 0.8040, decode.d1.loss_dice: 1.2375, decode.d2.loss_cls: 0.9605, decode.d2.loss_mask: 0.7897, decode.d2.loss_dice: 1.1902, decode.d3.loss_cls: 0.9228, decode.d3.loss_mask: 0.7780, decode.d3.loss_dice: 1.1562, decode.d4.loss_cls: 0.8958, decode.d4.loss_mask: 0.7770, decode.d4.loss_dice: 1.1544, decode.d5.loss_cls: 0.8938, decode.d5.loss_mask: 0.7741, decode.d5.loss_dice: 1.1462, decode.d6.loss_cls: 0.8914, decode.d6.loss_mask: 0.7723, decode.d6.loss_dice: 1.1299, decode.d7.loss_cls: 0.8825, decode.d7.loss_mask: 0.7691, decode.d7.loss_dice: 1.1388, decode.d8.loss_cls: 0.8796, decode.d8.loss_mask: 0.7672, decode.d8.loss_dice: 1.1340, loss: 30.8958, grad_norm: 118.7702 2023-11-26 15:21:16,116 - mmseg - INFO - Iter [30400/160000] lr: 3.090e-06, eta: 13:47:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8618, decode.loss_mask: 0.7423, decode.loss_dice: 1.1258, decode.d0.loss_cls: 2.9348, decode.d0.loss_mask: 0.7959, decode.d0.loss_dice: 1.3547, decode.d1.loss_cls: 1.0399, decode.d1.loss_mask: 0.7875, decode.d1.loss_dice: 1.2337, decode.d2.loss_cls: 0.9451, decode.d2.loss_mask: 0.7623, decode.d2.loss_dice: 1.1678, decode.d3.loss_cls: 0.8959, decode.d3.loss_mask: 0.7521, decode.d3.loss_dice: 1.1402, decode.d4.loss_cls: 0.8947, decode.d4.loss_mask: 0.7516, decode.d4.loss_dice: 1.1355, decode.d5.loss_cls: 0.8774, decode.d5.loss_mask: 0.7528, decode.d5.loss_dice: 1.1365, decode.d6.loss_cls: 0.8778, decode.d6.loss_mask: 0.7464, decode.d6.loss_dice: 1.1252, decode.d7.loss_cls: 0.8656, decode.d7.loss_mask: 0.7455, decode.d7.loss_dice: 1.1256, decode.d8.loss_cls: 0.8655, decode.d8.loss_mask: 0.7477, decode.d8.loss_dice: 1.1267, loss: 30.3141, grad_norm: 118.0060 2023-11-26 15:21:34,356 - mmseg - INFO - Iter [30450/160000] lr: 3.089e-06, eta: 13:46:53, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8575, decode.loss_mask: 0.7473, decode.loss_dice: 1.1055, decode.d0.loss_cls: 2.9756, decode.d0.loss_mask: 0.7942, decode.d0.loss_dice: 1.3511, decode.d1.loss_cls: 1.0495, decode.d1.loss_mask: 0.7838, decode.d1.loss_dice: 1.2124, decode.d2.loss_cls: 0.9361, decode.d2.loss_mask: 0.7608, decode.d2.loss_dice: 1.1507, decode.d3.loss_cls: 0.8944, decode.d3.loss_mask: 0.7552, decode.d3.loss_dice: 1.1190, decode.d4.loss_cls: 0.8712, decode.d4.loss_mask: 0.7554, decode.d4.loss_dice: 1.1202, decode.d5.loss_cls: 0.8565, decode.d5.loss_mask: 0.7533, decode.d5.loss_dice: 1.1169, decode.d6.loss_cls: 0.8607, decode.d6.loss_mask: 0.7493, decode.d6.loss_dice: 1.1075, decode.d7.loss_cls: 0.8592, decode.d7.loss_mask: 0.7466, decode.d7.loss_dice: 1.1079, decode.d8.loss_cls: 0.8582, decode.d8.loss_mask: 0.7491, decode.d8.loss_dice: 1.1090, loss: 30.1143, grad_norm: 112.8323 2023-11-26 15:21:52,527 - mmseg - INFO - Iter [30500/160000] lr: 3.088e-06, eta: 13:46:30, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8798, decode.loss_mask: 0.7504, decode.loss_dice: 1.1284, decode.d0.loss_cls: 2.9651, decode.d0.loss_mask: 0.8087, decode.d0.loss_dice: 1.3728, decode.d1.loss_cls: 1.0582, decode.d1.loss_mask: 0.7945, decode.d1.loss_dice: 1.2509, decode.d2.loss_cls: 0.9504, decode.d2.loss_mask: 0.7751, decode.d2.loss_dice: 1.1768, decode.d3.loss_cls: 0.9129, decode.d3.loss_mask: 0.7660, decode.d3.loss_dice: 1.1448, decode.d4.loss_cls: 0.8996, decode.d4.loss_mask: 0.7705, decode.d4.loss_dice: 1.1457, decode.d5.loss_cls: 0.8875, decode.d5.loss_mask: 0.7646, decode.d5.loss_dice: 1.1438, decode.d6.loss_cls: 0.8760, decode.d6.loss_mask: 0.7595, decode.d6.loss_dice: 1.1302, decode.d7.loss_cls: 0.8760, decode.d7.loss_mask: 0.7565, decode.d7.loss_dice: 1.1309, decode.d8.loss_cls: 0.8819, decode.d8.loss_mask: 0.7564, decode.d8.loss_dice: 1.1285, loss: 30.6424, grad_norm: 111.2561 2023-11-26 15:22:10,915 - mmseg - INFO - Iter [30550/160000] lr: 3.087e-06, eta: 13:46:08, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9259, decode.loss_mask: 0.7704, decode.loss_dice: 1.1390, decode.d0.loss_cls: 3.0387, decode.d0.loss_mask: 0.8091, decode.d0.loss_dice: 1.3666, decode.d1.loss_cls: 1.1184, decode.d1.loss_mask: 0.8020, decode.d1.loss_dice: 1.2324, decode.d2.loss_cls: 1.0022, decode.d2.loss_mask: 0.7856, decode.d2.loss_dice: 1.1770, decode.d3.loss_cls: 0.9562, decode.d3.loss_mask: 0.7726, decode.d3.loss_dice: 1.1533, decode.d4.loss_cls: 0.9385, decode.d4.loss_mask: 0.7742, decode.d4.loss_dice: 1.1502, decode.d5.loss_cls: 0.9227, decode.d5.loss_mask: 0.7765, decode.d5.loss_dice: 1.1482, decode.d6.loss_cls: 0.9383, decode.d6.loss_mask: 0.7660, decode.d6.loss_dice: 1.1316, decode.d7.loss_cls: 0.9210, decode.d7.loss_mask: 0.7699, decode.d7.loss_dice: 1.1433, decode.d8.loss_cls: 0.9212, decode.d8.loss_mask: 0.7718, decode.d8.loss_dice: 1.1397, loss: 31.2626, grad_norm: 117.3140 2023-11-26 15:22:29,235 - mmseg - INFO - Iter [30600/160000] lr: 3.086e-06, eta: 13:45:45, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8404, decode.loss_mask: 0.7419, decode.loss_dice: 1.1200, decode.d0.loss_cls: 2.9238, decode.d0.loss_mask: 0.7968, decode.d0.loss_dice: 1.3399, decode.d1.loss_cls: 1.0027, decode.d1.loss_mask: 0.7857, decode.d1.loss_dice: 1.2295, decode.d2.loss_cls: 0.8971, decode.d2.loss_mask: 0.7584, decode.d2.loss_dice: 1.1721, decode.d3.loss_cls: 0.8642, decode.d3.loss_mask: 0.7563, decode.d3.loss_dice: 1.1418, decode.d4.loss_cls: 0.8615, decode.d4.loss_mask: 0.7466, decode.d4.loss_dice: 1.1343, decode.d5.loss_cls: 0.8468, decode.d5.loss_mask: 0.7538, decode.d5.loss_dice: 1.1324, decode.d6.loss_cls: 0.8422, decode.d6.loss_mask: 0.7451, decode.d6.loss_dice: 1.1227, decode.d7.loss_cls: 0.8299, decode.d7.loss_mask: 0.7447, decode.d7.loss_dice: 1.1258, decode.d8.loss_cls: 0.8338, decode.d8.loss_mask: 0.7415, decode.d8.loss_dice: 1.1252, loss: 29.9569, grad_norm: 115.5298 2023-11-26 15:22:47,440 - mmseg - INFO - Iter [30650/160000] lr: 3.084e-06, eta: 13:45:22, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8426, decode.loss_mask: 0.7650, decode.loss_dice: 1.1128, decode.d0.loss_cls: 2.9258, decode.d0.loss_mask: 0.8132, decode.d0.loss_dice: 1.3368, decode.d1.loss_cls: 1.0298, decode.d1.loss_mask: 0.7977, decode.d1.loss_dice: 1.2085, decode.d2.loss_cls: 0.9318, decode.d2.loss_mask: 0.7795, decode.d2.loss_dice: 1.1552, decode.d3.loss_cls: 0.8892, decode.d3.loss_mask: 0.7690, decode.d3.loss_dice: 1.1274, decode.d4.loss_cls: 0.8735, decode.d4.loss_mask: 0.7706, decode.d4.loss_dice: 1.1288, decode.d5.loss_cls: 0.8619, decode.d5.loss_mask: 0.7660, decode.d5.loss_dice: 1.1219, decode.d6.loss_cls: 0.8546, decode.d6.loss_mask: 0.7694, decode.d6.loss_dice: 1.1154, decode.d7.loss_cls: 0.8432, decode.d7.loss_mask: 0.7668, decode.d7.loss_dice: 1.1144, decode.d8.loss_cls: 0.8506, decode.d8.loss_mask: 0.7615, decode.d8.loss_dice: 1.1136, loss: 30.1966, grad_norm: 115.5978 2023-11-26 15:23:06,263 - mmseg - INFO - Iter [30700/160000] lr: 3.083e-06, eta: 13:45:01, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9067, decode.loss_mask: 0.7650, decode.loss_dice: 1.1456, decode.d0.loss_cls: 3.0404, decode.d0.loss_mask: 0.8247, decode.d0.loss_dice: 1.3951, decode.d1.loss_cls: 1.0917, decode.d1.loss_mask: 0.8140, decode.d1.loss_dice: 1.2644, decode.d2.loss_cls: 0.9887, decode.d2.loss_mask: 0.7812, decode.d2.loss_dice: 1.1998, decode.d3.loss_cls: 0.9351, decode.d3.loss_mask: 0.7717, decode.d3.loss_dice: 1.1690, decode.d4.loss_cls: 0.9182, decode.d4.loss_mask: 0.7760, decode.d4.loss_dice: 1.1636, decode.d5.loss_cls: 0.9142, decode.d5.loss_mask: 0.7724, decode.d5.loss_dice: 1.1608, decode.d6.loss_cls: 0.9186, decode.d6.loss_mask: 0.7698, decode.d6.loss_dice: 1.1446, decode.d7.loss_cls: 0.9018, decode.d7.loss_mask: 0.7707, decode.d7.loss_dice: 1.1482, decode.d8.loss_cls: 0.8959, decode.d8.loss_mask: 0.7683, decode.d8.loss_dice: 1.1448, loss: 31.2610, grad_norm: 126.2030 2023-11-26 15:23:24,555 - mmseg - INFO - Iter [30750/160000] lr: 3.082e-06, eta: 13:44:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9066, decode.loss_mask: 0.7579, decode.loss_dice: 1.1731, decode.d0.loss_cls: 3.0569, decode.d0.loss_mask: 0.8076, decode.d0.loss_dice: 1.4083, decode.d1.loss_cls: 1.0993, decode.d1.loss_mask: 0.7996, decode.d1.loss_dice: 1.2819, decode.d2.loss_cls: 0.9905, decode.d2.loss_mask: 0.7774, decode.d2.loss_dice: 1.2196, decode.d3.loss_cls: 0.9512, decode.d3.loss_mask: 0.7661, decode.d3.loss_dice: 1.1838, decode.d4.loss_cls: 0.9345, decode.d4.loss_mask: 0.7683, decode.d4.loss_dice: 1.1882, decode.d5.loss_cls: 0.9318, decode.d5.loss_mask: 0.7657, decode.d5.loss_dice: 1.1919, decode.d6.loss_cls: 0.9164, decode.d6.loss_mask: 0.7637, decode.d6.loss_dice: 1.1674, decode.d7.loss_cls: 0.9195, decode.d7.loss_mask: 0.7588, decode.d7.loss_dice: 1.1706, decode.d8.loss_cls: 0.9131, decode.d8.loss_mask: 0.7563, decode.d8.loss_dice: 1.1718, loss: 31.4975, grad_norm: 112.6843 2023-11-26 15:23:42,720 - mmseg - INFO - Iter [30800/160000] lr: 3.081e-06, eta: 13:44:15, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8712, decode.loss_mask: 0.7599, decode.loss_dice: 1.0992, decode.d0.loss_cls: 2.8787, decode.d0.loss_mask: 0.8280, decode.d0.loss_dice: 1.3260, decode.d1.loss_cls: 1.0311, decode.d1.loss_mask: 0.8009, decode.d1.loss_dice: 1.1971, decode.d2.loss_cls: 0.9331, decode.d2.loss_mask: 0.7787, decode.d2.loss_dice: 1.1397, decode.d3.loss_cls: 0.8923, decode.d3.loss_mask: 0.7696, decode.d3.loss_dice: 1.1064, decode.d4.loss_cls: 0.8884, decode.d4.loss_mask: 0.7654, decode.d4.loss_dice: 1.1122, decode.d5.loss_cls: 0.8758, decode.d5.loss_mask: 0.7669, decode.d5.loss_dice: 1.1171, decode.d6.loss_cls: 0.8845, decode.d6.loss_mask: 0.7605, decode.d6.loss_dice: 1.1041, decode.d7.loss_cls: 0.8683, decode.d7.loss_mask: 0.7650, decode.d7.loss_dice: 1.1069, decode.d8.loss_cls: 0.8578, decode.d8.loss_mask: 0.7649, decode.d8.loss_dice: 1.1041, loss: 30.1538, grad_norm: 117.4985 2023-11-26 15:24:02,273 - mmseg - INFO - Iter [30850/160000] lr: 3.080e-06, eta: 13:43:58, time: 0.391, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8952, decode.loss_mask: 0.7684, decode.loss_dice: 1.1590, decode.d0.loss_cls: 3.0552, decode.d0.loss_mask: 0.8202, decode.d0.loss_dice: 1.3852, decode.d1.loss_cls: 1.0807, decode.d1.loss_mask: 0.8034, decode.d1.loss_dice: 1.2710, decode.d2.loss_cls: 0.9768, decode.d2.loss_mask: 0.7829, decode.d2.loss_dice: 1.2021, decode.d3.loss_cls: 0.9400, decode.d3.loss_mask: 0.7773, decode.d3.loss_dice: 1.1798, decode.d4.loss_cls: 0.9256, decode.d4.loss_mask: 0.7688, decode.d4.loss_dice: 1.1790, decode.d5.loss_cls: 0.9204, decode.d5.loss_mask: 0.7745, decode.d5.loss_dice: 1.1722, decode.d6.loss_cls: 0.9113, decode.d6.loss_mask: 0.7658, decode.d6.loss_dice: 1.1567, decode.d7.loss_cls: 0.9102, decode.d7.loss_mask: 0.7698, decode.d7.loss_dice: 1.1594, decode.d8.loss_cls: 0.8931, decode.d8.loss_mask: 0.7684, decode.d8.loss_dice: 1.1585, loss: 31.3310, grad_norm: 133.0771 2023-11-26 15:24:20,595 - mmseg - INFO - Iter [30900/160000] lr: 3.078e-06, eta: 13:43:36, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9309, decode.loss_mask: 0.7616, decode.loss_dice: 1.1475, decode.d0.loss_cls: 3.0140, decode.d0.loss_mask: 0.8195, decode.d0.loss_dice: 1.3771, decode.d1.loss_cls: 1.1195, decode.d1.loss_mask: 0.8032, decode.d1.loss_dice: 1.2543, decode.d2.loss_cls: 1.0249, decode.d2.loss_mask: 0.7734, decode.d2.loss_dice: 1.1882, decode.d3.loss_cls: 0.9726, decode.d3.loss_mask: 0.7654, decode.d3.loss_dice: 1.1564, decode.d4.loss_cls: 0.9579, decode.d4.loss_mask: 0.7663, decode.d4.loss_dice: 1.1558, decode.d5.loss_cls: 0.9459, decode.d5.loss_mask: 0.7695, decode.d5.loss_dice: 1.1563, decode.d6.loss_cls: 0.9358, decode.d6.loss_mask: 0.7655, decode.d6.loss_dice: 1.1445, decode.d7.loss_cls: 0.9259, decode.d7.loss_mask: 0.7634, decode.d7.loss_dice: 1.1428, decode.d8.loss_cls: 0.9319, decode.d8.loss_mask: 0.7578, decode.d8.loss_dice: 1.1443, loss: 31.3721, grad_norm: 123.4222 2023-11-26 15:24:38,741 - mmseg - INFO - Iter [30950/160000] lr: 3.077e-06, eta: 13:43:12, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8631, decode.loss_mask: 0.7771, decode.loss_dice: 1.1442, decode.d0.loss_cls: 2.8963, decode.d0.loss_mask: 0.8272, decode.d0.loss_dice: 1.3745, decode.d1.loss_cls: 1.0405, decode.d1.loss_mask: 0.8106, decode.d1.loss_dice: 1.2531, decode.d2.loss_cls: 0.9504, decode.d2.loss_mask: 0.7915, decode.d2.loss_dice: 1.1977, decode.d3.loss_cls: 0.9206, decode.d3.loss_mask: 0.7810, decode.d3.loss_dice: 1.1596, decode.d4.loss_cls: 0.8896, decode.d4.loss_mask: 0.7835, decode.d4.loss_dice: 1.1619, decode.d5.loss_cls: 0.8851, decode.d5.loss_mask: 0.7769, decode.d5.loss_dice: 1.1541, decode.d6.loss_cls: 0.8744, decode.d6.loss_mask: 0.7772, decode.d6.loss_dice: 1.1404, decode.d7.loss_cls: 0.8690, decode.d7.loss_mask: 0.7725, decode.d7.loss_dice: 1.1466, decode.d8.loss_cls: 0.8639, decode.d8.loss_mask: 0.7742, decode.d8.loss_dice: 1.1392, loss: 30.7959, grad_norm: 113.0119 2023-11-26 15:24:57,194 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:24:57,194 - mmseg - INFO - Iter [31000/160000] lr: 3.076e-06, eta: 13:42:50, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9113, decode.loss_mask: 0.7562, decode.loss_dice: 1.1198, decode.d0.loss_cls: 2.9871, decode.d0.loss_mask: 0.8142, decode.d0.loss_dice: 1.3512, decode.d1.loss_cls: 1.0938, decode.d1.loss_mask: 0.7996, decode.d1.loss_dice: 1.2284, decode.d2.loss_cls: 0.9970, decode.d2.loss_mask: 0.7750, decode.d2.loss_dice: 1.1724, decode.d3.loss_cls: 0.9599, decode.d3.loss_mask: 0.7675, decode.d3.loss_dice: 1.1391, decode.d4.loss_cls: 0.9338, decode.d4.loss_mask: 0.7616, decode.d4.loss_dice: 1.1359, decode.d5.loss_cls: 0.9427, decode.d5.loss_mask: 0.7608, decode.d5.loss_dice: 1.1334, decode.d6.loss_cls: 0.9317, decode.d6.loss_mask: 0.7568, decode.d6.loss_dice: 1.1165, decode.d7.loss_cls: 0.9320, decode.d7.loss_mask: 0.7579, decode.d7.loss_dice: 1.1213, decode.d8.loss_cls: 0.9171, decode.d8.loss_mask: 0.7627, decode.d8.loss_dice: 1.1242, loss: 30.9608, grad_norm: 121.5668 2023-11-26 15:25:16,526 - mmseg - INFO - Iter [31050/160000] lr: 3.075e-06, eta: 13:42:32, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8490, decode.loss_mask: 0.7588, decode.loss_dice: 1.1435, decode.d0.loss_cls: 2.8904, decode.d0.loss_mask: 0.8183, decode.d0.loss_dice: 1.3760, decode.d1.loss_cls: 1.0083, decode.d1.loss_mask: 0.7943, decode.d1.loss_dice: 1.2555, decode.d2.loss_cls: 0.9129, decode.d2.loss_mask: 0.7729, decode.d2.loss_dice: 1.1900, decode.d3.loss_cls: 0.8886, decode.d3.loss_mask: 0.7615, decode.d3.loss_dice: 1.1520, decode.d4.loss_cls: 0.8593, decode.d4.loss_mask: 0.7693, decode.d4.loss_dice: 1.1582, decode.d5.loss_cls: 0.8607, decode.d5.loss_mask: 0.7676, decode.d5.loss_dice: 1.1553, decode.d6.loss_cls: 0.8532, decode.d6.loss_mask: 0.7625, decode.d6.loss_dice: 1.1454, decode.d7.loss_cls: 0.8426, decode.d7.loss_mask: 0.7637, decode.d7.loss_dice: 1.1571, decode.d8.loss_cls: 0.8467, decode.d8.loss_mask: 0.7629, decode.d8.loss_dice: 1.1518, loss: 30.4283, grad_norm: 123.3519 2023-11-26 15:25:35,493 - mmseg - INFO - Iter [31100/160000] lr: 3.074e-06, eta: 13:42:12, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8673, decode.loss_mask: 0.7803, decode.loss_dice: 1.1372, decode.d0.loss_cls: 2.9518, decode.d0.loss_mask: 0.8259, decode.d0.loss_dice: 1.3609, decode.d1.loss_cls: 1.0439, decode.d1.loss_mask: 0.8115, decode.d1.loss_dice: 1.2367, decode.d2.loss_cls: 0.9397, decode.d2.loss_mask: 0.7870, decode.d2.loss_dice: 1.1838, decode.d3.loss_cls: 0.9020, decode.d3.loss_mask: 0.7770, decode.d3.loss_dice: 1.1438, decode.d4.loss_cls: 0.8933, decode.d4.loss_mask: 0.7788, decode.d4.loss_dice: 1.1425, decode.d5.loss_cls: 0.8855, decode.d5.loss_mask: 0.7780, decode.d5.loss_dice: 1.1408, decode.d6.loss_cls: 0.8840, decode.d6.loss_mask: 0.7732, decode.d6.loss_dice: 1.1326, decode.d7.loss_cls: 0.8723, decode.d7.loss_mask: 0.7787, decode.d7.loss_dice: 1.1347, decode.d8.loss_cls: 0.8713, decode.d8.loss_mask: 0.7811, decode.d8.loss_dice: 1.1431, loss: 30.7387, grad_norm: 115.2403 2023-11-26 15:25:53,878 - mmseg - INFO - Iter [31150/160000] lr: 3.072e-06, eta: 13:41:50, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.9223, decode.loss_mask: 0.7642, decode.loss_dice: 1.1468, decode.d0.loss_cls: 3.0422, decode.d0.loss_mask: 0.8214, decode.d0.loss_dice: 1.3890, decode.d1.loss_cls: 1.1077, decode.d1.loss_mask: 0.8086, decode.d1.loss_dice: 1.2591, decode.d2.loss_cls: 1.0066, decode.d2.loss_mask: 0.7846, decode.d2.loss_dice: 1.2035, decode.d3.loss_cls: 0.9738, decode.d3.loss_mask: 0.7702, decode.d3.loss_dice: 1.1592, decode.d4.loss_cls: 0.9459, decode.d4.loss_mask: 0.7711, decode.d4.loss_dice: 1.1599, decode.d5.loss_cls: 0.9326, decode.d5.loss_mask: 0.7771, decode.d5.loss_dice: 1.1632, decode.d6.loss_cls: 0.9278, decode.d6.loss_mask: 0.7720, decode.d6.loss_dice: 1.1518, decode.d7.loss_cls: 0.9153, decode.d7.loss_mask: 0.7733, decode.d7.loss_dice: 1.1584, decode.d8.loss_cls: 0.9116, decode.d8.loss_mask: 0.7716, decode.d8.loss_dice: 1.1542, loss: 31.4451, grad_norm: 115.1906 2023-11-26 15:26:12,313 - mmseg - INFO - Iter [31200/160000] lr: 3.071e-06, eta: 13:41:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8925, decode.loss_mask: 0.7492, decode.loss_dice: 1.1432, decode.d0.loss_cls: 2.9902, decode.d0.loss_mask: 0.7951, decode.d0.loss_dice: 1.3743, decode.d1.loss_cls: 1.0681, decode.d1.loss_mask: 0.7918, decode.d1.loss_dice: 1.2497, decode.d2.loss_cls: 0.9558, decode.d2.loss_mask: 0.7650, decode.d2.loss_dice: 1.1862, decode.d3.loss_cls: 0.9297, decode.d3.loss_mask: 0.7555, decode.d3.loss_dice: 1.1581, decode.d4.loss_cls: 0.9169, decode.d4.loss_mask: 0.7544, decode.d4.loss_dice: 1.1584, decode.d5.loss_cls: 0.8967, decode.d5.loss_mask: 0.7509, decode.d5.loss_dice: 1.1536, decode.d6.loss_cls: 0.8909, decode.d6.loss_mask: 0.7572, decode.d6.loss_dice: 1.1406, decode.d7.loss_cls: 0.8928, decode.d7.loss_mask: 0.7501, decode.d7.loss_dice: 1.1447, decode.d8.loss_cls: 0.8839, decode.d8.loss_mask: 0.7498, decode.d8.loss_dice: 1.1427, loss: 30.7883, grad_norm: 110.8424 2023-11-26 15:26:30,719 - mmseg - INFO - Iter [31250/160000] lr: 3.070e-06, eta: 13:41:06, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9066, decode.loss_mask: 0.7876, decode.loss_dice: 1.1512, decode.d0.loss_cls: 3.0298, decode.d0.loss_mask: 0.8331, decode.d0.loss_dice: 1.3749, decode.d1.loss_cls: 1.0925, decode.d1.loss_mask: 0.8253, decode.d1.loss_dice: 1.2589, decode.d2.loss_cls: 0.9868, decode.d2.loss_mask: 0.8044, decode.d2.loss_dice: 1.1962, decode.d3.loss_cls: 0.9500, decode.d3.loss_mask: 0.7929, decode.d3.loss_dice: 1.1642, decode.d4.loss_cls: 0.9256, decode.d4.loss_mask: 0.7861, decode.d4.loss_dice: 1.1712, decode.d5.loss_cls: 0.9192, decode.d5.loss_mask: 0.7917, decode.d5.loss_dice: 1.1729, decode.d6.loss_cls: 0.9057, decode.d6.loss_mask: 0.7915, decode.d6.loss_dice: 1.1567, decode.d7.loss_cls: 0.9120, decode.d7.loss_mask: 0.7896, decode.d7.loss_dice: 1.1583, decode.d8.loss_cls: 0.9097, decode.d8.loss_mask: 0.7881, decode.d8.loss_dice: 1.1600, loss: 31.4930, grad_norm: 132.5443 2023-11-26 15:26:48,904 - mmseg - INFO - Iter [31300/160000] lr: 3.069e-06, eta: 13:40:43, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8531, decode.loss_mask: 0.7679, decode.loss_dice: 1.1019, decode.d0.loss_cls: 2.9115, decode.d0.loss_mask: 0.8165, decode.d0.loss_dice: 1.3348, decode.d1.loss_cls: 1.0424, decode.d1.loss_mask: 0.7951, decode.d1.loss_dice: 1.2085, decode.d2.loss_cls: 0.9389, decode.d2.loss_mask: 0.7801, decode.d2.loss_dice: 1.1640, decode.d3.loss_cls: 0.8955, decode.d3.loss_mask: 0.7796, decode.d3.loss_dice: 1.1183, decode.d4.loss_cls: 0.8884, decode.d4.loss_mask: 0.7689, decode.d4.loss_dice: 1.1246, decode.d5.loss_cls: 0.8657, decode.d5.loss_mask: 0.7702, decode.d5.loss_dice: 1.1250, decode.d6.loss_cls: 0.8628, decode.d6.loss_mask: 0.7690, decode.d6.loss_dice: 1.0965, decode.d7.loss_cls: 0.8534, decode.d7.loss_mask: 0.7690, decode.d7.loss_dice: 1.1052, decode.d8.loss_cls: 0.8540, decode.d8.loss_mask: 0.7715, decode.d8.loss_dice: 1.1100, loss: 30.2421, grad_norm: 117.8115 2023-11-26 15:27:07,296 - mmseg - INFO - Iter [31350/160000] lr: 3.068e-06, eta: 13:40:20, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8868, decode.loss_mask: 0.7699, decode.loss_dice: 1.1260, decode.d0.loss_cls: 2.9345, decode.d0.loss_mask: 0.8111, decode.d0.loss_dice: 1.3532, decode.d1.loss_cls: 1.0664, decode.d1.loss_mask: 0.8081, decode.d1.loss_dice: 1.2286, decode.d2.loss_cls: 0.9656, decode.d2.loss_mask: 0.7844, decode.d2.loss_dice: 1.1667, decode.d3.loss_cls: 0.9265, decode.d3.loss_mask: 0.7734, decode.d3.loss_dice: 1.1365, decode.d4.loss_cls: 0.9142, decode.d4.loss_mask: 0.7727, decode.d4.loss_dice: 1.1444, decode.d5.loss_cls: 0.9153, decode.d5.loss_mask: 0.7714, decode.d5.loss_dice: 1.1398, decode.d6.loss_cls: 0.8963, decode.d6.loss_mask: 0.7735, decode.d6.loss_dice: 1.1312, decode.d7.loss_cls: 0.8963, decode.d7.loss_mask: 0.7714, decode.d7.loss_dice: 1.1333, decode.d8.loss_cls: 0.8887, decode.d8.loss_mask: 0.7675, decode.d8.loss_dice: 1.1303, loss: 30.7840, grad_norm: 132.3190 2023-11-26 15:27:26,035 - mmseg - INFO - Iter [31400/160000] lr: 3.066e-06, eta: 13:40:00, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9508, decode.loss_mask: 0.7694, decode.loss_dice: 1.1556, decode.d0.loss_cls: 3.0882, decode.d0.loss_mask: 0.8267, decode.d0.loss_dice: 1.3986, decode.d1.loss_cls: 1.1228, decode.d1.loss_mask: 0.8068, decode.d1.loss_dice: 1.2728, decode.d2.loss_cls: 1.0162, decode.d2.loss_mask: 0.7854, decode.d2.loss_dice: 1.2112, decode.d3.loss_cls: 0.9778, decode.d3.loss_mask: 0.7770, decode.d3.loss_dice: 1.1785, decode.d4.loss_cls: 0.9643, decode.d4.loss_mask: 0.7781, decode.d4.loss_dice: 1.1753, decode.d5.loss_cls: 0.9597, decode.d5.loss_mask: 0.7760, decode.d5.loss_dice: 1.1666, decode.d6.loss_cls: 0.9480, decode.d6.loss_mask: 0.7735, decode.d6.loss_dice: 1.1584, decode.d7.loss_cls: 0.9518, decode.d7.loss_mask: 0.7722, decode.d7.loss_dice: 1.1619, decode.d8.loss_cls: 0.9540, decode.d8.loss_mask: 0.7694, decode.d8.loss_dice: 1.1632, loss: 31.8099, grad_norm: 121.6377 2023-11-26 15:27:45,224 - mmseg - INFO - Iter [31450/160000] lr: 3.065e-06, eta: 13:39:41, time: 0.384, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9026, decode.loss_mask: 0.7695, decode.loss_dice: 1.1462, decode.d0.loss_cls: 2.9496, decode.d0.loss_mask: 0.8336, decode.d0.loss_dice: 1.3794, decode.d1.loss_cls: 1.0717, decode.d1.loss_mask: 0.8122, decode.d1.loss_dice: 1.2650, decode.d2.loss_cls: 0.9767, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.2005, decode.d3.loss_cls: 0.9428, decode.d3.loss_mask: 0.7803, decode.d3.loss_dice: 1.1586, decode.d4.loss_cls: 0.9156, decode.d4.loss_mask: 0.7764, decode.d4.loss_dice: 1.1654, decode.d5.loss_cls: 0.9081, decode.d5.loss_mask: 0.7754, decode.d5.loss_dice: 1.1678, decode.d6.loss_cls: 0.9139, decode.d6.loss_mask: 0.7756, decode.d6.loss_dice: 1.1428, decode.d7.loss_cls: 0.9017, decode.d7.loss_mask: 0.7790, decode.d7.loss_dice: 1.1516, decode.d8.loss_cls: 0.8980, decode.d8.loss_mask: 0.7763, decode.d8.loss_dice: 1.1471, loss: 31.1666, grad_norm: 115.9623 2023-11-26 15:28:05,138 - mmseg - INFO - Iter [31500/160000] lr: 3.064e-06, eta: 13:39:25, time: 0.398, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9417, decode.loss_mask: 0.7625, decode.loss_dice: 1.1445, decode.d0.loss_cls: 3.0423, decode.d0.loss_mask: 0.8183, decode.d0.loss_dice: 1.3851, decode.d1.loss_cls: 1.1433, decode.d1.loss_mask: 0.8056, decode.d1.loss_dice: 1.2523, decode.d2.loss_cls: 1.0191, decode.d2.loss_mask: 0.7873, decode.d2.loss_dice: 1.1943, decode.d3.loss_cls: 0.9704, decode.d3.loss_mask: 0.7769, decode.d3.loss_dice: 1.1630, decode.d4.loss_cls: 0.9515, decode.d4.loss_mask: 0.7756, decode.d4.loss_dice: 1.1589, decode.d5.loss_cls: 0.9467, decode.d5.loss_mask: 0.7650, decode.d5.loss_dice: 1.1553, decode.d6.loss_cls: 0.9467, decode.d6.loss_mask: 0.7645, decode.d6.loss_dice: 1.1471, decode.d7.loss_cls: 0.9454, decode.d7.loss_mask: 0.7651, decode.d7.loss_dice: 1.1488, decode.d8.loss_cls: 0.9461, decode.d8.loss_mask: 0.7594, decode.d8.loss_dice: 1.1493, loss: 31.5322, grad_norm: 115.9883 2023-11-26 15:28:23,417 - mmseg - INFO - Iter [31550/160000] lr: 3.063e-06, eta: 13:39:02, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8401, decode.loss_mask: 0.7468, decode.loss_dice: 1.0915, decode.d0.loss_cls: 2.9221, decode.d0.loss_mask: 0.7977, decode.d0.loss_dice: 1.3300, decode.d1.loss_cls: 1.0124, decode.d1.loss_mask: 0.7750, decode.d1.loss_dice: 1.1912, decode.d2.loss_cls: 0.9069, decode.d2.loss_mask: 0.7623, decode.d2.loss_dice: 1.1478, decode.d3.loss_cls: 0.8623, decode.d3.loss_mask: 0.7548, decode.d3.loss_dice: 1.1078, decode.d4.loss_cls: 0.8488, decode.d4.loss_mask: 0.7571, decode.d4.loss_dice: 1.1133, decode.d5.loss_cls: 0.8375, decode.d5.loss_mask: 0.7536, decode.d5.loss_dice: 1.1127, decode.d6.loss_cls: 0.8312, decode.d6.loss_mask: 0.7464, decode.d6.loss_dice: 1.1021, decode.d7.loss_cls: 0.8228, decode.d7.loss_mask: 0.7464, decode.d7.loss_dice: 1.1067, decode.d8.loss_cls: 0.8241, decode.d8.loss_mask: 0.7457, decode.d8.loss_dice: 1.0985, loss: 29.6954, grad_norm: 110.4559 2023-11-26 15:28:44,534 - mmseg - INFO - Iter [31600/160000] lr: 3.062e-06, eta: 13:38:51, time: 0.422, data_time: 0.055, memory: 36416, decode.loss_cls: 0.8767, decode.loss_mask: 0.7343, decode.loss_dice: 1.1298, decode.d0.loss_cls: 3.0069, decode.d0.loss_mask: 0.7901, decode.d0.loss_dice: 1.3840, decode.d1.loss_cls: 1.0653, decode.d1.loss_mask: 0.7755, decode.d1.loss_dice: 1.2397, decode.d2.loss_cls: 0.9560, decode.d2.loss_mask: 0.7538, decode.d2.loss_dice: 1.1853, decode.d3.loss_cls: 0.9064, decode.d3.loss_mask: 0.7452, decode.d3.loss_dice: 1.1522, decode.d4.loss_cls: 0.8993, decode.d4.loss_mask: 0.7385, decode.d4.loss_dice: 1.1500, decode.d5.loss_cls: 0.8928, decode.d5.loss_mask: 0.7395, decode.d5.loss_dice: 1.1489, decode.d6.loss_cls: 0.8824, decode.d6.loss_mask: 0.7335, decode.d6.loss_dice: 1.1350, decode.d7.loss_cls: 0.8752, decode.d7.loss_mask: 0.7362, decode.d7.loss_dice: 1.1362, decode.d8.loss_cls: 0.8753, decode.d8.loss_mask: 0.7387, decode.d8.loss_dice: 1.1370, loss: 30.5199, grad_norm: 127.8968 2023-11-26 15:29:02,739 - mmseg - INFO - Iter [31650/160000] lr: 3.061e-06, eta: 13:38:28, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8118, decode.loss_mask: 0.7564, decode.loss_dice: 1.0912, decode.d0.loss_cls: 2.8767, decode.d0.loss_mask: 0.8112, decode.d0.loss_dice: 1.3208, decode.d1.loss_cls: 1.0021, decode.d1.loss_mask: 0.7966, decode.d1.loss_dice: 1.1990, decode.d2.loss_cls: 0.8849, decode.d2.loss_mask: 0.7791, decode.d2.loss_dice: 1.1363, decode.d3.loss_cls: 0.8426, decode.d3.loss_mask: 0.7686, decode.d3.loss_dice: 1.1046, decode.d4.loss_cls: 0.8259, decode.d4.loss_mask: 0.7619, decode.d4.loss_dice: 1.1088, decode.d5.loss_cls: 0.8276, decode.d5.loss_mask: 0.7591, decode.d5.loss_dice: 1.1057, decode.d6.loss_cls: 0.8261, decode.d6.loss_mask: 0.7570, decode.d6.loss_dice: 1.0901, decode.d7.loss_cls: 0.8201, decode.d7.loss_mask: 0.7562, decode.d7.loss_dice: 1.0934, decode.d8.loss_cls: 0.8067, decode.d8.loss_mask: 0.7585, decode.d8.loss_dice: 1.0921, loss: 29.5712, grad_norm: 127.3565 2023-11-26 15:29:21,018 - mmseg - INFO - Iter [31700/160000] lr: 3.059e-06, eta: 13:38:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8515, decode.loss_mask: 0.7470, decode.loss_dice: 1.0925, decode.d0.loss_cls: 2.9510, decode.d0.loss_mask: 0.7968, decode.d0.loss_dice: 1.3219, decode.d1.loss_cls: 1.0270, decode.d1.loss_mask: 0.7815, decode.d1.loss_dice: 1.2011, decode.d2.loss_cls: 0.9369, decode.d2.loss_mask: 0.7631, decode.d2.loss_dice: 1.1494, decode.d3.loss_cls: 0.8945, decode.d3.loss_mask: 0.7534, decode.d3.loss_dice: 1.1146, decode.d4.loss_cls: 0.8789, decode.d4.loss_mask: 0.7504, decode.d4.loss_dice: 1.1103, decode.d5.loss_cls: 0.8751, decode.d5.loss_mask: 0.7528, decode.d5.loss_dice: 1.1048, decode.d6.loss_cls: 0.8630, decode.d6.loss_mask: 0.7476, decode.d6.loss_dice: 1.0953, decode.d7.loss_cls: 0.8598, decode.d7.loss_mask: 0.7456, decode.d7.loss_dice: 1.0932, decode.d8.loss_cls: 0.8605, decode.d8.loss_mask: 0.7467, decode.d8.loss_dice: 1.0931, loss: 29.9592, grad_norm: 135.3474 2023-11-26 15:29:39,250 - mmseg - INFO - Iter [31750/160000] lr: 3.058e-06, eta: 13:37:43, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8627, decode.loss_mask: 0.7787, decode.loss_dice: 1.1382, decode.d0.loss_cls: 2.9094, decode.d0.loss_mask: 0.8373, decode.d0.loss_dice: 1.3943, decode.d1.loss_cls: 1.0465, decode.d1.loss_mask: 0.8149, decode.d1.loss_dice: 1.2578, decode.d2.loss_cls: 0.9403, decode.d2.loss_mask: 0.7922, decode.d2.loss_dice: 1.1872, decode.d3.loss_cls: 0.9140, decode.d3.loss_mask: 0.7774, decode.d3.loss_dice: 1.1594, decode.d4.loss_cls: 0.8946, decode.d4.loss_mask: 0.7798, decode.d4.loss_dice: 1.1547, decode.d5.loss_cls: 0.8872, decode.d5.loss_mask: 0.7736, decode.d5.loss_dice: 1.1480, decode.d6.loss_cls: 0.8843, decode.d6.loss_mask: 0.7797, decode.d6.loss_dice: 1.1354, decode.d7.loss_cls: 0.8739, decode.d7.loss_mask: 0.7782, decode.d7.loss_dice: 1.1376, decode.d8.loss_cls: 0.8643, decode.d8.loss_mask: 0.7798, decode.d8.loss_dice: 1.1447, loss: 30.8263, grad_norm: 111.2731 2023-11-26 15:29:57,702 - mmseg - INFO - Iter [31800/160000] lr: 3.057e-06, eta: 13:37:21, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9080, decode.loss_mask: 0.7304, decode.loss_dice: 1.1212, decode.d0.loss_cls: 3.0693, decode.d0.loss_mask: 0.7779, decode.d0.loss_dice: 1.3638, decode.d1.loss_cls: 1.1092, decode.d1.loss_mask: 0.7607, decode.d1.loss_dice: 1.2269, decode.d2.loss_cls: 1.0046, decode.d2.loss_mask: 0.7479, decode.d2.loss_dice: 1.1686, decode.d3.loss_cls: 0.9543, decode.d3.loss_mask: 0.7391, decode.d3.loss_dice: 1.1361, decode.d4.loss_cls: 0.9320, decode.d4.loss_mask: 0.7387, decode.d4.loss_dice: 1.1427, decode.d5.loss_cls: 0.9355, decode.d5.loss_mask: 0.7362, decode.d5.loss_dice: 1.1357, decode.d6.loss_cls: 0.9159, decode.d6.loss_mask: 0.7280, decode.d6.loss_dice: 1.1275, decode.d7.loss_cls: 0.9124, decode.d7.loss_mask: 0.7307, decode.d7.loss_dice: 1.1291, decode.d8.loss_cls: 0.9066, decode.d8.loss_mask: 0.7308, decode.d8.loss_dice: 1.1303, loss: 30.7499, grad_norm: 123.5309 2023-11-26 15:30:16,295 - mmseg - INFO - Iter [31850/160000] lr: 3.056e-06, eta: 13:37:00, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8883, decode.loss_mask: 0.7554, decode.loss_dice: 1.1103, decode.d0.loss_cls: 2.9352, decode.d0.loss_mask: 0.8105, decode.d0.loss_dice: 1.3466, decode.d1.loss_cls: 1.0936, decode.d1.loss_mask: 0.7873, decode.d1.loss_dice: 1.2126, decode.d2.loss_cls: 0.9900, decode.d2.loss_mask: 0.7699, decode.d2.loss_dice: 1.1589, decode.d3.loss_cls: 0.9480, decode.d3.loss_mask: 0.7580, decode.d3.loss_dice: 1.1276, decode.d4.loss_cls: 0.9247, decode.d4.loss_mask: 0.7614, decode.d4.loss_dice: 1.1230, decode.d5.loss_cls: 0.9317, decode.d5.loss_mask: 0.7587, decode.d5.loss_dice: 1.1142, decode.d6.loss_cls: 0.9104, decode.d6.loss_mask: 0.7564, decode.d6.loss_dice: 1.1096, decode.d7.loss_cls: 0.9084, decode.d7.loss_mask: 0.7550, decode.d7.loss_dice: 1.1085, decode.d8.loss_cls: 0.8963, decode.d8.loss_mask: 0.7560, decode.d8.loss_dice: 1.1133, loss: 30.6198, grad_norm: 113.8907 2023-11-26 15:30:35,717 - mmseg - INFO - Iter [31900/160000] lr: 3.055e-06, eta: 13:36:42, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8860, decode.loss_mask: 0.7763, decode.loss_dice: 1.1253, decode.d0.loss_cls: 2.9397, decode.d0.loss_mask: 0.8465, decode.d0.loss_dice: 1.3525, decode.d1.loss_cls: 1.0654, decode.d1.loss_mask: 0.8227, decode.d1.loss_dice: 1.2273, decode.d2.loss_cls: 0.9645, decode.d2.loss_mask: 0.8016, decode.d2.loss_dice: 1.1806, decode.d3.loss_cls: 0.9228, decode.d3.loss_mask: 0.7903, decode.d3.loss_dice: 1.1472, decode.d4.loss_cls: 0.9187, decode.d4.loss_mask: 0.7851, decode.d4.loss_dice: 1.1383, decode.d5.loss_cls: 0.9068, decode.d5.loss_mask: 0.7825, decode.d5.loss_dice: 1.1380, decode.d6.loss_cls: 0.9027, decode.d6.loss_mask: 0.7758, decode.d6.loss_dice: 1.1233, decode.d7.loss_cls: 0.8865, decode.d7.loss_mask: 0.7752, decode.d7.loss_dice: 1.1241, decode.d8.loss_cls: 0.8839, decode.d8.loss_mask: 0.7776, decode.d8.loss_dice: 1.1233, loss: 30.8906, grad_norm: 127.0737 2023-11-26 15:30:54,033 - mmseg - INFO - Iter [31950/160000] lr: 3.053e-06, eta: 13:36:20, time: 0.368, data_time: 0.011, memory: 36416, decode.loss_cls: 0.8873, decode.loss_mask: 0.7892, decode.loss_dice: 1.1349, decode.d0.loss_cls: 3.0175, decode.d0.loss_mask: 0.8506, decode.d0.loss_dice: 1.3676, decode.d1.loss_cls: 1.0698, decode.d1.loss_mask: 0.8300, decode.d1.loss_dice: 1.2474, decode.d2.loss_cls: 0.9804, decode.d2.loss_mask: 0.8015, decode.d2.loss_dice: 1.1805, decode.d3.loss_cls: 0.9282, decode.d3.loss_mask: 0.7949, decode.d3.loss_dice: 1.1581, decode.d4.loss_cls: 0.9147, decode.d4.loss_mask: 0.7945, decode.d4.loss_dice: 1.1527, decode.d5.loss_cls: 0.9004, decode.d5.loss_mask: 0.7939, decode.d5.loss_dice: 1.1528, decode.d6.loss_cls: 0.8938, decode.d6.loss_mask: 0.7890, decode.d6.loss_dice: 1.1370, decode.d7.loss_cls: 0.8912, decode.d7.loss_mask: 0.7898, decode.d7.loss_dice: 1.1363, decode.d8.loss_cls: 0.8957, decode.d8.loss_mask: 0.7873, decode.d8.loss_dice: 1.1357, loss: 31.2027, grad_norm: 117.8180 2023-11-26 15:31:12,581 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:31:12,581 - mmseg - INFO - Iter [32000/160000] lr: 3.052e-06, eta: 13:35:58, time: 0.371, data_time: 0.008, memory: 36416, decode.loss_cls: 0.8683, decode.loss_mask: 0.7771, decode.loss_dice: 1.1161, decode.d0.loss_cls: 2.8760, decode.d0.loss_mask: 0.8438, decode.d0.loss_dice: 1.3455, decode.d1.loss_cls: 1.0446, decode.d1.loss_mask: 0.8143, decode.d1.loss_dice: 1.2236, decode.d2.loss_cls: 0.9419, decode.d2.loss_mask: 0.8054, decode.d2.loss_dice: 1.1675, decode.d3.loss_cls: 0.9061, decode.d3.loss_mask: 0.7919, decode.d3.loss_dice: 1.1375, decode.d4.loss_cls: 0.8995, decode.d4.loss_mask: 0.7871, decode.d4.loss_dice: 1.1403, decode.d5.loss_cls: 0.8893, decode.d5.loss_mask: 0.7880, decode.d5.loss_dice: 1.1389, decode.d6.loss_cls: 0.8781, decode.d6.loss_mask: 0.7834, decode.d6.loss_dice: 1.1159, decode.d7.loss_cls: 0.8770, decode.d7.loss_mask: 0.7861, decode.d7.loss_dice: 1.1208, decode.d8.loss_cls: 0.8706, decode.d8.loss_mask: 0.7805, decode.d8.loss_dice: 1.1244, loss: 30.6394, grad_norm: 135.6589 2023-11-26 15:31:31,750 - mmseg - INFO - Iter [32050/160000] lr: 3.051e-06, eta: 13:35:39, time: 0.383, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8733, decode.loss_mask: 0.7686, decode.loss_dice: 1.1124, decode.d0.loss_cls: 2.9720, decode.d0.loss_mask: 0.8196, decode.d0.loss_dice: 1.3545, decode.d1.loss_cls: 1.0541, decode.d1.loss_mask: 0.8040, decode.d1.loss_dice: 1.2305, decode.d2.loss_cls: 0.9489, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.1735, decode.d3.loss_cls: 0.9207, decode.d3.loss_mask: 0.7735, decode.d3.loss_dice: 1.1267, decode.d4.loss_cls: 0.9000, decode.d4.loss_mask: 0.7763, decode.d4.loss_dice: 1.1354, decode.d5.loss_cls: 0.8972, decode.d5.loss_mask: 0.7703, decode.d5.loss_dice: 1.1275, decode.d6.loss_cls: 0.8882, decode.d6.loss_mask: 0.7704, decode.d6.loss_dice: 1.1134, decode.d7.loss_cls: 0.8817, decode.d7.loss_mask: 0.7674, decode.d7.loss_dice: 1.1185, decode.d8.loss_cls: 0.8835, decode.d8.loss_mask: 0.7657, decode.d8.loss_dice: 1.1187, loss: 30.6298, grad_norm: 120.8880 2023-11-26 15:31:49,955 - mmseg - INFO - Iter [32100/160000] lr: 3.050e-06, eta: 13:35:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9193, decode.loss_mask: 0.7720, decode.loss_dice: 1.1341, decode.d0.loss_cls: 2.9814, decode.d0.loss_mask: 0.8216, decode.d0.loss_dice: 1.3654, decode.d1.loss_cls: 1.0781, decode.d1.loss_mask: 0.8099, decode.d1.loss_dice: 1.2304, decode.d2.loss_cls: 0.9756, decode.d2.loss_mask: 0.7803, decode.d2.loss_dice: 1.1788, decode.d3.loss_cls: 0.9421, decode.d3.loss_mask: 0.7786, decode.d3.loss_dice: 1.1537, decode.d4.loss_cls: 0.9320, decode.d4.loss_mask: 0.7787, decode.d4.loss_dice: 1.1470, decode.d5.loss_cls: 0.9338, decode.d5.loss_mask: 0.7743, decode.d5.loss_dice: 1.1495, decode.d6.loss_cls: 0.9283, decode.d6.loss_mask: 0.7721, decode.d6.loss_dice: 1.1343, decode.d7.loss_cls: 0.9219, decode.d7.loss_mask: 0.7741, decode.d7.loss_dice: 1.1356, decode.d8.loss_cls: 0.9244, decode.d8.loss_mask: 0.7730, decode.d8.loss_dice: 1.1362, loss: 31.1363, grad_norm: 130.1442 2023-11-26 15:32:08,317 - mmseg - INFO - Iter [32150/160000] lr: 3.049e-06, eta: 13:34:54, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8607, decode.loss_mask: 0.7554, decode.loss_dice: 1.1417, decode.d0.loss_cls: 3.0304, decode.d0.loss_mask: 0.8127, decode.d0.loss_dice: 1.3725, decode.d1.loss_cls: 1.0673, decode.d1.loss_mask: 0.7903, decode.d1.loss_dice: 1.2407, decode.d2.loss_cls: 0.9454, decode.d2.loss_mask: 0.7693, decode.d2.loss_dice: 1.1868, decode.d3.loss_cls: 0.8904, decode.d3.loss_mask: 0.7607, decode.d3.loss_dice: 1.1565, decode.d4.loss_cls: 0.8818, decode.d4.loss_mask: 0.7617, decode.d4.loss_dice: 1.1558, decode.d5.loss_cls: 0.8808, decode.d5.loss_mask: 0.7607, decode.d5.loss_dice: 1.1504, decode.d6.loss_cls: 0.8733, decode.d6.loss_mask: 0.7616, decode.d6.loss_dice: 1.1392, decode.d7.loss_cls: 0.8576, decode.d7.loss_mask: 0.7535, decode.d7.loss_dice: 1.1407, decode.d8.loss_cls: 0.8631, decode.d8.loss_mask: 0.7535, decode.d8.loss_dice: 1.1421, loss: 30.6565, grad_norm: 114.3610 2023-11-26 15:32:26,390 - mmseg - INFO - Iter [32200/160000] lr: 3.047e-06, eta: 13:34:31, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8596, decode.loss_mask: 0.7640, decode.loss_dice: 1.1044, decode.d0.loss_cls: 2.9127, decode.d0.loss_mask: 0.8099, decode.d0.loss_dice: 1.3300, decode.d1.loss_cls: 1.0432, decode.d1.loss_mask: 0.7990, decode.d1.loss_dice: 1.1959, decode.d2.loss_cls: 0.9367, decode.d2.loss_mask: 0.7781, decode.d2.loss_dice: 1.1471, decode.d3.loss_cls: 0.9015, decode.d3.loss_mask: 0.7620, decode.d3.loss_dice: 1.1178, decode.d4.loss_cls: 0.8864, decode.d4.loss_mask: 0.7578, decode.d4.loss_dice: 1.1149, decode.d5.loss_cls: 0.8838, decode.d5.loss_mask: 0.7574, decode.d5.loss_dice: 1.1101, decode.d6.loss_cls: 0.8662, decode.d6.loss_mask: 0.7593, decode.d6.loss_dice: 1.0940, decode.d7.loss_cls: 0.8595, decode.d7.loss_mask: 0.7607, decode.d7.loss_dice: 1.0965, decode.d8.loss_cls: 0.8618, decode.d8.loss_mask: 0.7587, decode.d8.loss_dice: 1.1066, loss: 30.1355, grad_norm: 126.1642 2023-11-26 15:32:44,733 - mmseg - INFO - Iter [32250/160000] lr: 3.046e-06, eta: 13:34:09, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8870, decode.loss_mask: 0.7463, decode.loss_dice: 1.1365, decode.d0.loss_cls: 2.9573, decode.d0.loss_mask: 0.8057, decode.d0.loss_dice: 1.3887, decode.d1.loss_cls: 1.0832, decode.d1.loss_mask: 0.7915, decode.d1.loss_dice: 1.2626, decode.d2.loss_cls: 0.9729, decode.d2.loss_mask: 0.7686, decode.d2.loss_dice: 1.1961, decode.d3.loss_cls: 0.9319, decode.d3.loss_mask: 0.7530, decode.d3.loss_dice: 1.1602, decode.d4.loss_cls: 0.9116, decode.d4.loss_mask: 0.7537, decode.d4.loss_dice: 1.1544, decode.d5.loss_cls: 0.8932, decode.d5.loss_mask: 0.7537, decode.d5.loss_dice: 1.1553, decode.d6.loss_cls: 0.8924, decode.d6.loss_mask: 0.7502, decode.d6.loss_dice: 1.1439, decode.d7.loss_cls: 0.8801, decode.d7.loss_mask: 0.7521, decode.d7.loss_dice: 1.1456, decode.d8.loss_cls: 0.8894, decode.d8.loss_mask: 0.7481, decode.d8.loss_dice: 1.1391, loss: 30.8044, grad_norm: 121.9086 2023-11-26 15:33:03,678 - mmseg - INFO - Iter [32300/160000] lr: 3.045e-06, eta: 13:33:49, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8619, decode.loss_mask: 0.7487, decode.loss_dice: 1.0978, decode.d0.loss_cls: 2.9244, decode.d0.loss_mask: 0.8124, decode.d0.loss_dice: 1.3485, decode.d1.loss_cls: 1.0599, decode.d1.loss_mask: 0.7877, decode.d1.loss_dice: 1.2114, decode.d2.loss_cls: 0.9470, decode.d2.loss_mask: 0.7649, decode.d2.loss_dice: 1.1463, decode.d3.loss_cls: 0.9045, decode.d3.loss_mask: 0.7582, decode.d3.loss_dice: 1.1156, decode.d4.loss_cls: 0.8841, decode.d4.loss_mask: 0.7586, decode.d4.loss_dice: 1.1218, decode.d5.loss_cls: 0.8749, decode.d5.loss_mask: 0.7545, decode.d5.loss_dice: 1.1155, decode.d6.loss_cls: 0.8614, decode.d6.loss_mask: 0.7533, decode.d6.loss_dice: 1.0991, decode.d7.loss_cls: 0.8643, decode.d7.loss_mask: 0.7450, decode.d7.loss_dice: 1.0964, decode.d8.loss_cls: 0.8660, decode.d8.loss_mask: 0.7449, decode.d8.loss_dice: 1.0988, loss: 30.1277, grad_norm: 122.1755 2023-11-26 15:33:22,451 - mmseg - INFO - Iter [32350/160000] lr: 3.044e-06, eta: 13:33:29, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8502, decode.loss_mask: 0.7695, decode.loss_dice: 1.1324, decode.d0.loss_cls: 2.8963, decode.d0.loss_mask: 0.8195, decode.d0.loss_dice: 1.3626, decode.d1.loss_cls: 1.0397, decode.d1.loss_mask: 0.8098, decode.d1.loss_dice: 1.2412, decode.d2.loss_cls: 0.9360, decode.d2.loss_mask: 0.7827, decode.d2.loss_dice: 1.1854, decode.d3.loss_cls: 0.8826, decode.d3.loss_mask: 0.7798, decode.d3.loss_dice: 1.1498, decode.d4.loss_cls: 0.8691, decode.d4.loss_mask: 0.7743, decode.d4.loss_dice: 1.1493, decode.d5.loss_cls: 0.8584, decode.d5.loss_mask: 0.7739, decode.d5.loss_dice: 1.1450, decode.d6.loss_cls: 0.8693, decode.d6.loss_mask: 0.7688, decode.d6.loss_dice: 1.1265, decode.d7.loss_cls: 0.8539, decode.d7.loss_mask: 0.7695, decode.d7.loss_dice: 1.1309, decode.d8.loss_cls: 0.8486, decode.d8.loss_mask: 0.7673, decode.d8.loss_dice: 1.1324, loss: 30.4747, grad_norm: 115.9963 2023-11-26 15:33:40,833 - mmseg - INFO - Iter [32400/160000] lr: 3.043e-06, eta: 13:33:07, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8870, decode.loss_mask: 0.7641, decode.loss_dice: 1.1145, decode.d0.loss_cls: 2.9514, decode.d0.loss_mask: 0.8145, decode.d0.loss_dice: 1.3593, decode.d1.loss_cls: 1.0697, decode.d1.loss_mask: 0.7992, decode.d1.loss_dice: 1.2239, decode.d2.loss_cls: 0.9585, decode.d2.loss_mask: 0.7774, decode.d2.loss_dice: 1.1761, decode.d3.loss_cls: 0.9259, decode.d3.loss_mask: 0.7689, decode.d3.loss_dice: 1.1468, decode.d4.loss_cls: 0.9153, decode.d4.loss_mask: 0.7631, decode.d4.loss_dice: 1.1367, decode.d5.loss_cls: 0.9106, decode.d5.loss_mask: 0.7643, decode.d5.loss_dice: 1.1301, decode.d6.loss_cls: 0.8948, decode.d6.loss_mask: 0.7613, decode.d6.loss_dice: 1.1200, decode.d7.loss_cls: 0.8924, decode.d7.loss_mask: 0.7634, decode.d7.loss_dice: 1.1201, decode.d8.loss_cls: 0.8854, decode.d8.loss_mask: 0.7644, decode.d8.loss_dice: 1.1140, loss: 30.6732, grad_norm: 140.5271 2023-11-26 15:33:59,601 - mmseg - INFO - Iter [32450/160000] lr: 3.041e-06, eta: 13:32:46, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8551, decode.loss_mask: 0.7339, decode.loss_dice: 1.1337, decode.d0.loss_cls: 2.9928, decode.d0.loss_mask: 0.7907, decode.d0.loss_dice: 1.3879, decode.d1.loss_cls: 1.0480, decode.d1.loss_mask: 0.7698, decode.d1.loss_dice: 1.2557, decode.d2.loss_cls: 0.9378, decode.d2.loss_mask: 0.7525, decode.d2.loss_dice: 1.1877, decode.d3.loss_cls: 0.8929, decode.d3.loss_mask: 0.7430, decode.d3.loss_dice: 1.1479, decode.d4.loss_cls: 0.8798, decode.d4.loss_mask: 0.7396, decode.d4.loss_dice: 1.1569, decode.d5.loss_cls: 0.8761, decode.d5.loss_mask: 0.7357, decode.d5.loss_dice: 1.1442, decode.d6.loss_cls: 0.8699, decode.d6.loss_mask: 0.7369, decode.d6.loss_dice: 1.1332, decode.d7.loss_cls: 0.8679, decode.d7.loss_mask: 0.7358, decode.d7.loss_dice: 1.1336, decode.d8.loss_cls: 0.8612, decode.d8.loss_mask: 0.7334, decode.d8.loss_dice: 1.1348, loss: 30.3685, grad_norm: 111.3222 2023-11-26 15:34:17,769 - mmseg - INFO - Iter [32500/160000] lr: 3.040e-06, eta: 13:32:23, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9072, decode.loss_mask: 0.7546, decode.loss_dice: 1.1438, decode.d0.loss_cls: 2.9624, decode.d0.loss_mask: 0.8247, decode.d0.loss_dice: 1.3881, decode.d1.loss_cls: 1.0805, decode.d1.loss_mask: 0.8044, decode.d1.loss_dice: 1.2597, decode.d2.loss_cls: 0.9757, decode.d2.loss_mask: 0.7758, decode.d2.loss_dice: 1.2011, decode.d3.loss_cls: 0.9397, decode.d3.loss_mask: 0.7697, decode.d3.loss_dice: 1.1610, decode.d4.loss_cls: 0.9273, decode.d4.loss_mask: 0.7661, decode.d4.loss_dice: 1.1732, decode.d5.loss_cls: 0.9170, decode.d5.loss_mask: 0.7647, decode.d5.loss_dice: 1.1600, decode.d6.loss_cls: 0.9048, decode.d6.loss_mask: 0.7614, decode.d6.loss_dice: 1.1510, decode.d7.loss_cls: 0.9059, decode.d7.loss_mask: 0.7639, decode.d7.loss_dice: 1.1512, decode.d8.loss_cls: 0.9045, decode.d8.loss_mask: 0.7615, decode.d8.loss_dice: 1.1510, loss: 31.1118, grad_norm: 126.4756 2023-11-26 15:34:35,833 - mmseg - INFO - Iter [32550/160000] lr: 3.039e-06, eta: 13:32:00, time: 0.361, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8381, decode.loss_mask: 0.7788, decode.loss_dice: 1.1151, decode.d0.loss_cls: 2.8798, decode.d0.loss_mask: 0.8395, decode.d0.loss_dice: 1.3392, decode.d1.loss_cls: 1.0086, decode.d1.loss_mask: 0.8222, decode.d1.loss_dice: 1.2268, decode.d2.loss_cls: 0.9066, decode.d2.loss_mask: 0.8027, decode.d2.loss_dice: 1.1690, decode.d3.loss_cls: 0.8780, decode.d3.loss_mask: 0.7864, decode.d3.loss_dice: 1.1326, decode.d4.loss_cls: 0.8537, decode.d4.loss_mask: 0.7859, decode.d4.loss_dice: 1.1337, decode.d5.loss_cls: 0.8424, decode.d5.loss_mask: 0.7904, decode.d5.loss_dice: 1.1281, decode.d6.loss_cls: 0.8410, decode.d6.loss_mask: 0.7807, decode.d6.loss_dice: 1.1188, decode.d7.loss_cls: 0.8383, decode.d7.loss_mask: 0.7847, decode.d7.loss_dice: 1.1170, decode.d8.loss_cls: 0.8381, decode.d8.loss_mask: 0.7843, decode.d8.loss_dice: 1.1224, loss: 30.2829, grad_norm: 136.3142 2023-11-26 15:34:54,031 - mmseg - INFO - Iter [32600/160000] lr: 3.038e-06, eta: 13:31:37, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8427, decode.loss_mask: 0.7165, decode.loss_dice: 1.1197, decode.d0.loss_cls: 3.0048, decode.d0.loss_mask: 0.7668, decode.d0.loss_dice: 1.3548, decode.d1.loss_cls: 1.0433, decode.d1.loss_mask: 0.7611, decode.d1.loss_dice: 1.2359, decode.d2.loss_cls: 0.9156, decode.d2.loss_mask: 0.7398, decode.d2.loss_dice: 1.1809, decode.d3.loss_cls: 0.8761, decode.d3.loss_mask: 0.7268, decode.d3.loss_dice: 1.1433, decode.d4.loss_cls: 0.8609, decode.d4.loss_mask: 0.7233, decode.d4.loss_dice: 1.1378, decode.d5.loss_cls: 0.8576, decode.d5.loss_mask: 0.7192, decode.d5.loss_dice: 1.1379, decode.d6.loss_cls: 0.8532, decode.d6.loss_mask: 0.7139, decode.d6.loss_dice: 1.1232, decode.d7.loss_cls: 0.8436, decode.d7.loss_mask: 0.7190, decode.d7.loss_dice: 1.1238, decode.d8.loss_cls: 0.8482, decode.d8.loss_mask: 0.7151, decode.d8.loss_dice: 1.1235, loss: 29.9283, grad_norm: 107.4217 2023-11-26 15:35:12,161 - mmseg - INFO - Iter [32650/160000] lr: 3.037e-06, eta: 13:31:14, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8366, decode.loss_mask: 0.7599, decode.loss_dice: 1.1153, decode.d0.loss_cls: 2.9270, decode.d0.loss_mask: 0.8151, decode.d0.loss_dice: 1.3636, decode.d1.loss_cls: 1.0378, decode.d1.loss_mask: 0.7967, decode.d1.loss_dice: 1.2242, decode.d2.loss_cls: 0.9222, decode.d2.loss_mask: 0.7773, decode.d2.loss_dice: 1.1669, decode.d3.loss_cls: 0.8853, decode.d3.loss_mask: 0.7667, decode.d3.loss_dice: 1.1274, decode.d4.loss_cls: 0.8680, decode.d4.loss_mask: 0.7637, decode.d4.loss_dice: 1.1253, decode.d5.loss_cls: 0.8689, decode.d5.loss_mask: 0.7615, decode.d5.loss_dice: 1.1247, decode.d6.loss_cls: 0.8511, decode.d6.loss_mask: 0.7585, decode.d6.loss_dice: 1.1140, decode.d7.loss_cls: 0.8488, decode.d7.loss_mask: 0.7565, decode.d7.loss_dice: 1.1077, decode.d8.loss_cls: 0.8446, decode.d8.loss_mask: 0.7598, decode.d8.loss_dice: 1.1131, loss: 30.1882, grad_norm: 130.6559 2023-11-26 15:35:30,472 - mmseg - INFO - Iter [32700/160000] lr: 3.035e-06, eta: 13:30:52, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8741, decode.loss_mask: 0.7636, decode.loss_dice: 1.1453, decode.d0.loss_cls: 2.9504, decode.d0.loss_mask: 0.8227, decode.d0.loss_dice: 1.3783, decode.d1.loss_cls: 1.0534, decode.d1.loss_mask: 0.7992, decode.d1.loss_dice: 1.2648, decode.d2.loss_cls: 0.9455, decode.d2.loss_mask: 0.7844, decode.d2.loss_dice: 1.2057, decode.d3.loss_cls: 0.9129, decode.d3.loss_mask: 0.7749, decode.d3.loss_dice: 1.1715, decode.d4.loss_cls: 0.9059, decode.d4.loss_mask: 0.7703, decode.d4.loss_dice: 1.1582, decode.d5.loss_cls: 0.8925, decode.d5.loss_mask: 0.7736, decode.d5.loss_dice: 1.1590, decode.d6.loss_cls: 0.8909, decode.d6.loss_mask: 0.7682, decode.d6.loss_dice: 1.1462, decode.d7.loss_cls: 0.8792, decode.d7.loss_mask: 0.7679, decode.d7.loss_dice: 1.1503, decode.d8.loss_cls: 0.8760, decode.d8.loss_mask: 0.7652, decode.d8.loss_dice: 1.1546, loss: 30.9047, grad_norm: 125.0909 2023-11-26 15:35:49,184 - mmseg - INFO - Iter [32750/160000] lr: 3.034e-06, eta: 13:30:31, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8626, decode.loss_mask: 0.7613, decode.loss_dice: 1.1496, decode.d0.loss_cls: 2.9224, decode.d0.loss_mask: 0.8111, decode.d0.loss_dice: 1.3743, decode.d1.loss_cls: 1.0393, decode.d1.loss_mask: 0.8027, decode.d1.loss_dice: 1.2554, decode.d2.loss_cls: 0.9367, decode.d2.loss_mask: 0.7808, decode.d2.loss_dice: 1.2025, decode.d3.loss_cls: 0.8971, decode.d3.loss_mask: 0.7725, decode.d3.loss_dice: 1.1675, decode.d4.loss_cls: 0.8911, decode.d4.loss_mask: 0.7683, decode.d4.loss_dice: 1.1657, decode.d5.loss_cls: 0.8928, decode.d5.loss_mask: 0.7600, decode.d5.loss_dice: 1.1659, decode.d6.loss_cls: 0.8779, decode.d6.loss_mask: 0.7707, decode.d6.loss_dice: 1.1523, decode.d7.loss_cls: 0.8697, decode.d7.loss_mask: 0.7700, decode.d7.loss_dice: 1.1534, decode.d8.loss_cls: 0.8793, decode.d8.loss_mask: 0.7650, decode.d8.loss_dice: 1.1541, loss: 30.7720, grad_norm: 117.1128 2023-11-26 15:36:07,349 - mmseg - INFO - Iter [32800/160000] lr: 3.033e-06, eta: 13:30:09, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8692, decode.loss_mask: 0.7744, decode.loss_dice: 1.1462, decode.d0.loss_cls: 2.9318, decode.d0.loss_mask: 0.8261, decode.d0.loss_dice: 1.3840, decode.d1.loss_cls: 1.0531, decode.d1.loss_mask: 0.8071, decode.d1.loss_dice: 1.2480, decode.d2.loss_cls: 0.9428, decode.d2.loss_mask: 0.7874, decode.d2.loss_dice: 1.2032, decode.d3.loss_cls: 0.9085, decode.d3.loss_mask: 0.7812, decode.d3.loss_dice: 1.1696, decode.d4.loss_cls: 0.8879, decode.d4.loss_mask: 0.7778, decode.d4.loss_dice: 1.1631, decode.d5.loss_cls: 0.8861, decode.d5.loss_mask: 0.7772, decode.d5.loss_dice: 1.1558, decode.d6.loss_cls: 0.8862, decode.d6.loss_mask: 0.7797, decode.d6.loss_dice: 1.1475, decode.d7.loss_cls: 0.8760, decode.d7.loss_mask: 0.7760, decode.d7.loss_dice: 1.1475, decode.d8.loss_cls: 0.8687, decode.d8.loss_mask: 0.7760, decode.d8.loss_dice: 1.1529, loss: 30.8911, grad_norm: 105.5653 2023-11-26 15:36:27,838 - mmseg - INFO - Iter [32850/160000] lr: 3.032e-06, eta: 13:29:55, time: 0.410, data_time: 0.055, memory: 36416, decode.loss_cls: 0.8510, decode.loss_mask: 0.7577, decode.loss_dice: 1.1226, decode.d0.loss_cls: 2.9519, decode.d0.loss_mask: 0.8095, decode.d0.loss_dice: 1.3659, decode.d1.loss_cls: 1.0122, decode.d1.loss_mask: 0.7978, decode.d1.loss_dice: 1.2330, decode.d2.loss_cls: 0.9268, decode.d2.loss_mask: 0.7732, decode.d2.loss_dice: 1.1654, decode.d3.loss_cls: 0.8700, decode.d3.loss_mask: 0.7694, decode.d3.loss_dice: 1.1473, decode.d4.loss_cls: 0.8538, decode.d4.loss_mask: 0.7664, decode.d4.loss_dice: 1.1427, decode.d5.loss_cls: 0.8494, decode.d5.loss_mask: 0.7613, decode.d5.loss_dice: 1.1397, decode.d6.loss_cls: 0.8488, decode.d6.loss_mask: 0.7631, decode.d6.loss_dice: 1.1268, decode.d7.loss_cls: 0.8465, decode.d7.loss_mask: 0.7579, decode.d7.loss_dice: 1.1271, decode.d8.loss_cls: 0.8403, decode.d8.loss_mask: 0.7594, decode.d8.loss_dice: 1.1306, loss: 30.2675, grad_norm: 125.3182 2023-11-26 15:36:46,126 - mmseg - INFO - Iter [32900/160000] lr: 3.031e-06, eta: 13:29:33, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8158, decode.loss_mask: 0.7176, decode.loss_dice: 1.0516, decode.d0.loss_cls: 2.9102, decode.d0.loss_mask: 0.7682, decode.d0.loss_dice: 1.2782, decode.d1.loss_cls: 1.0055, decode.d1.loss_mask: 0.7501, decode.d1.loss_dice: 1.1515, decode.d2.loss_cls: 0.9002, decode.d2.loss_mask: 0.7414, decode.d2.loss_dice: 1.0970, decode.d3.loss_cls: 0.8707, decode.d3.loss_mask: 0.7273, decode.d3.loss_dice: 1.0669, decode.d4.loss_cls: 0.8476, decode.d4.loss_mask: 0.7213, decode.d4.loss_dice: 1.0704, decode.d5.loss_cls: 0.8406, decode.d5.loss_mask: 0.7204, decode.d5.loss_dice: 1.0653, decode.d6.loss_cls: 0.8287, decode.d6.loss_mask: 0.7169, decode.d6.loss_dice: 1.0499, decode.d7.loss_cls: 0.8234, decode.d7.loss_mask: 0.7170, decode.d7.loss_dice: 1.0515, decode.d8.loss_cls: 0.8214, decode.d8.loss_mask: 0.7145, decode.d8.loss_dice: 1.0532, loss: 28.8945, grad_norm: 127.8942 2023-11-26 15:37:04,292 - mmseg - INFO - Iter [32950/160000] lr: 3.030e-06, eta: 13:29:10, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8539, decode.loss_mask: 0.7544, decode.loss_dice: 1.1103, decode.d0.loss_cls: 2.8494, decode.d0.loss_mask: 0.8144, decode.d0.loss_dice: 1.3454, decode.d1.loss_cls: 1.0109, decode.d1.loss_mask: 0.8015, decode.d1.loss_dice: 1.2202, decode.d2.loss_cls: 0.9162, decode.d2.loss_mask: 0.7724, decode.d2.loss_dice: 1.1524, decode.d3.loss_cls: 0.8897, decode.d3.loss_mask: 0.7617, decode.d3.loss_dice: 1.1282, decode.d4.loss_cls: 0.8632, decode.d4.loss_mask: 0.7632, decode.d4.loss_dice: 1.1292, decode.d5.loss_cls: 0.8561, decode.d5.loss_mask: 0.7597, decode.d5.loss_dice: 1.1232, decode.d6.loss_cls: 0.8577, decode.d6.loss_mask: 0.7601, decode.d6.loss_dice: 1.1154, decode.d7.loss_cls: 0.8457, decode.d7.loss_mask: 0.7638, decode.d7.loss_dice: 1.1130, decode.d8.loss_cls: 0.8435, decode.d8.loss_mask: 0.7584, decode.d8.loss_dice: 1.1073, loss: 30.0404, grad_norm: 131.0223 2023-11-26 15:37:23,783 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:37:23,783 - mmseg - INFO - Iter [33000/160000] lr: 3.028e-06, eta: 13:28:52, time: 0.390, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8784, decode.loss_mask: 0.7662, decode.loss_dice: 1.1361, decode.d0.loss_cls: 2.9418, decode.d0.loss_mask: 0.8423, decode.d0.loss_dice: 1.3900, decode.d1.loss_cls: 1.0580, decode.d1.loss_mask: 0.8037, decode.d1.loss_dice: 1.2423, decode.d2.loss_cls: 0.9642, decode.d2.loss_mask: 0.7789, decode.d2.loss_dice: 1.1902, decode.d3.loss_cls: 0.9334, decode.d3.loss_mask: 0.7716, decode.d3.loss_dice: 1.1509, decode.d4.loss_cls: 0.9143, decode.d4.loss_mask: 0.7682, decode.d4.loss_dice: 1.1498, decode.d5.loss_cls: 0.8982, decode.d5.loss_mask: 0.7723, decode.d5.loss_dice: 1.1446, decode.d6.loss_cls: 0.8864, decode.d6.loss_mask: 0.7681, decode.d6.loss_dice: 1.1397, decode.d7.loss_cls: 0.8795, decode.d7.loss_mask: 0.7642, decode.d7.loss_dice: 1.1379, decode.d8.loss_cls: 0.8790, decode.d8.loss_mask: 0.7678, decode.d8.loss_dice: 1.1437, loss: 30.8615, grad_norm: 111.6804 2023-11-26 15:37:41,978 - mmseg - INFO - Iter [33050/160000] lr: 3.027e-06, eta: 13:28:30, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8609, decode.loss_mask: 0.7670, decode.loss_dice: 1.1293, decode.d0.loss_cls: 2.9327, decode.d0.loss_mask: 0.8312, decode.d0.loss_dice: 1.3853, decode.d1.loss_cls: 1.0376, decode.d1.loss_mask: 0.8182, decode.d1.loss_dice: 1.2599, decode.d2.loss_cls: 0.9461, decode.d2.loss_mask: 0.7860, decode.d2.loss_dice: 1.1958, decode.d3.loss_cls: 0.8973, decode.d3.loss_mask: 0.7801, decode.d3.loss_dice: 1.1633, decode.d4.loss_cls: 0.8799, decode.d4.loss_mask: 0.7784, decode.d4.loss_dice: 1.1616, decode.d5.loss_cls: 0.8703, decode.d5.loss_mask: 0.7735, decode.d5.loss_dice: 1.1544, decode.d6.loss_cls: 0.8688, decode.d6.loss_mask: 0.7729, decode.d6.loss_dice: 1.1433, decode.d7.loss_cls: 0.8658, decode.d7.loss_mask: 0.7667, decode.d7.loss_dice: 1.1395, decode.d8.loss_cls: 0.8645, decode.d8.loss_mask: 0.7679, decode.d8.loss_dice: 1.1402, loss: 30.7385, grad_norm: 116.7670 2023-11-26 15:38:00,141 - mmseg - INFO - Iter [33100/160000] lr: 3.026e-06, eta: 13:28:07, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8958, decode.loss_mask: 0.7379, decode.loss_dice: 1.1165, decode.d0.loss_cls: 3.0327, decode.d0.loss_mask: 0.7999, decode.d0.loss_dice: 1.3683, decode.d1.loss_cls: 1.0895, decode.d1.loss_mask: 0.7688, decode.d1.loss_dice: 1.2337, decode.d2.loss_cls: 0.9625, decode.d2.loss_mask: 0.7594, decode.d2.loss_dice: 1.1766, decode.d3.loss_cls: 0.9275, decode.d3.loss_mask: 0.7516, decode.d3.loss_dice: 1.1351, decode.d4.loss_cls: 0.9279, decode.d4.loss_mask: 0.7410, decode.d4.loss_dice: 1.1360, decode.d5.loss_cls: 0.9171, decode.d5.loss_mask: 0.7391, decode.d5.loss_dice: 1.1329, decode.d6.loss_cls: 0.8966, decode.d6.loss_mask: 0.7383, decode.d6.loss_dice: 1.1229, decode.d7.loss_cls: 0.8992, decode.d7.loss_mask: 0.7373, decode.d7.loss_dice: 1.1218, decode.d8.loss_cls: 0.9061, decode.d8.loss_mask: 0.7379, decode.d8.loss_dice: 1.1171, loss: 30.6270, grad_norm: 119.7379 2023-11-26 15:38:18,977 - mmseg - INFO - Iter [33150/160000] lr: 3.025e-06, eta: 13:27:47, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8608, decode.loss_mask: 0.7563, decode.loss_dice: 1.1414, decode.d0.loss_cls: 2.9470, decode.d0.loss_mask: 0.8112, decode.d0.loss_dice: 1.3827, decode.d1.loss_cls: 1.0499, decode.d1.loss_mask: 0.7970, decode.d1.loss_dice: 1.2418, decode.d2.loss_cls: 0.9270, decode.d2.loss_mask: 0.7830, decode.d2.loss_dice: 1.1939, decode.d3.loss_cls: 0.9001, decode.d3.loss_mask: 0.7615, decode.d3.loss_dice: 1.1578, decode.d4.loss_cls: 0.8850, decode.d4.loss_mask: 0.7635, decode.d4.loss_dice: 1.1559, decode.d5.loss_cls: 0.8813, decode.d5.loss_mask: 0.7602, decode.d5.loss_dice: 1.1500, decode.d6.loss_cls: 0.8803, decode.d6.loss_mask: 0.7567, decode.d6.loss_dice: 1.1393, decode.d7.loss_cls: 0.8702, decode.d7.loss_mask: 0.7546, decode.d7.loss_dice: 1.1395, decode.d8.loss_cls: 0.8669, decode.d8.loss_mask: 0.7568, decode.d8.loss_dice: 1.1437, loss: 30.6155, grad_norm: 117.1535 2023-11-26 15:38:37,261 - mmseg - INFO - Iter [33200/160000] lr: 3.024e-06, eta: 13:27:25, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8729, decode.loss_mask: 0.7884, decode.loss_dice: 1.1228, decode.d0.loss_cls: 2.9402, decode.d0.loss_mask: 0.8454, decode.d0.loss_dice: 1.3764, decode.d1.loss_cls: 1.0584, decode.d1.loss_mask: 0.8244, decode.d1.loss_dice: 1.2372, decode.d2.loss_cls: 0.9469, decode.d2.loss_mask: 0.8080, decode.d2.loss_dice: 1.1774, decode.d3.loss_cls: 0.9139, decode.d3.loss_mask: 0.7967, decode.d3.loss_dice: 1.1420, decode.d4.loss_cls: 0.8951, decode.d4.loss_mask: 0.7956, decode.d4.loss_dice: 1.1443, decode.d5.loss_cls: 0.8892, decode.d5.loss_mask: 0.7914, decode.d5.loss_dice: 1.1411, decode.d6.loss_cls: 0.8834, decode.d6.loss_mask: 0.7871, decode.d6.loss_dice: 1.1299, decode.d7.loss_cls: 0.8690, decode.d7.loss_mask: 0.7891, decode.d7.loss_dice: 1.1332, decode.d8.loss_cls: 0.8665, decode.d8.loss_mask: 0.7871, decode.d8.loss_dice: 1.1297, loss: 30.8826, grad_norm: 121.6478 2023-11-26 15:38:55,473 - mmseg - INFO - Iter [33250/160000] lr: 3.022e-06, eta: 13:27:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8858, decode.loss_mask: 0.7337, decode.loss_dice: 1.1150, decode.d0.loss_cls: 2.9633, decode.d0.loss_mask: 0.7959, decode.d0.loss_dice: 1.3715, decode.d1.loss_cls: 1.0707, decode.d1.loss_mask: 0.7723, decode.d1.loss_dice: 1.2257, decode.d2.loss_cls: 0.9615, decode.d2.loss_mask: 0.7515, decode.d2.loss_dice: 1.1700, decode.d3.loss_cls: 0.9236, decode.d3.loss_mask: 0.7365, decode.d3.loss_dice: 1.1353, decode.d4.loss_cls: 0.9132, decode.d4.loss_mask: 0.7361, decode.d4.loss_dice: 1.1305, decode.d5.loss_cls: 0.8935, decode.d5.loss_mask: 0.7379, decode.d5.loss_dice: 1.1336, decode.d6.loss_cls: 0.8805, decode.d6.loss_mask: 0.7296, decode.d6.loss_dice: 1.1210, decode.d7.loss_cls: 0.8738, decode.d7.loss_mask: 0.7358, decode.d7.loss_dice: 1.1198, decode.d8.loss_cls: 0.8796, decode.d8.loss_mask: 0.7331, decode.d8.loss_dice: 1.1221, loss: 30.3527, grad_norm: 119.8947 2023-11-26 15:39:13,702 - mmseg - INFO - Iter [33300/160000] lr: 3.021e-06, eta: 13:26:40, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8570, decode.loss_mask: 0.7740, decode.loss_dice: 1.1165, decode.d0.loss_cls: 2.8716, decode.d0.loss_mask: 0.8278, decode.d0.loss_dice: 1.3502, decode.d1.loss_cls: 1.0321, decode.d1.loss_mask: 0.8085, decode.d1.loss_dice: 1.2315, decode.d2.loss_cls: 0.9214, decode.d2.loss_mask: 0.7856, decode.d2.loss_dice: 1.1681, decode.d3.loss_cls: 0.8954, decode.d3.loss_mask: 0.7776, decode.d3.loss_dice: 1.1365, decode.d4.loss_cls: 0.8740, decode.d4.loss_mask: 0.7770, decode.d4.loss_dice: 1.1357, decode.d5.loss_cls: 0.8654, decode.d5.loss_mask: 0.7733, decode.d5.loss_dice: 1.1374, decode.d6.loss_cls: 0.8649, decode.d6.loss_mask: 0.7707, decode.d6.loss_dice: 1.1203, decode.d7.loss_cls: 0.8553, decode.d7.loss_mask: 0.7726, decode.d7.loss_dice: 1.1211, decode.d8.loss_cls: 0.8507, decode.d8.loss_mask: 0.7711, decode.d8.loss_dice: 1.1286, loss: 30.3719, grad_norm: 116.2901 2023-11-26 15:39:31,909 - mmseg - INFO - Iter [33350/160000] lr: 3.020e-06, eta: 13:26:17, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9026, decode.loss_mask: 0.7532, decode.loss_dice: 1.1271, decode.d0.loss_cls: 2.9806, decode.d0.loss_mask: 0.8105, decode.d0.loss_dice: 1.3857, decode.d1.loss_cls: 1.0920, decode.d1.loss_mask: 0.7883, decode.d1.loss_dice: 1.2472, decode.d2.loss_cls: 0.9720, decode.d2.loss_mask: 0.7728, decode.d2.loss_dice: 1.1850, decode.d3.loss_cls: 0.9352, decode.d3.loss_mask: 0.7617, decode.d3.loss_dice: 1.1439, decode.d4.loss_cls: 0.9264, decode.d4.loss_mask: 0.7597, decode.d4.loss_dice: 1.1424, decode.d5.loss_cls: 0.9233, decode.d5.loss_mask: 0.7498, decode.d5.loss_dice: 1.1345, decode.d6.loss_cls: 0.9044, decode.d6.loss_mask: 0.7551, decode.d6.loss_dice: 1.1291, decode.d7.loss_cls: 0.8914, decode.d7.loss_mask: 0.7539, decode.d7.loss_dice: 1.1325, decode.d8.loss_cls: 0.8965, decode.d8.loss_mask: 0.7529, decode.d8.loss_dice: 1.1365, loss: 30.8463, grad_norm: 120.9628 2023-11-26 15:39:50,149 - mmseg - INFO - Iter [33400/160000] lr: 3.019e-06, eta: 13:25:55, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9069, decode.loss_mask: 0.7652, decode.loss_dice: 1.1185, decode.d0.loss_cls: 2.9493, decode.d0.loss_mask: 0.8250, decode.d0.loss_dice: 1.3771, decode.d1.loss_cls: 1.0834, decode.d1.loss_mask: 0.8038, decode.d1.loss_dice: 1.2355, decode.d2.loss_cls: 0.9675, decode.d2.loss_mask: 0.7871, decode.d2.loss_dice: 1.1715, decode.d3.loss_cls: 0.9355, decode.d3.loss_mask: 0.7734, decode.d3.loss_dice: 1.1424, decode.d4.loss_cls: 0.9225, decode.d4.loss_mask: 0.7726, decode.d4.loss_dice: 1.1319, decode.d5.loss_cls: 0.9148, decode.d5.loss_mask: 0.7721, decode.d5.loss_dice: 1.1270, decode.d6.loss_cls: 0.9202, decode.d6.loss_mask: 0.7721, decode.d6.loss_dice: 1.1186, decode.d7.loss_cls: 0.9060, decode.d7.loss_mask: 0.7696, decode.d7.loss_dice: 1.1206, decode.d8.loss_cls: 0.9023, decode.d8.loss_mask: 0.7686, decode.d8.loss_dice: 1.1198, loss: 30.8805, grad_norm: 133.8291 2023-11-26 15:40:08,337 - mmseg - INFO - Iter [33450/160000] lr: 3.018e-06, eta: 13:25:32, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8480, decode.loss_mask: 0.7684, decode.loss_dice: 1.1257, decode.d0.loss_cls: 2.8778, decode.d0.loss_mask: 0.8452, decode.d0.loss_dice: 1.3606, decode.d1.loss_cls: 1.0400, decode.d1.loss_mask: 0.8141, decode.d1.loss_dice: 1.2334, decode.d2.loss_cls: 0.9239, decode.d2.loss_mask: 0.7941, decode.d2.loss_dice: 1.1732, decode.d3.loss_cls: 0.8883, decode.d3.loss_mask: 0.7807, decode.d3.loss_dice: 1.1475, decode.d4.loss_cls: 0.8727, decode.d4.loss_mask: 0.7831, decode.d4.loss_dice: 1.1461, decode.d5.loss_cls: 0.8662, decode.d5.loss_mask: 0.7796, decode.d5.loss_dice: 1.1389, decode.d6.loss_cls: 0.8698, decode.d6.loss_mask: 0.7687, decode.d6.loss_dice: 1.1243, decode.d7.loss_cls: 0.8630, decode.d7.loss_mask: 0.7677, decode.d7.loss_dice: 1.1310, decode.d8.loss_cls: 0.8611, decode.d8.loss_mask: 0.7675, decode.d8.loss_dice: 1.1262, loss: 30.4870, grad_norm: 109.8025 2023-11-26 15:40:26,559 - mmseg - INFO - Iter [33500/160000] lr: 3.016e-06, eta: 13:25:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8499, decode.loss_mask: 0.7633, decode.loss_dice: 1.1439, decode.d0.loss_cls: 2.9555, decode.d0.loss_mask: 0.8048, decode.d0.loss_dice: 1.3755, decode.d1.loss_cls: 1.0267, decode.d1.loss_mask: 0.7984, decode.d1.loss_dice: 1.2493, decode.d2.loss_cls: 0.9259, decode.d2.loss_mask: 0.7812, decode.d2.loss_dice: 1.1956, decode.d3.loss_cls: 0.8844, decode.d3.loss_mask: 0.7730, decode.d3.loss_dice: 1.1598, decode.d4.loss_cls: 0.8742, decode.d4.loss_mask: 0.7657, decode.d4.loss_dice: 1.1664, decode.d5.loss_cls: 0.8660, decode.d5.loss_mask: 0.7649, decode.d5.loss_dice: 1.1521, decode.d6.loss_cls: 0.8689, decode.d6.loss_mask: 0.7602, decode.d6.loss_dice: 1.1348, decode.d7.loss_cls: 0.8553, decode.d7.loss_mask: 0.7674, decode.d7.loss_dice: 1.1432, decode.d8.loss_cls: 0.8536, decode.d8.loss_mask: 0.7649, decode.d8.loss_dice: 1.1472, loss: 30.5721, grad_norm: 116.3226 2023-11-26 15:40:45,300 - mmseg - INFO - Iter [33550/160000] lr: 3.015e-06, eta: 13:24:49, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8601, decode.loss_mask: 0.7428, decode.loss_dice: 1.1083, decode.d0.loss_cls: 2.9028, decode.d0.loss_mask: 0.7920, decode.d0.loss_dice: 1.3430, decode.d1.loss_cls: 1.0547, decode.d1.loss_mask: 0.7820, decode.d1.loss_dice: 1.2193, decode.d2.loss_cls: 0.9430, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1557, decode.d3.loss_cls: 0.8993, decode.d3.loss_mask: 0.7481, decode.d3.loss_dice: 1.1269, decode.d4.loss_cls: 0.8771, decode.d4.loss_mask: 0.7530, decode.d4.loss_dice: 1.1264, decode.d5.loss_cls: 0.8811, decode.d5.loss_mask: 0.7430, decode.d5.loss_dice: 1.1257, decode.d6.loss_cls: 0.8789, decode.d6.loss_mask: 0.7380, decode.d6.loss_dice: 1.1123, decode.d7.loss_cls: 0.8669, decode.d7.loss_mask: 0.7425, decode.d7.loss_dice: 1.1122, decode.d8.loss_cls: 0.8592, decode.d8.loss_mask: 0.7425, decode.d8.loss_dice: 1.1136, loss: 30.1144, grad_norm: 115.9959 2023-11-26 15:41:03,749 - mmseg - INFO - Iter [33600/160000] lr: 3.014e-06, eta: 13:24:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8458, decode.loss_mask: 0.7656, decode.loss_dice: 1.1397, decode.d0.loss_cls: 2.8926, decode.d0.loss_mask: 0.8136, decode.d0.loss_dice: 1.3611, decode.d1.loss_cls: 1.0371, decode.d1.loss_mask: 0.7967, decode.d1.loss_dice: 1.2470, decode.d2.loss_cls: 0.9215, decode.d2.loss_mask: 0.7860, decode.d2.loss_dice: 1.1906, decode.d3.loss_cls: 0.8867, decode.d3.loss_mask: 0.7734, decode.d3.loss_dice: 1.1541, decode.d4.loss_cls: 0.8799, decode.d4.loss_mask: 0.7719, decode.d4.loss_dice: 1.1566, decode.d5.loss_cls: 0.8749, decode.d5.loss_mask: 0.7686, decode.d5.loss_dice: 1.1534, decode.d6.loss_cls: 0.8710, decode.d6.loss_mask: 0.7679, decode.d6.loss_dice: 1.1424, decode.d7.loss_cls: 0.8595, decode.d7.loss_mask: 0.7630, decode.d7.loss_dice: 1.1405, decode.d8.loss_cls: 0.8563, decode.d8.loss_mask: 0.7686, decode.d8.loss_dice: 1.1433, loss: 30.5291, grad_norm: 111.3134 2023-11-26 15:41:22,117 - mmseg - INFO - Iter [33650/160000] lr: 3.013e-06, eta: 13:24:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8577, decode.loss_mask: 0.7534, decode.loss_dice: 1.0949, decode.d0.loss_cls: 2.9487, decode.d0.loss_mask: 0.8146, decode.d0.loss_dice: 1.3275, decode.d1.loss_cls: 1.0452, decode.d1.loss_mask: 0.7917, decode.d1.loss_dice: 1.2015, decode.d2.loss_cls: 0.9454, decode.d2.loss_mask: 0.7707, decode.d2.loss_dice: 1.1385, decode.d3.loss_cls: 0.9001, decode.d3.loss_mask: 0.7578, decode.d3.loss_dice: 1.1119, decode.d4.loss_cls: 0.8837, decode.d4.loss_mask: 0.7573, decode.d4.loss_dice: 1.1131, decode.d5.loss_cls: 0.8846, decode.d5.loss_mask: 0.7519, decode.d5.loss_dice: 1.1025, decode.d6.loss_cls: 0.8677, decode.d6.loss_mask: 0.7549, decode.d6.loss_dice: 1.0924, decode.d7.loss_cls: 0.8577, decode.d7.loss_mask: 0.7526, decode.d7.loss_dice: 1.0977, decode.d8.loss_cls: 0.8670, decode.d8.loss_mask: 0.7545, decode.d8.loss_dice: 1.0980, loss: 30.0951, grad_norm: 113.8033 2023-11-26 15:41:41,257 - mmseg - INFO - Iter [33700/160000] lr: 3.012e-06, eta: 13:23:47, time: 0.382, data_time: 0.008, memory: 36416, decode.loss_cls: 0.8515, decode.loss_mask: 0.7514, decode.loss_dice: 1.1335, decode.d0.loss_cls: 2.9158, decode.d0.loss_mask: 0.8109, decode.d0.loss_dice: 1.3705, decode.d1.loss_cls: 1.0325, decode.d1.loss_mask: 0.7861, decode.d1.loss_dice: 1.2304, decode.d2.loss_cls: 0.9368, decode.d2.loss_mask: 0.7661, decode.d2.loss_dice: 1.1801, decode.d3.loss_cls: 0.8977, decode.d3.loss_mask: 0.7607, decode.d3.loss_dice: 1.1497, decode.d4.loss_cls: 0.8782, decode.d4.loss_mask: 0.7545, decode.d4.loss_dice: 1.1520, decode.d5.loss_cls: 0.8809, decode.d5.loss_mask: 0.7521, decode.d5.loss_dice: 1.1442, decode.d6.loss_cls: 0.8726, decode.d6.loss_mask: 0.7503, decode.d6.loss_dice: 1.1328, decode.d7.loss_cls: 0.8684, decode.d7.loss_mask: 0.7518, decode.d7.loss_dice: 1.1345, decode.d8.loss_cls: 0.8618, decode.d8.loss_mask: 0.7493, decode.d8.loss_dice: 1.1365, loss: 30.3939, grad_norm: 111.2105 2023-11-26 15:42:00,048 - mmseg - INFO - Iter [33750/160000] lr: 3.010e-06, eta: 13:23:27, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8685, decode.loss_mask: 0.7789, decode.loss_dice: 1.1280, decode.d0.loss_cls: 2.9033, decode.d0.loss_mask: 0.8335, decode.d0.loss_dice: 1.3580, decode.d1.loss_cls: 1.0291, decode.d1.loss_mask: 0.8187, decode.d1.loss_dice: 1.2407, decode.d2.loss_cls: 0.9371, decode.d2.loss_mask: 0.7958, decode.d2.loss_dice: 1.1857, decode.d3.loss_cls: 0.9022, decode.d3.loss_mask: 0.7886, decode.d3.loss_dice: 1.1522, decode.d4.loss_cls: 0.8818, decode.d4.loss_mask: 0.7864, decode.d4.loss_dice: 1.1499, decode.d5.loss_cls: 0.8755, decode.d5.loss_mask: 0.7809, decode.d5.loss_dice: 1.1486, decode.d6.loss_cls: 0.8693, decode.d6.loss_mask: 0.7812, decode.d6.loss_dice: 1.1319, decode.d7.loss_cls: 0.8664, decode.d7.loss_mask: 0.7811, decode.d7.loss_dice: 1.1351, decode.d8.loss_cls: 0.8627, decode.d8.loss_mask: 0.7807, decode.d8.loss_dice: 1.1315, loss: 30.6835, grad_norm: 125.6413 2023-11-26 15:42:18,290 - mmseg - INFO - Iter [33800/160000] lr: 3.009e-06, eta: 13:23:05, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8151, decode.loss_mask: 0.7234, decode.loss_dice: 1.0898, decode.d0.loss_cls: 2.8935, decode.d0.loss_mask: 0.7766, decode.d0.loss_dice: 1.3110, decode.d1.loss_cls: 0.9796, decode.d1.loss_mask: 0.7611, decode.d1.loss_dice: 1.1892, decode.d2.loss_cls: 0.8729, decode.d2.loss_mask: 0.7392, decode.d2.loss_dice: 1.1374, decode.d3.loss_cls: 0.8365, decode.d3.loss_mask: 0.7265, decode.d3.loss_dice: 1.1055, decode.d4.loss_cls: 0.8267, decode.d4.loss_mask: 0.7291, decode.d4.loss_dice: 1.1057, decode.d5.loss_cls: 0.8190, decode.d5.loss_mask: 0.7282, decode.d5.loss_dice: 1.1007, decode.d6.loss_cls: 0.8183, decode.d6.loss_mask: 0.7273, decode.d6.loss_dice: 1.0880, decode.d7.loss_cls: 0.8171, decode.d7.loss_mask: 0.7250, decode.d7.loss_dice: 1.0932, decode.d8.loss_cls: 0.8073, decode.d8.loss_mask: 0.7228, decode.d8.loss_dice: 1.0960, loss: 29.1619, grad_norm: 117.1601 2023-11-26 15:42:36,516 - mmseg - INFO - Iter [33850/160000] lr: 3.008e-06, eta: 13:22:42, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.9114, decode.loss_mask: 0.7635, decode.loss_dice: 1.1543, decode.d0.loss_cls: 3.0236, decode.d0.loss_mask: 0.8102, decode.d0.loss_dice: 1.4006, decode.d1.loss_cls: 1.0751, decode.d1.loss_mask: 0.7941, decode.d1.loss_dice: 1.2687, decode.d2.loss_cls: 0.9826, decode.d2.loss_mask: 0.7741, decode.d2.loss_dice: 1.2104, decode.d3.loss_cls: 0.9365, decode.d3.loss_mask: 0.7658, decode.d3.loss_dice: 1.1780, decode.d4.loss_cls: 0.9258, decode.d4.loss_mask: 0.7680, decode.d4.loss_dice: 1.1760, decode.d5.loss_cls: 0.9248, decode.d5.loss_mask: 0.7645, decode.d5.loss_dice: 1.1730, decode.d6.loss_cls: 0.9226, decode.d6.loss_mask: 0.7632, decode.d6.loss_dice: 1.1556, decode.d7.loss_cls: 0.9146, decode.d7.loss_mask: 0.7656, decode.d7.loss_dice: 1.1584, decode.d8.loss_cls: 0.9121, decode.d8.loss_mask: 0.7646, decode.d8.loss_dice: 1.1597, loss: 31.2973, grad_norm: 120.3792 2023-11-26 15:42:54,940 - mmseg - INFO - Iter [33900/160000] lr: 3.007e-06, eta: 13:22:21, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8672, decode.loss_mask: 0.7378, decode.loss_dice: 1.1080, decode.d0.loss_cls: 2.9627, decode.d0.loss_mask: 0.7943, decode.d0.loss_dice: 1.3335, decode.d1.loss_cls: 1.0294, decode.d1.loss_mask: 0.7820, decode.d1.loss_dice: 1.2145, decode.d2.loss_cls: 0.9421, decode.d2.loss_mask: 0.7598, decode.d2.loss_dice: 1.1623, decode.d3.loss_cls: 0.9121, decode.d3.loss_mask: 0.7532, decode.d3.loss_dice: 1.1218, decode.d4.loss_cls: 0.8841, decode.d4.loss_mask: 0.7498, decode.d4.loss_dice: 1.1333, decode.d5.loss_cls: 0.8770, decode.d5.loss_mask: 0.7462, decode.d5.loss_dice: 1.1325, decode.d6.loss_cls: 0.8864, decode.d6.loss_mask: 0.7426, decode.d6.loss_dice: 1.1097, decode.d7.loss_cls: 0.8815, decode.d7.loss_mask: 0.7396, decode.d7.loss_dice: 1.1127, decode.d8.loss_cls: 0.8719, decode.d8.loss_mask: 0.7399, decode.d8.loss_dice: 1.1111, loss: 30.1990, grad_norm: 117.6547 2023-11-26 15:43:13,689 - mmseg - INFO - Iter [33950/160000] lr: 3.006e-06, eta: 13:22:00, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8456, decode.loss_mask: 0.7567, decode.loss_dice: 1.1080, decode.d0.loss_cls: 2.8888, decode.d0.loss_mask: 0.8119, decode.d0.loss_dice: 1.3384, decode.d1.loss_cls: 1.0081, decode.d1.loss_mask: 0.7977, decode.d1.loss_dice: 1.2185, decode.d2.loss_cls: 0.9078, decode.d2.loss_mask: 0.7745, decode.d2.loss_dice: 1.1653, decode.d3.loss_cls: 0.8771, decode.d3.loss_mask: 0.7685, decode.d3.loss_dice: 1.1304, decode.d4.loss_cls: 0.8621, decode.d4.loss_mask: 0.7646, decode.d4.loss_dice: 1.1350, decode.d5.loss_cls: 0.8604, decode.d5.loss_mask: 0.7637, decode.d5.loss_dice: 1.1235, decode.d6.loss_cls: 0.8543, decode.d6.loss_mask: 0.7605, decode.d6.loss_dice: 1.1088, decode.d7.loss_cls: 0.8440, decode.d7.loss_mask: 0.7598, decode.d7.loss_dice: 1.1127, decode.d8.loss_cls: 0.8468, decode.d8.loss_mask: 0.7583, decode.d8.loss_dice: 1.1158, loss: 30.0675, grad_norm: 117.0542 2023-11-26 15:43:32,464 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:43:32,464 - mmseg - INFO - Iter [34000/160000] lr: 3.004e-06, eta: 13:21:40, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8477, decode.loss_mask: 0.7482, decode.loss_dice: 1.1020, decode.d0.loss_cls: 2.8903, decode.d0.loss_mask: 0.8083, decode.d0.loss_dice: 1.3568, decode.d1.loss_cls: 1.0453, decode.d1.loss_mask: 0.7884, decode.d1.loss_dice: 1.2318, decode.d2.loss_cls: 0.9258, decode.d2.loss_mask: 0.7677, decode.d2.loss_dice: 1.1679, decode.d3.loss_cls: 0.8851, decode.d3.loss_mask: 0.7583, decode.d3.loss_dice: 1.1271, decode.d4.loss_cls: 0.8758, decode.d4.loss_mask: 0.7548, decode.d4.loss_dice: 1.1305, decode.d5.loss_cls: 0.8650, decode.d5.loss_mask: 0.7521, decode.d5.loss_dice: 1.1287, decode.d6.loss_cls: 0.8580, decode.d6.loss_mask: 0.7455, decode.d6.loss_dice: 1.1126, decode.d7.loss_cls: 0.8512, decode.d7.loss_mask: 0.7488, decode.d7.loss_dice: 1.1177, decode.d8.loss_cls: 0.8522, decode.d8.loss_mask: 0.7441, decode.d8.loss_dice: 1.1105, loss: 30.0982, grad_norm: 117.6493 2023-11-26 15:43:50,872 - mmseg - INFO - Iter [34050/160000] lr: 3.003e-06, eta: 13:21:19, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8608, decode.loss_mask: 0.7852, decode.loss_dice: 1.1351, decode.d0.loss_cls: 2.8726, decode.d0.loss_mask: 0.8438, decode.d0.loss_dice: 1.3626, decode.d1.loss_cls: 1.0324, decode.d1.loss_mask: 0.8226, decode.d1.loss_dice: 1.2414, decode.d2.loss_cls: 0.9276, decode.d2.loss_mask: 0.7990, decode.d2.loss_dice: 1.1856, decode.d3.loss_cls: 0.8940, decode.d3.loss_mask: 0.7917, decode.d3.loss_dice: 1.1492, decode.d4.loss_cls: 0.8765, decode.d4.loss_mask: 0.7909, decode.d4.loss_dice: 1.1489, decode.d5.loss_cls: 0.8696, decode.d5.loss_mask: 0.7858, decode.d5.loss_dice: 1.1463, decode.d6.loss_cls: 0.8721, decode.d6.loss_mask: 0.7869, decode.d6.loss_dice: 1.1292, decode.d7.loss_cls: 0.8657, decode.d7.loss_mask: 0.7823, decode.d7.loss_dice: 1.1319, decode.d8.loss_cls: 0.8613, decode.d8.loss_mask: 0.7838, decode.d8.loss_dice: 1.1338, loss: 30.6687, grad_norm: 124.4733 2023-11-26 15:44:09,246 - mmseg - INFO - Iter [34100/160000] lr: 3.002e-06, eta: 13:20:57, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8475, decode.loss_mask: 0.7506, decode.loss_dice: 1.1223, decode.d0.loss_cls: 2.9104, decode.d0.loss_mask: 0.7999, decode.d0.loss_dice: 1.3562, decode.d1.loss_cls: 1.0316, decode.d1.loss_mask: 0.7929, decode.d1.loss_dice: 1.2394, decode.d2.loss_cls: 0.9377, decode.d2.loss_mask: 0.7670, decode.d2.loss_dice: 1.1749, decode.d3.loss_cls: 0.8931, decode.d3.loss_mask: 0.7529, decode.d3.loss_dice: 1.1309, decode.d4.loss_cls: 0.8815, decode.d4.loss_mask: 0.7502, decode.d4.loss_dice: 1.1258, decode.d5.loss_cls: 0.8763, decode.d5.loss_mask: 0.7520, decode.d5.loss_dice: 1.1298, decode.d6.loss_cls: 0.8645, decode.d6.loss_mask: 0.7507, decode.d6.loss_dice: 1.1179, decode.d7.loss_cls: 0.8625, decode.d7.loss_mask: 0.7494, decode.d7.loss_dice: 1.1225, decode.d8.loss_cls: 0.8569, decode.d8.loss_mask: 0.7505, decode.d8.loss_dice: 1.1259, loss: 30.2236, grad_norm: 127.7138 2023-11-26 15:44:30,399 - mmseg - INFO - Iter [34150/160000] lr: 3.001e-06, eta: 13:20:45, time: 0.423, data_time: 0.053, memory: 36416, decode.loss_cls: 0.8391, decode.loss_mask: 0.7367, decode.loss_dice: 1.0962, decode.d0.loss_cls: 2.9120, decode.d0.loss_mask: 0.8058, decode.d0.loss_dice: 1.3443, decode.d1.loss_cls: 1.0049, decode.d1.loss_mask: 0.7800, decode.d1.loss_dice: 1.2127, decode.d2.loss_cls: 0.9195, decode.d2.loss_mask: 0.7564, decode.d2.loss_dice: 1.1412, decode.d3.loss_cls: 0.8744, decode.d3.loss_mask: 0.7464, decode.d3.loss_dice: 1.1097, decode.d4.loss_cls: 0.8676, decode.d4.loss_mask: 0.7420, decode.d4.loss_dice: 1.1106, decode.d5.loss_cls: 0.8588, decode.d5.loss_mask: 0.7372, decode.d5.loss_dice: 1.1067, decode.d6.loss_cls: 0.8523, decode.d6.loss_mask: 0.7370, decode.d6.loss_dice: 1.0971, decode.d7.loss_cls: 0.8467, decode.d7.loss_mask: 0.7366, decode.d7.loss_dice: 1.0976, decode.d8.loss_cls: 0.8407, decode.d8.loss_mask: 0.7389, decode.d8.loss_dice: 1.1016, loss: 29.7507, grad_norm: 134.1984 2023-11-26 15:44:49,122 - mmseg - INFO - Iter [34200/160000] lr: 3.000e-06, eta: 13:20:25, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8562, decode.loss_mask: 0.7430, decode.loss_dice: 1.1205, decode.d0.loss_cls: 2.9620, decode.d0.loss_mask: 0.8033, decode.d0.loss_dice: 1.3473, decode.d1.loss_cls: 1.0310, decode.d1.loss_mask: 0.7947, decode.d1.loss_dice: 1.2284, decode.d2.loss_cls: 0.9358, decode.d2.loss_mask: 0.7689, decode.d2.loss_dice: 1.1663, decode.d3.loss_cls: 0.8967, decode.d3.loss_mask: 0.7577, decode.d3.loss_dice: 1.1377, decode.d4.loss_cls: 0.8839, decode.d4.loss_mask: 0.7548, decode.d4.loss_dice: 1.1314, decode.d5.loss_cls: 0.8739, decode.d5.loss_mask: 0.7528, decode.d5.loss_dice: 1.1333, decode.d6.loss_cls: 0.8561, decode.d6.loss_mask: 0.7484, decode.d6.loss_dice: 1.1149, decode.d7.loss_cls: 0.8575, decode.d7.loss_mask: 0.7489, decode.d7.loss_dice: 1.1182, decode.d8.loss_cls: 0.8493, decode.d8.loss_mask: 0.7440, decode.d8.loss_dice: 1.1211, loss: 30.2381, grad_norm: 122.1647 2023-11-26 15:45:08,201 - mmseg - INFO - Iter [34250/160000] lr: 2.999e-06, eta: 13:20:06, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8440, decode.loss_mask: 0.7393, decode.loss_dice: 1.1152, decode.d0.loss_cls: 2.9517, decode.d0.loss_mask: 0.7873, decode.d0.loss_dice: 1.3662, decode.d1.loss_cls: 1.0422, decode.d1.loss_mask: 0.7664, decode.d1.loss_dice: 1.2319, decode.d2.loss_cls: 0.9370, decode.d2.loss_mask: 0.7497, decode.d2.loss_dice: 1.1727, decode.d3.loss_cls: 0.8886, decode.d3.loss_mask: 0.7447, decode.d3.loss_dice: 1.1322, decode.d4.loss_cls: 0.8685, decode.d4.loss_mask: 0.7378, decode.d4.loss_dice: 1.1304, decode.d5.loss_cls: 0.8561, decode.d5.loss_mask: 0.7421, decode.d5.loss_dice: 1.1282, decode.d6.loss_cls: 0.8656, decode.d6.loss_mask: 0.7392, decode.d6.loss_dice: 1.1073, decode.d7.loss_cls: 0.8434, decode.d7.loss_mask: 0.7423, decode.d7.loss_dice: 1.1117, decode.d8.loss_cls: 0.8530, decode.d8.loss_mask: 0.7377, decode.d8.loss_dice: 1.1132, loss: 30.0458, grad_norm: 120.3863 2023-11-26 15:45:27,445 - mmseg - INFO - Iter [34300/160000] lr: 2.997e-06, eta: 13:19:47, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7983, decode.loss_mask: 0.7540, decode.loss_dice: 1.0966, decode.d0.loss_cls: 2.8509, decode.d0.loss_mask: 0.8146, decode.d0.loss_dice: 1.3321, decode.d1.loss_cls: 0.9746, decode.d1.loss_mask: 0.7890, decode.d1.loss_dice: 1.2036, decode.d2.loss_cls: 0.8700, decode.d2.loss_mask: 0.7716, decode.d2.loss_dice: 1.1539, decode.d3.loss_cls: 0.8431, decode.d3.loss_mask: 0.7617, decode.d3.loss_dice: 1.1159, decode.d4.loss_cls: 0.8216, decode.d4.loss_mask: 0.7590, decode.d4.loss_dice: 1.1167, decode.d5.loss_cls: 0.8020, decode.d5.loss_mask: 0.7592, decode.d5.loss_dice: 1.1197, decode.d6.loss_cls: 0.7993, decode.d6.loss_mask: 0.7579, decode.d6.loss_dice: 1.1058, decode.d7.loss_cls: 0.7990, decode.d7.loss_mask: 0.7574, decode.d7.loss_dice: 1.1047, decode.d8.loss_cls: 0.7934, decode.d8.loss_mask: 0.7541, decode.d8.loss_dice: 1.1065, loss: 29.4861, grad_norm: 123.6469 2023-11-26 15:45:47,414 - mmseg - INFO - Iter [34350/160000] lr: 2.996e-06, eta: 13:19:31, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8332, decode.loss_mask: 0.7244, decode.loss_dice: 1.1093, decode.d0.loss_cls: 2.9263, decode.d0.loss_mask: 0.7786, decode.d0.loss_dice: 1.3472, decode.d1.loss_cls: 1.0399, decode.d1.loss_mask: 0.7608, decode.d1.loss_dice: 1.2146, decode.d2.loss_cls: 0.9118, decode.d2.loss_mask: 0.7450, decode.d2.loss_dice: 1.1655, decode.d3.loss_cls: 0.8692, decode.d3.loss_mask: 0.7327, decode.d3.loss_dice: 1.1299, decode.d4.loss_cls: 0.8644, decode.d4.loss_mask: 0.7337, decode.d4.loss_dice: 1.1254, decode.d5.loss_cls: 0.8516, decode.d5.loss_mask: 0.7305, decode.d5.loss_dice: 1.1251, decode.d6.loss_cls: 0.8462, decode.d6.loss_mask: 0.7275, decode.d6.loss_dice: 1.1157, decode.d7.loss_cls: 0.8432, decode.d7.loss_mask: 0.7263, decode.d7.loss_dice: 1.1129, decode.d8.loss_cls: 0.8395, decode.d8.loss_mask: 0.7241, decode.d8.loss_dice: 1.1128, loss: 29.7674, grad_norm: 118.1286 2023-11-26 15:46:06,799 - mmseg - INFO - Iter [34400/160000] lr: 2.995e-06, eta: 13:19:13, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8053, decode.loss_mask: 0.7505, decode.loss_dice: 1.1091, decode.d0.loss_cls: 2.8684, decode.d0.loss_mask: 0.7993, decode.d0.loss_dice: 1.3420, decode.d1.loss_cls: 0.9980, decode.d1.loss_mask: 0.7810, decode.d1.loss_dice: 1.2149, decode.d2.loss_cls: 0.8894, decode.d2.loss_mask: 0.7648, decode.d2.loss_dice: 1.1620, decode.d3.loss_cls: 0.8539, decode.d3.loss_mask: 0.7551, decode.d3.loss_dice: 1.1250, decode.d4.loss_cls: 0.8305, decode.d4.loss_mask: 0.7551, decode.d4.loss_dice: 1.1174, decode.d5.loss_cls: 0.8226, decode.d5.loss_mask: 0.7544, decode.d5.loss_dice: 1.1182, decode.d6.loss_cls: 0.8203, decode.d6.loss_mask: 0.7518, decode.d6.loss_dice: 1.1093, decode.d7.loss_cls: 0.8036, decode.d7.loss_mask: 0.7534, decode.d7.loss_dice: 1.1071, decode.d8.loss_cls: 0.7986, decode.d8.loss_mask: 0.7495, decode.d8.loss_dice: 1.1080, loss: 29.6187, grad_norm: 123.2885 2023-11-26 15:46:25,447 - mmseg - INFO - Iter [34450/160000] lr: 2.994e-06, eta: 13:18:53, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8623, decode.loss_mask: 0.7392, decode.loss_dice: 1.1259, decode.d0.loss_cls: 2.9649, decode.d0.loss_mask: 0.8022, decode.d0.loss_dice: 1.3739, decode.d1.loss_cls: 1.0165, decode.d1.loss_mask: 0.7731, decode.d1.loss_dice: 1.2425, decode.d2.loss_cls: 0.9236, decode.d2.loss_mask: 0.7584, decode.d2.loss_dice: 1.1815, decode.d3.loss_cls: 0.8871, decode.d3.loss_mask: 0.7512, decode.d3.loss_dice: 1.1511, decode.d4.loss_cls: 0.8815, decode.d4.loss_mask: 0.7470, decode.d4.loss_dice: 1.1561, decode.d5.loss_cls: 0.8740, decode.d5.loss_mask: 0.7446, decode.d5.loss_dice: 1.1490, decode.d6.loss_cls: 0.8744, decode.d6.loss_mask: 0.7424, decode.d6.loss_dice: 1.1377, decode.d7.loss_cls: 0.8658, decode.d7.loss_mask: 0.7424, decode.d7.loss_dice: 1.1383, decode.d8.loss_cls: 0.8569, decode.d8.loss_mask: 0.7416, decode.d8.loss_dice: 1.1381, loss: 30.3435, grad_norm: 111.1110 2023-11-26 15:46:43,808 - mmseg - INFO - Iter [34500/160000] lr: 2.993e-06, eta: 13:18:31, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8510, decode.loss_mask: 0.7659, decode.loss_dice: 1.1178, decode.d0.loss_cls: 2.9663, decode.d0.loss_mask: 0.8231, decode.d0.loss_dice: 1.3545, decode.d1.loss_cls: 1.0385, decode.d1.loss_mask: 0.8096, decode.d1.loss_dice: 1.2394, decode.d2.loss_cls: 0.9356, decode.d2.loss_mask: 0.7910, decode.d2.loss_dice: 1.1756, decode.d3.loss_cls: 0.8954, decode.d3.loss_mask: 0.7848, decode.d3.loss_dice: 1.1383, decode.d4.loss_cls: 0.8878, decode.d4.loss_mask: 0.7783, decode.d4.loss_dice: 1.1403, decode.d5.loss_cls: 0.8721, decode.d5.loss_mask: 0.7721, decode.d5.loss_dice: 1.1330, decode.d6.loss_cls: 0.8662, decode.d6.loss_mask: 0.7710, decode.d6.loss_dice: 1.1174, decode.d7.loss_cls: 0.8638, decode.d7.loss_mask: 0.7686, decode.d7.loss_dice: 1.1181, decode.d8.loss_cls: 0.8591, decode.d8.loss_mask: 0.7676, decode.d8.loss_dice: 1.1248, loss: 30.5270, grad_norm: 128.8384 2023-11-26 15:47:02,274 - mmseg - INFO - Iter [34550/160000] lr: 2.991e-06, eta: 13:18:10, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8820, decode.loss_mask: 0.7582, decode.loss_dice: 1.1400, decode.d0.loss_cls: 2.9303, decode.d0.loss_mask: 0.8101, decode.d0.loss_dice: 1.3776, decode.d1.loss_cls: 1.0796, decode.d1.loss_mask: 0.7918, decode.d1.loss_dice: 1.2562, decode.d2.loss_cls: 0.9776, decode.d2.loss_mask: 0.7740, decode.d2.loss_dice: 1.1927, decode.d3.loss_cls: 0.9445, decode.d3.loss_mask: 0.7622, decode.d3.loss_dice: 1.1569, decode.d4.loss_cls: 0.9253, decode.d4.loss_mask: 0.7595, decode.d4.loss_dice: 1.1531, decode.d5.loss_cls: 0.9127, decode.d5.loss_mask: 0.7583, decode.d5.loss_dice: 1.1503, decode.d6.loss_cls: 0.9134, decode.d6.loss_mask: 0.7556, decode.d6.loss_dice: 1.1411, decode.d7.loss_cls: 0.8985, decode.d7.loss_mask: 0.7590, decode.d7.loss_dice: 1.1419, decode.d8.loss_cls: 0.8949, decode.d8.loss_mask: 0.7560, decode.d8.loss_dice: 1.1348, loss: 30.8883, grad_norm: 112.5024 2023-11-26 15:47:20,453 - mmseg - INFO - Iter [34600/160000] lr: 2.990e-06, eta: 13:17:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7928, decode.loss_mask: 0.7698, decode.loss_dice: 1.0842, decode.d0.loss_cls: 2.8744, decode.d0.loss_mask: 0.8218, decode.d0.loss_dice: 1.3053, decode.d1.loss_cls: 0.9717, decode.d1.loss_mask: 0.8043, decode.d1.loss_dice: 1.1823, decode.d2.loss_cls: 0.8788, decode.d2.loss_mask: 0.7918, decode.d2.loss_dice: 1.1334, decode.d3.loss_cls: 0.8308, decode.d3.loss_mask: 0.7861, decode.d3.loss_dice: 1.1019, decode.d4.loss_cls: 0.8168, decode.d4.loss_mask: 0.7801, decode.d4.loss_dice: 1.1012, decode.d5.loss_cls: 0.8078, decode.d5.loss_mask: 0.7816, decode.d5.loss_dice: 1.0994, decode.d6.loss_cls: 0.8065, decode.d6.loss_mask: 0.7745, decode.d6.loss_dice: 1.0907, decode.d7.loss_cls: 0.7975, decode.d7.loss_mask: 0.7734, decode.d7.loss_dice: 1.0924, decode.d8.loss_cls: 0.7992, decode.d8.loss_mask: 0.7716, decode.d8.loss_dice: 1.0885, loss: 29.5106, grad_norm: 112.5066 2023-11-26 15:47:39,133 - mmseg - INFO - Iter [34650/160000] lr: 2.989e-06, eta: 13:17:27, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8523, decode.loss_mask: 0.7562, decode.loss_dice: 1.1379, decode.d0.loss_cls: 2.9174, decode.d0.loss_mask: 0.8183, decode.d0.loss_dice: 1.3796, decode.d1.loss_cls: 1.0423, decode.d1.loss_mask: 0.8004, decode.d1.loss_dice: 1.2474, decode.d2.loss_cls: 0.9166, decode.d2.loss_mask: 0.7750, decode.d2.loss_dice: 1.1909, decode.d3.loss_cls: 0.8829, decode.d3.loss_mask: 0.7639, decode.d3.loss_dice: 1.1499, decode.d4.loss_cls: 0.8631, decode.d4.loss_mask: 0.7613, decode.d4.loss_dice: 1.1508, decode.d5.loss_cls: 0.8731, decode.d5.loss_mask: 0.7576, decode.d5.loss_dice: 1.1474, decode.d6.loss_cls: 0.8530, decode.d6.loss_mask: 0.7581, decode.d6.loss_dice: 1.1307, decode.d7.loss_cls: 0.8488, decode.d7.loss_mask: 0.7588, decode.d7.loss_dice: 1.1352, decode.d8.loss_cls: 0.8362, decode.d8.loss_mask: 0.7614, decode.d8.loss_dice: 1.1418, loss: 30.4082, grad_norm: 124.3529 2023-11-26 15:47:57,721 - mmseg - INFO - Iter [34700/160000] lr: 2.988e-06, eta: 13:17:06, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8501, decode.loss_mask: 0.7470, decode.loss_dice: 1.1056, decode.d0.loss_cls: 2.9133, decode.d0.loss_mask: 0.8034, decode.d0.loss_dice: 1.3455, decode.d1.loss_cls: 1.0357, decode.d1.loss_mask: 0.7770, decode.d1.loss_dice: 1.2148, decode.d2.loss_cls: 0.9345, decode.d2.loss_mask: 0.7555, decode.d2.loss_dice: 1.1550, decode.d3.loss_cls: 0.8910, decode.d3.loss_mask: 0.7472, decode.d3.loss_dice: 1.1258, decode.d4.loss_cls: 0.8725, decode.d4.loss_mask: 0.7446, decode.d4.loss_dice: 1.1231, decode.d5.loss_cls: 0.8675, decode.d5.loss_mask: 0.7455, decode.d5.loss_dice: 1.1183, decode.d6.loss_cls: 0.8644, decode.d6.loss_mask: 0.7464, decode.d6.loss_dice: 1.1076, decode.d7.loss_cls: 0.8589, decode.d7.loss_mask: 0.7421, decode.d7.loss_dice: 1.1088, decode.d8.loss_cls: 0.8494, decode.d8.loss_mask: 0.7433, decode.d8.loss_dice: 1.1136, loss: 30.0076, grad_norm: 105.2815 2023-11-26 15:48:16,599 - mmseg - INFO - Iter [34750/160000] lr: 2.987e-06, eta: 13:16:46, time: 0.378, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8694, decode.loss_mask: 0.7265, decode.loss_dice: 1.0995, decode.d0.loss_cls: 2.9399, decode.d0.loss_mask: 0.7709, decode.d0.loss_dice: 1.3326, decode.d1.loss_cls: 1.0682, decode.d1.loss_mask: 0.7545, decode.d1.loss_dice: 1.2027, decode.d2.loss_cls: 0.9660, decode.d2.loss_mask: 0.7397, decode.d2.loss_dice: 1.1393, decode.d3.loss_cls: 0.9193, decode.d3.loss_mask: 0.7299, decode.d3.loss_dice: 1.1153, decode.d4.loss_cls: 0.8941, decode.d4.loss_mask: 0.7302, decode.d4.loss_dice: 1.1179, decode.d5.loss_cls: 0.8858, decode.d5.loss_mask: 0.7322, decode.d5.loss_dice: 1.1071, decode.d6.loss_cls: 0.8759, decode.d6.loss_mask: 0.7261, decode.d6.loss_dice: 1.1002, decode.d7.loss_cls: 0.8643, decode.d7.loss_mask: 0.7237, decode.d7.loss_dice: 1.1002, decode.d8.loss_cls: 0.8665, decode.d8.loss_mask: 0.7238, decode.d8.loss_dice: 1.1016, loss: 29.9233, grad_norm: 116.2772 2023-11-26 15:48:35,281 - mmseg - INFO - Iter [34800/160000] lr: 2.985e-06, eta: 13:16:25, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8714, decode.loss_mask: 0.7373, decode.loss_dice: 1.1201, decode.d0.loss_cls: 2.9218, decode.d0.loss_mask: 0.7849, decode.d0.loss_dice: 1.3362, decode.d1.loss_cls: 1.0554, decode.d1.loss_mask: 0.7700, decode.d1.loss_dice: 1.2200, decode.d2.loss_cls: 0.9656, decode.d2.loss_mask: 0.7500, decode.d2.loss_dice: 1.1697, decode.d3.loss_cls: 0.9225, decode.d3.loss_mask: 0.7437, decode.d3.loss_dice: 1.1416, decode.d4.loss_cls: 0.9021, decode.d4.loss_mask: 0.7461, decode.d4.loss_dice: 1.1433, decode.d5.loss_cls: 0.8971, decode.d5.loss_mask: 0.7464, decode.d5.loss_dice: 1.1328, decode.d6.loss_cls: 0.8776, decode.d6.loss_mask: 0.7396, decode.d6.loss_dice: 1.1192, decode.d7.loss_cls: 0.8768, decode.d7.loss_mask: 0.7369, decode.d7.loss_dice: 1.1213, decode.d8.loss_cls: 0.8704, decode.d8.loss_mask: 0.7387, decode.d8.loss_dice: 1.1235, loss: 30.2820, grad_norm: 118.2889 2023-11-26 15:48:53,620 - mmseg - INFO - Iter [34850/160000] lr: 2.984e-06, eta: 13:16:04, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8520, decode.loss_mask: 0.7590, decode.loss_dice: 1.1196, decode.d0.loss_cls: 2.8715, decode.d0.loss_mask: 0.8109, decode.d0.loss_dice: 1.3499, decode.d1.loss_cls: 1.0154, decode.d1.loss_mask: 0.8053, decode.d1.loss_dice: 1.2439, decode.d2.loss_cls: 0.9059, decode.d2.loss_mask: 0.7816, decode.d2.loss_dice: 1.1813, decode.d3.loss_cls: 0.8704, decode.d3.loss_mask: 0.7708, decode.d3.loss_dice: 1.1530, decode.d4.loss_cls: 0.8577, decode.d4.loss_mask: 0.7768, decode.d4.loss_dice: 1.1514, decode.d5.loss_cls: 0.8540, decode.d5.loss_mask: 0.7740, decode.d5.loss_dice: 1.1422, decode.d6.loss_cls: 0.8455, decode.d6.loss_mask: 0.7648, decode.d6.loss_dice: 1.1363, decode.d7.loss_cls: 0.8454, decode.d7.loss_mask: 0.7665, decode.d7.loss_dice: 1.1286, decode.d8.loss_cls: 0.8430, decode.d8.loss_mask: 0.7648, decode.d8.loss_dice: 1.1219, loss: 30.2636, grad_norm: 121.5474 2023-11-26 15:49:11,885 - mmseg - INFO - Iter [34900/160000] lr: 2.983e-06, eta: 13:15:42, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8519, decode.loss_mask: 0.7555, decode.loss_dice: 1.1409, decode.d0.loss_cls: 2.9939, decode.d0.loss_mask: 0.8091, decode.d0.loss_dice: 1.3843, decode.d1.loss_cls: 1.0445, decode.d1.loss_mask: 0.7925, decode.d1.loss_dice: 1.2529, decode.d2.loss_cls: 0.9194, decode.d2.loss_mask: 0.7743, decode.d2.loss_dice: 1.1936, decode.d3.loss_cls: 0.8937, decode.d3.loss_mask: 0.7644, decode.d3.loss_dice: 1.1579, decode.d4.loss_cls: 0.8711, decode.d4.loss_mask: 0.7659, decode.d4.loss_dice: 1.1599, decode.d5.loss_cls: 0.8687, decode.d5.loss_mask: 0.7654, decode.d5.loss_dice: 1.1590, decode.d6.loss_cls: 0.8597, decode.d6.loss_mask: 0.7557, decode.d6.loss_dice: 1.1413, decode.d7.loss_cls: 0.8496, decode.d7.loss_mask: 0.7588, decode.d7.loss_dice: 1.1447, decode.d8.loss_cls: 0.8520, decode.d8.loss_mask: 0.7566, decode.d8.loss_dice: 1.1414, loss: 30.5784, grad_norm: 117.7003 2023-11-26 15:49:30,131 - mmseg - INFO - Iter [34950/160000] lr: 2.982e-06, eta: 13:15:20, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8273, decode.loss_mask: 0.7430, decode.loss_dice: 1.0903, decode.d0.loss_cls: 2.8683, decode.d0.loss_mask: 0.7930, decode.d0.loss_dice: 1.3170, decode.d1.loss_cls: 1.0087, decode.d1.loss_mask: 0.7777, decode.d1.loss_dice: 1.1963, decode.d2.loss_cls: 0.9083, decode.d2.loss_mask: 0.7606, decode.d2.loss_dice: 1.1472, decode.d3.loss_cls: 0.8598, decode.d3.loss_mask: 0.7524, decode.d3.loss_dice: 1.1100, decode.d4.loss_cls: 0.8447, decode.d4.loss_mask: 0.7546, decode.d4.loss_dice: 1.1123, decode.d5.loss_cls: 0.8404, decode.d5.loss_mask: 0.7490, decode.d5.loss_dice: 1.1052, decode.d6.loss_cls: 0.8377, decode.d6.loss_mask: 0.7467, decode.d6.loss_dice: 1.0941, decode.d7.loss_cls: 0.8361, decode.d7.loss_mask: 0.7435, decode.d7.loss_dice: 1.0908, decode.d8.loss_cls: 0.8321, decode.d8.loss_mask: 0.7431, decode.d8.loss_dice: 1.0909, loss: 29.5814, grad_norm: 129.7750 2023-11-26 15:49:48,520 - mmseg - INFO - Saving checkpoint at 35000 iterations 2023-11-26 15:49:50,205 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:49:50,205 - mmseg - INFO - Iter [35000/160000] lr: 2.981e-06, eta: 13:15:04, time: 0.401, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8399, decode.loss_mask: 0.7488, decode.loss_dice: 1.1026, decode.d0.loss_cls: 2.8962, decode.d0.loss_mask: 0.8098, decode.d0.loss_dice: 1.3373, decode.d1.loss_cls: 1.0311, decode.d1.loss_mask: 0.7810, decode.d1.loss_dice: 1.2136, decode.d2.loss_cls: 0.9257, decode.d2.loss_mask: 0.7662, decode.d2.loss_dice: 1.1569, decode.d3.loss_cls: 0.8827, decode.d3.loss_mask: 0.7602, decode.d3.loss_dice: 1.1161, decode.d4.loss_cls: 0.8640, decode.d4.loss_mask: 0.7546, decode.d4.loss_dice: 1.1196, decode.d5.loss_cls: 0.8527, decode.d5.loss_mask: 0.7530, decode.d5.loss_dice: 1.1183, decode.d6.loss_cls: 0.8557, decode.d6.loss_mask: 0.7541, decode.d6.loss_dice: 1.1061, decode.d7.loss_cls: 0.8496, decode.d7.loss_mask: 0.7503, decode.d7.loss_dice: 1.1119, decode.d8.loss_cls: 0.8439, decode.d8.loss_mask: 0.7457, decode.d8.loss_dice: 1.1079, loss: 29.9554, grad_norm: 135.3160 2023-11-26 15:50:07,130 - mmseg - INFO - per class results: 2023-11-26 15:50:07,135 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.76 | 85.79 | | building | 79.78 | 87.0 | | sky | 94.66 | 97.24 | | floor | 82.17 | 89.22 | | tree | 75.83 | 86.36 | | ceiling | 83.58 | 89.91 | | road | 80.54 | 87.01 | | bed | 87.17 | 95.06 | | windowpane | 61.3 | 74.15 | | grass | 68.38 | 80.75 | | cabinet | 55.47 | 71.51 | | sidewalk | 59.71 | 88.69 | | person | 83.14 | 90.33 | | earth | 35.62 | 46.34 | | door | 51.55 | 70.71 | | table | 59.48 | 75.16 | | mountain | 59.16 | 84.45 | | plant | 53.95 | 68.8 | | curtain | 77.42 | 87.08 | | chair | 58.2 | 70.77 | | car | 85.69 | 93.39 | | water | 51.96 | 73.62 | | painting | 70.27 | 87.02 | | sofa | 69.54 | 83.08 | | shelf | 38.93 | 58.61 | | house | 36.01 | 81.39 | | sea | 56.27 | 79.15 | | mirror | 63.07 | 77.59 | | rug | 67.89 | 79.72 | | field | 30.36 | 56.29 | | armchair | 42.17 | 57.89 | | seat | 63.56 | 81.35 | | fence | 42.05 | 64.27 | | desk | 45.18 | 78.22 | | rock | 32.26 | 40.05 | | wardrobe | 46.92 | 61.45 | | lamp | 67.69 | 79.44 | | bathtub | 75.66 | 85.95 | | railing | 28.61 | 43.22 | | cushion | 59.28 | 71.36 | | base | 35.77 | 68.48 | | box | 24.35 | 42.4 | | column | 43.78 | 54.56 | | signboard | 39.76 | 55.18 | | chest of drawers | 40.45 | 72.32 | | counter | 45.38 | 60.69 | | sand | 28.13 | 46.74 | | sink | 67.67 | 87.48 | | skyscraper | 32.86 | 39.87 | | fireplace | 72.87 | 89.6 | | refrigerator | 72.13 | 87.23 | | grandstand | 39.24 | 73.27 | | path | 10.22 | 12.87 | | stairs | 45.66 | 58.8 | | runway | 70.32 | 83.53 | | case | 44.44 | 60.51 | | pool table | 94.26 | 98.01 | | pillow | 59.68 | 72.65 | | screen door | 55.13 | 94.03 | | stairway | 33.59 | 49.26 | | river | 9.4 | 11.29 | | bridge | 77.57 | 88.32 | | bookcase | 35.7 | 57.28 | | blind | 44.9 | 62.15 | | coffee table | 61.62 | 77.81 | | toilet | 86.9 | 91.54 | | flower | 36.56 | 45.62 | | book | 50.26 | 72.44 | | hill | 6.97 | 10.83 | | bench | 54.07 | 77.03 | | countertop | 50.96 | 63.6 | | stove | 77.53 | 85.64 | | palm | 49.89 | 76.5 | | kitchen island | 46.19 | 82.58 | | computer | 75.65 | 84.03 | | swivel chair | 48.18 | 73.44 | | boat | 37.51 | 88.82 | | bar | 29.13 | 31.92 | | arcade machine | 16.51 | 20.64 | | hovel | 8.39 | 15.39 | | bus | 84.88 | 95.45 | | towel | 63.38 | 87.24 | | light | 55.03 | 79.2 | | truck | 38.89 | 50.9 | | tower | 32.85 | 55.46 | | chandelier | 67.13 | 79.86 | | awning | 38.99 | 47.23 | | streetlight | 30.26 | 52.26 | | booth | 42.39 | 44.45 | | television receiver | 69.61 | 80.6 | | airplane | 61.5 | 70.27 | | dirt track | 0.0 | 0.0 | | apparel | 20.42 | 32.13 | | pole | 20.74 | 30.47 | | land | 3.49 | 4.41 | | bannister | 11.44 | 25.48 | | escalator | 22.23 | 23.78 | | ottoman | 55.22 | 67.34 | | bottle | 20.39 | 25.27 | | buffet | 28.9 | 33.82 | | poster | 21.1 | 27.6 | | stage | 12.55 | 34.93 | | van | 50.58 | 70.14 | | ship | 0.03 | 0.03 | | fountain | 27.04 | 35.57 | | conveyer belt | 45.32 | 64.64 | | canopy | 24.9 | 52.75 | | washer | 73.55 | 77.06 | | plaything | 23.99 | 34.34 | | swimming pool | 60.33 | 80.18 | | stool | 42.07 | 53.97 | | barrel | 63.77 | 74.73 | | basket | 32.05 | 59.59 | | waterfall | 40.71 | 67.31 | | tent | 77.61 | 98.0 | | bag | 18.42 | 26.19 | | minibike | 69.4 | 86.74 | | cradle | 83.87 | 98.38 | | oven | 47.82 | 67.98 | | ball | 47.72 | 63.88 | | food | 63.36 | 81.06 | | step | 13.46 | 17.3 | | tank | 26.48 | 37.47 | | trade name | 38.23 | 48.6 | | microwave | 68.19 | 75.8 | | pot | 35.89 | 44.78 | | animal | 69.34 | 75.43 | | bicycle | 56.13 | 77.11 | | lake | 0.0 | 0.0 | | dishwasher | 70.15 | 90.44 | | screen | 35.35 | 60.18 | | blanket | 13.44 | 15.16 | | sculpture | 55.26 | 75.42 | | hood | 61.06 | 65.29 | | sconce | 46.53 | 56.6 | | vase | 46.31 | 68.03 | | traffic light | 34.76 | 63.32 | | tray | 12.03 | 22.21 | | ashcan | 32.92 | 71.34 | | fan | 59.17 | 80.85 | | pier | 13.95 | 18.74 | | crt screen | 3.72 | 14.55 | | plate | 61.3 | 78.59 | | monitor | 0.07 | 0.08 | | bulletin board | 34.2 | 52.71 | | shower | 8.93 | 28.24 | | radiator | 65.41 | 87.23 | | glass | 18.6 | 27.46 | | clock | 33.03 | 47.37 | | flag | 44.85 | 54.71 | +---------------------+-------+-------+ 2023-11-26 15:50:07,135 - mmseg - INFO - Summary: 2023-11-26 15:50:07,135 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.08 | 47.14 | 61.86 | +-------+-------+-------+ 2023-11-26 15:50:07,136 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:50:07,137 - mmseg - INFO - Iter(val) [250] aAcc: 0.8208, mIoU: 0.4714, mAcc: 0.6186, IoU.wall: 0.7776, IoU.building: 0.7978, IoU.sky: 0.9466, IoU.floor: 0.8217, IoU.tree: 0.7583, IoU.ceiling: 0.8358, IoU.road: 0.8054, IoU.bed : 0.8717, IoU.windowpane: 0.6130, IoU.grass: 0.6838, IoU.cabinet: 0.5547, IoU.sidewalk: 0.5971, IoU.person: 0.8314, IoU.earth: 0.3562, IoU.door: 0.5155, IoU.table: 0.5948, IoU.mountain: 0.5916, IoU.plant: 0.5395, IoU.curtain: 0.7742, IoU.chair: 0.5820, IoU.car: 0.8569, IoU.water: 0.5196, IoU.painting: 0.7027, IoU.sofa: 0.6954, IoU.shelf: 0.3893, IoU.house: 0.3601, IoU.sea: 0.5627, IoU.mirror: 0.6307, IoU.rug: 0.6789, IoU.field: 0.3036, IoU.armchair: 0.4217, IoU.seat: 0.6356, IoU.fence: 0.4205, IoU.desk: 0.4518, IoU.rock: 0.3226, IoU.wardrobe: 0.4692, IoU.lamp: 0.6769, IoU.bathtub: 0.7566, IoU.railing: 0.2861, IoU.cushion: 0.5928, IoU.base: 0.3577, IoU.box: 0.2435, IoU.column: 0.4378, IoU.signboard: 0.3976, IoU.chest of drawers: 0.4045, IoU.counter: 0.4538, IoU.sand: 0.2813, IoU.sink: 0.6767, IoU.skyscraper: 0.3286, IoU.fireplace: 0.7287, IoU.refrigerator: 0.7213, IoU.grandstand: 0.3924, IoU.path: 0.1022, IoU.stairs: 0.4566, IoU.runway: 0.7032, IoU.case: 0.4444, IoU.pool table: 0.9426, IoU.pillow: 0.5968, IoU.screen door: 0.5513, IoU.stairway: 0.3359, IoU.river: 0.0940, IoU.bridge: 0.7757, IoU.bookcase: 0.3570, IoU.blind: 0.4490, IoU.coffee table: 0.6162, IoU.toilet: 0.8690, IoU.flower: 0.3656, IoU.book: 0.5026, IoU.hill: 0.0697, IoU.bench: 0.5407, IoU.countertop: 0.5096, IoU.stove: 0.7753, IoU.palm: 0.4989, IoU.kitchen island: 0.4619, IoU.computer: 0.7565, IoU.swivel chair: 0.4818, IoU.boat: 0.3751, IoU.bar: 0.2913, IoU.arcade machine: 0.1651, IoU.hovel: 0.0839, IoU.bus: 0.8488, IoU.towel: 0.6338, IoU.light: 0.5503, IoU.truck: 0.3889, IoU.tower: 0.3285, IoU.chandelier: 0.6713, IoU.awning: 0.3899, IoU.streetlight: 0.3026, IoU.booth: 0.4239, IoU.television receiver: 0.6961, IoU.airplane: 0.6150, IoU.dirt track: 0.0000, IoU.apparel: 0.2042, IoU.pole: 0.2074, IoU.land: 0.0349, IoU.bannister: 0.1144, IoU.escalator: 0.2223, IoU.ottoman: 0.5522, IoU.bottle: 0.2039, IoU.buffet: 0.2890, IoU.poster: 0.2110, IoU.stage: 0.1255, IoU.van: 0.5058, IoU.ship: 0.0003, IoU.fountain: 0.2704, IoU.conveyer belt: 0.4532, IoU.canopy: 0.2490, IoU.washer: 0.7355, IoU.plaything: 0.2399, IoU.swimming pool: 0.6033, IoU.stool: 0.4207, IoU.barrel: 0.6377, IoU.basket: 0.3205, IoU.waterfall: 0.4071, IoU.tent: 0.7761, IoU.bag: 0.1842, IoU.minibike: 0.6940, IoU.cradle: 0.8387, IoU.oven: 0.4782, IoU.ball: 0.4772, IoU.food: 0.6336, IoU.step: 0.1346, IoU.tank: 0.2648, IoU.trade name: 0.3823, IoU.microwave: 0.6819, IoU.pot: 0.3589, IoU.animal: 0.6934, IoU.bicycle: 0.5613, IoU.lake: 0.0000, IoU.dishwasher: 0.7015, IoU.screen: 0.3535, IoU.blanket: 0.1344, IoU.sculpture: 0.5526, IoU.hood: 0.6106, IoU.sconce: 0.4653, IoU.vase: 0.4631, IoU.traffic light: 0.3476, IoU.tray: 0.1203, IoU.ashcan: 0.3292, IoU.fan: 0.5917, IoU.pier: 0.1395, IoU.crt screen: 0.0372, IoU.plate: 0.6130, IoU.monitor: 0.0007, IoU.bulletin board: 0.3420, IoU.shower: 0.0893, IoU.radiator: 0.6541, IoU.glass: 0.1860, IoU.clock: 0.3303, IoU.flag: 0.4485, Acc.wall: 0.8579, Acc.building: 0.8700, Acc.sky: 0.9724, Acc.floor: 0.8922, Acc.tree: 0.8636, Acc.ceiling: 0.8991, Acc.road: 0.8701, Acc.bed : 0.9506, Acc.windowpane: 0.7415, Acc.grass: 0.8075, Acc.cabinet: 0.7151, Acc.sidewalk: 0.8869, Acc.person: 0.9033, Acc.earth: 0.4634, Acc.door: 0.7071, Acc.table: 0.7516, Acc.mountain: 0.8445, Acc.plant: 0.6880, Acc.curtain: 0.8708, Acc.chair: 0.7077, Acc.car: 0.9339, Acc.water: 0.7362, Acc.painting: 0.8702, Acc.sofa: 0.8308, Acc.shelf: 0.5861, Acc.house: 0.8139, Acc.sea: 0.7915, Acc.mirror: 0.7759, Acc.rug: 0.7972, Acc.field: 0.5629, Acc.armchair: 0.5789, Acc.seat: 0.8135, Acc.fence: 0.6427, Acc.desk: 0.7822, Acc.rock: 0.4005, Acc.wardrobe: 0.6145, Acc.lamp: 0.7944, Acc.bathtub: 0.8595, Acc.railing: 0.4322, Acc.cushion: 0.7136, Acc.base: 0.6848, Acc.box: 0.4240, Acc.column: 0.5456, Acc.signboard: 0.5518, Acc.chest of drawers: 0.7232, Acc.counter: 0.6069, Acc.sand: 0.4674, Acc.sink: 0.8748, Acc.skyscraper: 0.3987, Acc.fireplace: 0.8960, Acc.refrigerator: 0.8723, Acc.grandstand: 0.7327, Acc.path: 0.1287, Acc.stairs: 0.5880, Acc.runway: 0.8353, Acc.case: 0.6051, Acc.pool table: 0.9801, Acc.pillow: 0.7265, Acc.screen door: 0.9403, Acc.stairway: 0.4926, Acc.river: 0.1129, Acc.bridge: 0.8832, Acc.bookcase: 0.5728, Acc.blind: 0.6215, Acc.coffee table: 0.7781, Acc.toilet: 0.9154, Acc.flower: 0.4562, Acc.book: 0.7244, Acc.hill: 0.1083, Acc.bench: 0.7703, Acc.countertop: 0.6360, Acc.stove: 0.8564, Acc.palm: 0.7650, Acc.kitchen island: 0.8258, Acc.computer: 0.8403, Acc.swivel chair: 0.7344, Acc.boat: 0.8882, Acc.bar: 0.3192, Acc.arcade machine: 0.2064, Acc.hovel: 0.1539, Acc.bus: 0.9545, Acc.towel: 0.8724, Acc.light: 0.7920, Acc.truck: 0.5090, Acc.tower: 0.5546, Acc.chandelier: 0.7986, Acc.awning: 0.4723, Acc.streetlight: 0.5226, Acc.booth: 0.4445, Acc.television receiver: 0.8060, Acc.airplane: 0.7027, Acc.dirt track: 0.0000, Acc.apparel: 0.3213, Acc.pole: 0.3047, Acc.land: 0.0441, Acc.bannister: 0.2548, Acc.escalator: 0.2378, Acc.ottoman: 0.6734, Acc.bottle: 0.2527, Acc.buffet: 0.3382, Acc.poster: 0.2760, Acc.stage: 0.3493, Acc.van: 0.7014, Acc.ship: 0.0003, Acc.fountain: 0.3557, Acc.conveyer belt: 0.6464, Acc.canopy: 0.5275, Acc.washer: 0.7706, Acc.plaything: 0.3434, Acc.swimming pool: 0.8018, Acc.stool: 0.5397, Acc.barrel: 0.7473, Acc.basket: 0.5959, Acc.waterfall: 0.6731, Acc.tent: 0.9800, Acc.bag: 0.2619, Acc.minibike: 0.8674, Acc.cradle: 0.9838, Acc.oven: 0.6798, Acc.ball: 0.6388, Acc.food: 0.8106, Acc.step: 0.1730, Acc.tank: 0.3747, Acc.trade name: 0.4860, Acc.microwave: 0.7580, Acc.pot: 0.4478, Acc.animal: 0.7543, Acc.bicycle: 0.7711, Acc.lake: 0.0000, Acc.dishwasher: 0.9044, Acc.screen: 0.6018, Acc.blanket: 0.1516, Acc.sculpture: 0.7542, Acc.hood: 0.6529, Acc.sconce: 0.5660, Acc.vase: 0.6803, Acc.traffic light: 0.6332, Acc.tray: 0.2221, Acc.ashcan: 0.7134, Acc.fan: 0.8085, Acc.pier: 0.1874, Acc.crt screen: 0.1455, Acc.plate: 0.7859, Acc.monitor: 0.0008, Acc.bulletin board: 0.5271, Acc.shower: 0.2824, Acc.radiator: 0.8723, Acc.glass: 0.2746, Acc.clock: 0.4737, Acc.flag: 0.5471 2023-11-26 15:50:25,933 - mmseg - INFO - Iter [35050/160000] lr: 2.979e-06, eta: 13:15:44, time: 0.714, data_time: 0.348, memory: 36416, decode.loss_cls: 0.8244, decode.loss_mask: 0.7415, decode.loss_dice: 1.1200, decode.d0.loss_cls: 2.9033, decode.d0.loss_mask: 0.7896, decode.d0.loss_dice: 1.3430, decode.d1.loss_cls: 1.0008, decode.d1.loss_mask: 0.7797, decode.d1.loss_dice: 1.2304, decode.d2.loss_cls: 0.9022, decode.d2.loss_mask: 0.7649, decode.d2.loss_dice: 1.1645, decode.d3.loss_cls: 0.8555, decode.d3.loss_mask: 0.7493, decode.d3.loss_dice: 1.1328, decode.d4.loss_cls: 0.8385, decode.d4.loss_mask: 0.7502, decode.d4.loss_dice: 1.1380, decode.d5.loss_cls: 0.8409, decode.d5.loss_mask: 0.7482, decode.d5.loss_dice: 1.1314, decode.d6.loss_cls: 0.8415, decode.d6.loss_mask: 0.7474, decode.d6.loss_dice: 1.1168, decode.d7.loss_cls: 0.8253, decode.d7.loss_mask: 0.7471, decode.d7.loss_dice: 1.1192, decode.d8.loss_cls: 0.8279, decode.d8.loss_mask: 0.7423, decode.d8.loss_dice: 1.1181, loss: 29.8347, grad_norm: 118.5239 2023-11-26 15:50:44,286 - mmseg - INFO - Iter [35100/160000] lr: 2.978e-06, eta: 13:15:23, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8697, decode.loss_mask: 0.7595, decode.loss_dice: 1.1111, decode.d0.loss_cls: 2.9368, decode.d0.loss_mask: 0.8055, decode.d0.loss_dice: 1.3449, decode.d1.loss_cls: 1.0540, decode.d1.loss_mask: 0.7906, decode.d1.loss_dice: 1.2216, decode.d2.loss_cls: 0.9391, decode.d2.loss_mask: 0.7731, decode.d2.loss_dice: 1.1718, decode.d3.loss_cls: 0.9036, decode.d3.loss_mask: 0.7673, decode.d3.loss_dice: 1.1368, decode.d4.loss_cls: 0.8961, decode.d4.loss_mask: 0.7572, decode.d4.loss_dice: 1.1350, decode.d5.loss_cls: 0.8877, decode.d5.loss_mask: 0.7578, decode.d5.loss_dice: 1.1267, decode.d6.loss_cls: 0.8812, decode.d6.loss_mask: 0.7575, decode.d6.loss_dice: 1.1111, decode.d7.loss_cls: 0.8761, decode.d7.loss_mask: 0.7575, decode.d7.loss_dice: 1.1187, decode.d8.loss_cls: 0.8702, decode.d8.loss_mask: 0.7567, decode.d8.loss_dice: 1.1157, loss: 30.3908, grad_norm: 133.3725 2023-11-26 15:51:02,805 - mmseg - INFO - Iter [35150/160000] lr: 2.977e-06, eta: 13:15:01, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8634, decode.loss_mask: 0.7559, decode.loss_dice: 1.1275, decode.d0.loss_cls: 2.8828, decode.d0.loss_mask: 0.8125, decode.d0.loss_dice: 1.3623, decode.d1.loss_cls: 1.0335, decode.d1.loss_mask: 0.7967, decode.d1.loss_dice: 1.2383, decode.d2.loss_cls: 0.9276, decode.d2.loss_mask: 0.7805, decode.d2.loss_dice: 1.1852, decode.d3.loss_cls: 0.8924, decode.d3.loss_mask: 0.7644, decode.d3.loss_dice: 1.1536, decode.d4.loss_cls: 0.8802, decode.d4.loss_mask: 0.7639, decode.d4.loss_dice: 1.1573, decode.d5.loss_cls: 0.8779, decode.d5.loss_mask: 0.7641, decode.d5.loss_dice: 1.1508, decode.d6.loss_cls: 0.8656, decode.d6.loss_mask: 0.7608, decode.d6.loss_dice: 1.1314, decode.d7.loss_cls: 0.8528, decode.d7.loss_mask: 0.7582, decode.d7.loss_dice: 1.1342, decode.d8.loss_cls: 0.8583, decode.d8.loss_mask: 0.7577, decode.d8.loss_dice: 1.1324, loss: 30.4222, grad_norm: 106.8174 2023-11-26 15:51:21,318 - mmseg - INFO - Iter [35200/160000] lr: 2.976e-06, eta: 13:14:40, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8779, decode.loss_mask: 0.7443, decode.loss_dice: 1.1208, decode.d0.loss_cls: 2.9106, decode.d0.loss_mask: 0.7997, decode.d0.loss_dice: 1.3558, decode.d1.loss_cls: 1.0530, decode.d1.loss_mask: 0.7857, decode.d1.loss_dice: 1.2304, decode.d2.loss_cls: 0.9445, decode.d2.loss_mask: 0.7654, decode.d2.loss_dice: 1.1760, decode.d3.loss_cls: 0.9071, decode.d3.loss_mask: 0.7490, decode.d3.loss_dice: 1.1448, decode.d4.loss_cls: 0.8877, decode.d4.loss_mask: 0.7519, decode.d4.loss_dice: 1.1465, decode.d5.loss_cls: 0.8906, decode.d5.loss_mask: 0.7495, decode.d5.loss_dice: 1.1393, decode.d6.loss_cls: 0.8888, decode.d6.loss_mask: 0.7440, decode.d6.loss_dice: 1.1293, decode.d7.loss_cls: 0.8824, decode.d7.loss_mask: 0.7401, decode.d7.loss_dice: 1.1308, decode.d8.loss_cls: 0.8789, decode.d8.loss_mask: 0.7441, decode.d8.loss_dice: 1.1271, loss: 30.3957, grad_norm: 112.3698 2023-11-26 15:51:39,721 - mmseg - INFO - Iter [35250/160000] lr: 2.975e-06, eta: 13:14:19, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8552, decode.loss_mask: 0.7659, decode.loss_dice: 1.1138, decode.d0.loss_cls: 2.8517, decode.d0.loss_mask: 0.8153, decode.d0.loss_dice: 1.3323, decode.d1.loss_cls: 1.0348, decode.d1.loss_mask: 0.7878, decode.d1.loss_dice: 1.2187, decode.d2.loss_cls: 0.9256, decode.d2.loss_mask: 0.7751, decode.d2.loss_dice: 1.1665, decode.d3.loss_cls: 0.8795, decode.d3.loss_mask: 0.7727, decode.d3.loss_dice: 1.1257, decode.d4.loss_cls: 0.8805, decode.d4.loss_mask: 0.7673, decode.d4.loss_dice: 1.1242, decode.d5.loss_cls: 0.8654, decode.d5.loss_mask: 0.7670, decode.d5.loss_dice: 1.1210, decode.d6.loss_cls: 0.8589, decode.d6.loss_mask: 0.7606, decode.d6.loss_dice: 1.1147, decode.d7.loss_cls: 0.8524, decode.d7.loss_mask: 0.7624, decode.d7.loss_dice: 1.1138, decode.d8.loss_cls: 0.8560, decode.d8.loss_mask: 0.7646, decode.d8.loss_dice: 1.1141, loss: 30.1437, grad_norm: 124.1165 2023-11-26 15:51:57,915 - mmseg - INFO - Iter [35300/160000] lr: 2.973e-06, eta: 13:13:56, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8340, decode.loss_mask: 0.7504, decode.loss_dice: 1.1136, decode.d0.loss_cls: 2.9097, decode.d0.loss_mask: 0.8023, decode.d0.loss_dice: 1.3464, decode.d1.loss_cls: 1.0199, decode.d1.loss_mask: 0.7862, decode.d1.loss_dice: 1.2183, decode.d2.loss_cls: 0.9021, decode.d2.loss_mask: 0.7655, decode.d2.loss_dice: 1.1611, decode.d3.loss_cls: 0.8644, decode.d3.loss_mask: 0.7569, decode.d3.loss_dice: 1.1312, decode.d4.loss_cls: 0.8453, decode.d4.loss_mask: 0.7610, decode.d4.loss_dice: 1.1384, decode.d5.loss_cls: 0.8420, decode.d5.loss_mask: 0.7589, decode.d5.loss_dice: 1.1322, decode.d6.loss_cls: 0.8338, decode.d6.loss_mask: 0.7513, decode.d6.loss_dice: 1.1243, decode.d7.loss_cls: 0.8326, decode.d7.loss_mask: 0.7524, decode.d7.loss_dice: 1.1189, decode.d8.loss_cls: 0.8358, decode.d8.loss_mask: 0.7512, decode.d8.loss_dice: 1.1143, loss: 29.9544, grad_norm: 117.2876 2023-11-26 15:52:16,282 - mmseg - INFO - Iter [35350/160000] lr: 2.972e-06, eta: 13:13:35, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8489, decode.loss_mask: 0.7322, decode.loss_dice: 1.1252, decode.d0.loss_cls: 2.9128, decode.d0.loss_mask: 0.7823, decode.d0.loss_dice: 1.3499, decode.d1.loss_cls: 1.0379, decode.d1.loss_mask: 0.7665, decode.d1.loss_dice: 1.2288, decode.d2.loss_cls: 0.9369, decode.d2.loss_mask: 0.7449, decode.d2.loss_dice: 1.1674, decode.d3.loss_cls: 0.8823, decode.d3.loss_mask: 0.7417, decode.d3.loss_dice: 1.1341, decode.d4.loss_cls: 0.8569, decode.d4.loss_mask: 0.7441, decode.d4.loss_dice: 1.1428, decode.d5.loss_cls: 0.8655, decode.d5.loss_mask: 0.7397, decode.d5.loss_dice: 1.1336, decode.d6.loss_cls: 0.8624, decode.d6.loss_mask: 0.7340, decode.d6.loss_dice: 1.1180, decode.d7.loss_cls: 0.8573, decode.d7.loss_mask: 0.7329, decode.d7.loss_dice: 1.1223, decode.d8.loss_cls: 0.8592, decode.d8.loss_mask: 0.7327, decode.d8.loss_dice: 1.1211, loss: 30.0142, grad_norm: 116.1390 2023-11-26 15:52:38,587 - mmseg - INFO - Iter [35400/160000] lr: 2.971e-06, eta: 13:13:27, time: 0.446, data_time: 0.054, memory: 36416, decode.loss_cls: 0.8370, decode.loss_mask: 0.7506, decode.loss_dice: 1.1218, decode.d0.loss_cls: 2.8473, decode.d0.loss_mask: 0.8062, decode.d0.loss_dice: 1.3575, decode.d1.loss_cls: 1.0232, decode.d1.loss_mask: 0.7881, decode.d1.loss_dice: 1.2255, decode.d2.loss_cls: 0.9230, decode.d2.loss_mask: 0.7651, decode.d2.loss_dice: 1.1755, decode.d3.loss_cls: 0.8783, decode.d3.loss_mask: 0.7535, decode.d3.loss_dice: 1.1379, decode.d4.loss_cls: 0.8605, decode.d4.loss_mask: 0.7493, decode.d4.loss_dice: 1.1394, decode.d5.loss_cls: 0.8475, decode.d5.loss_mask: 0.7532, decode.d5.loss_dice: 1.1302, decode.d6.loss_cls: 0.8437, decode.d6.loss_mask: 0.7491, decode.d6.loss_dice: 1.1210, decode.d7.loss_cls: 0.8353, decode.d7.loss_mask: 0.7489, decode.d7.loss_dice: 1.1261, decode.d8.loss_cls: 0.8421, decode.d8.loss_mask: 0.7531, decode.d8.loss_dice: 1.1253, loss: 30.0153, grad_norm: 130.0851 2023-11-26 15:52:58,156 - mmseg - INFO - Iter [35450/160000] lr: 2.970e-06, eta: 13:13:09, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8601, decode.loss_mask: 0.7377, decode.loss_dice: 1.0964, decode.d0.loss_cls: 2.9048, decode.d0.loss_mask: 0.7894, decode.d0.loss_dice: 1.3287, decode.d1.loss_cls: 1.0170, decode.d1.loss_mask: 0.7798, decode.d1.loss_dice: 1.2043, decode.d2.loss_cls: 0.9208, decode.d2.loss_mask: 0.7557, decode.d2.loss_dice: 1.1583, decode.d3.loss_cls: 0.8895, decode.d3.loss_mask: 0.7447, decode.d3.loss_dice: 1.1254, decode.d4.loss_cls: 0.8686, decode.d4.loss_mask: 0.7442, decode.d4.loss_dice: 1.1249, decode.d5.loss_cls: 0.8717, decode.d5.loss_mask: 0.7416, decode.d5.loss_dice: 1.1165, decode.d6.loss_cls: 0.8694, decode.d6.loss_mask: 0.7385, decode.d6.loss_dice: 1.1033, decode.d7.loss_cls: 0.8592, decode.d7.loss_mask: 0.7411, decode.d7.loss_dice: 1.1003, decode.d8.loss_cls: 0.8566, decode.d8.loss_mask: 0.7374, decode.d8.loss_dice: 1.1020, loss: 29.8877, grad_norm: 109.6677 2023-11-26 15:53:16,505 - mmseg - INFO - Iter [35500/160000] lr: 2.969e-06, eta: 13:12:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7925, decode.loss_mask: 0.7636, decode.loss_dice: 1.1151, decode.d0.loss_cls: 2.8677, decode.d0.loss_mask: 0.8133, decode.d0.loss_dice: 1.3315, decode.d1.loss_cls: 0.9783, decode.d1.loss_mask: 0.7992, decode.d1.loss_dice: 1.2161, decode.d2.loss_cls: 0.8848, decode.d2.loss_mask: 0.7775, decode.d2.loss_dice: 1.1642, decode.d3.loss_cls: 0.8344, decode.d3.loss_mask: 0.7715, decode.d3.loss_dice: 1.1251, decode.d4.loss_cls: 0.8244, decode.d4.loss_mask: 0.7654, decode.d4.loss_dice: 1.1288, decode.d5.loss_cls: 0.8046, decode.d5.loss_mask: 0.7646, decode.d5.loss_dice: 1.1309, decode.d6.loss_cls: 0.8082, decode.d6.loss_mask: 0.7662, decode.d6.loss_dice: 1.1165, decode.d7.loss_cls: 0.7997, decode.d7.loss_mask: 0.7635, decode.d7.loss_dice: 1.1174, decode.d8.loss_cls: 0.7923, decode.d8.loss_mask: 0.7612, decode.d8.loss_dice: 1.1203, loss: 29.6989, grad_norm: 122.7356 2023-11-26 15:53:35,040 - mmseg - INFO - Iter [35550/160000] lr: 2.968e-06, eta: 13:12:26, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8174, decode.loss_mask: 0.7385, decode.loss_dice: 1.1012, decode.d0.loss_cls: 2.8727, decode.d0.loss_mask: 0.7929, decode.d0.loss_dice: 1.3271, decode.d1.loss_cls: 1.0051, decode.d1.loss_mask: 0.7672, decode.d1.loss_dice: 1.2013, decode.d2.loss_cls: 0.8920, decode.d2.loss_mask: 0.7551, decode.d2.loss_dice: 1.1507, decode.d3.loss_cls: 0.8543, decode.d3.loss_mask: 0.7438, decode.d3.loss_dice: 1.1151, decode.d4.loss_cls: 0.8499, decode.d4.loss_mask: 0.7420, decode.d4.loss_dice: 1.1174, decode.d5.loss_cls: 0.8346, decode.d5.loss_mask: 0.7430, decode.d5.loss_dice: 1.1114, decode.d6.loss_cls: 0.8319, decode.d6.loss_mask: 0.7430, decode.d6.loss_dice: 1.0995, decode.d7.loss_cls: 0.8238, decode.d7.loss_mask: 0.7373, decode.d7.loss_dice: 1.1030, decode.d8.loss_cls: 0.8179, decode.d8.loss_mask: 0.7395, decode.d8.loss_dice: 1.1046, loss: 29.5332, grad_norm: 134.5550 2023-11-26 15:53:53,555 - mmseg - INFO - Iter [35600/160000] lr: 2.966e-06, eta: 13:12:05, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8284, decode.loss_mask: 0.7348, decode.loss_dice: 1.0997, decode.d0.loss_cls: 2.8869, decode.d0.loss_mask: 0.7875, decode.d0.loss_dice: 1.3230, decode.d1.loss_cls: 0.9891, decode.d1.loss_mask: 0.7722, decode.d1.loss_dice: 1.2106, decode.d2.loss_cls: 0.8877, decode.d2.loss_mask: 0.7547, decode.d2.loss_dice: 1.1556, decode.d3.loss_cls: 0.8517, decode.d3.loss_mask: 0.7443, decode.d3.loss_dice: 1.1244, decode.d4.loss_cls: 0.8376, decode.d4.loss_mask: 0.7455, decode.d4.loss_dice: 1.1132, decode.d5.loss_cls: 0.8348, decode.d5.loss_mask: 0.7446, decode.d5.loss_dice: 1.1044, decode.d6.loss_cls: 0.8277, decode.d6.loss_mask: 0.7422, decode.d6.loss_dice: 1.0933, decode.d7.loss_cls: 0.8256, decode.d7.loss_mask: 0.7386, decode.d7.loss_dice: 1.0990, decode.d8.loss_cls: 0.8270, decode.d8.loss_mask: 0.7344, decode.d8.loss_dice: 1.1008, loss: 29.5196, grad_norm: 123.9155 2023-11-26 15:54:11,650 - mmseg - INFO - Iter [35650/160000] lr: 2.965e-06, eta: 13:11:43, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8472, decode.loss_mask: 0.7457, decode.loss_dice: 1.1227, decode.d0.loss_cls: 2.9086, decode.d0.loss_mask: 0.7891, decode.d0.loss_dice: 1.3404, decode.d1.loss_cls: 1.0056, decode.d1.loss_mask: 0.7733, decode.d1.loss_dice: 1.2276, decode.d2.loss_cls: 0.9168, decode.d2.loss_mask: 0.7534, decode.d2.loss_dice: 1.1754, decode.d3.loss_cls: 0.8730, decode.d3.loss_mask: 0.7524, decode.d3.loss_dice: 1.1452, decode.d4.loss_cls: 0.8599, decode.d4.loss_mask: 0.7524, decode.d4.loss_dice: 1.1413, decode.d5.loss_cls: 0.8679, decode.d5.loss_mask: 0.7482, decode.d5.loss_dice: 1.1342, decode.d6.loss_cls: 0.8550, decode.d6.loss_mask: 0.7427, decode.d6.loss_dice: 1.1213, decode.d7.loss_cls: 0.8530, decode.d7.loss_mask: 0.7425, decode.d7.loss_dice: 1.1239, decode.d8.loss_cls: 0.8460, decode.d8.loss_mask: 0.7463, decode.d8.loss_dice: 1.1257, loss: 30.0368, grad_norm: 130.2257 2023-11-26 15:54:29,763 - mmseg - INFO - Iter [35700/160000] lr: 2.964e-06, eta: 13:11:20, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8102, decode.loss_mask: 0.7582, decode.loss_dice: 1.0950, decode.d0.loss_cls: 2.8668, decode.d0.loss_mask: 0.7988, decode.d0.loss_dice: 1.3090, decode.d1.loss_cls: 0.9856, decode.d1.loss_mask: 0.7926, decode.d1.loss_dice: 1.1936, decode.d2.loss_cls: 0.8969, decode.d2.loss_mask: 0.7711, decode.d2.loss_dice: 1.1407, decode.d3.loss_cls: 0.8490, decode.d3.loss_mask: 0.7659, decode.d3.loss_dice: 1.0995, decode.d4.loss_cls: 0.8408, decode.d4.loss_mask: 0.7603, decode.d4.loss_dice: 1.1040, decode.d5.loss_cls: 0.8339, decode.d5.loss_mask: 0.7639, decode.d5.loss_dice: 1.1104, decode.d6.loss_cls: 0.8241, decode.d6.loss_mask: 0.7564, decode.d6.loss_dice: 1.1003, decode.d7.loss_cls: 0.8109, decode.d7.loss_mask: 0.7586, decode.d7.loss_dice: 1.0972, decode.d8.loss_cls: 0.8154, decode.d8.loss_mask: 0.7563, decode.d8.loss_dice: 1.0932, loss: 29.5588, grad_norm: 131.6835 2023-11-26 15:54:47,994 - mmseg - INFO - Iter [35750/160000] lr: 2.963e-06, eta: 13:10:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8194, decode.loss_mask: 0.7501, decode.loss_dice: 1.1088, decode.d0.loss_cls: 2.8693, decode.d0.loss_mask: 0.8113, decode.d0.loss_dice: 1.3311, decode.d1.loss_cls: 1.0113, decode.d1.loss_mask: 0.7873, decode.d1.loss_dice: 1.2092, decode.d2.loss_cls: 0.9041, decode.d2.loss_mask: 0.7638, decode.d2.loss_dice: 1.1446, decode.d3.loss_cls: 0.8620, decode.d3.loss_mask: 0.7577, decode.d3.loss_dice: 1.1223, decode.d4.loss_cls: 0.8390, decode.d4.loss_mask: 0.7505, decode.d4.loss_dice: 1.1221, decode.d5.loss_cls: 0.8428, decode.d5.loss_mask: 0.7487, decode.d5.loss_dice: 1.1146, decode.d6.loss_cls: 0.8320, decode.d6.loss_mask: 0.7508, decode.d6.loss_dice: 1.1098, decode.d7.loss_cls: 0.8252, decode.d7.loss_mask: 0.7471, decode.d7.loss_dice: 1.1122, decode.d8.loss_cls: 0.8219, decode.d8.loss_mask: 0.7496, decode.d8.loss_dice: 1.1140, loss: 29.7327, grad_norm: 126.2408 2023-11-26 15:55:06,198 - mmseg - INFO - Iter [35800/160000] lr: 2.962e-06, eta: 13:10:36, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8752, decode.loss_mask: 0.7632, decode.loss_dice: 1.1257, decode.d0.loss_cls: 2.9455, decode.d0.loss_mask: 0.8278, decode.d0.loss_dice: 1.3629, decode.d1.loss_cls: 1.0642, decode.d1.loss_mask: 0.8050, decode.d1.loss_dice: 1.2375, decode.d2.loss_cls: 0.9572, decode.d2.loss_mask: 0.7787, decode.d2.loss_dice: 1.1803, decode.d3.loss_cls: 0.9123, decode.d3.loss_mask: 0.7727, decode.d3.loss_dice: 1.1514, decode.d4.loss_cls: 0.8987, decode.d4.loss_mask: 0.7707, decode.d4.loss_dice: 1.1451, decode.d5.loss_cls: 0.8814, decode.d5.loss_mask: 0.7695, decode.d5.loss_dice: 1.1413, decode.d6.loss_cls: 0.8859, decode.d6.loss_mask: 0.7703, decode.d6.loss_dice: 1.1239, decode.d7.loss_cls: 0.8802, decode.d7.loss_mask: 0.7665, decode.d7.loss_dice: 1.1244, decode.d8.loss_cls: 0.8735, decode.d8.loss_mask: 0.7660, decode.d8.loss_dice: 1.1308, loss: 30.6880, grad_norm: 106.2036 2023-11-26 15:55:24,349 - mmseg - INFO - Iter [35850/160000] lr: 2.960e-06, eta: 13:10:13, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8502, decode.loss_mask: 0.7524, decode.loss_dice: 1.0936, decode.d0.loss_cls: 2.8737, decode.d0.loss_mask: 0.8071, decode.d0.loss_dice: 1.3353, decode.d1.loss_cls: 1.0246, decode.d1.loss_mask: 0.7919, decode.d1.loss_dice: 1.1984, decode.d2.loss_cls: 0.9252, decode.d2.loss_mask: 0.7695, decode.d2.loss_dice: 1.1466, decode.d3.loss_cls: 0.8919, decode.d3.loss_mask: 0.7630, decode.d3.loss_dice: 1.1093, decode.d4.loss_cls: 0.8734, decode.d4.loss_mask: 0.7587, decode.d4.loss_dice: 1.1122, decode.d5.loss_cls: 0.8625, decode.d5.loss_mask: 0.7590, decode.d5.loss_dice: 1.1136, decode.d6.loss_cls: 0.8545, decode.d6.loss_mask: 0.7546, decode.d6.loss_dice: 1.0980, decode.d7.loss_cls: 0.8479, decode.d7.loss_mask: 0.7574, decode.d7.loss_dice: 1.0976, decode.d8.loss_cls: 0.8413, decode.d8.loss_mask: 0.7515, decode.d8.loss_dice: 1.1038, loss: 29.9189, grad_norm: 132.8255 2023-11-26 15:55:42,616 - mmseg - INFO - Iter [35900/160000] lr: 2.959e-06, eta: 13:09:51, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8501, decode.loss_mask: 0.7380, decode.loss_dice: 1.1065, decode.d0.loss_cls: 2.9362, decode.d0.loss_mask: 0.8013, decode.d0.loss_dice: 1.3459, decode.d1.loss_cls: 1.0419, decode.d1.loss_mask: 0.7746, decode.d1.loss_dice: 1.2262, decode.d2.loss_cls: 0.9253, decode.d2.loss_mask: 0.7564, decode.d2.loss_dice: 1.1594, decode.d3.loss_cls: 0.8847, decode.d3.loss_mask: 0.7456, decode.d3.loss_dice: 1.1350, decode.d4.loss_cls: 0.8779, decode.d4.loss_mask: 0.7429, decode.d4.loss_dice: 1.1232, decode.d5.loss_cls: 0.8624, decode.d5.loss_mask: 0.7415, decode.d5.loss_dice: 1.1223, decode.d6.loss_cls: 0.8586, decode.d6.loss_mask: 0.7407, decode.d6.loss_dice: 1.1079, decode.d7.loss_cls: 0.8551, decode.d7.loss_mask: 0.7379, decode.d7.loss_dice: 1.1050, decode.d8.loss_cls: 0.8541, decode.d8.loss_mask: 0.7378, decode.d8.loss_dice: 1.1056, loss: 30.0000, grad_norm: 129.9329 2023-11-26 15:56:00,896 - mmseg - INFO - Iter [35950/160000] lr: 2.958e-06, eta: 13:09:30, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8288, decode.loss_mask: 0.7306, decode.loss_dice: 1.1029, decode.d0.loss_cls: 2.8307, decode.d0.loss_mask: 0.7882, decode.d0.loss_dice: 1.3207, decode.d1.loss_cls: 1.0115, decode.d1.loss_mask: 0.7781, decode.d1.loss_dice: 1.1992, decode.d2.loss_cls: 0.9014, decode.d2.loss_mask: 0.7577, decode.d2.loss_dice: 1.1420, decode.d3.loss_cls: 0.8642, decode.d3.loss_mask: 0.7426, decode.d3.loss_dice: 1.1170, decode.d4.loss_cls: 0.8491, decode.d4.loss_mask: 0.7401, decode.d4.loss_dice: 1.1149, decode.d5.loss_cls: 0.8464, decode.d5.loss_mask: 0.7363, decode.d5.loss_dice: 1.1077, decode.d6.loss_cls: 0.8371, decode.d6.loss_mask: 0.7296, decode.d6.loss_dice: 1.0994, decode.d7.loss_cls: 0.8291, decode.d7.loss_mask: 0.7285, decode.d7.loss_dice: 1.1048, decode.d8.loss_cls: 0.8314, decode.d8.loss_mask: 0.7278, decode.d8.loss_dice: 1.1043, loss: 29.5023, grad_norm: 119.2793 2023-11-26 15:56:19,631 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 15:56:19,632 - mmseg - INFO - Iter [36000/160000] lr: 2.957e-06, eta: 13:09:09, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8526, decode.loss_mask: 0.7751, decode.loss_dice: 1.1123, decode.d0.loss_cls: 2.8515, decode.d0.loss_mask: 0.8327, decode.d0.loss_dice: 1.3330, decode.d1.loss_cls: 1.0400, decode.d1.loss_mask: 0.8028, decode.d1.loss_dice: 1.2164, decode.d2.loss_cls: 0.9244, decode.d2.loss_mask: 0.7862, decode.d2.loss_dice: 1.1653, decode.d3.loss_cls: 0.9034, decode.d3.loss_mask: 0.7755, decode.d3.loss_dice: 1.1295, decode.d4.loss_cls: 0.8822, decode.d4.loss_mask: 0.7793, decode.d4.loss_dice: 1.1359, decode.d5.loss_cls: 0.8733, decode.d5.loss_mask: 0.7756, decode.d5.loss_dice: 1.1308, decode.d6.loss_cls: 0.8586, decode.d6.loss_mask: 0.7790, decode.d6.loss_dice: 1.1134, decode.d7.loss_cls: 0.8581, decode.d7.loss_mask: 0.7751, decode.d7.loss_dice: 1.1178, decode.d8.loss_cls: 0.8558, decode.d8.loss_mask: 0.7753, decode.d8.loss_dice: 1.1119, loss: 30.3229, grad_norm: 120.9882 2023-11-26 15:56:37,853 - mmseg - INFO - Iter [36050/160000] lr: 2.956e-06, eta: 13:08:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8556, decode.loss_mask: 0.7567, decode.loss_dice: 1.1192, decode.d0.loss_cls: 2.9097, decode.d0.loss_mask: 0.8067, decode.d0.loss_dice: 1.3494, decode.d1.loss_cls: 1.0234, decode.d1.loss_mask: 0.7919, decode.d1.loss_dice: 1.2297, decode.d2.loss_cls: 0.9295, decode.d2.loss_mask: 0.7731, decode.d2.loss_dice: 1.1639, decode.d3.loss_cls: 0.8835, decode.d3.loss_mask: 0.7624, decode.d3.loss_dice: 1.1266, decode.d4.loss_cls: 0.8730, decode.d4.loss_mask: 0.7588, decode.d4.loss_dice: 1.1299, decode.d5.loss_cls: 0.8622, decode.d5.loss_mask: 0.7594, decode.d5.loss_dice: 1.1277, decode.d6.loss_cls: 0.8526, decode.d6.loss_mask: 0.7594, decode.d6.loss_dice: 1.1114, decode.d7.loss_cls: 0.8591, decode.d7.loss_mask: 0.7576, decode.d7.loss_dice: 1.1196, decode.d8.loss_cls: 0.8580, decode.d8.loss_mask: 0.7612, decode.d8.loss_dice: 1.1203, loss: 30.1915, grad_norm: 120.9948 2023-11-26 15:56:56,050 - mmseg - INFO - Iter [36100/160000] lr: 2.954e-06, eta: 13:08:25, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8166, decode.loss_mask: 0.7558, decode.loss_dice: 1.1030, decode.d0.loss_cls: 2.8703, decode.d0.loss_mask: 0.8023, decode.d0.loss_dice: 1.3189, decode.d1.loss_cls: 1.0080, decode.d1.loss_mask: 0.7928, decode.d1.loss_dice: 1.2137, decode.d2.loss_cls: 0.9009, decode.d2.loss_mask: 0.7746, decode.d2.loss_dice: 1.1539, decode.d3.loss_cls: 0.8592, decode.d3.loss_mask: 0.7653, decode.d3.loss_dice: 1.1149, decode.d4.loss_cls: 0.8478, decode.d4.loss_mask: 0.7594, decode.d4.loss_dice: 1.1170, decode.d5.loss_cls: 0.8367, decode.d5.loss_mask: 0.7601, decode.d5.loss_dice: 1.1122, decode.d6.loss_cls: 0.8260, decode.d6.loss_mask: 0.7553, decode.d6.loss_dice: 1.1014, decode.d7.loss_cls: 0.8178, decode.d7.loss_mask: 0.7563, decode.d7.loss_dice: 1.1013, decode.d8.loss_cls: 0.8186, decode.d8.loss_mask: 0.7551, decode.d8.loss_dice: 1.1043, loss: 29.7197, grad_norm: 114.9780 2023-11-26 15:57:15,628 - mmseg - INFO - Iter [36150/160000] lr: 2.953e-06, eta: 13:08:08, time: 0.391, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8147, decode.loss_mask: 0.7168, decode.loss_dice: 1.0667, decode.d0.loss_cls: 2.8818, decode.d0.loss_mask: 0.7780, decode.d0.loss_dice: 1.2918, decode.d1.loss_cls: 1.0076, decode.d1.loss_mask: 0.7490, decode.d1.loss_dice: 1.1773, decode.d2.loss_cls: 0.9006, decode.d2.loss_mask: 0.7285, decode.d2.loss_dice: 1.1164, decode.d3.loss_cls: 0.8536, decode.d3.loss_mask: 0.7224, decode.d3.loss_dice: 1.0764, decode.d4.loss_cls: 0.8433, decode.d4.loss_mask: 0.7168, decode.d4.loss_dice: 1.0799, decode.d5.loss_cls: 0.8296, decode.d5.loss_mask: 0.7210, decode.d5.loss_dice: 1.0713, decode.d6.loss_cls: 0.8222, decode.d6.loss_mask: 0.7177, decode.d6.loss_dice: 1.0608, decode.d7.loss_cls: 0.8211, decode.d7.loss_mask: 0.7161, decode.d7.loss_dice: 1.0657, decode.d8.loss_cls: 0.8181, decode.d8.loss_mask: 0.7116, decode.d8.loss_dice: 1.0660, loss: 28.9429, grad_norm: 117.4061 2023-11-26 15:57:36,042 - mmseg - INFO - Iter [36200/160000] lr: 2.952e-06, eta: 13:07:53, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8713, decode.loss_mask: 0.7431, decode.loss_dice: 1.1250, decode.d0.loss_cls: 2.9258, decode.d0.loss_mask: 0.7948, decode.d0.loss_dice: 1.3559, decode.d1.loss_cls: 1.0568, decode.d1.loss_mask: 0.7751, decode.d1.loss_dice: 1.2314, decode.d2.loss_cls: 0.9634, decode.d2.loss_mask: 0.7511, decode.d2.loss_dice: 1.1772, decode.d3.loss_cls: 0.9149, decode.d3.loss_mask: 0.7443, decode.d3.loss_dice: 1.1460, decode.d4.loss_cls: 0.8981, decode.d4.loss_mask: 0.7423, decode.d4.loss_dice: 1.1486, decode.d5.loss_cls: 0.8932, decode.d5.loss_mask: 0.7442, decode.d5.loss_dice: 1.1372, decode.d6.loss_cls: 0.8859, decode.d6.loss_mask: 0.7425, decode.d6.loss_dice: 1.1293, decode.d7.loss_cls: 0.8805, decode.d7.loss_mask: 0.7430, decode.d7.loss_dice: 1.1273, decode.d8.loss_cls: 0.8823, decode.d8.loss_mask: 0.7409, decode.d8.loss_dice: 1.1260, loss: 30.3971, grad_norm: 124.1298 2023-11-26 15:57:54,576 - mmseg - INFO - Iter [36250/160000] lr: 2.951e-06, eta: 13:07:32, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8306, decode.loss_mask: 0.7673, decode.loss_dice: 1.1372, decode.d0.loss_cls: 2.8557, decode.d0.loss_mask: 0.8225, decode.d0.loss_dice: 1.3604, decode.d1.loss_cls: 1.0137, decode.d1.loss_mask: 0.8003, decode.d1.loss_dice: 1.2362, decode.d2.loss_cls: 0.9204, decode.d2.loss_mask: 0.7817, decode.d2.loss_dice: 1.1740, decode.d3.loss_cls: 0.8839, decode.d3.loss_mask: 0.7724, decode.d3.loss_dice: 1.1429, decode.d4.loss_cls: 0.8628, decode.d4.loss_mask: 0.7688, decode.d4.loss_dice: 1.1418, decode.d5.loss_cls: 0.8509, decode.d5.loss_mask: 0.7757, decode.d5.loss_dice: 1.1439, decode.d6.loss_cls: 0.8402, decode.d6.loss_mask: 0.7692, decode.d6.loss_dice: 1.1343, decode.d7.loss_cls: 0.8355, decode.d7.loss_mask: 0.7719, decode.d7.loss_dice: 1.1335, decode.d8.loss_cls: 0.8351, decode.d8.loss_mask: 0.7672, decode.d8.loss_dice: 1.1306, loss: 30.2608, grad_norm: 126.2138 2023-11-26 15:58:12,754 - mmseg - INFO - Iter [36300/160000] lr: 2.950e-06, eta: 13:07:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8371, decode.loss_mask: 0.7563, decode.loss_dice: 1.1035, decode.d0.loss_cls: 2.8988, decode.d0.loss_mask: 0.8096, decode.d0.loss_dice: 1.3267, decode.d1.loss_cls: 0.9994, decode.d1.loss_mask: 0.7969, decode.d1.loss_dice: 1.2028, decode.d2.loss_cls: 0.9123, decode.d2.loss_mask: 0.7742, decode.d2.loss_dice: 1.1527, decode.d3.loss_cls: 0.8884, decode.d3.loss_mask: 0.7630, decode.d3.loss_dice: 1.1182, decode.d4.loss_cls: 0.8661, decode.d4.loss_mask: 0.7579, decode.d4.loss_dice: 1.1182, decode.d5.loss_cls: 0.8613, decode.d5.loss_mask: 0.7543, decode.d5.loss_dice: 1.1133, decode.d6.loss_cls: 0.8563, decode.d6.loss_mask: 0.7550, decode.d6.loss_dice: 1.1012, decode.d7.loss_cls: 0.8402, decode.d7.loss_mask: 0.7526, decode.d7.loss_dice: 1.1061, decode.d8.loss_cls: 0.8456, decode.d8.loss_mask: 0.7559, decode.d8.loss_dice: 1.1038, loss: 29.9278, grad_norm: 122.3354 2023-11-26 15:58:31,243 - mmseg - INFO - Iter [36350/160000] lr: 2.948e-06, eta: 13:06:48, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8709, decode.loss_mask: 0.7389, decode.loss_dice: 1.1179, decode.d0.loss_cls: 2.9176, decode.d0.loss_mask: 0.7998, decode.d0.loss_dice: 1.3603, decode.d1.loss_cls: 1.0358, decode.d1.loss_mask: 0.7772, decode.d1.loss_dice: 1.2299, decode.d2.loss_cls: 0.9371, decode.d2.loss_mask: 0.7456, decode.d2.loss_dice: 1.1652, decode.d3.loss_cls: 0.8948, decode.d3.loss_mask: 0.7439, decode.d3.loss_dice: 1.1349, decode.d4.loss_cls: 0.8794, decode.d4.loss_mask: 0.7425, decode.d4.loss_dice: 1.1348, decode.d5.loss_cls: 0.8775, decode.d5.loss_mask: 0.7418, decode.d5.loss_dice: 1.1271, decode.d6.loss_cls: 0.8748, decode.d6.loss_mask: 0.7437, decode.d6.loss_dice: 1.1148, decode.d7.loss_cls: 0.8736, decode.d7.loss_mask: 0.7400, decode.d7.loss_dice: 1.1180, decode.d8.loss_cls: 0.8743, decode.d8.loss_mask: 0.7395, decode.d8.loss_dice: 1.1233, loss: 30.1749, grad_norm: 113.8053 2023-11-26 15:58:49,965 - mmseg - INFO - Iter [36400/160000] lr: 2.947e-06, eta: 13:06:28, time: 0.375, data_time: 0.012, memory: 36416, decode.loss_cls: 0.8707, decode.loss_mask: 0.7289, decode.loss_dice: 1.1216, decode.d0.loss_cls: 2.8840, decode.d0.loss_mask: 0.7949, decode.d0.loss_dice: 1.3341, decode.d1.loss_cls: 1.0336, decode.d1.loss_mask: 0.7709, decode.d1.loss_dice: 1.2315, decode.d2.loss_cls: 0.9445, decode.d2.loss_mask: 0.7469, decode.d2.loss_dice: 1.1713, decode.d3.loss_cls: 0.9052, decode.d3.loss_mask: 0.7375, decode.d3.loss_dice: 1.1443, decode.d4.loss_cls: 0.8865, decode.d4.loss_mask: 0.7332, decode.d4.loss_dice: 1.1412, decode.d5.loss_cls: 0.8844, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.1404, decode.d6.loss_cls: 0.8891, decode.d6.loss_mask: 0.7293, decode.d6.loss_dice: 1.1294, decode.d7.loss_cls: 0.8809, decode.d7.loss_mask: 0.7317, decode.d7.loss_dice: 1.1277, decode.d8.loss_cls: 0.8707, decode.d8.loss_mask: 0.7282, decode.d8.loss_dice: 1.1253, loss: 30.1482, grad_norm: 109.6089 2023-11-26 15:59:08,396 - mmseg - INFO - Iter [36450/160000] lr: 2.946e-06, eta: 13:06:07, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 0.8580, decode.loss_mask: 0.7660, decode.loss_dice: 1.1179, decode.d0.loss_cls: 2.8340, decode.d0.loss_mask: 0.8346, decode.d0.loss_dice: 1.3466, decode.d1.loss_cls: 1.0078, decode.d1.loss_mask: 0.8102, decode.d1.loss_dice: 1.2292, decode.d2.loss_cls: 0.9120, decode.d2.loss_mask: 0.7918, decode.d2.loss_dice: 1.1684, decode.d3.loss_cls: 0.8878, decode.d3.loss_mask: 0.7778, decode.d3.loss_dice: 1.1306, decode.d4.loss_cls: 0.8657, decode.d4.loss_mask: 0.7717, decode.d4.loss_dice: 1.1291, decode.d5.loss_cls: 0.8732, decode.d5.loss_mask: 0.7684, decode.d5.loss_dice: 1.1306, decode.d6.loss_cls: 0.8638, decode.d6.loss_mask: 0.7692, decode.d6.loss_dice: 1.1167, decode.d7.loss_cls: 0.8647, decode.d7.loss_mask: 0.7663, decode.d7.loss_dice: 1.1269, decode.d8.loss_cls: 0.8525, decode.d8.loss_mask: 0.7687, decode.d8.loss_dice: 1.1205, loss: 30.2605, grad_norm: 146.8877 2023-11-26 15:59:26,652 - mmseg - INFO - Iter [36500/160000] lr: 2.945e-06, eta: 13:05:45, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8357, decode.loss_mask: 0.7558, decode.loss_dice: 1.1211, decode.d0.loss_cls: 2.8749, decode.d0.loss_mask: 0.8112, decode.d0.loss_dice: 1.3430, decode.d1.loss_cls: 1.0005, decode.d1.loss_mask: 0.8001, decode.d1.loss_dice: 1.2224, decode.d2.loss_cls: 0.9007, decode.d2.loss_mask: 0.7762, decode.d2.loss_dice: 1.1794, decode.d3.loss_cls: 0.8750, decode.d3.loss_mask: 0.7664, decode.d3.loss_dice: 1.1371, decode.d4.loss_cls: 0.8611, decode.d4.loss_mask: 0.7630, decode.d4.loss_dice: 1.1424, decode.d5.loss_cls: 0.8432, decode.d5.loss_mask: 0.7633, decode.d5.loss_dice: 1.1371, decode.d6.loss_cls: 0.8360, decode.d6.loss_mask: 0.7600, decode.d6.loss_dice: 1.1189, decode.d7.loss_cls: 0.8307, decode.d7.loss_mask: 0.7596, decode.d7.loss_dice: 1.1225, decode.d8.loss_cls: 0.8357, decode.d8.loss_mask: 0.7557, decode.d8.loss_dice: 1.1220, loss: 30.0510, grad_norm: 126.2347 2023-11-26 15:59:44,990 - mmseg - INFO - Iter [36550/160000] lr: 2.944e-06, eta: 13:05:23, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8290, decode.loss_mask: 0.7552, decode.loss_dice: 1.1142, decode.d0.loss_cls: 2.8788, decode.d0.loss_mask: 0.8095, decode.d0.loss_dice: 1.3296, decode.d1.loss_cls: 0.9999, decode.d1.loss_mask: 0.7940, decode.d1.loss_dice: 1.2268, decode.d2.loss_cls: 0.9102, decode.d2.loss_mask: 0.7733, decode.d2.loss_dice: 1.1621, decode.d3.loss_cls: 0.8767, decode.d3.loss_mask: 0.7636, decode.d3.loss_dice: 1.1244, decode.d4.loss_cls: 0.8551, decode.d4.loss_mask: 0.7608, decode.d4.loss_dice: 1.1264, decode.d5.loss_cls: 0.8550, decode.d5.loss_mask: 0.7664, decode.d5.loss_dice: 1.1208, decode.d6.loss_cls: 0.8433, decode.d6.loss_mask: 0.7614, decode.d6.loss_dice: 1.1089, decode.d7.loss_cls: 0.8375, decode.d7.loss_mask: 0.7588, decode.d7.loss_dice: 1.1127, decode.d8.loss_cls: 0.8327, decode.d8.loss_mask: 0.7567, decode.d8.loss_dice: 1.1134, loss: 29.9572, grad_norm: 150.9965 2023-11-26 16:00:03,152 - mmseg - INFO - Iter [36600/160000] lr: 2.943e-06, eta: 13:05:01, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8219, decode.loss_mask: 0.7507, decode.loss_dice: 1.1081, decode.d0.loss_cls: 2.8315, decode.d0.loss_mask: 0.8066, decode.d0.loss_dice: 1.3286, decode.d1.loss_cls: 0.9942, decode.d1.loss_mask: 0.7875, decode.d1.loss_dice: 1.2041, decode.d2.loss_cls: 0.8938, decode.d2.loss_mask: 0.7698, decode.d2.loss_dice: 1.1544, decode.d3.loss_cls: 0.8675, decode.d3.loss_mask: 0.7596, decode.d3.loss_dice: 1.1290, decode.d4.loss_cls: 0.8473, decode.d4.loss_mask: 0.7559, decode.d4.loss_dice: 1.1233, decode.d5.loss_cls: 0.8460, decode.d5.loss_mask: 0.7552, decode.d5.loss_dice: 1.1176, decode.d6.loss_cls: 0.8338, decode.d6.loss_mask: 0.7488, decode.d6.loss_dice: 1.1024, decode.d7.loss_cls: 0.8271, decode.d7.loss_mask: 0.7460, decode.d7.loss_dice: 1.1065, decode.d8.loss_cls: 0.8166, decode.d8.loss_mask: 0.7500, decode.d8.loss_dice: 1.1113, loss: 29.6952, grad_norm: 114.7854 2023-11-26 16:00:23,680 - mmseg - INFO - Iter [36650/160000] lr: 2.941e-06, eta: 13:04:47, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.8012, decode.loss_mask: 0.7081, decode.loss_dice: 1.0867, decode.d0.loss_cls: 2.8286, decode.d0.loss_mask: 0.7658, decode.d0.loss_dice: 1.3098, decode.d1.loss_cls: 0.9873, decode.d1.loss_mask: 0.7465, decode.d1.loss_dice: 1.1810, decode.d2.loss_cls: 0.8781, decode.d2.loss_mask: 0.7288, decode.d2.loss_dice: 1.1342, decode.d3.loss_cls: 0.8483, decode.d3.loss_mask: 0.7107, decode.d3.loss_dice: 1.0968, decode.d4.loss_cls: 0.8207, decode.d4.loss_mask: 0.7159, decode.d4.loss_dice: 1.0990, decode.d5.loss_cls: 0.8169, decode.d5.loss_mask: 0.7135, decode.d5.loss_dice: 1.1020, decode.d6.loss_cls: 0.8142, decode.d6.loss_mask: 0.7087, decode.d6.loss_dice: 1.0841, decode.d7.loss_cls: 0.8030, decode.d7.loss_mask: 0.7109, decode.d7.loss_dice: 1.0870, decode.d8.loss_cls: 0.8002, decode.d8.loss_mask: 0.7105, decode.d8.loss_dice: 1.0895, loss: 28.8881, grad_norm: 122.2044 2023-11-26 16:00:41,990 - mmseg - INFO - Iter [36700/160000] lr: 2.940e-06, eta: 13:04:25, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8513, decode.loss_mask: 0.7696, decode.loss_dice: 1.1297, decode.d0.loss_cls: 2.8980, decode.d0.loss_mask: 0.8286, decode.d0.loss_dice: 1.3661, decode.d1.loss_cls: 1.0359, decode.d1.loss_mask: 0.8063, decode.d1.loss_dice: 1.2368, decode.d2.loss_cls: 0.9443, decode.d2.loss_mask: 0.7810, decode.d2.loss_dice: 1.1759, decode.d3.loss_cls: 0.8961, decode.d3.loss_mask: 0.7721, decode.d3.loss_dice: 1.1416, decode.d4.loss_cls: 0.8830, decode.d4.loss_mask: 0.7695, decode.d4.loss_dice: 1.1414, decode.d5.loss_cls: 0.8712, decode.d5.loss_mask: 0.7723, decode.d5.loss_dice: 1.1351, decode.d6.loss_cls: 0.8673, decode.d6.loss_mask: 0.7688, decode.d6.loss_dice: 1.1229, decode.d7.loss_cls: 0.8621, decode.d7.loss_mask: 0.7664, decode.d7.loss_dice: 1.1296, decode.d8.loss_cls: 0.8474, decode.d8.loss_mask: 0.7677, decode.d8.loss_dice: 1.1323, loss: 30.4703, grad_norm: 114.1465 2023-11-26 16:01:00,239 - mmseg - INFO - Iter [36750/160000] lr: 2.939e-06, eta: 13:04:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8036, decode.loss_mask: 0.7586, decode.loss_dice: 1.1353, decode.d0.loss_cls: 2.8542, decode.d0.loss_mask: 0.8128, decode.d0.loss_dice: 1.3454, decode.d1.loss_cls: 0.9758, decode.d1.loss_mask: 0.7936, decode.d1.loss_dice: 1.2395, decode.d2.loss_cls: 0.8809, decode.d2.loss_mask: 0.7757, decode.d2.loss_dice: 1.1797, decode.d3.loss_cls: 0.8527, decode.d3.loss_mask: 0.7671, decode.d3.loss_dice: 1.1443, decode.d4.loss_cls: 0.8269, decode.d4.loss_mask: 0.7642, decode.d4.loss_dice: 1.1517, decode.d5.loss_cls: 0.8117, decode.d5.loss_mask: 0.7651, decode.d5.loss_dice: 1.1434, decode.d6.loss_cls: 0.8099, decode.d6.loss_mask: 0.7584, decode.d6.loss_dice: 1.1295, decode.d7.loss_cls: 0.8021, decode.d7.loss_mask: 0.7586, decode.d7.loss_dice: 1.1333, decode.d8.loss_cls: 0.7994, decode.d8.loss_mask: 0.7606, decode.d8.loss_dice: 1.1341, loss: 29.8679, grad_norm: 115.9546 2023-11-26 16:01:18,833 - mmseg - INFO - Iter [36800/160000] lr: 2.938e-06, eta: 13:03:43, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8454, decode.loss_mask: 0.7353, decode.loss_dice: 1.1050, decode.d0.loss_cls: 2.8383, decode.d0.loss_mask: 0.7772, decode.d0.loss_dice: 1.3333, decode.d1.loss_cls: 1.0329, decode.d1.loss_mask: 0.7639, decode.d1.loss_dice: 1.2095, decode.d2.loss_cls: 0.9317, decode.d2.loss_mask: 0.7483, decode.d2.loss_dice: 1.1518, decode.d3.loss_cls: 0.8922, decode.d3.loss_mask: 0.7444, decode.d3.loss_dice: 1.1274, decode.d4.loss_cls: 0.8762, decode.d4.loss_mask: 0.7365, decode.d4.loss_dice: 1.1299, decode.d5.loss_cls: 0.8797, decode.d5.loss_mask: 0.7345, decode.d5.loss_dice: 1.1171, decode.d6.loss_cls: 0.8668, decode.d6.loss_mask: 0.7360, decode.d6.loss_dice: 1.1104, decode.d7.loss_cls: 0.8542, decode.d7.loss_mask: 0.7336, decode.d7.loss_dice: 1.1022, decode.d8.loss_cls: 0.8488, decode.d8.loss_mask: 0.7346, decode.d8.loss_dice: 1.1047, loss: 29.8021, grad_norm: 126.3746 2023-11-26 16:01:38,123 - mmseg - INFO - Iter [36850/160000] lr: 2.937e-06, eta: 13:03:24, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8598, decode.loss_mask: 0.7440, decode.loss_dice: 1.1214, decode.d0.loss_cls: 2.9117, decode.d0.loss_mask: 0.7963, decode.d0.loss_dice: 1.3528, decode.d1.loss_cls: 1.0309, decode.d1.loss_mask: 0.7839, decode.d1.loss_dice: 1.2340, decode.d2.loss_cls: 0.9294, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1706, decode.d3.loss_cls: 0.8998, decode.d3.loss_mask: 0.7531, decode.d3.loss_dice: 1.1396, decode.d4.loss_cls: 0.8793, decode.d4.loss_mask: 0.7505, decode.d4.loss_dice: 1.1419, decode.d5.loss_cls: 0.8741, decode.d5.loss_mask: 0.7515, decode.d5.loss_dice: 1.1358, decode.d6.loss_cls: 0.8641, decode.d6.loss_mask: 0.7454, decode.d6.loss_dice: 1.1254, decode.d7.loss_cls: 0.8701, decode.d7.loss_mask: 0.7392, decode.d7.loss_dice: 1.1242, decode.d8.loss_cls: 0.8628, decode.d8.loss_mask: 0.7402, decode.d8.loss_dice: 1.1198, loss: 30.2154, grad_norm: 112.9261 2023-11-26 16:01:56,268 - mmseg - INFO - Iter [36900/160000] lr: 2.935e-06, eta: 13:03:02, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8194, decode.loss_mask: 0.7355, decode.loss_dice: 1.0917, decode.d0.loss_cls: 2.8783, decode.d0.loss_mask: 0.7897, decode.d0.loss_dice: 1.3150, decode.d1.loss_cls: 0.9888, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.1979, decode.d2.loss_cls: 0.8846, decode.d2.loss_mask: 0.7459, decode.d2.loss_dice: 1.1376, decode.d3.loss_cls: 0.8494, decode.d3.loss_mask: 0.7404, decode.d3.loss_dice: 1.1129, decode.d4.loss_cls: 0.8346, decode.d4.loss_mask: 0.7402, decode.d4.loss_dice: 1.1074, decode.d5.loss_cls: 0.8331, decode.d5.loss_mask: 0.7367, decode.d5.loss_dice: 1.1079, decode.d6.loss_cls: 0.8169, decode.d6.loss_mask: 0.7372, decode.d6.loss_dice: 1.0949, decode.d7.loss_cls: 0.8234, decode.d7.loss_mask: 0.7365, decode.d7.loss_dice: 1.0929, decode.d8.loss_cls: 0.8217, decode.d8.loss_mask: 0.7341, decode.d8.loss_dice: 1.0871, loss: 29.3532, grad_norm: 113.0784 2023-11-26 16:02:14,459 - mmseg - INFO - Iter [36950/160000] lr: 2.934e-06, eta: 13:02:40, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8077, decode.loss_mask: 0.7459, decode.loss_dice: 1.1158, decode.d0.loss_cls: 2.8691, decode.d0.loss_mask: 0.8076, decode.d0.loss_dice: 1.3491, decode.d1.loss_cls: 1.0076, decode.d1.loss_mask: 0.7858, decode.d1.loss_dice: 1.2196, decode.d2.loss_cls: 0.8923, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1679, decode.d3.loss_cls: 0.8507, decode.d3.loss_mask: 0.7542, decode.d3.loss_dice: 1.1333, decode.d4.loss_cls: 0.8275, decode.d4.loss_mask: 0.7477, decode.d4.loss_dice: 1.1354, decode.d5.loss_cls: 0.8211, decode.d5.loss_mask: 0.7508, decode.d5.loss_dice: 1.1298, decode.d6.loss_cls: 0.8087, decode.d6.loss_mask: 0.7479, decode.d6.loss_dice: 1.1188, decode.d7.loss_cls: 0.8092, decode.d7.loss_mask: 0.7487, decode.d7.loss_dice: 1.1229, decode.d8.loss_cls: 0.8091, decode.d8.loss_mask: 0.7452, decode.d8.loss_dice: 1.1184, loss: 29.7116, grad_norm: 124.3414 2023-11-26 16:02:32,619 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:02:32,619 - mmseg - INFO - Iter [37000/160000] lr: 2.933e-06, eta: 13:02:18, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8422, decode.loss_mask: 0.7405, decode.loss_dice: 1.1159, decode.d0.loss_cls: 2.8875, decode.d0.loss_mask: 0.7961, decode.d0.loss_dice: 1.3483, decode.d1.loss_cls: 1.0212, decode.d1.loss_mask: 0.7726, decode.d1.loss_dice: 1.2119, decode.d2.loss_cls: 0.9088, decode.d2.loss_mask: 0.7588, decode.d2.loss_dice: 1.1538, decode.d3.loss_cls: 0.8732, decode.d3.loss_mask: 0.7443, decode.d3.loss_dice: 1.1246, decode.d4.loss_cls: 0.8619, decode.d4.loss_mask: 0.7443, decode.d4.loss_dice: 1.1274, decode.d5.loss_cls: 0.8529, decode.d5.loss_mask: 0.7427, decode.d5.loss_dice: 1.1264, decode.d6.loss_cls: 0.8425, decode.d6.loss_mask: 0.7420, decode.d6.loss_dice: 1.1177, decode.d7.loss_cls: 0.8285, decode.d7.loss_mask: 0.7379, decode.d7.loss_dice: 1.1232, decode.d8.loss_cls: 0.8353, decode.d8.loss_mask: 0.7378, decode.d8.loss_dice: 1.1197, loss: 29.8399, grad_norm: 119.7573 2023-11-26 16:02:50,763 - mmseg - INFO - Iter [37050/160000] lr: 2.932e-06, eta: 13:01:56, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8364, decode.loss_mask: 0.7354, decode.loss_dice: 1.0712, decode.d0.loss_cls: 2.8826, decode.d0.loss_mask: 0.7991, decode.d0.loss_dice: 1.3048, decode.d1.loss_cls: 1.0226, decode.d1.loss_mask: 0.7677, decode.d1.loss_dice: 1.1714, decode.d2.loss_cls: 0.9163, decode.d2.loss_mask: 0.7472, decode.d2.loss_dice: 1.1212, decode.d3.loss_cls: 0.8641, decode.d3.loss_mask: 0.7444, decode.d3.loss_dice: 1.0945, decode.d4.loss_cls: 0.8462, decode.d4.loss_mask: 0.7419, decode.d4.loss_dice: 1.0926, decode.d5.loss_cls: 0.8444, decode.d5.loss_mask: 0.7347, decode.d5.loss_dice: 1.0886, decode.d6.loss_cls: 0.8437, decode.d6.loss_mask: 0.7369, decode.d6.loss_dice: 1.0720, decode.d7.loss_cls: 0.8299, decode.d7.loss_mask: 0.7385, decode.d7.loss_dice: 1.0721, decode.d8.loss_cls: 0.8252, decode.d8.loss_mask: 0.7341, decode.d8.loss_dice: 1.0732, loss: 29.3528, grad_norm: 106.5002 2023-11-26 16:03:09,149 - mmseg - INFO - Iter [37100/160000] lr: 2.931e-06, eta: 13:01:34, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8255, decode.loss_mask: 0.7650, decode.loss_dice: 1.1435, decode.d0.loss_cls: 2.8740, decode.d0.loss_mask: 0.8166, decode.d0.loss_dice: 1.3662, decode.d1.loss_cls: 0.9946, decode.d1.loss_mask: 0.8049, decode.d1.loss_dice: 1.2528, decode.d2.loss_cls: 0.9096, decode.d2.loss_mask: 0.7822, decode.d2.loss_dice: 1.1981, decode.d3.loss_cls: 0.8762, decode.d3.loss_mask: 0.7738, decode.d3.loss_dice: 1.1602, decode.d4.loss_cls: 0.8620, decode.d4.loss_mask: 0.7757, decode.d4.loss_dice: 1.1551, decode.d5.loss_cls: 0.8550, decode.d5.loss_mask: 0.7738, decode.d5.loss_dice: 1.1561, decode.d6.loss_cls: 0.8436, decode.d6.loss_mask: 0.7658, decode.d6.loss_dice: 1.1438, decode.d7.loss_cls: 0.8413, decode.d7.loss_mask: 0.7605, decode.d7.loss_dice: 1.1482, decode.d8.loss_cls: 0.8307, decode.d8.loss_mask: 0.7649, decode.d8.loss_dice: 1.1507, loss: 30.3705, grad_norm: 121.2152 2023-11-26 16:03:27,416 - mmseg - INFO - Iter [37150/160000] lr: 2.929e-06, eta: 13:01:13, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8244, decode.loss_mask: 0.7304, decode.loss_dice: 1.1150, decode.d0.loss_cls: 2.8422, decode.d0.loss_mask: 0.7895, decode.d0.loss_dice: 1.3390, decode.d1.loss_cls: 0.9998, decode.d1.loss_mask: 0.7681, decode.d1.loss_dice: 1.2160, decode.d2.loss_cls: 0.8994, decode.d2.loss_mask: 0.7473, decode.d2.loss_dice: 1.1597, decode.d3.loss_cls: 0.8499, decode.d3.loss_mask: 0.7372, decode.d3.loss_dice: 1.1272, decode.d4.loss_cls: 0.8487, decode.d4.loss_mask: 0.7370, decode.d4.loss_dice: 1.1276, decode.d5.loss_cls: 0.8463, decode.d5.loss_mask: 0.7365, decode.d5.loss_dice: 1.1162, decode.d6.loss_cls: 0.8395, decode.d6.loss_mask: 0.7344, decode.d6.loss_dice: 1.1088, decode.d7.loss_cls: 0.8353, decode.d7.loss_mask: 0.7264, decode.d7.loss_dice: 1.1091, decode.d8.loss_cls: 0.8207, decode.d8.loss_mask: 0.7308, decode.d8.loss_dice: 1.1096, loss: 29.5720, grad_norm: 117.7170 2023-11-26 16:03:46,071 - mmseg - INFO - Iter [37200/160000] lr: 2.928e-06, eta: 13:00:52, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8459, decode.loss_mask: 0.7264, decode.loss_dice: 1.1322, decode.d0.loss_cls: 2.9388, decode.d0.loss_mask: 0.7797, decode.d0.loss_dice: 1.3582, decode.d1.loss_cls: 1.0287, decode.d1.loss_mask: 0.7630, decode.d1.loss_dice: 1.2342, decode.d2.loss_cls: 0.9198, decode.d2.loss_mask: 0.7432, decode.d2.loss_dice: 1.1853, decode.d3.loss_cls: 0.8771, decode.d3.loss_mask: 0.7315, decode.d3.loss_dice: 1.1613, decode.d4.loss_cls: 0.8664, decode.d4.loss_mask: 0.7295, decode.d4.loss_dice: 1.1594, decode.d5.loss_cls: 0.8642, decode.d5.loss_mask: 0.7336, decode.d5.loss_dice: 1.1513, decode.d6.loss_cls: 0.8550, decode.d6.loss_mask: 0.7256, decode.d6.loss_dice: 1.1368, decode.d7.loss_cls: 0.8435, decode.d7.loss_mask: 0.7259, decode.d7.loss_dice: 1.1414, decode.d8.loss_cls: 0.8436, decode.d8.loss_mask: 0.7277, decode.d8.loss_dice: 1.1363, loss: 30.0654, grad_norm: 115.3908 2023-11-26 16:04:04,562 - mmseg - INFO - Iter [37250/160000] lr: 2.927e-06, eta: 13:00:31, time: 0.372, data_time: 0.011, memory: 36416, decode.loss_cls: 0.8394, decode.loss_mask: 0.7287, decode.loss_dice: 1.1155, decode.d0.loss_cls: 2.9162, decode.d0.loss_mask: 0.7812, decode.d0.loss_dice: 1.3329, decode.d1.loss_cls: 1.0023, decode.d1.loss_mask: 0.7694, decode.d1.loss_dice: 1.2209, decode.d2.loss_cls: 0.9124, decode.d2.loss_mask: 0.7505, decode.d2.loss_dice: 1.1586, decode.d3.loss_cls: 0.8647, decode.d3.loss_mask: 0.7403, decode.d3.loss_dice: 1.1356, decode.d4.loss_cls: 0.8523, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.1367, decode.d5.loss_cls: 0.8500, decode.d5.loss_mask: 0.7338, decode.d5.loss_dice: 1.1330, decode.d6.loss_cls: 0.8494, decode.d6.loss_mask: 0.7313, decode.d6.loss_dice: 1.1175, decode.d7.loss_cls: 0.8392, decode.d7.loss_mask: 0.7316, decode.d7.loss_dice: 1.1215, decode.d8.loss_cls: 0.8377, decode.d8.loss_mask: 0.7306, decode.d8.loss_dice: 1.1207, loss: 29.7912, grad_norm: 120.2033 2023-11-26 16:04:23,501 - mmseg - INFO - Iter [37300/160000] lr: 2.926e-06, eta: 13:00:12, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8520, decode.loss_mask: 0.7418, decode.loss_dice: 1.0962, decode.d0.loss_cls: 2.8905, decode.d0.loss_mask: 0.8003, decode.d0.loss_dice: 1.3244, decode.d1.loss_cls: 1.0372, decode.d1.loss_mask: 0.7794, decode.d1.loss_dice: 1.1986, decode.d2.loss_cls: 0.9407, decode.d2.loss_mask: 0.7551, decode.d2.loss_dice: 1.1459, decode.d3.loss_cls: 0.9016, decode.d3.loss_mask: 0.7446, decode.d3.loss_dice: 1.1100, decode.d4.loss_cls: 0.8796, decode.d4.loss_mask: 0.7484, decode.d4.loss_dice: 1.1123, decode.d5.loss_cls: 0.8808, decode.d5.loss_mask: 0.7491, decode.d5.loss_dice: 1.1068, decode.d6.loss_cls: 0.8633, decode.d6.loss_mask: 0.7401, decode.d6.loss_dice: 1.0897, decode.d7.loss_cls: 0.8565, decode.d7.loss_mask: 0.7443, decode.d7.loss_dice: 1.0935, decode.d8.loss_cls: 0.8585, decode.d8.loss_mask: 0.7431, decode.d8.loss_dice: 1.1002, loss: 29.8844, grad_norm: 134.2020 2023-11-26 16:04:42,432 - mmseg - INFO - Iter [37350/160000] lr: 2.925e-06, eta: 12:59:52, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8483, decode.loss_mask: 0.7407, decode.loss_dice: 1.1074, decode.d0.loss_cls: 2.9143, decode.d0.loss_mask: 0.8041, decode.d0.loss_dice: 1.3374, decode.d1.loss_cls: 1.0154, decode.d1.loss_mask: 0.7854, decode.d1.loss_dice: 1.2316, decode.d2.loss_cls: 0.9076, decode.d2.loss_mask: 0.7651, decode.d2.loss_dice: 1.1666, decode.d3.loss_cls: 0.8787, decode.d3.loss_mask: 0.7530, decode.d3.loss_dice: 1.1274, decode.d4.loss_cls: 0.8540, decode.d4.loss_mask: 0.7534, decode.d4.loss_dice: 1.1323, decode.d5.loss_cls: 0.8524, decode.d5.loss_mask: 0.7508, decode.d5.loss_dice: 1.1225, decode.d6.loss_cls: 0.8456, decode.d6.loss_mask: 0.7428, decode.d6.loss_dice: 1.1063, decode.d7.loss_cls: 0.8362, decode.d7.loss_mask: 0.7447, decode.d7.loss_dice: 1.1148, decode.d8.loss_cls: 0.8401, decode.d8.loss_mask: 0.7424, decode.d8.loss_dice: 1.1133, loss: 29.9347, grad_norm: 111.4354 2023-11-26 16:05:01,461 - mmseg - INFO - Iter [37400/160000] lr: 2.923e-06, eta: 12:59:33, time: 0.381, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8489, decode.loss_mask: 0.7565, decode.loss_dice: 1.1267, decode.d0.loss_cls: 2.8417, decode.d0.loss_mask: 0.8062, decode.d0.loss_dice: 1.3685, decode.d1.loss_cls: 1.0290, decode.d1.loss_mask: 0.7941, decode.d1.loss_dice: 1.2397, decode.d2.loss_cls: 0.9369, decode.d2.loss_mask: 0.7690, decode.d2.loss_dice: 1.1848, decode.d3.loss_cls: 0.8801, decode.d3.loss_mask: 0.7696, decode.d3.loss_dice: 1.1509, decode.d4.loss_cls: 0.8725, decode.d4.loss_mask: 0.7671, decode.d4.loss_dice: 1.1500, decode.d5.loss_cls: 0.8674, decode.d5.loss_mask: 0.7584, decode.d5.loss_dice: 1.1483, decode.d6.loss_cls: 0.8533, decode.d6.loss_mask: 0.7571, decode.d6.loss_dice: 1.1382, decode.d7.loss_cls: 0.8483, decode.d7.loss_mask: 0.7589, decode.d7.loss_dice: 1.1301, decode.d8.loss_cls: 0.8418, decode.d8.loss_mask: 0.7572, decode.d8.loss_dice: 1.1349, loss: 30.2861, grad_norm: 127.4977 2023-11-26 16:05:19,668 - mmseg - INFO - Iter [37450/160000] lr: 2.922e-06, eta: 12:59:11, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8283, decode.loss_mask: 0.7120, decode.loss_dice: 1.1032, decode.d0.loss_cls: 2.8536, decode.d0.loss_mask: 0.7700, decode.d0.loss_dice: 1.3322, decode.d1.loss_cls: 0.9847, decode.d1.loss_mask: 0.7601, decode.d1.loss_dice: 1.2159, decode.d2.loss_cls: 0.9076, decode.d2.loss_mask: 0.7294, decode.d2.loss_dice: 1.1530, decode.d3.loss_cls: 0.8577, decode.d3.loss_mask: 0.7223, decode.d3.loss_dice: 1.1279, decode.d4.loss_cls: 0.8543, decode.d4.loss_mask: 0.7212, decode.d4.loss_dice: 1.1192, decode.d5.loss_cls: 0.8498, decode.d5.loss_mask: 0.7195, decode.d5.loss_dice: 1.1184, decode.d6.loss_cls: 0.8308, decode.d6.loss_mask: 0.7172, decode.d6.loss_dice: 1.1039, decode.d7.loss_cls: 0.8310, decode.d7.loss_mask: 0.7115, decode.d7.loss_dice: 1.1064, decode.d8.loss_cls: 0.8259, decode.d8.loss_mask: 0.7119, decode.d8.loss_dice: 1.1027, loss: 29.3818, grad_norm: 114.2988 2023-11-26 16:05:37,842 - mmseg - INFO - Iter [37500/160000] lr: 2.921e-06, eta: 12:58:49, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8213, decode.loss_mask: 0.7211, decode.loss_dice: 1.1003, decode.d0.loss_cls: 2.8382, decode.d0.loss_mask: 0.7691, decode.d0.loss_dice: 1.3172, decode.d1.loss_cls: 1.0001, decode.d1.loss_mask: 0.7517, decode.d1.loss_dice: 1.2012, decode.d2.loss_cls: 0.8937, decode.d2.loss_mask: 0.7321, decode.d2.loss_dice: 1.1320, decode.d3.loss_cls: 0.8578, decode.d3.loss_mask: 0.7249, decode.d3.loss_dice: 1.1105, decode.d4.loss_cls: 0.8436, decode.d4.loss_mask: 0.7211, decode.d4.loss_dice: 1.1066, decode.d5.loss_cls: 0.8363, decode.d5.loss_mask: 0.7217, decode.d5.loss_dice: 1.1050, decode.d6.loss_cls: 0.8376, decode.d6.loss_mask: 0.7219, decode.d6.loss_dice: 1.0938, decode.d7.loss_cls: 0.8274, decode.d7.loss_mask: 0.7243, decode.d7.loss_dice: 1.1035, decode.d8.loss_cls: 0.8167, decode.d8.loss_mask: 0.7258, decode.d8.loss_dice: 1.0998, loss: 29.2561, grad_norm: 124.6036 2023-11-26 16:05:56,371 - mmseg - INFO - Iter [37550/160000] lr: 2.920e-06, eta: 12:58:28, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8284, decode.loss_mask: 0.7483, decode.loss_dice: 1.1096, decode.d0.loss_cls: 2.8836, decode.d0.loss_mask: 0.8003, decode.d0.loss_dice: 1.3353, decode.d1.loss_cls: 0.9887, decode.d1.loss_mask: 0.7864, decode.d1.loss_dice: 1.2195, decode.d2.loss_cls: 0.9008, decode.d2.loss_mask: 0.7691, decode.d2.loss_dice: 1.1641, decode.d3.loss_cls: 0.8684, decode.d3.loss_mask: 0.7606, decode.d3.loss_dice: 1.1221, decode.d4.loss_cls: 0.8538, decode.d4.loss_mask: 0.7574, decode.d4.loss_dice: 1.1248, decode.d5.loss_cls: 0.8408, decode.d5.loss_mask: 0.7557, decode.d5.loss_dice: 1.1237, decode.d6.loss_cls: 0.8258, decode.d6.loss_mask: 0.7548, decode.d6.loss_dice: 1.1160, decode.d7.loss_cls: 0.8205, decode.d7.loss_mask: 0.7543, decode.d7.loss_dice: 1.1177, decode.d8.loss_cls: 0.8188, decode.d8.loss_mask: 0.7503, decode.d8.loss_dice: 1.1096, loss: 29.8092, grad_norm: 132.0752 2023-11-26 16:06:14,857 - mmseg - INFO - Iter [37600/160000] lr: 2.919e-06, eta: 12:58:07, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8304, decode.loss_mask: 0.7458, decode.loss_dice: 1.0753, decode.d0.loss_cls: 2.8423, decode.d0.loss_mask: 0.8077, decode.d0.loss_dice: 1.3156, decode.d1.loss_cls: 0.9980, decode.d1.loss_mask: 0.7881, decode.d1.loss_dice: 1.1877, decode.d2.loss_cls: 0.9028, decode.d2.loss_mask: 0.7633, decode.d2.loss_dice: 1.1252, decode.d3.loss_cls: 0.8697, decode.d3.loss_mask: 0.7567, decode.d3.loss_dice: 1.0922, decode.d4.loss_cls: 0.8589, decode.d4.loss_mask: 0.7493, decode.d4.loss_dice: 1.0987, decode.d5.loss_cls: 0.8402, decode.d5.loss_mask: 0.7514, decode.d5.loss_dice: 1.0939, decode.d6.loss_cls: 0.8412, decode.d6.loss_mask: 0.7468, decode.d6.loss_dice: 1.0742, decode.d7.loss_cls: 0.8345, decode.d7.loss_mask: 0.7465, decode.d7.loss_dice: 1.0787, decode.d8.loss_cls: 0.8351, decode.d8.loss_mask: 0.7437, decode.d8.loss_dice: 1.0835, loss: 29.4773, grad_norm: 124.7253 2023-11-26 16:06:34,126 - mmseg - INFO - Iter [37650/160000] lr: 2.917e-06, eta: 12:57:49, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8120, decode.loss_mask: 0.7568, decode.loss_dice: 1.0903, decode.d0.loss_cls: 2.9046, decode.d0.loss_mask: 0.8111, decode.d0.loss_dice: 1.3267, decode.d1.loss_cls: 0.9957, decode.d1.loss_mask: 0.7942, decode.d1.loss_dice: 1.2102, decode.d2.loss_cls: 0.8774, decode.d2.loss_mask: 0.7785, decode.d2.loss_dice: 1.1464, decode.d3.loss_cls: 0.8445, decode.d3.loss_mask: 0.7624, decode.d3.loss_dice: 1.1150, decode.d4.loss_cls: 0.8357, decode.d4.loss_mask: 0.7564, decode.d4.loss_dice: 1.1088, decode.d5.loss_cls: 0.8249, decode.d5.loss_mask: 0.7584, decode.d5.loss_dice: 1.1065, decode.d6.loss_cls: 0.8258, decode.d6.loss_mask: 0.7568, decode.d6.loss_dice: 1.0915, decode.d7.loss_cls: 0.8237, decode.d7.loss_mask: 0.7523, decode.d7.loss_dice: 1.0896, decode.d8.loss_cls: 0.8178, decode.d8.loss_mask: 0.7546, decode.d8.loss_dice: 1.0910, loss: 29.6197, grad_norm: 131.5078 2023-11-26 16:06:52,577 - mmseg - INFO - Iter [37700/160000] lr: 2.916e-06, eta: 12:57:27, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8075, decode.loss_mask: 0.7306, decode.loss_dice: 1.0912, decode.d0.loss_cls: 2.8708, decode.d0.loss_mask: 0.7801, decode.d0.loss_dice: 1.3080, decode.d1.loss_cls: 0.9808, decode.d1.loss_mask: 0.7605, decode.d1.loss_dice: 1.1944, decode.d2.loss_cls: 0.8836, decode.d2.loss_mask: 0.7454, decode.d2.loss_dice: 1.1408, decode.d3.loss_cls: 0.8473, decode.d3.loss_mask: 0.7335, decode.d3.loss_dice: 1.1101, decode.d4.loss_cls: 0.8267, decode.d4.loss_mask: 0.7311, decode.d4.loss_dice: 1.1084, decode.d5.loss_cls: 0.8246, decode.d5.loss_mask: 0.7323, decode.d5.loss_dice: 1.1052, decode.d6.loss_cls: 0.8113, decode.d6.loss_mask: 0.7341, decode.d6.loss_dice: 1.0948, decode.d7.loss_cls: 0.8054, decode.d7.loss_mask: 0.7337, decode.d7.loss_dice: 1.0954, decode.d8.loss_cls: 0.8036, decode.d8.loss_mask: 0.7330, decode.d8.loss_dice: 1.0953, loss: 29.2194, grad_norm: 117.6491 2023-11-26 16:07:10,943 - mmseg - INFO - Iter [37750/160000] lr: 2.915e-06, eta: 12:57:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7916, decode.loss_mask: 0.7591, decode.loss_dice: 1.0921, decode.d0.loss_cls: 2.8062, decode.d0.loss_mask: 0.8124, decode.d0.loss_dice: 1.3038, decode.d1.loss_cls: 0.9621, decode.d1.loss_mask: 0.8007, decode.d1.loss_dice: 1.1985, decode.d2.loss_cls: 0.8735, decode.d2.loss_mask: 0.7735, decode.d2.loss_dice: 1.1324, decode.d3.loss_cls: 0.8362, decode.d3.loss_mask: 0.7665, decode.d3.loss_dice: 1.1079, decode.d4.loss_cls: 0.8059, decode.d4.loss_mask: 0.7713, decode.d4.loss_dice: 1.1114, decode.d5.loss_cls: 0.8107, decode.d5.loss_mask: 0.7629, decode.d5.loss_dice: 1.1036, decode.d6.loss_cls: 0.8158, decode.d6.loss_mask: 0.7603, decode.d6.loss_dice: 1.0924, decode.d7.loss_cls: 0.8040, decode.d7.loss_mask: 0.7608, decode.d7.loss_dice: 1.0928, decode.d8.loss_cls: 0.7987, decode.d8.loss_mask: 0.7586, decode.d8.loss_dice: 1.0974, loss: 29.3631, grad_norm: 126.7901 2023-11-26 16:07:29,151 - mmseg - INFO - Iter [37800/160000] lr: 2.914e-06, eta: 12:56:44, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8515, decode.loss_mask: 0.7494, decode.loss_dice: 1.1117, decode.d0.loss_cls: 2.8851, decode.d0.loss_mask: 0.8032, decode.d0.loss_dice: 1.3418, decode.d1.loss_cls: 1.0182, decode.d1.loss_mask: 0.7915, decode.d1.loss_dice: 1.2167, decode.d2.loss_cls: 0.9261, decode.d2.loss_mask: 0.7757, decode.d2.loss_dice: 1.1623, decode.d3.loss_cls: 0.8961, decode.d3.loss_mask: 0.7603, decode.d3.loss_dice: 1.1310, decode.d4.loss_cls: 0.8725, decode.d4.loss_mask: 0.7585, decode.d4.loss_dice: 1.1254, decode.d5.loss_cls: 0.8611, decode.d5.loss_mask: 0.7523, decode.d5.loss_dice: 1.1188, decode.d6.loss_cls: 0.8600, decode.d6.loss_mask: 0.7579, decode.d6.loss_dice: 1.1211, decode.d7.loss_cls: 0.8537, decode.d7.loss_mask: 0.7517, decode.d7.loss_dice: 1.1168, decode.d8.loss_cls: 0.8526, decode.d8.loss_mask: 0.7508, decode.d8.loss_dice: 1.1086, loss: 30.0821, grad_norm: 112.7888 2023-11-26 16:07:47,796 - mmseg - INFO - Iter [37850/160000] lr: 2.913e-06, eta: 12:56:24, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7856, decode.loss_mask: 0.7099, decode.loss_dice: 1.0916, decode.d0.loss_cls: 2.8379, decode.d0.loss_mask: 0.7632, decode.d0.loss_dice: 1.3176, decode.d1.loss_cls: 0.9696, decode.d1.loss_mask: 0.7504, decode.d1.loss_dice: 1.1934, decode.d2.loss_cls: 0.8620, decode.d2.loss_mask: 0.7281, decode.d2.loss_dice: 1.1391, decode.d3.loss_cls: 0.8252, decode.d3.loss_mask: 0.7169, decode.d3.loss_dice: 1.1049, decode.d4.loss_cls: 0.8230, decode.d4.loss_mask: 0.7168, decode.d4.loss_dice: 1.1052, decode.d5.loss_cls: 0.8011, decode.d5.loss_mask: 0.7163, decode.d5.loss_dice: 1.1034, decode.d6.loss_cls: 0.7980, decode.d6.loss_mask: 0.7130, decode.d6.loss_dice: 1.0908, decode.d7.loss_cls: 0.7871, decode.d7.loss_mask: 0.7104, decode.d7.loss_dice: 1.0963, decode.d8.loss_cls: 0.7860, decode.d8.loss_mask: 0.7101, decode.d8.loss_dice: 1.0944, loss: 28.8470, grad_norm: 119.2763 2023-11-26 16:08:08,446 - mmseg - INFO - Iter [37900/160000] lr: 2.912e-06, eta: 12:56:10, time: 0.413, data_time: 0.054, memory: 36416, decode.loss_cls: 0.8318, decode.loss_mask: 0.7434, decode.loss_dice: 1.1063, decode.d0.loss_cls: 2.8908, decode.d0.loss_mask: 0.7961, decode.d0.loss_dice: 1.3261, decode.d1.loss_cls: 1.0002, decode.d1.loss_mask: 0.7778, decode.d1.loss_dice: 1.1989, decode.d2.loss_cls: 0.8982, decode.d2.loss_mask: 0.7558, decode.d2.loss_dice: 1.1458, decode.d3.loss_cls: 0.8593, decode.d3.loss_mask: 0.7501, decode.d3.loss_dice: 1.1177, decode.d4.loss_cls: 0.8498, decode.d4.loss_mask: 0.7479, decode.d4.loss_dice: 1.1169, decode.d5.loss_cls: 0.8481, decode.d5.loss_mask: 0.7512, decode.d5.loss_dice: 1.1147, decode.d6.loss_cls: 0.8472, decode.d6.loss_mask: 0.7434, decode.d6.loss_dice: 1.1083, decode.d7.loss_cls: 0.8444, decode.d7.loss_mask: 0.7426, decode.d7.loss_dice: 1.1147, decode.d8.loss_cls: 0.8269, decode.d8.loss_mask: 0.7453, decode.d8.loss_dice: 1.1100, loss: 29.7096, grad_norm: 139.7146 2023-11-26 16:08:26,602 - mmseg - INFO - Iter [37950/160000] lr: 2.910e-06, eta: 12:55:48, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8559, decode.loss_mask: 0.7337, decode.loss_dice: 1.1195, decode.d0.loss_cls: 2.9483, decode.d0.loss_mask: 0.7957, decode.d0.loss_dice: 1.3549, decode.d1.loss_cls: 1.0527, decode.d1.loss_mask: 0.7710, decode.d1.loss_dice: 1.2305, decode.d2.loss_cls: 0.9362, decode.d2.loss_mask: 0.7536, decode.d2.loss_dice: 1.1739, decode.d3.loss_cls: 0.9006, decode.d3.loss_mask: 0.7405, decode.d3.loss_dice: 1.1354, decode.d4.loss_cls: 0.8826, decode.d4.loss_mask: 0.7429, decode.d4.loss_dice: 1.1358, decode.d5.loss_cls: 0.8829, decode.d5.loss_mask: 0.7375, decode.d5.loss_dice: 1.1317, decode.d6.loss_cls: 0.8736, decode.d6.loss_mask: 0.7330, decode.d6.loss_dice: 1.1236, decode.d7.loss_cls: 0.8660, decode.d7.loss_mask: 0.7334, decode.d7.loss_dice: 1.1213, decode.d8.loss_cls: 0.8641, decode.d8.loss_mask: 0.7342, decode.d8.loss_dice: 1.1204, loss: 30.1853, grad_norm: 143.7576 2023-11-26 16:08:44,974 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:08:44,974 - mmseg - INFO - Iter [38000/160000] lr: 2.909e-06, eta: 12:55:26, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7966, decode.loss_mask: 0.7526, decode.loss_dice: 1.0831, decode.d0.loss_cls: 2.8514, decode.d0.loss_mask: 0.7960, decode.d0.loss_dice: 1.2919, decode.d1.loss_cls: 0.9756, decode.d1.loss_mask: 0.7831, decode.d1.loss_dice: 1.1780, decode.d2.loss_cls: 0.8689, decode.d2.loss_mask: 0.7721, decode.d2.loss_dice: 1.1315, decode.d3.loss_cls: 0.8374, decode.d3.loss_mask: 0.7623, decode.d3.loss_dice: 1.1010, decode.d4.loss_cls: 0.8211, decode.d4.loss_mask: 0.7578, decode.d4.loss_dice: 1.0988, decode.d5.loss_cls: 0.8074, decode.d5.loss_mask: 0.7513, decode.d5.loss_dice: 1.0935, decode.d6.loss_cls: 0.8011, decode.d6.loss_mask: 0.7544, decode.d6.loss_dice: 1.0903, decode.d7.loss_cls: 0.7983, decode.d7.loss_mask: 0.7537, decode.d7.loss_dice: 1.0836, decode.d8.loss_cls: 0.8004, decode.d8.loss_mask: 0.7523, decode.d8.loss_dice: 1.0807, loss: 29.2260, grad_norm: 118.6420 2023-11-26 16:09:03,601 - mmseg - INFO - Iter [38050/160000] lr: 2.908e-06, eta: 12:55:06, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7751, decode.loss_mask: 0.7323, decode.loss_dice: 1.0878, decode.d0.loss_cls: 2.8786, decode.d0.loss_mask: 0.7827, decode.d0.loss_dice: 1.3207, decode.d1.loss_cls: 0.9579, decode.d1.loss_mask: 0.7659, decode.d1.loss_dice: 1.1853, decode.d2.loss_cls: 0.8629, decode.d2.loss_mask: 0.7517, decode.d2.loss_dice: 1.1319, decode.d3.loss_cls: 0.8182, decode.d3.loss_mask: 0.7429, decode.d3.loss_dice: 1.1048, decode.d4.loss_cls: 0.7869, decode.d4.loss_mask: 0.7419, decode.d4.loss_dice: 1.1098, decode.d5.loss_cls: 0.7788, decode.d5.loss_mask: 0.7409, decode.d5.loss_dice: 1.1060, decode.d6.loss_cls: 0.7753, decode.d6.loss_mask: 0.7395, decode.d6.loss_dice: 1.0908, decode.d7.loss_cls: 0.7745, decode.d7.loss_mask: 0.7342, decode.d7.loss_dice: 1.0974, decode.d8.loss_cls: 0.7695, decode.d8.loss_mask: 0.7346, decode.d8.loss_dice: 1.0923, loss: 28.9710, grad_norm: 119.8647 2023-11-26 16:09:22,087 - mmseg - INFO - Iter [38100/160000] lr: 2.907e-06, eta: 12:54:45, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7688, decode.loss_mask: 0.7126, decode.loss_dice: 1.0855, decode.d0.loss_cls: 2.8376, decode.d0.loss_mask: 0.7669, decode.d0.loss_dice: 1.3068, decode.d1.loss_cls: 0.9722, decode.d1.loss_mask: 0.7468, decode.d1.loss_dice: 1.1808, decode.d2.loss_cls: 0.8630, decode.d2.loss_mask: 0.7247, decode.d2.loss_dice: 1.1337, decode.d3.loss_cls: 0.8241, decode.d3.loss_mask: 0.7197, decode.d3.loss_dice: 1.1044, decode.d4.loss_cls: 0.8025, decode.d4.loss_mask: 0.7179, decode.d4.loss_dice: 1.0983, decode.d5.loss_cls: 0.7923, decode.d5.loss_mask: 0.7163, decode.d5.loss_dice: 1.0953, decode.d6.loss_cls: 0.7872, decode.d6.loss_mask: 0.7170, decode.d6.loss_dice: 1.0859, decode.d7.loss_cls: 0.7748, decode.d7.loss_mask: 0.7147, decode.d7.loss_dice: 1.0880, decode.d8.loss_cls: 0.7731, decode.d8.loss_mask: 0.7122, decode.d8.loss_dice: 1.0901, loss: 28.7132, grad_norm: 121.4300 2023-11-26 16:09:40,668 - mmseg - INFO - Iter [38150/160000] lr: 2.906e-06, eta: 12:54:25, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8189, decode.loss_mask: 0.7322, decode.loss_dice: 1.0798, decode.d0.loss_cls: 2.8613, decode.d0.loss_mask: 0.7858, decode.d0.loss_dice: 1.3135, decode.d1.loss_cls: 0.9723, decode.d1.loss_mask: 0.7744, decode.d1.loss_dice: 1.1990, decode.d2.loss_cls: 0.8762, decode.d2.loss_mask: 0.7525, decode.d2.loss_dice: 1.1437, decode.d3.loss_cls: 0.8543, decode.d3.loss_mask: 0.7387, decode.d3.loss_dice: 1.1042, decode.d4.loss_cls: 0.8350, decode.d4.loss_mask: 0.7388, decode.d4.loss_dice: 1.0999, decode.d5.loss_cls: 0.8274, decode.d5.loss_mask: 0.7363, decode.d5.loss_dice: 1.0973, decode.d6.loss_cls: 0.8249, decode.d6.loss_mask: 0.7297, decode.d6.loss_dice: 1.0812, decode.d7.loss_cls: 0.8211, decode.d7.loss_mask: 0.7292, decode.d7.loss_dice: 1.0846, decode.d8.loss_cls: 0.8126, decode.d8.loss_mask: 0.7327, decode.d8.loss_dice: 1.0875, loss: 29.2447, grad_norm: 115.2469 2023-11-26 16:10:00,201 - mmseg - INFO - Iter [38200/160000] lr: 2.904e-06, eta: 12:54:07, time: 0.390, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7965, decode.loss_mask: 0.7206, decode.loss_dice: 1.0711, decode.d0.loss_cls: 2.8002, decode.d0.loss_mask: 0.7699, decode.d0.loss_dice: 1.2863, decode.d1.loss_cls: 0.9619, decode.d1.loss_mask: 0.7624, decode.d1.loss_dice: 1.1806, decode.d2.loss_cls: 0.8498, decode.d2.loss_mask: 0.7370, decode.d2.loss_dice: 1.1262, decode.d3.loss_cls: 0.8238, decode.d3.loss_mask: 0.7273, decode.d3.loss_dice: 1.0852, decode.d4.loss_cls: 0.8162, decode.d4.loss_mask: 0.7317, decode.d4.loss_dice: 1.0852, decode.d5.loss_cls: 0.8076, decode.d5.loss_mask: 0.7266, decode.d5.loss_dice: 1.0801, decode.d6.loss_cls: 0.8001, decode.d6.loss_mask: 0.7268, decode.d6.loss_dice: 1.0767, decode.d7.loss_cls: 0.7972, decode.d7.loss_mask: 0.7259, decode.d7.loss_dice: 1.0791, decode.d8.loss_cls: 0.7901, decode.d8.loss_mask: 0.7238, decode.d8.loss_dice: 1.0718, loss: 28.7378, grad_norm: 111.7954 2023-11-26 16:10:19,751 - mmseg - INFO - Iter [38250/160000] lr: 2.903e-06, eta: 12:53:49, time: 0.391, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8024, decode.loss_mask: 0.7656, decode.loss_dice: 1.1006, decode.d0.loss_cls: 2.8464, decode.d0.loss_mask: 0.8139, decode.d0.loss_dice: 1.3236, decode.d1.loss_cls: 0.9794, decode.d1.loss_mask: 0.8027, decode.d1.loss_dice: 1.2114, decode.d2.loss_cls: 0.8911, decode.d2.loss_mask: 0.7704, decode.d2.loss_dice: 1.1466, decode.d3.loss_cls: 0.8475, decode.d3.loss_mask: 0.7683, decode.d3.loss_dice: 1.1156, decode.d4.loss_cls: 0.8348, decode.d4.loss_mask: 0.7690, decode.d4.loss_dice: 1.1160, decode.d5.loss_cls: 0.8160, decode.d5.loss_mask: 0.7740, decode.d5.loss_dice: 1.1131, decode.d6.loss_cls: 0.8174, decode.d6.loss_mask: 0.7656, decode.d6.loss_dice: 1.1011, decode.d7.loss_cls: 0.8066, decode.d7.loss_mask: 0.7644, decode.d7.loss_dice: 1.1027, decode.d8.loss_cls: 0.8003, decode.d8.loss_mask: 0.7654, decode.d8.loss_dice: 1.1066, loss: 29.6384, grad_norm: 125.0034 2023-11-26 16:10:38,006 - mmseg - INFO - Iter [38300/160000] lr: 2.902e-06, eta: 12:53:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8003, decode.loss_mask: 0.7344, decode.loss_dice: 1.1136, decode.d0.loss_cls: 2.8417, decode.d0.loss_mask: 0.7923, decode.d0.loss_dice: 1.3377, decode.d1.loss_cls: 0.9959, decode.d1.loss_mask: 0.7592, decode.d1.loss_dice: 1.2146, decode.d2.loss_cls: 0.8796, decode.d2.loss_mask: 0.7421, decode.d2.loss_dice: 1.1578, decode.d3.loss_cls: 0.8360, decode.d3.loss_mask: 0.7340, decode.d3.loss_dice: 1.1236, decode.d4.loss_cls: 0.8283, decode.d4.loss_mask: 0.7346, decode.d4.loss_dice: 1.1265, decode.d5.loss_cls: 0.8244, decode.d5.loss_mask: 0.7341, decode.d5.loss_dice: 1.1259, decode.d6.loss_cls: 0.8194, decode.d6.loss_mask: 0.7341, decode.d6.loss_dice: 1.1150, decode.d7.loss_cls: 0.8078, decode.d7.loss_mask: 0.7316, decode.d7.loss_dice: 1.1145, decode.d8.loss_cls: 0.8086, decode.d8.loss_mask: 0.7324, decode.d8.loss_dice: 1.1160, loss: 29.4158, grad_norm: 117.2057 2023-11-26 16:10:56,305 - mmseg - INFO - Iter [38350/160000] lr: 2.901e-06, eta: 12:53:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8386, decode.loss_mask: 0.7412, decode.loss_dice: 1.1157, decode.d0.loss_cls: 2.8934, decode.d0.loss_mask: 0.8045, decode.d0.loss_dice: 1.3494, decode.d1.loss_cls: 1.0161, decode.d1.loss_mask: 0.7799, decode.d1.loss_dice: 1.2218, decode.d2.loss_cls: 0.9231, decode.d2.loss_mask: 0.7677, decode.d2.loss_dice: 1.1697, decode.d3.loss_cls: 0.8825, decode.d3.loss_mask: 0.7527, decode.d3.loss_dice: 1.1389, decode.d4.loss_cls: 0.8612, decode.d4.loss_mask: 0.7527, decode.d4.loss_dice: 1.1350, decode.d5.loss_cls: 0.8511, decode.d5.loss_mask: 0.7497, decode.d5.loss_dice: 1.1344, decode.d6.loss_cls: 0.8546, decode.d6.loss_mask: 0.7446, decode.d6.loss_dice: 1.1193, decode.d7.loss_cls: 0.8449, decode.d7.loss_mask: 0.7470, decode.d7.loss_dice: 1.1175, decode.d8.loss_cls: 0.8398, decode.d8.loss_mask: 0.7472, decode.d8.loss_dice: 1.1205, loss: 30.0147, grad_norm: 114.7703 2023-11-26 16:11:14,884 - mmseg - INFO - Iter [38400/160000] lr: 2.900e-06, eta: 12:52:46, time: 0.372, data_time: 0.011, memory: 36416, decode.loss_cls: 0.8417, decode.loss_mask: 0.7234, decode.loss_dice: 1.0764, decode.d0.loss_cls: 2.9480, decode.d0.loss_mask: 0.7789, decode.d0.loss_dice: 1.3044, decode.d1.loss_cls: 1.0289, decode.d1.loss_mask: 0.7642, decode.d1.loss_dice: 1.1838, decode.d2.loss_cls: 0.9327, decode.d2.loss_mask: 0.7414, decode.d2.loss_dice: 1.1301, decode.d3.loss_cls: 0.8876, decode.d3.loss_mask: 0.7306, decode.d3.loss_dice: 1.0940, decode.d4.loss_cls: 0.8624, decode.d4.loss_mask: 0.7349, decode.d4.loss_dice: 1.1008, decode.d5.loss_cls: 0.8639, decode.d5.loss_mask: 0.7345, decode.d5.loss_dice: 1.0959, decode.d6.loss_cls: 0.8552, decode.d6.loss_mask: 0.7273, decode.d6.loss_dice: 1.0790, decode.d7.loss_cls: 0.8451, decode.d7.loss_mask: 0.7277, decode.d7.loss_dice: 1.0831, decode.d8.loss_cls: 0.8336, decode.d8.loss_mask: 0.7266, decode.d8.loss_dice: 1.0776, loss: 29.5140, grad_norm: 114.1259 2023-11-26 16:11:33,645 - mmseg - INFO - Iter [38450/160000] lr: 2.898e-06, eta: 12:52:26, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8275, decode.loss_mask: 0.7309, decode.loss_dice: 1.0825, decode.d0.loss_cls: 2.8744, decode.d0.loss_mask: 0.7875, decode.d0.loss_dice: 1.3180, decode.d1.loss_cls: 1.0066, decode.d1.loss_mask: 0.7737, decode.d1.loss_dice: 1.1991, decode.d2.loss_cls: 0.9180, decode.d2.loss_mask: 0.7477, decode.d2.loss_dice: 1.1279, decode.d3.loss_cls: 0.8798, decode.d3.loss_mask: 0.7335, decode.d3.loss_dice: 1.0876, decode.d4.loss_cls: 0.8558, decode.d4.loss_mask: 0.7345, decode.d4.loss_dice: 1.0889, decode.d5.loss_cls: 0.8461, decode.d5.loss_mask: 0.7304, decode.d5.loss_dice: 1.0917, decode.d6.loss_cls: 0.8385, decode.d6.loss_mask: 0.7279, decode.d6.loss_dice: 1.0777, decode.d7.loss_cls: 0.8278, decode.d7.loss_mask: 0.7269, decode.d7.loss_dice: 1.0773, decode.d8.loss_cls: 0.8271, decode.d8.loss_mask: 0.7265, decode.d8.loss_dice: 1.0772, loss: 29.3493, grad_norm: 115.6621 2023-11-26 16:11:52,071 - mmseg - INFO - Iter [38500/160000] lr: 2.897e-06, eta: 12:52:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8128, decode.loss_mask: 0.7310, decode.loss_dice: 1.0899, decode.d0.loss_cls: 2.8508, decode.d0.loss_mask: 0.7816, decode.d0.loss_dice: 1.3302, decode.d1.loss_cls: 0.9887, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.2019, decode.d2.loss_cls: 0.8878, decode.d2.loss_mask: 0.7410, decode.d2.loss_dice: 1.1395, decode.d3.loss_cls: 0.8533, decode.d3.loss_mask: 0.7301, decode.d3.loss_dice: 1.1119, decode.d4.loss_cls: 0.8275, decode.d4.loss_mask: 0.7354, decode.d4.loss_dice: 1.1118, decode.d5.loss_cls: 0.8255, decode.d5.loss_mask: 0.7286, decode.d5.loss_dice: 1.1059, decode.d6.loss_cls: 0.8194, decode.d6.loss_mask: 0.7302, decode.d6.loss_dice: 1.0895, decode.d7.loss_cls: 0.8189, decode.d7.loss_mask: 0.7276, decode.d7.loss_dice: 1.0939, decode.d8.loss_cls: 0.8144, decode.d8.loss_mask: 0.7286, decode.d8.loss_dice: 1.0921, loss: 29.2612, grad_norm: 109.9245 2023-11-26 16:12:10,470 - mmseg - INFO - Iter [38550/160000] lr: 2.896e-06, eta: 12:51:43, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7986, decode.loss_mask: 0.7319, decode.loss_dice: 1.1044, decode.d0.loss_cls: 2.8338, decode.d0.loss_mask: 0.7757, decode.d0.loss_dice: 1.3187, decode.d1.loss_cls: 0.9755, decode.d1.loss_mask: 0.7624, decode.d1.loss_dice: 1.2083, decode.d2.loss_cls: 0.8718, decode.d2.loss_mask: 0.7479, decode.d2.loss_dice: 1.1584, decode.d3.loss_cls: 0.8470, decode.d3.loss_mask: 0.7407, decode.d3.loss_dice: 1.1224, decode.d4.loss_cls: 0.8097, decode.d4.loss_mask: 0.7373, decode.d4.loss_dice: 1.1257, decode.d5.loss_cls: 0.8047, decode.d5.loss_mask: 0.7326, decode.d5.loss_dice: 1.1146, decode.d6.loss_cls: 0.8048, decode.d6.loss_mask: 0.7308, decode.d6.loss_dice: 1.1080, decode.d7.loss_cls: 0.8053, decode.d7.loss_mask: 0.7325, decode.d7.loss_dice: 1.1099, decode.d8.loss_cls: 0.7988, decode.d8.loss_mask: 0.7318, decode.d8.loss_dice: 1.1110, loss: 29.2549, grad_norm: 121.7560 2023-11-26 16:12:28,904 - mmseg - INFO - Iter [38600/160000] lr: 2.895e-06, eta: 12:51:22, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7911, decode.loss_mask: 0.7210, decode.loss_dice: 1.0812, decode.d0.loss_cls: 2.8500, decode.d0.loss_mask: 0.7769, decode.d0.loss_dice: 1.3029, decode.d1.loss_cls: 0.9559, decode.d1.loss_mask: 0.7516, decode.d1.loss_dice: 1.1775, decode.d2.loss_cls: 0.8522, decode.d2.loss_mask: 0.7364, decode.d2.loss_dice: 1.1235, decode.d3.loss_cls: 0.8175, decode.d3.loss_mask: 0.7271, decode.d3.loss_dice: 1.0968, decode.d4.loss_cls: 0.7974, decode.d4.loss_mask: 0.7272, decode.d4.loss_dice: 1.0951, decode.d5.loss_cls: 0.7981, decode.d5.loss_mask: 0.7256, decode.d5.loss_dice: 1.0930, decode.d6.loss_cls: 0.8051, decode.d6.loss_mask: 0.7202, decode.d6.loss_dice: 1.0765, decode.d7.loss_cls: 0.8001, decode.d7.loss_mask: 0.7219, decode.d7.loss_dice: 1.0806, decode.d8.loss_cls: 0.7899, decode.d8.loss_mask: 0.7230, decode.d8.loss_dice: 1.0832, loss: 28.7983, grad_norm: 107.3397 2023-11-26 16:12:47,267 - mmseg - INFO - Iter [38650/160000] lr: 2.894e-06, eta: 12:51:01, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8020, decode.loss_mask: 0.7262, decode.loss_dice: 1.0782, decode.d0.loss_cls: 2.8748, decode.d0.loss_mask: 0.7819, decode.d0.loss_dice: 1.3112, decode.d1.loss_cls: 0.9788, decode.d1.loss_mask: 0.7735, decode.d1.loss_dice: 1.1996, decode.d2.loss_cls: 0.8688, decode.d2.loss_mask: 0.7449, decode.d2.loss_dice: 1.1374, decode.d3.loss_cls: 0.8465, decode.d3.loss_mask: 0.7396, decode.d3.loss_dice: 1.0992, decode.d4.loss_cls: 0.8219, decode.d4.loss_mask: 0.7371, decode.d4.loss_dice: 1.1031, decode.d5.loss_cls: 0.8189, decode.d5.loss_mask: 0.7345, decode.d5.loss_dice: 1.1008, decode.d6.loss_cls: 0.8068, decode.d6.loss_mask: 0.7371, decode.d6.loss_dice: 1.0876, decode.d7.loss_cls: 0.8014, decode.d7.loss_mask: 0.7311, decode.d7.loss_dice: 1.0887, decode.d8.loss_cls: 0.7958, decode.d8.loss_mask: 0.7314, decode.d8.loss_dice: 1.0886, loss: 29.1475, grad_norm: 117.4837 2023-11-26 16:13:05,620 - mmseg - INFO - Iter [38700/160000] lr: 2.892e-06, eta: 12:50:40, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7965, decode.loss_mask: 0.7527, decode.loss_dice: 1.0929, decode.d0.loss_cls: 2.8214, decode.d0.loss_mask: 0.8133, decode.d0.loss_dice: 1.3123, decode.d1.loss_cls: 0.9959, decode.d1.loss_mask: 0.7857, decode.d1.loss_dice: 1.1921, decode.d2.loss_cls: 0.8841, decode.d2.loss_mask: 0.7684, decode.d2.loss_dice: 1.1371, decode.d3.loss_cls: 0.8501, decode.d3.loss_mask: 0.7570, decode.d3.loss_dice: 1.1004, decode.d4.loss_cls: 0.8249, decode.d4.loss_mask: 0.7564, decode.d4.loss_dice: 1.1023, decode.d5.loss_cls: 0.8032, decode.d5.loss_mask: 0.7566, decode.d5.loss_dice: 1.1046, decode.d6.loss_cls: 0.8096, decode.d6.loss_mask: 0.7509, decode.d6.loss_dice: 1.0932, decode.d7.loss_cls: 0.8013, decode.d7.loss_mask: 0.7508, decode.d7.loss_dice: 1.0892, decode.d8.loss_cls: 0.7986, decode.d8.loss_mask: 0.7509, decode.d8.loss_dice: 1.0937, loss: 29.3459, grad_norm: 120.6597 2023-11-26 16:13:24,064 - mmseg - INFO - Iter [38750/160000] lr: 2.891e-06, eta: 12:50:19, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8489, decode.loss_mask: 0.7451, decode.loss_dice: 1.0992, decode.d0.loss_cls: 2.8601, decode.d0.loss_mask: 0.8006, decode.d0.loss_dice: 1.3108, decode.d1.loss_cls: 1.0251, decode.d1.loss_mask: 0.7764, decode.d1.loss_dice: 1.1900, decode.d2.loss_cls: 0.9258, decode.d2.loss_mask: 0.7631, decode.d2.loss_dice: 1.1365, decode.d3.loss_cls: 0.8754, decode.d3.loss_mask: 0.7586, decode.d3.loss_dice: 1.1172, decode.d4.loss_cls: 0.8652, decode.d4.loss_mask: 0.7577, decode.d4.loss_dice: 1.1174, decode.d5.loss_cls: 0.8674, decode.d5.loss_mask: 0.7511, decode.d5.loss_dice: 1.1085, decode.d6.loss_cls: 0.8530, decode.d6.loss_mask: 0.7474, decode.d6.loss_dice: 1.0965, decode.d7.loss_cls: 0.8442, decode.d7.loss_mask: 0.7493, decode.d7.loss_dice: 1.1028, decode.d8.loss_cls: 0.8450, decode.d8.loss_mask: 0.7452, decode.d8.loss_dice: 1.0939, loss: 29.7774, grad_norm: 121.7001 2023-11-26 16:13:42,596 - mmseg - INFO - Iter [38800/160000] lr: 2.890e-06, eta: 12:49:58, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8312, decode.loss_mask: 0.7772, decode.loss_dice: 1.1283, decode.d0.loss_cls: 2.8322, decode.d0.loss_mask: 0.8304, decode.d0.loss_dice: 1.3528, decode.d1.loss_cls: 0.9936, decode.d1.loss_mask: 0.8106, decode.d1.loss_dice: 1.2300, decode.d2.loss_cls: 0.8977, decode.d2.loss_mask: 0.7902, decode.d2.loss_dice: 1.1708, decode.d3.loss_cls: 0.8686, decode.d3.loss_mask: 0.7793, decode.d3.loss_dice: 1.1375, decode.d4.loss_cls: 0.8504, decode.d4.loss_mask: 0.7795, decode.d4.loss_dice: 1.1437, decode.d5.loss_cls: 0.8539, decode.d5.loss_mask: 0.7785, decode.d5.loss_dice: 1.1374, decode.d6.loss_cls: 0.8370, decode.d6.loss_mask: 0.7803, decode.d6.loss_dice: 1.1316, decode.d7.loss_cls: 0.8227, decode.d7.loss_mask: 0.7756, decode.d7.loss_dice: 1.1310, decode.d8.loss_cls: 0.8266, decode.d8.loss_mask: 0.7765, decode.d8.loss_dice: 1.1257, loss: 30.1805, grad_norm: 122.3222 2023-11-26 16:14:01,223 - mmseg - INFO - Iter [38850/160000] lr: 2.889e-06, eta: 12:49:38, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7767, decode.loss_mask: 0.7346, decode.loss_dice: 1.0677, decode.d0.loss_cls: 2.7647, decode.d0.loss_mask: 0.7975, decode.d0.loss_dice: 1.2810, decode.d1.loss_cls: 0.9676, decode.d1.loss_mask: 0.7702, decode.d1.loss_dice: 1.1673, decode.d2.loss_cls: 0.8629, decode.d2.loss_mask: 0.7441, decode.d2.loss_dice: 1.1094, decode.d3.loss_cls: 0.8137, decode.d3.loss_mask: 0.7446, decode.d3.loss_dice: 1.0819, decode.d4.loss_cls: 0.8034, decode.d4.loss_mask: 0.7393, decode.d4.loss_dice: 1.0778, decode.d5.loss_cls: 0.7853, decode.d5.loss_mask: 0.7398, decode.d5.loss_dice: 1.0794, decode.d6.loss_cls: 0.7823, decode.d6.loss_mask: 0.7403, decode.d6.loss_dice: 1.0717, decode.d7.loss_cls: 0.7787, decode.d7.loss_mask: 0.7392, decode.d7.loss_dice: 1.0704, decode.d8.loss_cls: 0.7663, decode.d8.loss_mask: 0.7379, decode.d8.loss_dice: 1.0703, loss: 28.6661, grad_norm: 113.1231 2023-11-26 16:14:19,643 - mmseg - INFO - Iter [38900/160000] lr: 2.888e-06, eta: 12:49:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8324, decode.loss_mask: 0.7388, decode.loss_dice: 1.0984, decode.d0.loss_cls: 2.8251, decode.d0.loss_mask: 0.8025, decode.d0.loss_dice: 1.3301, decode.d1.loss_cls: 1.0113, decode.d1.loss_mask: 0.7734, decode.d1.loss_dice: 1.1975, decode.d2.loss_cls: 0.9130, decode.d2.loss_mask: 0.7569, decode.d2.loss_dice: 1.1426, decode.d3.loss_cls: 0.8819, decode.d3.loss_mask: 0.7480, decode.d3.loss_dice: 1.1193, decode.d4.loss_cls: 0.8637, decode.d4.loss_mask: 0.7476, decode.d4.loss_dice: 1.1101, decode.d5.loss_cls: 0.8580, decode.d5.loss_mask: 0.7414, decode.d5.loss_dice: 1.1118, decode.d6.loss_cls: 0.8403, decode.d6.loss_mask: 0.7364, decode.d6.loss_dice: 1.0986, decode.d7.loss_cls: 0.8386, decode.d7.loss_mask: 0.7358, decode.d7.loss_dice: 1.0953, decode.d8.loss_cls: 0.8333, decode.d8.loss_mask: 0.7351, decode.d8.loss_dice: 1.0954, loss: 29.6122, grad_norm: 127.8307 2023-11-26 16:14:37,991 - mmseg - INFO - Iter [38950/160000] lr: 2.886e-06, eta: 12:48:55, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8384, decode.loss_mask: 0.7481, decode.loss_dice: 1.1135, decode.d0.loss_cls: 2.8499, decode.d0.loss_mask: 0.8022, decode.d0.loss_dice: 1.3249, decode.d1.loss_cls: 0.9931, decode.d1.loss_mask: 0.7810, decode.d1.loss_dice: 1.2098, decode.d2.loss_cls: 0.8966, decode.d2.loss_mask: 0.7589, decode.d2.loss_dice: 1.1539, decode.d3.loss_cls: 0.8716, decode.d3.loss_mask: 0.7532, decode.d3.loss_dice: 1.1209, decode.d4.loss_cls: 0.8622, decode.d4.loss_mask: 0.7482, decode.d4.loss_dice: 1.1204, decode.d5.loss_cls: 0.8433, decode.d5.loss_mask: 0.7479, decode.d5.loss_dice: 1.1259, decode.d6.loss_cls: 0.8426, decode.d6.loss_mask: 0.7450, decode.d6.loss_dice: 1.1170, decode.d7.loss_cls: 0.8312, decode.d7.loss_mask: 0.7483, decode.d7.loss_dice: 1.1175, decode.d8.loss_cls: 0.8296, decode.d8.loss_mask: 0.7445, decode.d8.loss_dice: 1.1163, loss: 29.7560, grad_norm: 113.5416 2023-11-26 16:14:56,419 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:14:56,420 - mmseg - INFO - Iter [39000/160000] lr: 2.885e-06, eta: 12:48:34, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.8078, decode.loss_mask: 0.7433, decode.loss_dice: 1.1163, decode.d0.loss_cls: 2.8327, decode.d0.loss_mask: 0.7996, decode.d0.loss_dice: 1.3430, decode.d1.loss_cls: 0.9735, decode.d1.loss_mask: 0.7798, decode.d1.loss_dice: 1.2257, decode.d2.loss_cls: 0.8864, decode.d2.loss_mask: 0.7631, decode.d2.loss_dice: 1.1666, decode.d3.loss_cls: 0.8549, decode.d3.loss_mask: 0.7522, decode.d3.loss_dice: 1.1344, decode.d4.loss_cls: 0.8297, decode.d4.loss_mask: 0.7500, decode.d4.loss_dice: 1.1373, decode.d5.loss_cls: 0.8331, decode.d5.loss_mask: 0.7476, decode.d5.loss_dice: 1.1305, decode.d6.loss_cls: 0.8105, decode.d6.loss_mask: 0.7448, decode.d6.loss_dice: 1.1191, decode.d7.loss_cls: 0.8051, decode.d7.loss_mask: 0.7497, decode.d7.loss_dice: 1.1179, decode.d8.loss_cls: 0.8066, decode.d8.loss_mask: 0.7438, decode.d8.loss_dice: 1.1209, loss: 29.6258, grad_norm: 120.9927 2023-11-26 16:15:14,800 - mmseg - INFO - Iter [39050/160000] lr: 2.884e-06, eta: 12:48:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8207, decode.loss_mask: 0.7308, decode.loss_dice: 1.0963, decode.d0.loss_cls: 2.8916, decode.d0.loss_mask: 0.7887, decode.d0.loss_dice: 1.3093, decode.d1.loss_cls: 0.9875, decode.d1.loss_mask: 0.7792, decode.d1.loss_dice: 1.1984, decode.d2.loss_cls: 0.8924, decode.d2.loss_mask: 0.7499, decode.d2.loss_dice: 1.1458, decode.d3.loss_cls: 0.8623, decode.d3.loss_mask: 0.7405, decode.d3.loss_dice: 1.1113, decode.d4.loss_cls: 0.8407, decode.d4.loss_mask: 0.7399, decode.d4.loss_dice: 1.1100, decode.d5.loss_cls: 0.8375, decode.d5.loss_mask: 0.7371, decode.d5.loss_dice: 1.1080, decode.d6.loss_cls: 0.8282, decode.d6.loss_mask: 0.7350, decode.d6.loss_dice: 1.0955, decode.d7.loss_cls: 0.8261, decode.d7.loss_mask: 0.7352, decode.d7.loss_dice: 1.0959, decode.d8.loss_cls: 0.8165, decode.d8.loss_mask: 0.7377, decode.d8.loss_dice: 1.0962, loss: 29.4443, grad_norm: 114.4584 2023-11-26 16:15:32,951 - mmseg - INFO - Iter [39100/160000] lr: 2.883e-06, eta: 12:47:51, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7996, decode.loss_mask: 0.7278, decode.loss_dice: 1.0711, decode.d0.loss_cls: 2.7930, decode.d0.loss_mask: 0.7800, decode.d0.loss_dice: 1.2866, decode.d1.loss_cls: 0.9560, decode.d1.loss_mask: 0.7664, decode.d1.loss_dice: 1.1745, decode.d2.loss_cls: 0.8535, decode.d2.loss_mask: 0.7562, decode.d2.loss_dice: 1.1171, decode.d3.loss_cls: 0.8278, decode.d3.loss_mask: 0.7444, decode.d3.loss_dice: 1.0824, decode.d4.loss_cls: 0.8133, decode.d4.loss_mask: 0.7377, decode.d4.loss_dice: 1.0804, decode.d5.loss_cls: 0.8101, decode.d5.loss_mask: 0.7365, decode.d5.loss_dice: 1.0795, decode.d6.loss_cls: 0.8113, decode.d6.loss_mask: 0.7309, decode.d6.loss_dice: 1.0661, decode.d7.loss_cls: 0.8072, decode.d7.loss_mask: 0.7304, decode.d7.loss_dice: 1.0694, decode.d8.loss_cls: 0.8102, decode.d8.loss_mask: 0.7316, decode.d8.loss_dice: 1.0703, loss: 28.8215, grad_norm: 122.2908 2023-11-26 16:15:51,068 - mmseg - INFO - Iter [39150/160000] lr: 2.882e-06, eta: 12:47:29, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8316, decode.loss_mask: 0.7463, decode.loss_dice: 1.1322, decode.d0.loss_cls: 2.8542, decode.d0.loss_mask: 0.7992, decode.d0.loss_dice: 1.3618, decode.d1.loss_cls: 0.9925, decode.d1.loss_mask: 0.7861, decode.d1.loss_dice: 1.2522, decode.d2.loss_cls: 0.9039, decode.d2.loss_mask: 0.7617, decode.d2.loss_dice: 1.1880, decode.d3.loss_cls: 0.8752, decode.d3.loss_mask: 0.7507, decode.d3.loss_dice: 1.1430, decode.d4.loss_cls: 0.8424, decode.d4.loss_mask: 0.7522, decode.d4.loss_dice: 1.1488, decode.d5.loss_cls: 0.8465, decode.d5.loss_mask: 0.7505, decode.d5.loss_dice: 1.1366, decode.d6.loss_cls: 0.8385, decode.d6.loss_mask: 0.7473, decode.d6.loss_dice: 1.1313, decode.d7.loss_cls: 0.8301, decode.d7.loss_mask: 0.7483, decode.d7.loss_dice: 1.1412, decode.d8.loss_cls: 0.8383, decode.d8.loss_mask: 0.7483, decode.d8.loss_dice: 1.1361, loss: 30.0149, grad_norm: 122.3686 2023-11-26 16:16:11,551 - mmseg - INFO - Iter [39200/160000] lr: 2.881e-06, eta: 12:47:15, time: 0.410, data_time: 0.055, memory: 36416, decode.loss_cls: 0.7849, decode.loss_mask: 0.7299, decode.loss_dice: 1.0815, decode.d0.loss_cls: 2.7887, decode.d0.loss_mask: 0.7850, decode.d0.loss_dice: 1.2968, decode.d1.loss_cls: 0.9286, decode.d1.loss_mask: 0.7703, decode.d1.loss_dice: 1.1915, decode.d2.loss_cls: 0.8543, decode.d2.loss_mask: 0.7499, decode.d2.loss_dice: 1.1310, decode.d3.loss_cls: 0.8150, decode.d3.loss_mask: 0.7426, decode.d3.loss_dice: 1.0960, decode.d4.loss_cls: 0.7946, decode.d4.loss_mask: 0.7384, decode.d4.loss_dice: 1.0987, decode.d5.loss_cls: 0.8041, decode.d5.loss_mask: 0.7374, decode.d5.loss_dice: 1.0896, decode.d6.loss_cls: 0.7937, decode.d6.loss_mask: 0.7318, decode.d6.loss_dice: 1.0820, decode.d7.loss_cls: 0.7844, decode.d7.loss_mask: 0.7296, decode.d7.loss_dice: 1.0824, decode.d8.loss_cls: 0.7841, decode.d8.loss_mask: 0.7294, decode.d8.loss_dice: 1.0778, loss: 28.8044, grad_norm: 119.6985 2023-11-26 16:16:30,027 - mmseg - INFO - Iter [39250/160000] lr: 2.879e-06, eta: 12:46:54, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7642, decode.loss_mask: 0.7176, decode.loss_dice: 1.0636, decode.d0.loss_cls: 2.7790, decode.d0.loss_mask: 0.7694, decode.d0.loss_dice: 1.2804, decode.d1.loss_cls: 0.9348, decode.d1.loss_mask: 0.7518, decode.d1.loss_dice: 1.1676, decode.d2.loss_cls: 0.8454, decode.d2.loss_mask: 0.7274, decode.d2.loss_dice: 1.1118, decode.d3.loss_cls: 0.8056, decode.d3.loss_mask: 0.7209, decode.d3.loss_dice: 1.0847, decode.d4.loss_cls: 0.7880, decode.d4.loss_mask: 0.7213, decode.d4.loss_dice: 1.0792, decode.d5.loss_cls: 0.7797, decode.d5.loss_mask: 0.7183, decode.d5.loss_dice: 1.0800, decode.d6.loss_cls: 0.7724, decode.d6.loss_mask: 0.7132, decode.d6.loss_dice: 1.0654, decode.d7.loss_cls: 0.7696, decode.d7.loss_mask: 0.7157, decode.d7.loss_dice: 1.0683, decode.d8.loss_cls: 0.7703, decode.d8.loss_mask: 0.7209, decode.d8.loss_dice: 1.0642, loss: 28.3507, grad_norm: 118.5121 2023-11-26 16:16:48,579 - mmseg - INFO - Iter [39300/160000] lr: 2.878e-06, eta: 12:46:33, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8120, decode.loss_mask: 0.7427, decode.loss_dice: 1.1046, decode.d0.loss_cls: 2.8354, decode.d0.loss_mask: 0.8115, decode.d0.loss_dice: 1.3439, decode.d1.loss_cls: 0.9800, decode.d1.loss_mask: 0.7856, decode.d1.loss_dice: 1.2162, decode.d2.loss_cls: 0.8877, decode.d2.loss_mask: 0.7583, decode.d2.loss_dice: 1.1576, decode.d3.loss_cls: 0.8548, decode.d3.loss_mask: 0.7527, decode.d3.loss_dice: 1.1253, decode.d4.loss_cls: 0.8408, decode.d4.loss_mask: 0.7505, decode.d4.loss_dice: 1.1201, decode.d5.loss_cls: 0.8289, decode.d5.loss_mask: 0.7470, decode.d5.loss_dice: 1.1111, decode.d6.loss_cls: 0.8248, decode.d6.loss_mask: 0.7453, decode.d6.loss_dice: 1.1045, decode.d7.loss_cls: 0.8190, decode.d7.loss_mask: 0.7438, decode.d7.loss_dice: 1.1065, decode.d8.loss_cls: 0.8085, decode.d8.loss_mask: 0.7461, decode.d8.loss_dice: 1.1085, loss: 29.5738, grad_norm: 123.1179 2023-11-26 16:17:06,852 - mmseg - INFO - Iter [39350/160000] lr: 2.877e-06, eta: 12:46:12, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8457, decode.loss_mask: 0.7158, decode.loss_dice: 1.0928, decode.d0.loss_cls: 2.8693, decode.d0.loss_mask: 0.7556, decode.d0.loss_dice: 1.3194, decode.d1.loss_cls: 1.0222, decode.d1.loss_mask: 0.7505, decode.d1.loss_dice: 1.1986, decode.d2.loss_cls: 0.9215, decode.d2.loss_mask: 0.7268, decode.d2.loss_dice: 1.1413, decode.d3.loss_cls: 0.8795, decode.d3.loss_mask: 0.7220, decode.d3.loss_dice: 1.1019, decode.d4.loss_cls: 0.8560, decode.d4.loss_mask: 0.7227, decode.d4.loss_dice: 1.1080, decode.d5.loss_cls: 0.8583, decode.d5.loss_mask: 0.7228, decode.d5.loss_dice: 1.0954, decode.d6.loss_cls: 0.8476, decode.d6.loss_mask: 0.7202, decode.d6.loss_dice: 1.0907, decode.d7.loss_cls: 0.8414, decode.d7.loss_mask: 0.7162, decode.d7.loss_dice: 1.0959, decode.d8.loss_cls: 0.8412, decode.d8.loss_mask: 0.7162, decode.d8.loss_dice: 1.0987, loss: 29.3943, grad_norm: 112.6859 2023-11-26 16:17:25,231 - mmseg - INFO - Iter [39400/160000] lr: 2.876e-06, eta: 12:45:51, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8274, decode.loss_mask: 0.7224, decode.loss_dice: 1.0878, decode.d0.loss_cls: 2.9300, decode.d0.loss_mask: 0.7793, decode.d0.loss_dice: 1.3150, decode.d1.loss_cls: 0.9951, decode.d1.loss_mask: 0.7532, decode.d1.loss_dice: 1.1901, decode.d2.loss_cls: 0.8982, decode.d2.loss_mask: 0.7386, decode.d2.loss_dice: 1.1341, decode.d3.loss_cls: 0.8586, decode.d3.loss_mask: 0.7271, decode.d3.loss_dice: 1.0999, decode.d4.loss_cls: 0.8456, decode.d4.loss_mask: 0.7267, decode.d4.loss_dice: 1.1028, decode.d5.loss_cls: 0.8364, decode.d5.loss_mask: 0.7270, decode.d5.loss_dice: 1.1050, decode.d6.loss_cls: 0.8310, decode.d6.loss_mask: 0.7258, decode.d6.loss_dice: 1.0867, decode.d7.loss_cls: 0.8220, decode.d7.loss_mask: 0.7219, decode.d7.loss_dice: 1.0901, decode.d8.loss_cls: 0.8179, decode.d8.loss_mask: 0.7233, decode.d8.loss_dice: 1.0891, loss: 29.3081, grad_norm: 111.0378 2023-11-26 16:17:43,550 - mmseg - INFO - Iter [39450/160000] lr: 2.875e-06, eta: 12:45:29, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8385, decode.loss_mask: 0.7436, decode.loss_dice: 1.0988, decode.d0.loss_cls: 2.8317, decode.d0.loss_mask: 0.8168, decode.d0.loss_dice: 1.3223, decode.d1.loss_cls: 1.0160, decode.d1.loss_mask: 0.7931, decode.d1.loss_dice: 1.1985, decode.d2.loss_cls: 0.9131, decode.d2.loss_mask: 0.7716, decode.d2.loss_dice: 1.1468, decode.d3.loss_cls: 0.8802, decode.d3.loss_mask: 0.7593, decode.d3.loss_dice: 1.1190, decode.d4.loss_cls: 0.8666, decode.d4.loss_mask: 0.7579, decode.d4.loss_dice: 1.1144, decode.d5.loss_cls: 0.8479, decode.d5.loss_mask: 0.7621, decode.d5.loss_dice: 1.1157, decode.d6.loss_cls: 0.8567, decode.d6.loss_mask: 0.7486, decode.d6.loss_dice: 1.0985, decode.d7.loss_cls: 0.8367, decode.d7.loss_mask: 0.7516, decode.d7.loss_dice: 1.0998, decode.d8.loss_cls: 0.8397, decode.d8.loss_mask: 0.7492, decode.d8.loss_dice: 1.1035, loss: 29.7980, grad_norm: 111.7913 2023-11-26 16:18:01,945 - mmseg - INFO - Iter [39500/160000] lr: 2.873e-06, eta: 12:45:08, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8185, decode.loss_mask: 0.7374, decode.loss_dice: 1.0959, decode.d0.loss_cls: 2.8640, decode.d0.loss_mask: 0.7831, decode.d0.loss_dice: 1.3347, decode.d1.loss_cls: 0.9839, decode.d1.loss_mask: 0.7779, decode.d1.loss_dice: 1.2199, decode.d2.loss_cls: 0.8934, decode.d2.loss_mask: 0.7551, decode.d2.loss_dice: 1.1541, decode.d3.loss_cls: 0.8576, decode.d3.loss_mask: 0.7445, decode.d3.loss_dice: 1.1184, decode.d4.loss_cls: 0.8357, decode.d4.loss_mask: 0.7427, decode.d4.loss_dice: 1.1138, decode.d5.loss_cls: 0.8322, decode.d5.loss_mask: 0.7381, decode.d5.loss_dice: 1.1113, decode.d6.loss_cls: 0.8220, decode.d6.loss_mask: 0.7392, decode.d6.loss_dice: 1.1021, decode.d7.loss_cls: 0.8244, decode.d7.loss_mask: 0.7371, decode.d7.loss_dice: 1.0996, decode.d8.loss_cls: 0.8195, decode.d8.loss_mask: 0.7396, decode.d8.loss_dice: 1.1022, loss: 29.4979, grad_norm: 108.7183 2023-11-26 16:18:20,373 - mmseg - INFO - Iter [39550/160000] lr: 2.872e-06, eta: 12:44:48, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7970, decode.loss_mask: 0.7236, decode.loss_dice: 1.0969, decode.d0.loss_cls: 2.9155, decode.d0.loss_mask: 0.7762, decode.d0.loss_dice: 1.3259, decode.d1.loss_cls: 0.9479, decode.d1.loss_mask: 0.7580, decode.d1.loss_dice: 1.2053, decode.d2.loss_cls: 0.8591, decode.d2.loss_mask: 0.7346, decode.d2.loss_dice: 1.1504, decode.d3.loss_cls: 0.8367, decode.d3.loss_mask: 0.7266, decode.d3.loss_dice: 1.1122, decode.d4.loss_cls: 0.8168, decode.d4.loss_mask: 0.7230, decode.d4.loss_dice: 1.1123, decode.d5.loss_cls: 0.8113, decode.d5.loss_mask: 0.7251, decode.d5.loss_dice: 1.1068, decode.d6.loss_cls: 0.8022, decode.d6.loss_mask: 0.7254, decode.d6.loss_dice: 1.0982, decode.d7.loss_cls: 0.7951, decode.d7.loss_mask: 0.7244, decode.d7.loss_dice: 1.0993, decode.d8.loss_cls: 0.7926, decode.d8.loss_mask: 0.7221, decode.d8.loss_dice: 1.1029, loss: 29.1234, grad_norm: 109.9031 2023-11-26 16:18:38,678 - mmseg - INFO - Iter [39600/160000] lr: 2.871e-06, eta: 12:44:26, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8036, decode.loss_mask: 0.7487, decode.loss_dice: 1.0830, decode.d0.loss_cls: 2.8528, decode.d0.loss_mask: 0.8023, decode.d0.loss_dice: 1.3157, decode.d1.loss_cls: 0.9874, decode.d1.loss_mask: 0.7917, decode.d1.loss_dice: 1.1950, decode.d2.loss_cls: 0.8856, decode.d2.loss_mask: 0.7672, decode.d2.loss_dice: 1.1336, decode.d3.loss_cls: 0.8370, decode.d3.loss_mask: 0.7590, decode.d3.loss_dice: 1.0999, decode.d4.loss_cls: 0.8219, decode.d4.loss_mask: 0.7562, decode.d4.loss_dice: 1.0999, decode.d5.loss_cls: 0.8197, decode.d5.loss_mask: 0.7544, decode.d5.loss_dice: 1.0970, decode.d6.loss_cls: 0.8103, decode.d6.loss_mask: 0.7544, decode.d6.loss_dice: 1.0867, decode.d7.loss_cls: 0.7995, decode.d7.loss_mask: 0.7555, decode.d7.loss_dice: 1.0836, decode.d8.loss_cls: 0.7969, decode.d8.loss_mask: 0.7542, decode.d8.loss_dice: 1.0852, loss: 29.3378, grad_norm: 123.7160 2023-11-26 16:18:57,103 - mmseg - INFO - Iter [39650/160000] lr: 2.870e-06, eta: 12:44:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7748, decode.loss_mask: 0.7193, decode.loss_dice: 1.0803, decode.d0.loss_cls: 2.7644, decode.d0.loss_mask: 0.7781, decode.d0.loss_dice: 1.2863, decode.d1.loss_cls: 0.9627, decode.d1.loss_mask: 0.7646, decode.d1.loss_dice: 1.1636, decode.d2.loss_cls: 0.8436, decode.d2.loss_mask: 0.7373, decode.d2.loss_dice: 1.1189, decode.d3.loss_cls: 0.8197, decode.d3.loss_mask: 0.7305, decode.d3.loss_dice: 1.0853, decode.d4.loss_cls: 0.8149, decode.d4.loss_mask: 0.7254, decode.d4.loss_dice: 1.0811, decode.d5.loss_cls: 0.7956, decode.d5.loss_mask: 0.7221, decode.d5.loss_dice: 1.0860, decode.d6.loss_cls: 0.7734, decode.d6.loss_mask: 0.7233, decode.d6.loss_dice: 1.0829, decode.d7.loss_cls: 0.7768, decode.d7.loss_mask: 0.7186, decode.d7.loss_dice: 1.0814, decode.d8.loss_cls: 0.7718, decode.d8.loss_mask: 0.7213, decode.d8.loss_dice: 1.0782, loss: 28.5823, grad_norm: 123.6728 2023-11-26 16:19:15,752 - mmseg - INFO - Iter [39700/160000] lr: 2.869e-06, eta: 12:43:45, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7911, decode.loss_mask: 0.7447, decode.loss_dice: 1.1132, decode.d0.loss_cls: 2.8711, decode.d0.loss_mask: 0.8034, decode.d0.loss_dice: 1.3400, decode.d1.loss_cls: 0.9884, decode.d1.loss_mask: 0.7773, decode.d1.loss_dice: 1.2263, decode.d2.loss_cls: 0.8897, decode.d2.loss_mask: 0.7598, decode.d2.loss_dice: 1.1682, decode.d3.loss_cls: 0.8466, decode.d3.loss_mask: 0.7500, decode.d3.loss_dice: 1.1282, decode.d4.loss_cls: 0.8341, decode.d4.loss_mask: 0.7439, decode.d4.loss_dice: 1.1248, decode.d5.loss_cls: 0.8197, decode.d5.loss_mask: 0.7452, decode.d5.loss_dice: 1.1273, decode.d6.loss_cls: 0.8085, decode.d6.loss_mask: 0.7438, decode.d6.loss_dice: 1.1125, decode.d7.loss_cls: 0.7979, decode.d7.loss_mask: 0.7457, decode.d7.loss_dice: 1.1143, decode.d8.loss_cls: 0.7936, decode.d8.loss_mask: 0.7439, decode.d8.loss_dice: 1.1148, loss: 29.5679, grad_norm: 119.3422 2023-11-26 16:19:33,977 - mmseg - INFO - Iter [39750/160000] lr: 2.867e-06, eta: 12:43:23, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8000, decode.loss_mask: 0.7411, decode.loss_dice: 1.1091, decode.d0.loss_cls: 2.8312, decode.d0.loss_mask: 0.8004, decode.d0.loss_dice: 1.3254, decode.d1.loss_cls: 0.9878, decode.d1.loss_mask: 0.7805, decode.d1.loss_dice: 1.2136, decode.d2.loss_cls: 0.8787, decode.d2.loss_mask: 0.7658, decode.d2.loss_dice: 1.1612, decode.d3.loss_cls: 0.8486, decode.d3.loss_mask: 0.7534, decode.d3.loss_dice: 1.1293, decode.d4.loss_cls: 0.8291, decode.d4.loss_mask: 0.7503, decode.d4.loss_dice: 1.1306, decode.d5.loss_cls: 0.8224, decode.d5.loss_mask: 0.7481, decode.d5.loss_dice: 1.1252, decode.d6.loss_cls: 0.8117, decode.d6.loss_mask: 0.7436, decode.d6.loss_dice: 1.1105, decode.d7.loss_cls: 0.8070, decode.d7.loss_mask: 0.7406, decode.d7.loss_dice: 1.1124, decode.d8.loss_cls: 0.8078, decode.d8.loss_mask: 0.7391, decode.d8.loss_dice: 1.1132, loss: 29.5177, grad_norm: 126.6262 2023-11-26 16:19:52,242 - mmseg - INFO - Iter [39800/160000] lr: 2.866e-06, eta: 12:43:02, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7808, decode.loss_mask: 0.7331, decode.loss_dice: 1.0957, decode.d0.loss_cls: 2.8275, decode.d0.loss_mask: 0.7875, decode.d0.loss_dice: 1.3230, decode.d1.loss_cls: 0.9708, decode.d1.loss_mask: 0.7695, decode.d1.loss_dice: 1.2099, decode.d2.loss_cls: 0.8682, decode.d2.loss_mask: 0.7441, decode.d2.loss_dice: 1.1495, decode.d3.loss_cls: 0.8195, decode.d3.loss_mask: 0.7402, decode.d3.loss_dice: 1.1247, decode.d4.loss_cls: 0.7941, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.1185, decode.d5.loss_cls: 0.7953, decode.d5.loss_mask: 0.7367, decode.d5.loss_dice: 1.1140, decode.d6.loss_cls: 0.7937, decode.d6.loss_mask: 0.7352, decode.d6.loss_dice: 1.1058, decode.d7.loss_cls: 0.7943, decode.d7.loss_mask: 0.7324, decode.d7.loss_dice: 1.1072, decode.d8.loss_cls: 0.7888, decode.d8.loss_mask: 0.7320, decode.d8.loss_dice: 1.1061, loss: 29.1353, grad_norm: 117.3300 2023-11-26 16:20:10,570 - mmseg - INFO - Iter [39850/160000] lr: 2.865e-06, eta: 12:42:41, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8174, decode.loss_mask: 0.7395, decode.loss_dice: 1.1014, decode.d0.loss_cls: 2.8530, decode.d0.loss_mask: 0.7950, decode.d0.loss_dice: 1.3176, decode.d1.loss_cls: 0.9907, decode.d1.loss_mask: 0.7753, decode.d1.loss_dice: 1.1909, decode.d2.loss_cls: 0.8711, decode.d2.loss_mask: 0.7624, decode.d2.loss_dice: 1.1409, decode.d3.loss_cls: 0.8405, decode.d3.loss_mask: 0.7504, decode.d3.loss_dice: 1.1102, decode.d4.loss_cls: 0.8263, decode.d4.loss_mask: 0.7481, decode.d4.loss_dice: 1.1107, decode.d5.loss_cls: 0.8243, decode.d5.loss_mask: 0.7486, decode.d5.loss_dice: 1.1067, decode.d6.loss_cls: 0.8206, decode.d6.loss_mask: 0.7434, decode.d6.loss_dice: 1.1009, decode.d7.loss_cls: 0.8185, decode.d7.loss_mask: 0.7426, decode.d7.loss_dice: 1.0992, decode.d8.loss_cls: 0.8091, decode.d8.loss_mask: 0.7427, decode.d8.loss_dice: 1.1045, loss: 29.4025, grad_norm: 120.0437 2023-11-26 16:20:28,756 - mmseg - INFO - Iter [39900/160000] lr: 2.864e-06, eta: 12:42:19, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8481, decode.loss_mask: 0.7231, decode.loss_dice: 1.0643, decode.d0.loss_cls: 2.9153, decode.d0.loss_mask: 0.7770, decode.d0.loss_dice: 1.3006, decode.d1.loss_cls: 1.0035, decode.d1.loss_mask: 0.7643, decode.d1.loss_dice: 1.1816, decode.d2.loss_cls: 0.9152, decode.d2.loss_mask: 0.7427, decode.d2.loss_dice: 1.1337, decode.d3.loss_cls: 0.8817, decode.d3.loss_mask: 0.7341, decode.d3.loss_dice: 1.0958, decode.d4.loss_cls: 0.8626, decode.d4.loss_mask: 0.7367, decode.d4.loss_dice: 1.0936, decode.d5.loss_cls: 0.8558, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.0899, decode.d6.loss_cls: 0.8495, decode.d6.loss_mask: 0.7249, decode.d6.loss_dice: 1.0748, decode.d7.loss_cls: 0.8418, decode.d7.loss_mask: 0.7272, decode.d7.loss_dice: 1.0728, decode.d8.loss_cls: 0.8467, decode.d8.loss_mask: 0.7237, decode.d8.loss_dice: 1.0758, loss: 29.3876, grad_norm: 115.6161 2023-11-26 16:20:46,998 - mmseg - INFO - Iter [39950/160000] lr: 2.863e-06, eta: 12:41:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7998, decode.loss_mask: 0.7363, decode.loss_dice: 1.0844, decode.d0.loss_cls: 2.8935, decode.d0.loss_mask: 0.7905, decode.d0.loss_dice: 1.3123, decode.d1.loss_cls: 0.9942, decode.d1.loss_mask: 0.7721, decode.d1.loss_dice: 1.1960, decode.d2.loss_cls: 0.8807, decode.d2.loss_mask: 0.7517, decode.d2.loss_dice: 1.1390, decode.d3.loss_cls: 0.8374, decode.d3.loss_mask: 0.7410, decode.d3.loss_dice: 1.1102, decode.d4.loss_cls: 0.8183, decode.d4.loss_mask: 0.7394, decode.d4.loss_dice: 1.1115, decode.d5.loss_cls: 0.8152, decode.d5.loss_mask: 0.7390, decode.d5.loss_dice: 1.1034, decode.d6.loss_cls: 0.8055, decode.d6.loss_mask: 0.7345, decode.d6.loss_dice: 1.0868, decode.d7.loss_cls: 0.8035, decode.d7.loss_mask: 0.7327, decode.d7.loss_dice: 1.0915, decode.d8.loss_cls: 0.7991, decode.d8.loss_mask: 0.7343, decode.d8.loss_dice: 1.0873, loss: 29.2412, grad_norm: 136.6770 2023-11-26 16:21:05,266 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-26 16:21:06,974 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:21:06,975 - mmseg - INFO - Iter [40000/160000] lr: 2.861e-06, eta: 12:41:42, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8107, decode.loss_mask: 0.7233, decode.loss_dice: 1.0795, decode.d0.loss_cls: 2.8429, decode.d0.loss_mask: 0.7820, decode.d0.loss_dice: 1.3065, decode.d1.loss_cls: 0.9902, decode.d1.loss_mask: 0.7627, decode.d1.loss_dice: 1.1899, decode.d2.loss_cls: 0.8846, decode.d2.loss_mask: 0.7397, decode.d2.loss_dice: 1.1349, decode.d3.loss_cls: 0.8429, decode.d3.loss_mask: 0.7345, decode.d3.loss_dice: 1.0959, decode.d4.loss_cls: 0.8287, decode.d4.loss_mask: 0.7299, decode.d4.loss_dice: 1.0949, decode.d5.loss_cls: 0.8288, decode.d5.loss_mask: 0.7274, decode.d5.loss_dice: 1.0932, decode.d6.loss_cls: 0.8277, decode.d6.loss_mask: 0.7233, decode.d6.loss_dice: 1.0773, decode.d7.loss_cls: 0.8070, decode.d7.loss_mask: 0.7217, decode.d7.loss_dice: 1.0808, decode.d8.loss_cls: 0.8093, decode.d8.loss_mask: 0.7221, decode.d8.loss_dice: 1.0893, loss: 29.0817, grad_norm: 118.0025 2023-11-26 16:21:23,790 - mmseg - INFO - per class results: 2023-11-26 16:21:23,796 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 75.83 | 81.69 | | building | 80.5 | 91.72 | | sky | 94.47 | 96.35 | | floor | 82.42 | 88.4 | | tree | 74.76 | 87.46 | | ceiling | 82.87 | 90.77 | | road | 82.63 | 89.6 | | bed | 90.37 | 95.25 | | windowpane | 60.02 | 79.15 | | grass | 70.03 | 86.47 | | cabinet | 62.17 | 76.64 | | sidewalk | 65.68 | 82.39 | | person | 83.05 | 89.88 | | earth | 32.84 | 43.18 | | door | 47.6 | 69.12 | | table | 59.77 | 75.9 | | mountain | 58.05 | 82.92 | | plant | 53.05 | 66.72 | | curtain | 75.76 | 86.08 | | chair | 58.92 | 73.66 | | car | 85.84 | 93.18 | | water | 53.21 | 72.63 | | painting | 66.12 | 90.83 | | sofa | 70.41 | 85.87 | | shelf | 34.84 | 47.01 | | house | 45.8 | 74.49 | | sea | 55.31 | 78.01 | | mirror | 62.36 | 77.94 | | rug | 62.74 | 74.62 | | field | 27.49 | 45.63 | | armchair | 42.66 | 62.8 | | seat | 62.45 | 88.91 | | fence | 45.95 | 61.58 | | desk | 42.34 | 71.98 | | rock | 44.95 | 63.46 | | wardrobe | 59.21 | 72.16 | | lamp | 66.25 | 81.49 | | bathtub | 76.56 | 85.37 | | railing | 25.87 | 39.97 | | cushion | 61.45 | 73.18 | | base | 31.37 | 72.46 | | box | 26.71 | 43.15 | | column | 40.36 | 51.47 | | signboard | 37.05 | 60.79 | | chest of drawers | 44.1 | 66.67 | | counter | 31.65 | 47.41 | | sand | 30.46 | 46.93 | | sink | 75.83 | 85.33 | | skyscraper | 25.15 | 27.65 | | fireplace | 68.22 | 93.52 | | refrigerator | 82.31 | 93.13 | | grandstand | 32.66 | 75.62 | | path | 20.52 | 34.2 | | stairs | 41.37 | 56.23 | | runway | 74.14 | 95.91 | | case | 47.93 | 63.25 | | pool table | 94.54 | 97.03 | | pillow | 60.34 | 71.66 | | screen door | 53.05 | 83.31 | | stairway | 32.28 | 44.41 | | river | 13.85 | 20.95 | | bridge | 78.9 | 88.19 | | bookcase | 27.63 | 56.27 | | blind | 42.38 | 49.39 | | coffee table | 62.08 | 78.58 | | toilet | 88.8 | 92.69 | | flower | 38.47 | 52.32 | | book | 46.61 | 75.28 | | hill | 8.23 | 14.0 | | bench | 51.36 | 68.2 | | countertop | 59.1 | 73.39 | | stove | 74.79 | 88.48 | | palm | 50.52 | 74.0 | | kitchen island | 40.15 | 79.29 | | computer | 75.47 | 85.91 | | swivel chair | 45.2 | 72.61 | | boat | 56.94 | 89.6 | | bar | 30.43 | 33.71 | | arcade machine | 32.69 | 36.4 | | hovel | 5.2 | 7.3 | | bus | 88.55 | 95.05 | | towel | 78.03 | 85.59 | | light | 57.88 | 81.82 | | truck | 38.41 | 52.54 | | tower | 27.65 | 36.57 | | chandelier | 66.89 | 85.36 | | awning | 35.55 | 55.4 | | streetlight | 31.88 | 54.35 | | booth | 20.84 | 41.89 | | television receiver | 68.29 | 78.9 | | airplane | 50.7 | 74.44 | | dirt track | 4.57 | 8.43 | | apparel | 23.68 | 49.42 | | pole | 27.27 | 45.58 | | land | 4.72 | 5.63 | | bannister | 11.91 | 32.95 | | escalator | 47.7 | 54.9 | | ottoman | 60.49 | 72.93 | | bottle | 23.19 | 31.61 | | buffet | 37.97 | 49.3 | | poster | 13.71 | 16.48 | | stage | 9.18 | 38.45 | | van | 50.08 | 71.46 | | ship | 6.64 | 6.68 | | fountain | 35.5 | 51.36 | | conveyer belt | 45.11 | 62.9 | | canopy | 22.76 | 45.45 | | washer | 74.93 | 76.55 | | plaything | 19.55 | 31.99 | | swimming pool | 59.42 | 85.48 | | stool | 50.96 | 65.96 | | barrel | 40.64 | 74.34 | | basket | 32.79 | 54.45 | | waterfall | 39.73 | 52.76 | | tent | 78.0 | 97.71 | | bag | 19.2 | 26.55 | | minibike | 64.0 | 86.96 | | cradle | 85.62 | 97.95 | | oven | 23.87 | 69.23 | | ball | 52.62 | 65.41 | | food | 65.97 | 78.04 | | step | 16.35 | 21.51 | | tank | 30.85 | 39.98 | | trade name | 29.72 | 36.43 | | microwave | 40.67 | 45.27 | | pot | 34.11 | 44.49 | | animal | 66.46 | 69.41 | | bicycle | 59.82 | 81.87 | | lake | 0.0 | 0.0 | | dishwasher | 70.1 | 80.7 | | screen | 39.47 | 60.75 | | blanket | 32.22 | 40.31 | | sculpture | 50.26 | 84.7 | | hood | 59.71 | 69.62 | | sconce | 51.31 | 63.09 | | vase | 45.09 | 65.79 | | traffic light | 35.55 | 63.51 | | tray | 13.84 | 28.01 | | ashcan | 42.86 | 62.62 | | fan | 56.85 | 83.16 | | pier | 4.28 | 18.0 | | crt screen | 1.11 | 3.44 | | plate | 57.1 | 80.72 | | monitor | 1.74 | 1.9 | | bulletin board | 33.31 | 50.38 | | shower | 12.21 | 25.42 | | radiator | 68.02 | 79.57 | | glass | 20.13 | 27.3 | | clock | 29.51 | 43.13 | | flag | 47.12 | 53.57 | +---------------------+-------+-------+ 2023-11-26 16:21:23,796 - mmseg - INFO - Summary: 2023-11-26 16:21:23,796 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.12 | 47.38 | 62.63 | +-------+-------+-------+ 2023-11-26 16:21:23,797 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:21:23,797 - mmseg - INFO - Iter(val) [250] aAcc: 0.8212, mIoU: 0.4738, mAcc: 0.6263, IoU.wall: 0.7583, IoU.building: 0.8050, IoU.sky: 0.9447, IoU.floor: 0.8242, IoU.tree: 0.7476, IoU.ceiling: 0.8287, IoU.road: 0.8263, IoU.bed : 0.9037, IoU.windowpane: 0.6002, IoU.grass: 0.7003, IoU.cabinet: 0.6217, IoU.sidewalk: 0.6568, IoU.person: 0.8305, IoU.earth: 0.3284, IoU.door: 0.4760, IoU.table: 0.5977, IoU.mountain: 0.5805, IoU.plant: 0.5305, IoU.curtain: 0.7576, IoU.chair: 0.5892, IoU.car: 0.8584, IoU.water: 0.5321, IoU.painting: 0.6612, IoU.sofa: 0.7041, IoU.shelf: 0.3484, IoU.house: 0.4580, IoU.sea: 0.5531, IoU.mirror: 0.6236, IoU.rug: 0.6274, IoU.field: 0.2749, IoU.armchair: 0.4266, IoU.seat: 0.6245, IoU.fence: 0.4595, IoU.desk: 0.4234, IoU.rock: 0.4495, IoU.wardrobe: 0.5921, IoU.lamp: 0.6625, IoU.bathtub: 0.7656, IoU.railing: 0.2587, IoU.cushion: 0.6145, IoU.base: 0.3137, IoU.box: 0.2671, IoU.column: 0.4036, IoU.signboard: 0.3705, IoU.chest of drawers: 0.4410, IoU.counter: 0.3165, IoU.sand: 0.3046, IoU.sink: 0.7583, IoU.skyscraper: 0.2515, IoU.fireplace: 0.6822, IoU.refrigerator: 0.8231, IoU.grandstand: 0.3266, IoU.path: 0.2052, IoU.stairs: 0.4137, IoU.runway: 0.7414, IoU.case: 0.4793, IoU.pool table: 0.9454, IoU.pillow: 0.6034, IoU.screen door: 0.5305, IoU.stairway: 0.3228, IoU.river: 0.1385, IoU.bridge: 0.7890, IoU.bookcase: 0.2763, IoU.blind: 0.4238, IoU.coffee table: 0.6208, IoU.toilet: 0.8880, IoU.flower: 0.3847, IoU.book: 0.4661, IoU.hill: 0.0823, IoU.bench: 0.5136, IoU.countertop: 0.5910, IoU.stove: 0.7479, IoU.palm: 0.5052, IoU.kitchen island: 0.4015, IoU.computer: 0.7547, IoU.swivel chair: 0.4520, IoU.boat: 0.5694, IoU.bar: 0.3043, IoU.arcade machine: 0.3269, IoU.hovel: 0.0520, IoU.bus: 0.8855, IoU.towel: 0.7803, IoU.light: 0.5788, IoU.truck: 0.3841, IoU.tower: 0.2765, IoU.chandelier: 0.6689, IoU.awning: 0.3555, IoU.streetlight: 0.3188, IoU.booth: 0.2084, IoU.television receiver: 0.6829, IoU.airplane: 0.5070, IoU.dirt track: 0.0457, IoU.apparel: 0.2368, IoU.pole: 0.2727, IoU.land: 0.0472, IoU.bannister: 0.1191, IoU.escalator: 0.4770, IoU.ottoman: 0.6049, IoU.bottle: 0.2319, IoU.buffet: 0.3797, IoU.poster: 0.1371, IoU.stage: 0.0918, IoU.van: 0.5008, IoU.ship: 0.0664, IoU.fountain: 0.3550, IoU.conveyer belt: 0.4511, IoU.canopy: 0.2276, IoU.washer: 0.7493, IoU.plaything: 0.1955, IoU.swimming pool: 0.5942, IoU.stool: 0.5096, IoU.barrel: 0.4064, IoU.basket: 0.3279, IoU.waterfall: 0.3973, IoU.tent: 0.7800, IoU.bag: 0.1920, IoU.minibike: 0.6400, IoU.cradle: 0.8562, IoU.oven: 0.2387, IoU.ball: 0.5262, IoU.food: 0.6597, IoU.step: 0.1635, IoU.tank: 0.3085, IoU.trade name: 0.2972, IoU.microwave: 0.4067, IoU.pot: 0.3411, IoU.animal: 0.6646, IoU.bicycle: 0.5982, IoU.lake: 0.0000, IoU.dishwasher: 0.7010, IoU.screen: 0.3947, IoU.blanket: 0.3222, IoU.sculpture: 0.5026, IoU.hood: 0.5971, IoU.sconce: 0.5131, IoU.vase: 0.4509, IoU.traffic light: 0.3555, IoU.tray: 0.1384, IoU.ashcan: 0.4286, IoU.fan: 0.5685, IoU.pier: 0.0428, IoU.crt screen: 0.0111, IoU.plate: 0.5710, IoU.monitor: 0.0174, IoU.bulletin board: 0.3331, IoU.shower: 0.1221, IoU.radiator: 0.6802, IoU.glass: 0.2013, IoU.clock: 0.2951, IoU.flag: 0.4712, Acc.wall: 0.8169, Acc.building: 0.9172, Acc.sky: 0.9635, Acc.floor: 0.8840, Acc.tree: 0.8746, Acc.ceiling: 0.9077, Acc.road: 0.8960, Acc.bed : 0.9525, Acc.windowpane: 0.7915, Acc.grass: 0.8647, Acc.cabinet: 0.7664, Acc.sidewalk: 0.8239, Acc.person: 0.8988, Acc.earth: 0.4318, Acc.door: 0.6912, Acc.table: 0.7590, Acc.mountain: 0.8292, Acc.plant: 0.6672, Acc.curtain: 0.8608, Acc.chair: 0.7366, Acc.car: 0.9318, Acc.water: 0.7263, Acc.painting: 0.9083, Acc.sofa: 0.8587, Acc.shelf: 0.4701, Acc.house: 0.7449, Acc.sea: 0.7801, Acc.mirror: 0.7794, Acc.rug: 0.7462, Acc.field: 0.4563, Acc.armchair: 0.6280, Acc.seat: 0.8891, Acc.fence: 0.6158, Acc.desk: 0.7198, Acc.rock: 0.6346, Acc.wardrobe: 0.7216, Acc.lamp: 0.8149, Acc.bathtub: 0.8537, Acc.railing: 0.3997, Acc.cushion: 0.7318, Acc.base: 0.7246, Acc.box: 0.4315, Acc.column: 0.5147, Acc.signboard: 0.6079, Acc.chest of drawers: 0.6667, Acc.counter: 0.4741, Acc.sand: 0.4693, Acc.sink: 0.8533, Acc.skyscraper: 0.2765, Acc.fireplace: 0.9352, Acc.refrigerator: 0.9313, Acc.grandstand: 0.7562, Acc.path: 0.3420, Acc.stairs: 0.5623, Acc.runway: 0.9591, Acc.case: 0.6325, Acc.pool table: 0.9703, Acc.pillow: 0.7166, Acc.screen door: 0.8331, Acc.stairway: 0.4441, Acc.river: 0.2095, Acc.bridge: 0.8819, Acc.bookcase: 0.5627, Acc.blind: 0.4939, Acc.coffee table: 0.7858, Acc.toilet: 0.9269, Acc.flower: 0.5232, Acc.book: 0.7528, Acc.hill: 0.1400, Acc.bench: 0.6820, Acc.countertop: 0.7339, Acc.stove: 0.8848, Acc.palm: 0.7400, Acc.kitchen island: 0.7929, Acc.computer: 0.8591, Acc.swivel chair: 0.7261, Acc.boat: 0.8960, Acc.bar: 0.3371, Acc.arcade machine: 0.3640, Acc.hovel: 0.0730, Acc.bus: 0.9505, Acc.towel: 0.8559, Acc.light: 0.8182, Acc.truck: 0.5254, Acc.tower: 0.3657, Acc.chandelier: 0.8536, Acc.awning: 0.5540, Acc.streetlight: 0.5435, Acc.booth: 0.4189, Acc.television receiver: 0.7890, Acc.airplane: 0.7444, Acc.dirt track: 0.0843, Acc.apparel: 0.4942, Acc.pole: 0.4558, Acc.land: 0.0563, Acc.bannister: 0.3295, Acc.escalator: 0.5490, Acc.ottoman: 0.7293, Acc.bottle: 0.3161, Acc.buffet: 0.4930, Acc.poster: 0.1648, Acc.stage: 0.3845, Acc.van: 0.7146, Acc.ship: 0.0668, Acc.fountain: 0.5136, Acc.conveyer belt: 0.6290, Acc.canopy: 0.4545, Acc.washer: 0.7655, Acc.plaything: 0.3199, Acc.swimming pool: 0.8548, Acc.stool: 0.6596, Acc.barrel: 0.7434, Acc.basket: 0.5445, Acc.waterfall: 0.5276, Acc.tent: 0.9771, Acc.bag: 0.2655, Acc.minibike: 0.8696, Acc.cradle: 0.9795, Acc.oven: 0.6923, Acc.ball: 0.6541, Acc.food: 0.7804, Acc.step: 0.2151, Acc.tank: 0.3998, Acc.trade name: 0.3643, Acc.microwave: 0.4527, Acc.pot: 0.4449, Acc.animal: 0.6941, Acc.bicycle: 0.8187, Acc.lake: 0.0000, Acc.dishwasher: 0.8070, Acc.screen: 0.6075, Acc.blanket: 0.4031, Acc.sculpture: 0.8470, Acc.hood: 0.6962, Acc.sconce: 0.6309, Acc.vase: 0.6579, Acc.traffic light: 0.6351, Acc.tray: 0.2801, Acc.ashcan: 0.6262, Acc.fan: 0.8316, Acc.pier: 0.1800, Acc.crt screen: 0.0344, Acc.plate: 0.8072, Acc.monitor: 0.0190, Acc.bulletin board: 0.5038, Acc.shower: 0.2542, Acc.radiator: 0.7957, Acc.glass: 0.2730, Acc.clock: 0.4313, Acc.flag: 0.5357 2023-11-26 16:21:42,291 - mmseg - INFO - Iter [40050/160000] lr: 2.860e-06, eta: 12:42:11, time: 0.706, data_time: 0.346, memory: 36416, decode.loss_cls: 0.7941, decode.loss_mask: 0.7076, decode.loss_dice: 1.0709, decode.d0.loss_cls: 2.8065, decode.d0.loss_mask: 0.7535, decode.d0.loss_dice: 1.2935, decode.d1.loss_cls: 0.9799, decode.d1.loss_mask: 0.7487, decode.d1.loss_dice: 1.1547, decode.d2.loss_cls: 0.8846, decode.d2.loss_mask: 0.7247, decode.d2.loss_dice: 1.1125, decode.d3.loss_cls: 0.8259, decode.d3.loss_mask: 0.7159, decode.d3.loss_dice: 1.0881, decode.d4.loss_cls: 0.8175, decode.d4.loss_mask: 0.7155, decode.d4.loss_dice: 1.0852, decode.d5.loss_cls: 0.8087, decode.d5.loss_mask: 0.7137, decode.d5.loss_dice: 1.0786, decode.d6.loss_cls: 0.7970, decode.d6.loss_mask: 0.7087, decode.d6.loss_dice: 1.0776, decode.d7.loss_cls: 0.7982, decode.d7.loss_mask: 0.7081, decode.d7.loss_dice: 1.0749, decode.d8.loss_cls: 0.7943, decode.d8.loss_mask: 0.7064, decode.d8.loss_dice: 1.0703, loss: 28.6155, grad_norm: 111.2777 2023-11-26 16:22:00,808 - mmseg - INFO - Iter [40100/160000] lr: 2.859e-06, eta: 12:41:51, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8268, decode.loss_mask: 0.7615, decode.loss_dice: 1.1102, decode.d0.loss_cls: 2.8357, decode.d0.loss_mask: 0.8094, decode.d0.loss_dice: 1.3313, decode.d1.loss_cls: 1.0025, decode.d1.loss_mask: 0.7946, decode.d1.loss_dice: 1.2000, decode.d2.loss_cls: 0.8859, decode.d2.loss_mask: 0.7810, decode.d2.loss_dice: 1.1546, decode.d3.loss_cls: 0.8478, decode.d3.loss_mask: 0.7763, decode.d3.loss_dice: 1.1291, decode.d4.loss_cls: 0.8476, decode.d4.loss_mask: 0.7660, decode.d4.loss_dice: 1.1300, decode.d5.loss_cls: 0.8339, decode.d5.loss_mask: 0.7681, decode.d5.loss_dice: 1.1289, decode.d6.loss_cls: 0.8262, decode.d6.loss_mask: 0.7641, decode.d6.loss_dice: 1.1193, decode.d7.loss_cls: 0.8240, decode.d7.loss_mask: 0.7618, decode.d7.loss_dice: 1.1134, decode.d8.loss_cls: 0.8248, decode.d8.loss_mask: 0.7616, decode.d8.loss_dice: 1.1130, loss: 29.8295, grad_norm: 119.2737 2023-11-26 16:22:18,935 - mmseg - INFO - Iter [40150/160000] lr: 2.858e-06, eta: 12:41:29, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8253, decode.loss_mask: 0.7431, decode.loss_dice: 1.0984, decode.d0.loss_cls: 2.8271, decode.d0.loss_mask: 0.8064, decode.d0.loss_dice: 1.3238, decode.d1.loss_cls: 0.9911, decode.d1.loss_mask: 0.7750, decode.d1.loss_dice: 1.2099, decode.d2.loss_cls: 0.9086, decode.d2.loss_mask: 0.7575, decode.d2.loss_dice: 1.1426, decode.d3.loss_cls: 0.8593, decode.d3.loss_mask: 0.7436, decode.d3.loss_dice: 1.1151, decode.d4.loss_cls: 0.8488, decode.d4.loss_mask: 0.7410, decode.d4.loss_dice: 1.1143, decode.d5.loss_cls: 0.8350, decode.d5.loss_mask: 0.7429, decode.d5.loss_dice: 1.1079, decode.d6.loss_cls: 0.8278, decode.d6.loss_mask: 0.7413, decode.d6.loss_dice: 1.0982, decode.d7.loss_cls: 0.8221, decode.d7.loss_mask: 0.7395, decode.d7.loss_dice: 1.0980, decode.d8.loss_cls: 0.8150, decode.d8.loss_mask: 0.7407, decode.d8.loss_dice: 1.0998, loss: 29.4987, grad_norm: 124.7937 2023-11-26 16:22:37,166 - mmseg - INFO - Iter [40200/160000] lr: 2.857e-06, eta: 12:41:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8194, decode.loss_mask: 0.7421, decode.loss_dice: 1.0946, decode.d0.loss_cls: 2.7858, decode.d0.loss_mask: 0.7947, decode.d0.loss_dice: 1.3053, decode.d1.loss_cls: 0.9762, decode.d1.loss_mask: 0.7760, decode.d1.loss_dice: 1.1941, decode.d2.loss_cls: 0.8843, decode.d2.loss_mask: 0.7491, decode.d2.loss_dice: 1.1469, decode.d3.loss_cls: 0.8543, decode.d3.loss_mask: 0.7423, decode.d3.loss_dice: 1.1071, decode.d4.loss_cls: 0.8479, decode.d4.loss_mask: 0.7405, decode.d4.loss_dice: 1.1082, decode.d5.loss_cls: 0.8312, decode.d5.loss_mask: 0.7444, decode.d5.loss_dice: 1.1094, decode.d6.loss_cls: 0.8361, decode.d6.loss_mask: 0.7356, decode.d6.loss_dice: 1.0881, decode.d7.loss_cls: 0.8296, decode.d7.loss_mask: 0.7395, decode.d7.loss_dice: 1.0894, decode.d8.loss_cls: 0.8207, decode.d8.loss_mask: 0.7397, decode.d8.loss_dice: 1.0929, loss: 29.3257, grad_norm: 113.9529 2023-11-26 16:22:55,359 - mmseg - INFO - Iter [40250/160000] lr: 2.855e-06, eta: 12:40:46, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7913, decode.loss_mask: 0.7286, decode.loss_dice: 1.1075, decode.d0.loss_cls: 2.8664, decode.d0.loss_mask: 0.7710, decode.d0.loss_dice: 1.3163, decode.d1.loss_cls: 0.9441, decode.d1.loss_mask: 0.7686, decode.d1.loss_dice: 1.2087, decode.d2.loss_cls: 0.8678, decode.d2.loss_mask: 0.7486, decode.d2.loss_dice: 1.1476, decode.d3.loss_cls: 0.8167, decode.d3.loss_mask: 0.7375, decode.d3.loss_dice: 1.1239, decode.d4.loss_cls: 0.8135, decode.d4.loss_mask: 0.7295, decode.d4.loss_dice: 1.1214, decode.d5.loss_cls: 0.8011, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.1125, decode.d6.loss_cls: 0.7848, decode.d6.loss_mask: 0.7358, decode.d6.loss_dice: 1.1036, decode.d7.loss_cls: 0.7884, decode.d7.loss_mask: 0.7293, decode.d7.loss_dice: 1.1091, decode.d8.loss_cls: 0.7814, decode.d8.loss_mask: 0.7337, decode.d8.loss_dice: 1.1108, loss: 29.1302, grad_norm: 114.4570 2023-11-26 16:23:13,557 - mmseg - INFO - Iter [40300/160000] lr: 2.854e-06, eta: 12:40:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8030, decode.loss_mask: 0.7546, decode.loss_dice: 1.1066, decode.d0.loss_cls: 2.7547, decode.d0.loss_mask: 0.8109, decode.d0.loss_dice: 1.3104, decode.d1.loss_cls: 0.9641, decode.d1.loss_mask: 0.7970, decode.d1.loss_dice: 1.2007, decode.d2.loss_cls: 0.8677, decode.d2.loss_mask: 0.7760, decode.d2.loss_dice: 1.1450, decode.d3.loss_cls: 0.8299, decode.d3.loss_mask: 0.7698, decode.d3.loss_dice: 1.1201, decode.d4.loss_cls: 0.8126, decode.d4.loss_mask: 0.7632, decode.d4.loss_dice: 1.1128, decode.d5.loss_cls: 0.8088, decode.d5.loss_mask: 0.7621, decode.d5.loss_dice: 1.1135, decode.d6.loss_cls: 0.8110, decode.d6.loss_mask: 0.7528, decode.d6.loss_dice: 1.1057, decode.d7.loss_cls: 0.8016, decode.d7.loss_mask: 0.7552, decode.d7.loss_dice: 1.1043, decode.d8.loss_cls: 0.8005, decode.d8.loss_mask: 0.7516, decode.d8.loss_dice: 1.1075, loss: 29.3736, grad_norm: 137.3649 2023-11-26 16:23:31,807 - mmseg - INFO - Iter [40350/160000] lr: 2.853e-06, eta: 12:40:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8108, decode.loss_mask: 0.7288, decode.loss_dice: 1.0955, decode.d0.loss_cls: 2.8750, decode.d0.loss_mask: 0.7943, decode.d0.loss_dice: 1.3314, decode.d1.loss_cls: 0.9675, decode.d1.loss_mask: 0.7678, decode.d1.loss_dice: 1.1966, decode.d2.loss_cls: 0.8705, decode.d2.loss_mask: 0.7472, decode.d2.loss_dice: 1.1443, decode.d3.loss_cls: 0.8479, decode.d3.loss_mask: 0.7368, decode.d3.loss_dice: 1.1175, decode.d4.loss_cls: 0.8278, decode.d4.loss_mask: 0.7363, decode.d4.loss_dice: 1.1165, decode.d5.loss_cls: 0.8290, decode.d5.loss_mask: 0.7301, decode.d5.loss_dice: 1.1071, decode.d6.loss_cls: 0.8083, decode.d6.loss_mask: 0.7315, decode.d6.loss_dice: 1.0961, decode.d7.loss_cls: 0.8012, decode.d7.loss_mask: 0.7328, decode.d7.loss_dice: 1.0973, decode.d8.loss_cls: 0.7976, decode.d8.loss_mask: 0.7298, decode.d8.loss_dice: 1.0952, loss: 29.2686, grad_norm: 112.4982 2023-11-26 16:23:50,020 - mmseg - INFO - Iter [40400/160000] lr: 2.852e-06, eta: 12:39:41, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8057, decode.loss_mask: 0.7311, decode.loss_dice: 1.0654, decode.d0.loss_cls: 2.7838, decode.d0.loss_mask: 0.7769, decode.d0.loss_dice: 1.2803, decode.d1.loss_cls: 0.9972, decode.d1.loss_mask: 0.7627, decode.d1.loss_dice: 1.1601, decode.d2.loss_cls: 0.8794, decode.d2.loss_mask: 0.7485, decode.d2.loss_dice: 1.1081, decode.d3.loss_cls: 0.8480, decode.d3.loss_mask: 0.7324, decode.d3.loss_dice: 1.0726, decode.d4.loss_cls: 0.8323, decode.d4.loss_mask: 0.7306, decode.d4.loss_dice: 1.0734, decode.d5.loss_cls: 0.8158, decode.d5.loss_mask: 0.7313, decode.d5.loss_dice: 1.0744, decode.d6.loss_cls: 0.8183, decode.d6.loss_mask: 0.7286, decode.d6.loss_dice: 1.0631, decode.d7.loss_cls: 0.8067, decode.d7.loss_mask: 0.7272, decode.d7.loss_dice: 1.0649, decode.d8.loss_cls: 0.7973, decode.d8.loss_mask: 0.7298, decode.d8.loss_dice: 1.0669, loss: 28.8131, grad_norm: 123.0720 2023-11-26 16:24:10,851 - mmseg - INFO - Iter [40450/160000] lr: 2.851e-06, eta: 12:39:27, time: 0.417, data_time: 0.053, memory: 36416, decode.loss_cls: 0.7692, decode.loss_mask: 0.7160, decode.loss_dice: 1.0640, decode.d0.loss_cls: 2.7886, decode.d0.loss_mask: 0.7721, decode.d0.loss_dice: 1.2870, decode.d1.loss_cls: 0.9469, decode.d1.loss_mask: 0.7463, decode.d1.loss_dice: 1.1679, decode.d2.loss_cls: 0.8509, decode.d2.loss_mask: 0.7308, decode.d2.loss_dice: 1.1106, decode.d3.loss_cls: 0.8081, decode.d3.loss_mask: 0.7258, decode.d3.loss_dice: 1.0820, decode.d4.loss_cls: 0.7957, decode.d4.loss_mask: 0.7219, decode.d4.loss_dice: 1.0806, decode.d5.loss_cls: 0.7772, decode.d5.loss_mask: 0.7200, decode.d5.loss_dice: 1.0793, decode.d6.loss_cls: 0.7694, decode.d6.loss_mask: 0.7182, decode.d6.loss_dice: 1.0658, decode.d7.loss_cls: 0.7659, decode.d7.loss_mask: 0.7158, decode.d7.loss_dice: 1.0671, decode.d8.loss_cls: 0.7628, decode.d8.loss_mask: 0.7171, decode.d8.loss_dice: 1.0642, loss: 28.3873, grad_norm: 112.4932 2023-11-26 16:24:29,577 - mmseg - INFO - Iter [40500/160000] lr: 2.850e-06, eta: 12:39:07, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7881, decode.loss_mask: 0.7210, decode.loss_dice: 1.0915, decode.d0.loss_cls: 2.8333, decode.d0.loss_mask: 0.7865, decode.d0.loss_dice: 1.3169, decode.d1.loss_cls: 0.9571, decode.d1.loss_mask: 0.7726, decode.d1.loss_dice: 1.1933, decode.d2.loss_cls: 0.8597, decode.d2.loss_mask: 0.7452, decode.d2.loss_dice: 1.1456, decode.d3.loss_cls: 0.8274, decode.d3.loss_mask: 0.7320, decode.d3.loss_dice: 1.1051, decode.d4.loss_cls: 0.7969, decode.d4.loss_mask: 0.7288, decode.d4.loss_dice: 1.1022, decode.d5.loss_cls: 0.7820, decode.d5.loss_mask: 0.7278, decode.d5.loss_dice: 1.1016, decode.d6.loss_cls: 0.7893, decode.d6.loss_mask: 0.7276, decode.d6.loss_dice: 1.0922, decode.d7.loss_cls: 0.7806, decode.d7.loss_mask: 0.7284, decode.d7.loss_dice: 1.0987, decode.d8.loss_cls: 0.7797, decode.d8.loss_mask: 0.7241, decode.d8.loss_dice: 1.0928, loss: 28.9283, grad_norm: 119.4551 2023-11-26 16:24:47,842 - mmseg - INFO - Iter [40550/160000] lr: 2.848e-06, eta: 12:38:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7732, decode.loss_mask: 0.7167, decode.loss_dice: 1.0794, decode.d0.loss_cls: 2.7841, decode.d0.loss_mask: 0.7695, decode.d0.loss_dice: 1.2870, decode.d1.loss_cls: 0.9403, decode.d1.loss_mask: 0.7601, decode.d1.loss_dice: 1.1766, decode.d2.loss_cls: 0.8457, decode.d2.loss_mask: 0.7383, decode.d2.loss_dice: 1.1276, decode.d3.loss_cls: 0.8155, decode.d3.loss_mask: 0.7306, decode.d3.loss_dice: 1.0935, decode.d4.loss_cls: 0.7935, decode.d4.loss_mask: 0.7250, decode.d4.loss_dice: 1.0984, decode.d5.loss_cls: 0.7885, decode.d5.loss_mask: 0.7242, decode.d5.loss_dice: 1.0938, decode.d6.loss_cls: 0.7756, decode.d6.loss_mask: 0.7242, decode.d6.loss_dice: 1.0811, decode.d7.loss_cls: 0.7769, decode.d7.loss_mask: 0.7178, decode.d7.loss_dice: 1.0764, decode.d8.loss_cls: 0.7694, decode.d8.loss_mask: 0.7177, decode.d8.loss_dice: 1.0770, loss: 28.5773, grad_norm: 115.7055 2023-11-26 16:25:05,989 - mmseg - INFO - Iter [40600/160000] lr: 2.847e-06, eta: 12:38:24, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7825, decode.loss_mask: 0.7236, decode.loss_dice: 1.0989, decode.d0.loss_cls: 2.8143, decode.d0.loss_mask: 0.7795, decode.d0.loss_dice: 1.3059, decode.d1.loss_cls: 0.9458, decode.d1.loss_mask: 0.7561, decode.d1.loss_dice: 1.1896, decode.d2.loss_cls: 0.8615, decode.d2.loss_mask: 0.7429, decode.d2.loss_dice: 1.1481, decode.d3.loss_cls: 0.8216, decode.d3.loss_mask: 0.7321, decode.d3.loss_dice: 1.1052, decode.d4.loss_cls: 0.8037, decode.d4.loss_mask: 0.7326, decode.d4.loss_dice: 1.1053, decode.d5.loss_cls: 0.7895, decode.d5.loss_mask: 0.7326, decode.d5.loss_dice: 1.1093, decode.d6.loss_cls: 0.7819, decode.d6.loss_mask: 0.7296, decode.d6.loss_dice: 1.0934, decode.d7.loss_cls: 0.7865, decode.d7.loss_mask: 0.7281, decode.d7.loss_dice: 1.0909, decode.d8.loss_cls: 0.7749, decode.d8.loss_mask: 0.7266, decode.d8.loss_dice: 1.1025, loss: 28.8949, grad_norm: 110.4284 2023-11-26 16:25:24,199 - mmseg - INFO - Iter [40650/160000] lr: 2.846e-06, eta: 12:38:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7818, decode.loss_mask: 0.7205, decode.loss_dice: 1.0466, decode.d0.loss_cls: 2.8157, decode.d0.loss_mask: 0.7712, decode.d0.loss_dice: 1.2723, decode.d1.loss_cls: 0.9643, decode.d1.loss_mask: 0.7475, decode.d1.loss_dice: 1.1491, decode.d2.loss_cls: 0.8639, decode.d2.loss_mask: 0.7301, decode.d2.loss_dice: 1.0947, decode.d3.loss_cls: 0.8241, decode.d3.loss_mask: 0.7252, decode.d3.loss_dice: 1.0721, decode.d4.loss_cls: 0.7984, decode.d4.loss_mask: 0.7283, decode.d4.loss_dice: 1.0724, decode.d5.loss_cls: 0.7984, decode.d5.loss_mask: 0.7218, decode.d5.loss_dice: 1.0648, decode.d6.loss_cls: 0.7897, decode.d6.loss_mask: 0.7167, decode.d6.loss_dice: 1.0517, decode.d7.loss_cls: 0.7857, decode.d7.loss_mask: 0.7229, decode.d7.loss_dice: 1.0587, decode.d8.loss_cls: 0.7788, decode.d8.loss_mask: 0.7223, decode.d8.loss_dice: 1.0517, loss: 28.4414, grad_norm: 127.0112 2023-11-26 16:25:42,423 - mmseg - INFO - Iter [40700/160000] lr: 2.845e-06, eta: 12:37:41, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8015, decode.loss_mask: 0.7727, decode.loss_dice: 1.1212, decode.d0.loss_cls: 2.8166, decode.d0.loss_mask: 0.8351, decode.d0.loss_dice: 1.3292, decode.d1.loss_cls: 0.9813, decode.d1.loss_mask: 0.8036, decode.d1.loss_dice: 1.2143, decode.d2.loss_cls: 0.8916, decode.d2.loss_mask: 0.7880, decode.d2.loss_dice: 1.1638, decode.d3.loss_cls: 0.8528, decode.d3.loss_mask: 0.7792, decode.d3.loss_dice: 1.1295, decode.d4.loss_cls: 0.8257, decode.d4.loss_mask: 0.7775, decode.d4.loss_dice: 1.1330, decode.d5.loss_cls: 0.8204, decode.d5.loss_mask: 0.7742, decode.d5.loss_dice: 1.1281, decode.d6.loss_cls: 0.8181, decode.d6.loss_mask: 0.7725, decode.d6.loss_dice: 1.1168, decode.d7.loss_cls: 0.7992, decode.d7.loss_mask: 0.7735, decode.d7.loss_dice: 1.1204, decode.d8.loss_cls: 0.7965, decode.d8.loss_mask: 0.7756, decode.d8.loss_dice: 1.1186, loss: 29.8302, grad_norm: 130.4135 2023-11-26 16:26:00,663 - mmseg - INFO - Iter [40750/160000] lr: 2.844e-06, eta: 12:37:19, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8240, decode.loss_mask: 0.7236, decode.loss_dice: 1.0953, decode.d0.loss_cls: 2.8723, decode.d0.loss_mask: 0.7701, decode.d0.loss_dice: 1.3164, decode.d1.loss_cls: 1.0080, decode.d1.loss_mask: 0.7551, decode.d1.loss_dice: 1.2025, decode.d2.loss_cls: 0.9035, decode.d2.loss_mask: 0.7367, decode.d2.loss_dice: 1.1438, decode.d3.loss_cls: 0.8635, decode.d3.loss_mask: 0.7369, decode.d3.loss_dice: 1.1102, decode.d4.loss_cls: 0.8511, decode.d4.loss_mask: 0.7331, decode.d4.loss_dice: 1.1124, decode.d5.loss_cls: 0.8358, decode.d5.loss_mask: 0.7313, decode.d5.loss_dice: 1.1069, decode.d6.loss_cls: 0.8384, decode.d6.loss_mask: 0.7277, decode.d6.loss_dice: 1.0987, decode.d7.loss_cls: 0.8237, decode.d7.loss_mask: 0.7255, decode.d7.loss_dice: 1.1041, decode.d8.loss_cls: 0.8149, decode.d8.loss_mask: 0.7252, decode.d8.loss_dice: 1.1041, loss: 29.3948, grad_norm: 110.5778 2023-11-26 16:26:18,942 - mmseg - INFO - Iter [40800/160000] lr: 2.842e-06, eta: 12:36:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7908, decode.loss_mask: 0.7231, decode.loss_dice: 1.0784, decode.d0.loss_cls: 2.7970, decode.d0.loss_mask: 0.7771, decode.d0.loss_dice: 1.3040, decode.d1.loss_cls: 0.9552, decode.d1.loss_mask: 0.7642, decode.d1.loss_dice: 1.1781, decode.d2.loss_cls: 0.8629, decode.d2.loss_mask: 0.7439, decode.d2.loss_dice: 1.1264, decode.d3.loss_cls: 0.8295, decode.d3.loss_mask: 0.7280, decode.d3.loss_dice: 1.1044, decode.d4.loss_cls: 0.8131, decode.d4.loss_mask: 0.7267, decode.d4.loss_dice: 1.1042, decode.d5.loss_cls: 0.8080, decode.d5.loss_mask: 0.7251, decode.d5.loss_dice: 1.0978, decode.d6.loss_cls: 0.7900, decode.d6.loss_mask: 0.7275, decode.d6.loss_dice: 1.0863, decode.d7.loss_cls: 0.7907, decode.d7.loss_mask: 0.7230, decode.d7.loss_dice: 1.0886, decode.d8.loss_cls: 0.7962, decode.d8.loss_mask: 0.7273, decode.d8.loss_dice: 1.0840, loss: 28.8516, grad_norm: 122.6446 2023-11-26 16:26:37,430 - mmseg - INFO - Iter [40850/160000] lr: 2.841e-06, eta: 12:36:37, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7915, decode.loss_mask: 0.7234, decode.loss_dice: 1.0812, decode.d0.loss_cls: 2.8393, decode.d0.loss_mask: 0.7761, decode.d0.loss_dice: 1.3119, decode.d1.loss_cls: 0.9578, decode.d1.loss_mask: 0.7661, decode.d1.loss_dice: 1.1850, decode.d2.loss_cls: 0.8551, decode.d2.loss_mask: 0.7491, decode.d2.loss_dice: 1.1324, decode.d3.loss_cls: 0.8202, decode.d3.loss_mask: 0.7376, decode.d3.loss_dice: 1.1010, decode.d4.loss_cls: 0.8028, decode.d4.loss_mask: 0.7360, decode.d4.loss_dice: 1.1059, decode.d5.loss_cls: 0.7989, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.1018, decode.d6.loss_cls: 0.7827, decode.d6.loss_mask: 0.7314, decode.d6.loss_dice: 1.0888, decode.d7.loss_cls: 0.7865, decode.d7.loss_mask: 0.7231, decode.d7.loss_dice: 1.0827, decode.d8.loss_cls: 0.7754, decode.d8.loss_mask: 0.7276, decode.d8.loss_dice: 1.0854, loss: 28.8872, grad_norm: 124.3540 2023-11-26 16:26:55,888 - mmseg - INFO - Iter [40900/160000] lr: 2.840e-06, eta: 12:36:17, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7715, decode.loss_mask: 0.7364, decode.loss_dice: 1.0827, decode.d0.loss_cls: 2.7598, decode.d0.loss_mask: 0.7955, decode.d0.loss_dice: 1.2957, decode.d1.loss_cls: 0.9389, decode.d1.loss_mask: 0.7766, decode.d1.loss_dice: 1.1851, decode.d2.loss_cls: 0.8551, decode.d2.loss_mask: 0.7547, decode.d2.loss_dice: 1.1385, decode.d3.loss_cls: 0.8132, decode.d3.loss_mask: 0.7446, decode.d3.loss_dice: 1.1083, decode.d4.loss_cls: 0.7957, decode.d4.loss_mask: 0.7475, decode.d4.loss_dice: 1.1018, decode.d5.loss_cls: 0.7890, decode.d5.loss_mask: 0.7443, decode.d5.loss_dice: 1.0951, decode.d6.loss_cls: 0.7813, decode.d6.loss_mask: 0.7399, decode.d6.loss_dice: 1.0861, decode.d7.loss_cls: 0.7793, decode.d7.loss_mask: 0.7416, decode.d7.loss_dice: 1.0827, decode.d8.loss_cls: 0.7735, decode.d8.loss_mask: 0.7412, decode.d8.loss_dice: 1.0858, loss: 28.8416, grad_norm: 117.1194 2023-11-26 16:27:14,061 - mmseg - INFO - Iter [40950/160000] lr: 2.839e-06, eta: 12:35:55, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7354, decode.loss_mask: 0.7277, decode.loss_dice: 1.0738, decode.d0.loss_cls: 2.7153, decode.d0.loss_mask: 0.7854, decode.d0.loss_dice: 1.2725, decode.d1.loss_cls: 0.9169, decode.d1.loss_mask: 0.7611, decode.d1.loss_dice: 1.1725, decode.d2.loss_cls: 0.8055, decode.d2.loss_mask: 0.7386, decode.d2.loss_dice: 1.1174, decode.d3.loss_cls: 0.7771, decode.d3.loss_mask: 0.7314, decode.d3.loss_dice: 1.0904, decode.d4.loss_cls: 0.7534, decode.d4.loss_mask: 0.7318, decode.d4.loss_dice: 1.0866, decode.d5.loss_cls: 0.7445, decode.d5.loss_mask: 0.7327, decode.d5.loss_dice: 1.0855, decode.d6.loss_cls: 0.7388, decode.d6.loss_mask: 0.7214, decode.d6.loss_dice: 1.0709, decode.d7.loss_cls: 0.7373, decode.d7.loss_mask: 0.7190, decode.d7.loss_dice: 1.0731, decode.d8.loss_cls: 0.7368, decode.d8.loss_mask: 0.7224, decode.d8.loss_dice: 1.0764, loss: 28.1517, grad_norm: 131.2044 2023-11-26 16:27:32,285 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:27:32,286 - mmseg - INFO - Iter [41000/160000] lr: 2.838e-06, eta: 12:35:34, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7764, decode.loss_mask: 0.7429, decode.loss_dice: 1.0828, decode.d0.loss_cls: 2.8315, decode.d0.loss_mask: 0.7979, decode.d0.loss_dice: 1.3109, decode.d1.loss_cls: 0.9644, decode.d1.loss_mask: 0.7647, decode.d1.loss_dice: 1.1771, decode.d2.loss_cls: 0.8795, decode.d2.loss_mask: 0.7456, decode.d2.loss_dice: 1.1244, decode.d3.loss_cls: 0.8356, decode.d3.loss_mask: 0.7430, decode.d3.loss_dice: 1.0894, decode.d4.loss_cls: 0.8181, decode.d4.loss_mask: 0.7433, decode.d4.loss_dice: 1.0930, decode.d5.loss_cls: 0.8026, decode.d5.loss_mask: 0.7442, decode.d5.loss_dice: 1.0877, decode.d6.loss_cls: 0.7863, decode.d6.loss_mask: 0.7439, decode.d6.loss_dice: 1.0784, decode.d7.loss_cls: 0.7797, decode.d7.loss_mask: 0.7453, decode.d7.loss_dice: 1.0831, decode.d8.loss_cls: 0.7847, decode.d8.loss_mask: 0.7435, decode.d8.loss_dice: 1.0815, loss: 28.9814, grad_norm: 124.9882 2023-11-26 16:27:50,490 - mmseg - INFO - Iter [41050/160000] lr: 2.836e-06, eta: 12:35:12, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8018, decode.loss_mask: 0.7369, decode.loss_dice: 1.0808, decode.d0.loss_cls: 2.8175, decode.d0.loss_mask: 0.8019, decode.d0.loss_dice: 1.2987, decode.d1.loss_cls: 0.9828, decode.d1.loss_mask: 0.7873, decode.d1.loss_dice: 1.1898, decode.d2.loss_cls: 0.8886, decode.d2.loss_mask: 0.7617, decode.d2.loss_dice: 1.1292, decode.d3.loss_cls: 0.8514, decode.d3.loss_mask: 0.7477, decode.d3.loss_dice: 1.0933, decode.d4.loss_cls: 0.8308, decode.d4.loss_mask: 0.7432, decode.d4.loss_dice: 1.0924, decode.d5.loss_cls: 0.8158, decode.d5.loss_mask: 0.7431, decode.d5.loss_dice: 1.0901, decode.d6.loss_cls: 0.8110, decode.d6.loss_mask: 0.7408, decode.d6.loss_dice: 1.0825, decode.d7.loss_cls: 0.7985, decode.d7.loss_mask: 0.7396, decode.d7.loss_dice: 1.0828, decode.d8.loss_cls: 0.7996, decode.d8.loss_mask: 0.7387, decode.d8.loss_dice: 1.0826, loss: 29.1609, grad_norm: 108.3365 2023-11-26 16:28:08,653 - mmseg - INFO - Iter [41100/160000] lr: 2.835e-06, eta: 12:34:51, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8173, decode.loss_mask: 0.7143, decode.loss_dice: 1.1023, decode.d0.loss_cls: 2.8783, decode.d0.loss_mask: 0.7714, decode.d0.loss_dice: 1.3164, decode.d1.loss_cls: 0.9977, decode.d1.loss_mask: 0.7515, decode.d1.loss_dice: 1.2037, decode.d2.loss_cls: 0.9068, decode.d2.loss_mask: 0.7310, decode.d2.loss_dice: 1.1512, decode.d3.loss_cls: 0.8707, decode.d3.loss_mask: 0.7200, decode.d3.loss_dice: 1.1131, decode.d4.loss_cls: 0.8623, decode.d4.loss_mask: 0.7173, decode.d4.loss_dice: 1.1163, decode.d5.loss_cls: 0.8402, decode.d5.loss_mask: 0.7205, decode.d5.loss_dice: 1.1171, decode.d6.loss_cls: 0.8397, decode.d6.loss_mask: 0.7122, decode.d6.loss_dice: 1.1014, decode.d7.loss_cls: 0.8188, decode.d7.loss_mask: 0.7159, decode.d7.loss_dice: 1.0996, decode.d8.loss_cls: 0.8227, decode.d8.loss_mask: 0.7172, decode.d8.loss_dice: 1.1065, loss: 29.3534, grad_norm: 120.0376 2023-11-26 16:28:26,861 - mmseg - INFO - Iter [41150/160000] lr: 2.834e-06, eta: 12:34:29, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8053, decode.loss_mask: 0.7174, decode.loss_dice: 1.0668, decode.d0.loss_cls: 2.8081, decode.d0.loss_mask: 0.7882, decode.d0.loss_dice: 1.3045, decode.d1.loss_cls: 0.9502, decode.d1.loss_mask: 0.7623, decode.d1.loss_dice: 1.1784, decode.d2.loss_cls: 0.8645, decode.d2.loss_mask: 0.7350, decode.d2.loss_dice: 1.1160, decode.d3.loss_cls: 0.8320, decode.d3.loss_mask: 0.7226, decode.d3.loss_dice: 1.0819, decode.d4.loss_cls: 0.8176, decode.d4.loss_mask: 0.7229, decode.d4.loss_dice: 1.0884, decode.d5.loss_cls: 0.8122, decode.d5.loss_mask: 0.7223, decode.d5.loss_dice: 1.0850, decode.d6.loss_cls: 0.8105, decode.d6.loss_mask: 0.7203, decode.d6.loss_dice: 1.0679, decode.d7.loss_cls: 0.8021, decode.d7.loss_mask: 0.7225, decode.d7.loss_dice: 1.0704, decode.d8.loss_cls: 0.7990, decode.d8.loss_mask: 0.7192, decode.d8.loss_dice: 1.0719, loss: 28.7652, grad_norm: 123.6245 2023-11-26 16:28:45,130 - mmseg - INFO - Iter [41200/160000] lr: 2.833e-06, eta: 12:34:08, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8047, decode.loss_mask: 0.7043, decode.loss_dice: 1.0686, decode.d0.loss_cls: 2.8825, decode.d0.loss_mask: 0.7563, decode.d0.loss_dice: 1.2955, decode.d1.loss_cls: 0.9857, decode.d1.loss_mask: 0.7379, decode.d1.loss_dice: 1.1719, decode.d2.loss_cls: 0.8863, decode.d2.loss_mask: 0.7167, decode.d2.loss_dice: 1.1126, decode.d3.loss_cls: 0.8422, decode.d3.loss_mask: 0.7160, decode.d3.loss_dice: 1.0864, decode.d4.loss_cls: 0.8303, decode.d4.loss_mask: 0.7119, decode.d4.loss_dice: 1.0887, decode.d5.loss_cls: 0.8218, decode.d5.loss_mask: 0.7124, decode.d5.loss_dice: 1.0849, decode.d6.loss_cls: 0.8118, decode.d6.loss_mask: 0.7108, decode.d6.loss_dice: 1.0746, decode.d7.loss_cls: 0.8076, decode.d7.loss_mask: 0.7060, decode.d7.loss_dice: 1.0759, decode.d8.loss_cls: 0.8071, decode.d8.loss_mask: 0.7032, decode.d8.loss_dice: 1.0748, loss: 28.7894, grad_norm: 117.7428 2023-11-26 16:29:03,527 - mmseg - INFO - Iter [41250/160000] lr: 2.832e-06, eta: 12:33:47, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8314, decode.loss_mask: 0.7305, decode.loss_dice: 1.1141, decode.d0.loss_cls: 2.9044, decode.d0.loss_mask: 0.7970, decode.d0.loss_dice: 1.3444, decode.d1.loss_cls: 1.0224, decode.d1.loss_mask: 0.7805, decode.d1.loss_dice: 1.2298, decode.d2.loss_cls: 0.9080, decode.d2.loss_mask: 0.7553, decode.d2.loss_dice: 1.1659, decode.d3.loss_cls: 0.8746, decode.d3.loss_mask: 0.7397, decode.d3.loss_dice: 1.1264, decode.d4.loss_cls: 0.8525, decode.d4.loss_mask: 0.7379, decode.d4.loss_dice: 1.1293, decode.d5.loss_cls: 0.8361, decode.d5.loss_mask: 0.7410, decode.d5.loss_dice: 1.1317, decode.d6.loss_cls: 0.8346, decode.d6.loss_mask: 0.7382, decode.d6.loss_dice: 1.1188, decode.d7.loss_cls: 0.8309, decode.d7.loss_mask: 0.7340, decode.d7.loss_dice: 1.1185, decode.d8.loss_cls: 0.8240, decode.d8.loss_mask: 0.7305, decode.d8.loss_dice: 1.1160, loss: 29.7986, grad_norm: 118.4957 2023-11-26 16:29:22,298 - mmseg - INFO - Iter [41300/160000] lr: 2.830e-06, eta: 12:33:27, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8447, decode.loss_mask: 0.7219, decode.loss_dice: 1.0832, decode.d0.loss_cls: 2.8384, decode.d0.loss_mask: 0.7758, decode.d0.loss_dice: 1.3073, decode.d1.loss_cls: 1.0324, decode.d1.loss_mask: 0.7635, decode.d1.loss_dice: 1.1952, decode.d2.loss_cls: 0.9197, decode.d2.loss_mask: 0.7381, decode.d2.loss_dice: 1.1387, decode.d3.loss_cls: 0.8834, decode.d3.loss_mask: 0.7327, decode.d3.loss_dice: 1.1005, decode.d4.loss_cls: 0.8567, decode.d4.loss_mask: 0.7360, decode.d4.loss_dice: 1.1058, decode.d5.loss_cls: 0.8510, decode.d5.loss_mask: 0.7327, decode.d5.loss_dice: 1.0990, decode.d6.loss_cls: 0.8579, decode.d6.loss_mask: 0.7259, decode.d6.loss_dice: 1.0900, decode.d7.loss_cls: 0.8449, decode.d7.loss_mask: 0.7220, decode.d7.loss_dice: 1.0873, decode.d8.loss_cls: 0.8428, decode.d8.loss_mask: 0.7235, decode.d8.loss_dice: 1.0881, loss: 29.4391, grad_norm: 121.2480 2023-11-26 16:29:40,493 - mmseg - INFO - Iter [41350/160000] lr: 2.829e-06, eta: 12:33:06, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8361, decode.loss_mask: 0.7150, decode.loss_dice: 1.0950, decode.d0.loss_cls: 2.8683, decode.d0.loss_mask: 0.7828, decode.d0.loss_dice: 1.3226, decode.d1.loss_cls: 1.0224, decode.d1.loss_mask: 0.7560, decode.d1.loss_dice: 1.2091, decode.d2.loss_cls: 0.9110, decode.d2.loss_mask: 0.7407, decode.d2.loss_dice: 1.1522, decode.d3.loss_cls: 0.8770, decode.d3.loss_mask: 0.7314, decode.d3.loss_dice: 1.1129, decode.d4.loss_cls: 0.8568, decode.d4.loss_mask: 0.7253, decode.d4.loss_dice: 1.1166, decode.d5.loss_cls: 0.8474, decode.d5.loss_mask: 0.7222, decode.d5.loss_dice: 1.1111, decode.d6.loss_cls: 0.8452, decode.d6.loss_mask: 0.7204, decode.d6.loss_dice: 1.0999, decode.d7.loss_cls: 0.8303, decode.d7.loss_mask: 0.7158, decode.d7.loss_dice: 1.1043, decode.d8.loss_cls: 0.8427, decode.d8.loss_mask: 0.7157, decode.d8.loss_dice: 1.0994, loss: 29.4856, grad_norm: 117.5638 2023-11-26 16:29:58,624 - mmseg - INFO - Iter [41400/160000] lr: 2.828e-06, eta: 12:32:44, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8174, decode.loss_mask: 0.7176, decode.loss_dice: 1.0830, decode.d0.loss_cls: 2.8514, decode.d0.loss_mask: 0.7725, decode.d0.loss_dice: 1.3222, decode.d1.loss_cls: 0.9840, decode.d1.loss_mask: 0.7514, decode.d1.loss_dice: 1.2023, decode.d2.loss_cls: 0.8809, decode.d2.loss_mask: 0.7318, decode.d2.loss_dice: 1.1358, decode.d3.loss_cls: 0.8605, decode.d3.loss_mask: 0.7179, decode.d3.loss_dice: 1.1006, decode.d4.loss_cls: 0.8415, decode.d4.loss_mask: 0.7159, decode.d4.loss_dice: 1.1022, decode.d5.loss_cls: 0.8305, decode.d5.loss_mask: 0.7202, decode.d5.loss_dice: 1.1013, decode.d6.loss_cls: 0.8288, decode.d6.loss_mask: 0.7170, decode.d6.loss_dice: 1.0893, decode.d7.loss_cls: 0.8326, decode.d7.loss_mask: 0.7154, decode.d7.loss_dice: 1.0867, decode.d8.loss_cls: 0.8202, decode.d8.loss_mask: 0.7128, decode.d8.loss_dice: 1.0839, loss: 29.1277, grad_norm: 129.8817 2023-11-26 16:30:16,796 - mmseg - INFO - Iter [41450/160000] lr: 2.827e-06, eta: 12:32:22, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8180, decode.loss_mask: 0.7411, decode.loss_dice: 1.1233, decode.d0.loss_cls: 2.8520, decode.d0.loss_mask: 0.7997, decode.d0.loss_dice: 1.3446, decode.d1.loss_cls: 0.9851, decode.d1.loss_mask: 0.7854, decode.d1.loss_dice: 1.2363, decode.d2.loss_cls: 0.8906, decode.d2.loss_mask: 0.7644, decode.d2.loss_dice: 1.1723, decode.d3.loss_cls: 0.8595, decode.d3.loss_mask: 0.7560, decode.d3.loss_dice: 1.1438, decode.d4.loss_cls: 0.8390, decode.d4.loss_mask: 0.7552, decode.d4.loss_dice: 1.1422, decode.d5.loss_cls: 0.8283, decode.d5.loss_mask: 0.7518, decode.d5.loss_dice: 1.1410, decode.d6.loss_cls: 0.8261, decode.d6.loss_mask: 0.7459, decode.d6.loss_dice: 1.1258, decode.d7.loss_cls: 0.8211, decode.d7.loss_mask: 0.7490, decode.d7.loss_dice: 1.1291, decode.d8.loss_cls: 0.8154, decode.d8.loss_mask: 0.7430, decode.d8.loss_dice: 1.1280, loss: 29.8131, grad_norm: 128.5104 2023-11-26 16:30:34,978 - mmseg - INFO - Iter [41500/160000] lr: 2.826e-06, eta: 12:32:01, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8140, decode.loss_mask: 0.7468, decode.loss_dice: 1.1103, decode.d0.loss_cls: 2.7888, decode.d0.loss_mask: 0.7992, decode.d0.loss_dice: 1.3142, decode.d1.loss_cls: 0.9723, decode.d1.loss_mask: 0.7842, decode.d1.loss_dice: 1.2209, decode.d2.loss_cls: 0.8945, decode.d2.loss_mask: 0.7613, decode.d2.loss_dice: 1.1665, decode.d3.loss_cls: 0.8600, decode.d3.loss_mask: 0.7521, decode.d3.loss_dice: 1.1326, decode.d4.loss_cls: 0.8391, decode.d4.loss_mask: 0.7497, decode.d4.loss_dice: 1.1286, decode.d5.loss_cls: 0.8276, decode.d5.loss_mask: 0.7529, decode.d5.loss_dice: 1.1280, decode.d6.loss_cls: 0.8286, decode.d6.loss_mask: 0.7495, decode.d6.loss_dice: 1.1126, decode.d7.loss_cls: 0.8142, decode.d7.loss_mask: 0.7466, decode.d7.loss_dice: 1.1168, decode.d8.loss_cls: 0.8151, decode.d8.loss_mask: 0.7466, decode.d8.loss_dice: 1.1192, loss: 29.5928, grad_norm: 103.3815 2023-11-26 16:30:53,093 - mmseg - INFO - Iter [41550/160000] lr: 2.824e-06, eta: 12:31:39, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7467, decode.loss_mask: 0.7105, decode.loss_dice: 1.0556, decode.d0.loss_cls: 2.7090, decode.d0.loss_mask: 0.7720, decode.d0.loss_dice: 1.2576, decode.d1.loss_cls: 0.9113, decode.d1.loss_mask: 0.7556, decode.d1.loss_dice: 1.1541, decode.d2.loss_cls: 0.8253, decode.d2.loss_mask: 0.7306, decode.d2.loss_dice: 1.1029, decode.d3.loss_cls: 0.7899, decode.d3.loss_mask: 0.7196, decode.d3.loss_dice: 1.0747, decode.d4.loss_cls: 0.7736, decode.d4.loss_mask: 0.7190, decode.d4.loss_dice: 1.0741, decode.d5.loss_cls: 0.7556, decode.d5.loss_mask: 0.7177, decode.d5.loss_dice: 1.0638, decode.d6.loss_cls: 0.7531, decode.d6.loss_mask: 0.7144, decode.d6.loss_dice: 1.0568, decode.d7.loss_cls: 0.7437, decode.d7.loss_mask: 0.7124, decode.d7.loss_dice: 1.0598, decode.d8.loss_cls: 0.7293, decode.d8.loss_mask: 0.7121, decode.d8.loss_dice: 1.0633, loss: 27.9642, grad_norm: 132.9834 2023-11-26 16:31:11,224 - mmseg - INFO - Iter [41600/160000] lr: 2.823e-06, eta: 12:31:18, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7938, decode.loss_mask: 0.7209, decode.loss_dice: 1.1029, decode.d0.loss_cls: 2.8855, decode.d0.loss_mask: 0.7662, decode.d0.loss_dice: 1.3214, decode.d1.loss_cls: 0.9723, decode.d1.loss_mask: 0.7578, decode.d1.loss_dice: 1.2116, decode.d2.loss_cls: 0.8804, decode.d2.loss_mask: 0.7359, decode.d2.loss_dice: 1.1568, decode.d3.loss_cls: 0.8507, decode.d3.loss_mask: 0.7276, decode.d3.loss_dice: 1.1153, decode.d4.loss_cls: 0.8495, decode.d4.loss_mask: 0.7242, decode.d4.loss_dice: 1.1151, decode.d5.loss_cls: 0.8181, decode.d5.loss_mask: 0.7212, decode.d5.loss_dice: 1.1195, decode.d6.loss_cls: 0.8099, decode.d6.loss_mask: 0.7212, decode.d6.loss_dice: 1.1006, decode.d7.loss_cls: 0.8014, decode.d7.loss_mask: 0.7208, decode.d7.loss_dice: 1.1029, decode.d8.loss_cls: 0.7971, decode.d8.loss_mask: 0.7221, decode.d8.loss_dice: 1.1063, loss: 29.2291, grad_norm: 119.9928 2023-11-26 16:31:29,552 - mmseg - INFO - Iter [41650/160000] lr: 2.822e-06, eta: 12:30:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7695, decode.loss_mask: 0.7231, decode.loss_dice: 1.0881, decode.d0.loss_cls: 2.7669, decode.d0.loss_mask: 0.7711, decode.d0.loss_dice: 1.3065, decode.d1.loss_cls: 0.9334, decode.d1.loss_mask: 0.7548, decode.d1.loss_dice: 1.1938, decode.d2.loss_cls: 0.8309, decode.d2.loss_mask: 0.7322, decode.d2.loss_dice: 1.1437, decode.d3.loss_cls: 0.8147, decode.d3.loss_mask: 0.7244, decode.d3.loss_dice: 1.1038, decode.d4.loss_cls: 0.7977, decode.d4.loss_mask: 0.7276, decode.d4.loss_dice: 1.1054, decode.d5.loss_cls: 0.7852, decode.d5.loss_mask: 0.7287, decode.d5.loss_dice: 1.1040, decode.d6.loss_cls: 0.7750, decode.d6.loss_mask: 0.7249, decode.d6.loss_dice: 1.0875, decode.d7.loss_cls: 0.7785, decode.d7.loss_mask: 0.7236, decode.d7.loss_dice: 1.0856, decode.d8.loss_cls: 0.7756, decode.d8.loss_mask: 0.7275, decode.d8.loss_dice: 1.0887, loss: 28.6723, grad_norm: 127.8106 2023-11-26 16:31:50,418 - mmseg - INFO - Iter [41700/160000] lr: 2.821e-06, eta: 12:30:43, time: 0.417, data_time: 0.052, memory: 36416, decode.loss_cls: 0.7789, decode.loss_mask: 0.7442, decode.loss_dice: 1.0790, decode.d0.loss_cls: 2.8127, decode.d0.loss_mask: 0.7971, decode.d0.loss_dice: 1.2975, decode.d1.loss_cls: 0.9555, decode.d1.loss_mask: 0.7852, decode.d1.loss_dice: 1.1779, decode.d2.loss_cls: 0.8514, decode.d2.loss_mask: 0.7594, decode.d2.loss_dice: 1.1355, decode.d3.loss_cls: 0.8204, decode.d3.loss_mask: 0.7502, decode.d3.loss_dice: 1.0953, decode.d4.loss_cls: 0.8057, decode.d4.loss_mask: 0.7514, decode.d4.loss_dice: 1.0957, decode.d5.loss_cls: 0.7933, decode.d5.loss_mask: 0.7462, decode.d5.loss_dice: 1.0959, decode.d6.loss_cls: 0.7954, decode.d6.loss_mask: 0.7400, decode.d6.loss_dice: 1.0809, decode.d7.loss_cls: 0.7893, decode.d7.loss_mask: 0.7389, decode.d7.loss_dice: 1.0870, decode.d8.loss_cls: 0.7813, decode.d8.loss_mask: 0.7376, decode.d8.loss_dice: 1.0817, loss: 28.9605, grad_norm: 114.1811 2023-11-26 16:32:10,375 - mmseg - INFO - Iter [41750/160000] lr: 2.820e-06, eta: 12:30:26, time: 0.399, data_time: 0.008, memory: 36416, decode.loss_cls: 0.7826, decode.loss_mask: 0.7345, decode.loss_dice: 1.1004, decode.d0.loss_cls: 2.7912, decode.d0.loss_mask: 0.7904, decode.d0.loss_dice: 1.3212, decode.d1.loss_cls: 0.9499, decode.d1.loss_mask: 0.7748, decode.d1.loss_dice: 1.2021, decode.d2.loss_cls: 0.8525, decode.d2.loss_mask: 0.7527, decode.d2.loss_dice: 1.1592, decode.d3.loss_cls: 0.8214, decode.d3.loss_mask: 0.7398, decode.d3.loss_dice: 1.1225, decode.d4.loss_cls: 0.8149, decode.d4.loss_mask: 0.7366, decode.d4.loss_dice: 1.1215, decode.d5.loss_cls: 0.7889, decode.d5.loss_mask: 0.7376, decode.d5.loss_dice: 1.1237, decode.d6.loss_cls: 0.7781, decode.d6.loss_mask: 0.7349, decode.d6.loss_dice: 1.1057, decode.d7.loss_cls: 0.7870, decode.d7.loss_mask: 0.7298, decode.d7.loss_dice: 1.1037, decode.d8.loss_cls: 0.7760, decode.d8.loss_mask: 0.7336, decode.d8.loss_dice: 1.1056, loss: 29.0729, grad_norm: 120.8128 2023-11-26 16:32:28,577 - mmseg - INFO - Iter [41800/160000] lr: 2.819e-06, eta: 12:30:05, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7463, decode.loss_mask: 0.6968, decode.loss_dice: 1.0509, decode.d0.loss_cls: 2.6986, decode.d0.loss_mask: 0.7463, decode.d0.loss_dice: 1.2647, decode.d1.loss_cls: 0.8985, decode.d1.loss_mask: 0.7393, decode.d1.loss_dice: 1.1622, decode.d2.loss_cls: 0.8031, decode.d2.loss_mask: 0.7141, decode.d2.loss_dice: 1.1083, decode.d3.loss_cls: 0.7621, decode.d3.loss_mask: 0.7066, decode.d3.loss_dice: 1.0824, decode.d4.loss_cls: 0.7599, decode.d4.loss_mask: 0.7044, decode.d4.loss_dice: 1.0810, decode.d5.loss_cls: 0.7592, decode.d5.loss_mask: 0.7030, decode.d5.loss_dice: 1.0707, decode.d6.loss_cls: 0.7486, decode.d6.loss_mask: 0.7022, decode.d6.loss_dice: 1.0554, decode.d7.loss_cls: 0.7450, decode.d7.loss_mask: 0.6999, decode.d7.loss_dice: 1.0568, decode.d8.loss_cls: 0.7419, decode.d8.loss_mask: 0.6977, decode.d8.loss_dice: 1.0526, loss: 27.7582, grad_norm: 117.4427 2023-11-26 16:32:46,918 - mmseg - INFO - Iter [41850/160000] lr: 2.817e-06, eta: 12:29:44, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7848, decode.loss_mask: 0.7200, decode.loss_dice: 1.0907, decode.d0.loss_cls: 2.8524, decode.d0.loss_mask: 0.7695, decode.d0.loss_dice: 1.3071, decode.d1.loss_cls: 0.9463, decode.d1.loss_mask: 0.7512, decode.d1.loss_dice: 1.1866, decode.d2.loss_cls: 0.8467, decode.d2.loss_mask: 0.7359, decode.d2.loss_dice: 1.1352, decode.d3.loss_cls: 0.8068, decode.d3.loss_mask: 0.7277, decode.d3.loss_dice: 1.1095, decode.d4.loss_cls: 0.7883, decode.d4.loss_mask: 0.7290, decode.d4.loss_dice: 1.1070, decode.d5.loss_cls: 0.7863, decode.d5.loss_mask: 0.7258, decode.d5.loss_dice: 1.1065, decode.d6.loss_cls: 0.7860, decode.d6.loss_mask: 0.7234, decode.d6.loss_dice: 1.0932, decode.d7.loss_cls: 0.7957, decode.d7.loss_mask: 0.7215, decode.d7.loss_dice: 1.0915, decode.d8.loss_cls: 0.7796, decode.d8.loss_mask: 0.7217, decode.d8.loss_dice: 1.0972, loss: 28.8235, grad_norm: 115.6788 2023-11-26 16:33:05,208 - mmseg - INFO - Iter [41900/160000] lr: 2.816e-06, eta: 12:29:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7994, decode.loss_mask: 0.7051, decode.loss_dice: 1.0735, decode.d0.loss_cls: 2.8316, decode.d0.loss_mask: 0.7628, decode.d0.loss_dice: 1.3108, decode.d1.loss_cls: 0.9831, decode.d1.loss_mask: 0.7408, decode.d1.loss_dice: 1.1854, decode.d2.loss_cls: 0.8789, decode.d2.loss_mask: 0.7224, decode.d2.loss_dice: 1.1360, decode.d3.loss_cls: 0.8512, decode.d3.loss_mask: 0.7083, decode.d3.loss_dice: 1.0958, decode.d4.loss_cls: 0.8215, decode.d4.loss_mask: 0.7098, decode.d4.loss_dice: 1.0965, decode.d5.loss_cls: 0.8222, decode.d5.loss_mask: 0.7126, decode.d5.loss_dice: 1.0938, decode.d6.loss_cls: 0.8114, decode.d6.loss_mask: 0.7128, decode.d6.loss_dice: 1.0801, decode.d7.loss_cls: 0.7979, decode.d7.loss_mask: 0.7103, decode.d7.loss_dice: 1.0860, decode.d8.loss_cls: 0.8050, decode.d8.loss_mask: 0.7079, decode.d8.loss_dice: 1.0809, loss: 28.8340, grad_norm: 112.0234 2023-11-26 16:33:23,369 - mmseg - INFO - Iter [41950/160000] lr: 2.815e-06, eta: 12:29:01, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7851, decode.loss_mask: 0.7044, decode.loss_dice: 1.0617, decode.d0.loss_cls: 2.8457, decode.d0.loss_mask: 0.7599, decode.d0.loss_dice: 1.2868, decode.d1.loss_cls: 0.9591, decode.d1.loss_mask: 0.7474, decode.d1.loss_dice: 1.1646, decode.d2.loss_cls: 0.8756, decode.d2.loss_mask: 0.7163, decode.d2.loss_dice: 1.1145, decode.d3.loss_cls: 0.8392, decode.d3.loss_mask: 0.7079, decode.d3.loss_dice: 1.0712, decode.d4.loss_cls: 0.8175, decode.d4.loss_mask: 0.7011, decode.d4.loss_dice: 1.0742, decode.d5.loss_cls: 0.8089, decode.d5.loss_mask: 0.7039, decode.d5.loss_dice: 1.0723, decode.d6.loss_cls: 0.7970, decode.d6.loss_mask: 0.7018, decode.d6.loss_dice: 1.0560, decode.d7.loss_cls: 0.7919, decode.d7.loss_mask: 0.7000, decode.d7.loss_dice: 1.0650, decode.d8.loss_cls: 0.7932, decode.d8.loss_mask: 0.7020, decode.d8.loss_dice: 1.0643, loss: 28.4883, grad_norm: 145.4015 2023-11-26 16:33:41,791 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:33:41,791 - mmseg - INFO - Iter [42000/160000] lr: 2.814e-06, eta: 12:28:40, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7573, decode.loss_mask: 0.7027, decode.loss_dice: 1.0779, decode.d0.loss_cls: 2.8000, decode.d0.loss_mask: 0.7522, decode.d0.loss_dice: 1.2903, decode.d1.loss_cls: 0.9212, decode.d1.loss_mask: 0.7324, decode.d1.loss_dice: 1.1734, decode.d2.loss_cls: 0.8366, decode.d2.loss_mask: 0.7158, decode.d2.loss_dice: 1.1262, decode.d3.loss_cls: 0.8024, decode.d3.loss_mask: 0.7115, decode.d3.loss_dice: 1.0984, decode.d4.loss_cls: 0.7898, decode.d4.loss_mask: 0.7094, decode.d4.loss_dice: 1.0940, decode.d5.loss_cls: 0.7786, decode.d5.loss_mask: 0.7081, decode.d5.loss_dice: 1.0929, decode.d6.loss_cls: 0.7695, decode.d6.loss_mask: 0.7043, decode.d6.loss_dice: 1.0819, decode.d7.loss_cls: 0.7588, decode.d7.loss_mask: 0.7028, decode.d7.loss_dice: 1.0781, decode.d8.loss_cls: 0.7573, decode.d8.loss_mask: 0.7031, decode.d8.loss_dice: 1.0756, loss: 28.3024, grad_norm: 115.8898 2023-11-26 16:34:00,114 - mmseg - INFO - Iter [42050/160000] lr: 2.813e-06, eta: 12:28:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7620, decode.loss_mask: 0.7529, decode.loss_dice: 1.0685, decode.d0.loss_cls: 2.7730, decode.d0.loss_mask: 0.8081, decode.d0.loss_dice: 1.2806, decode.d1.loss_cls: 0.9269, decode.d1.loss_mask: 0.7924, decode.d1.loss_dice: 1.1588, decode.d2.loss_cls: 0.8196, decode.d2.loss_mask: 0.7714, decode.d2.loss_dice: 1.1112, decode.d3.loss_cls: 0.7943, decode.d3.loss_mask: 0.7597, decode.d3.loss_dice: 1.0851, decode.d4.loss_cls: 0.7765, decode.d4.loss_mask: 0.7616, decode.d4.loss_dice: 1.0833, decode.d5.loss_cls: 0.7685, decode.d5.loss_mask: 0.7626, decode.d5.loss_dice: 1.0801, decode.d6.loss_cls: 0.7672, decode.d6.loss_mask: 0.7611, decode.d6.loss_dice: 1.0706, decode.d7.loss_cls: 0.7574, decode.d7.loss_mask: 0.7570, decode.d7.loss_dice: 1.0713, decode.d8.loss_cls: 0.7554, decode.d8.loss_mask: 0.7547, decode.d8.loss_dice: 1.0706, loss: 28.6624, grad_norm: 115.6569 2023-11-26 16:34:18,852 - mmseg - INFO - Iter [42100/160000] lr: 2.811e-06, eta: 12:28:00, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7630, decode.loss_mask: 0.7277, decode.loss_dice: 1.0915, decode.d0.loss_cls: 2.7690, decode.d0.loss_mask: 0.7810, decode.d0.loss_dice: 1.2969, decode.d1.loss_cls: 0.9289, decode.d1.loss_mask: 0.7699, decode.d1.loss_dice: 1.1827, decode.d2.loss_cls: 0.8402, decode.d2.loss_mask: 0.7460, decode.d2.loss_dice: 1.1381, decode.d3.loss_cls: 0.8097, decode.d3.loss_mask: 0.7340, decode.d3.loss_dice: 1.1106, decode.d4.loss_cls: 0.7860, decode.d4.loss_mask: 0.7343, decode.d4.loss_dice: 1.1101, decode.d5.loss_cls: 0.7778, decode.d5.loss_mask: 0.7269, decode.d5.loss_dice: 1.1090, decode.d6.loss_cls: 0.7686, decode.d6.loss_mask: 0.7293, decode.d6.loss_dice: 1.0950, decode.d7.loss_cls: 0.7521, decode.d7.loss_mask: 0.7300, decode.d7.loss_dice: 1.0967, decode.d8.loss_cls: 0.7600, decode.d8.loss_mask: 0.7238, decode.d8.loss_dice: 1.0952, loss: 28.6838, grad_norm: 119.1765 2023-11-26 16:34:37,623 - mmseg - INFO - Iter [42150/160000] lr: 2.810e-06, eta: 12:27:40, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7566, decode.loss_mask: 0.7147, decode.loss_dice: 1.0825, decode.d0.loss_cls: 2.7998, decode.d0.loss_mask: 0.7757, decode.d0.loss_dice: 1.3103, decode.d1.loss_cls: 0.9317, decode.d1.loss_mask: 0.7573, decode.d1.loss_dice: 1.1877, decode.d2.loss_cls: 0.8374, decode.d2.loss_mask: 0.7384, decode.d2.loss_dice: 1.1281, decode.d3.loss_cls: 0.7936, decode.d3.loss_mask: 0.7309, decode.d3.loss_dice: 1.0975, decode.d4.loss_cls: 0.7913, decode.d4.loss_mask: 0.7250, decode.d4.loss_dice: 1.0940, decode.d5.loss_cls: 0.7787, decode.d5.loss_mask: 0.7288, decode.d5.loss_dice: 1.0956, decode.d6.loss_cls: 0.7683, decode.d6.loss_mask: 0.7243, decode.d6.loss_dice: 1.0813, decode.d7.loss_cls: 0.7610, decode.d7.loss_mask: 0.7226, decode.d7.loss_dice: 1.0850, decode.d8.loss_cls: 0.7565, decode.d8.loss_mask: 0.7185, decode.d8.loss_dice: 1.0849, loss: 28.5580, grad_norm: 112.7645 2023-11-26 16:34:55,954 - mmseg - INFO - Iter [42200/160000] lr: 2.809e-06, eta: 12:27:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7739, decode.loss_mask: 0.7116, decode.loss_dice: 1.1017, decode.d0.loss_cls: 2.8380, decode.d0.loss_mask: 0.7633, decode.d0.loss_dice: 1.3231, decode.d1.loss_cls: 0.9765, decode.d1.loss_mask: 0.7517, decode.d1.loss_dice: 1.2157, decode.d2.loss_cls: 0.8670, decode.d2.loss_mask: 0.7311, decode.d2.loss_dice: 1.1626, decode.d3.loss_cls: 0.8282, decode.d3.loss_mask: 0.7191, decode.d3.loss_dice: 1.1236, decode.d4.loss_cls: 0.8188, decode.d4.loss_mask: 0.7175, decode.d4.loss_dice: 1.1206, decode.d5.loss_cls: 0.8071, decode.d5.loss_mask: 0.7147, decode.d5.loss_dice: 1.1211, decode.d6.loss_cls: 0.7898, decode.d6.loss_mask: 0.7175, decode.d6.loss_dice: 1.1095, decode.d7.loss_cls: 0.7768, decode.d7.loss_mask: 0.7131, decode.d7.loss_dice: 1.1110, decode.d8.loss_cls: 0.7706, decode.d8.loss_mask: 0.7167, decode.d8.loss_dice: 1.1067, loss: 28.9985, grad_norm: 122.3223 2023-11-26 16:35:14,345 - mmseg - INFO - Iter [42250/160000] lr: 2.808e-06, eta: 12:26:58, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7921, decode.loss_mask: 0.7292, decode.loss_dice: 1.0811, decode.d0.loss_cls: 2.8183, decode.d0.loss_mask: 0.7884, decode.d0.loss_dice: 1.3132, decode.d1.loss_cls: 0.9722, decode.d1.loss_mask: 0.7601, decode.d1.loss_dice: 1.1831, decode.d2.loss_cls: 0.8723, decode.d2.loss_mask: 0.7441, decode.d2.loss_dice: 1.1251, decode.d3.loss_cls: 0.8398, decode.d3.loss_mask: 0.7363, decode.d3.loss_dice: 1.0976, decode.d4.loss_cls: 0.8209, decode.d4.loss_mask: 0.7386, decode.d4.loss_dice: 1.0970, decode.d5.loss_cls: 0.8029, decode.d5.loss_mask: 0.7338, decode.d5.loss_dice: 1.0925, decode.d6.loss_cls: 0.7967, decode.d6.loss_mask: 0.7342, decode.d6.loss_dice: 1.0843, decode.d7.loss_cls: 0.7870, decode.d7.loss_mask: 0.7345, decode.d7.loss_dice: 1.0884, decode.d8.loss_cls: 0.7846, decode.d8.loss_mask: 0.7294, decode.d8.loss_dice: 1.0886, loss: 28.9666, grad_norm: 108.7313 2023-11-26 16:35:32,685 - mmseg - INFO - Iter [42300/160000] lr: 2.807e-06, eta: 12:26:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7978, decode.loss_mask: 0.7043, decode.loss_dice: 1.0826, decode.d0.loss_cls: 2.8517, decode.d0.loss_mask: 0.7603, decode.d0.loss_dice: 1.3184, decode.d1.loss_cls: 0.9598, decode.d1.loss_mask: 0.7493, decode.d1.loss_dice: 1.1963, decode.d2.loss_cls: 0.8707, decode.d2.loss_mask: 0.7200, decode.d2.loss_dice: 1.1416, decode.d3.loss_cls: 0.8291, decode.d3.loss_mask: 0.7078, decode.d3.loss_dice: 1.1059, decode.d4.loss_cls: 0.8205, decode.d4.loss_mask: 0.7060, decode.d4.loss_dice: 1.1011, decode.d5.loss_cls: 0.8041, decode.d5.loss_mask: 0.7081, decode.d5.loss_dice: 1.0961, decode.d6.loss_cls: 0.8103, decode.d6.loss_mask: 0.7033, decode.d6.loss_dice: 1.0833, decode.d7.loss_cls: 0.8005, decode.d7.loss_mask: 0.7008, decode.d7.loss_dice: 1.0817, decode.d8.loss_cls: 0.7985, decode.d8.loss_mask: 0.7031, decode.d8.loss_dice: 1.0836, loss: 28.7966, grad_norm: 120.2121 2023-11-26 16:35:50,909 - mmseg - INFO - Iter [42350/160000] lr: 2.805e-06, eta: 12:26:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7769, decode.loss_mask: 0.7045, decode.loss_dice: 1.0879, decode.d0.loss_cls: 2.7097, decode.d0.loss_mask: 0.7522, decode.d0.loss_dice: 1.3072, decode.d1.loss_cls: 0.9468, decode.d1.loss_mask: 0.7369, decode.d1.loss_dice: 1.1938, decode.d2.loss_cls: 0.8491, decode.d2.loss_mask: 0.7189, decode.d2.loss_dice: 1.1342, decode.d3.loss_cls: 0.8171, decode.d3.loss_mask: 0.7173, decode.d3.loss_dice: 1.1067, decode.d4.loss_cls: 0.7921, decode.d4.loss_mask: 0.7119, decode.d4.loss_dice: 1.1080, decode.d5.loss_cls: 0.7849, decode.d5.loss_mask: 0.7095, decode.d5.loss_dice: 1.0961, decode.d6.loss_cls: 0.7889, decode.d6.loss_mask: 0.7039, decode.d6.loss_dice: 1.0816, decode.d7.loss_cls: 0.7795, decode.d7.loss_mask: 0.7059, decode.d7.loss_dice: 1.0883, decode.d8.loss_cls: 0.7814, decode.d8.loss_mask: 0.7035, decode.d8.loss_dice: 1.0883, loss: 28.4831, grad_norm: 127.5602 2023-11-26 16:36:09,271 - mmseg - INFO - Iter [42400/160000] lr: 2.804e-06, eta: 12:25:55, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7876, decode.loss_mask: 0.7291, decode.loss_dice: 1.0957, decode.d0.loss_cls: 2.8045, decode.d0.loss_mask: 0.7808, decode.d0.loss_dice: 1.3208, decode.d1.loss_cls: 0.9612, decode.d1.loss_mask: 0.7599, decode.d1.loss_dice: 1.1927, decode.d2.loss_cls: 0.8475, decode.d2.loss_mask: 0.7442, decode.d2.loss_dice: 1.1458, decode.d3.loss_cls: 0.8213, decode.d3.loss_mask: 0.7350, decode.d3.loss_dice: 1.1061, decode.d4.loss_cls: 0.7974, decode.d4.loss_mask: 0.7367, decode.d4.loss_dice: 1.1126, decode.d5.loss_cls: 0.7933, decode.d5.loss_mask: 0.7319, decode.d5.loss_dice: 1.1075, decode.d6.loss_cls: 0.7854, decode.d6.loss_mask: 0.7292, decode.d6.loss_dice: 1.1029, decode.d7.loss_cls: 0.7827, decode.d7.loss_mask: 0.7272, decode.d7.loss_dice: 1.0968, decode.d8.loss_cls: 0.7782, decode.d8.loss_mask: 0.7288, decode.d8.loss_dice: 1.1036, loss: 28.9466, grad_norm: 118.8254 2023-11-26 16:36:27,646 - mmseg - INFO - Iter [42450/160000] lr: 2.803e-06, eta: 12:25:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8286, decode.loss_mask: 0.7070, decode.loss_dice: 1.0835, decode.d0.loss_cls: 2.8144, decode.d0.loss_mask: 0.7736, decode.d0.loss_dice: 1.3085, decode.d1.loss_cls: 0.9983, decode.d1.loss_mask: 0.7476, decode.d1.loss_dice: 1.1799, decode.d2.loss_cls: 0.9051, decode.d2.loss_mask: 0.7294, decode.d2.loss_dice: 1.1308, decode.d3.loss_cls: 0.8757, decode.d3.loss_mask: 0.7182, decode.d3.loss_dice: 1.0949, decode.d4.loss_cls: 0.8428, decode.d4.loss_mask: 0.7178, decode.d4.loss_dice: 1.1019, decode.d5.loss_cls: 0.8451, decode.d5.loss_mask: 0.7140, decode.d5.loss_dice: 1.0940, decode.d6.loss_cls: 0.8300, decode.d6.loss_mask: 0.7120, decode.d6.loss_dice: 1.0869, decode.d7.loss_cls: 0.8191, decode.d7.loss_mask: 0.7105, decode.d7.loss_dice: 1.0855, decode.d8.loss_cls: 0.8199, decode.d8.loss_mask: 0.7093, decode.d8.loss_dice: 1.0872, loss: 29.0717, grad_norm: 117.4617 2023-11-26 16:36:46,269 - mmseg - INFO - Iter [42500/160000] lr: 2.802e-06, eta: 12:25:14, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7895, decode.loss_mask: 0.7261, decode.loss_dice: 1.0893, decode.d0.loss_cls: 2.8428, decode.d0.loss_mask: 0.7849, decode.d0.loss_dice: 1.3113, decode.d1.loss_cls: 0.9836, decode.d1.loss_mask: 0.7666, decode.d1.loss_dice: 1.1935, decode.d2.loss_cls: 0.8703, decode.d2.loss_mask: 0.7406, decode.d2.loss_dice: 1.1396, decode.d3.loss_cls: 0.8203, decode.d3.loss_mask: 0.7355, decode.d3.loss_dice: 1.1066, decode.d4.loss_cls: 0.8079, decode.d4.loss_mask: 0.7347, decode.d4.loss_dice: 1.1046, decode.d5.loss_cls: 0.7992, decode.d5.loss_mask: 0.7297, decode.d5.loss_dice: 1.1035, decode.d6.loss_cls: 0.7957, decode.d6.loss_mask: 0.7293, decode.d6.loss_dice: 1.0911, decode.d7.loss_cls: 0.7931, decode.d7.loss_mask: 0.7248, decode.d7.loss_dice: 1.0884, decode.d8.loss_cls: 0.7904, decode.d8.loss_mask: 0.7265, decode.d8.loss_dice: 1.0911, loss: 29.0104, grad_norm: 117.6787 2023-11-26 16:37:04,843 - mmseg - INFO - Iter [42550/160000] lr: 2.801e-06, eta: 12:24:54, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7783, decode.loss_mask: 0.7127, decode.loss_dice: 1.0714, decode.d0.loss_cls: 2.7441, decode.d0.loss_mask: 0.7641, decode.d0.loss_dice: 1.2865, decode.d1.loss_cls: 0.9541, decode.d1.loss_mask: 0.7466, decode.d1.loss_dice: 1.1570, decode.d2.loss_cls: 0.8557, decode.d2.loss_mask: 0.7274, decode.d2.loss_dice: 1.1103, decode.d3.loss_cls: 0.8129, decode.d3.loss_mask: 0.7226, decode.d3.loss_dice: 1.0860, decode.d4.loss_cls: 0.7999, decode.d4.loss_mask: 0.7163, decode.d4.loss_dice: 1.0828, decode.d5.loss_cls: 0.7858, decode.d5.loss_mask: 0.7210, decode.d5.loss_dice: 1.0841, decode.d6.loss_cls: 0.7844, decode.d6.loss_mask: 0.7182, decode.d6.loss_dice: 1.0672, decode.d7.loss_cls: 0.7824, decode.d7.loss_mask: 0.7132, decode.d7.loss_dice: 1.0694, decode.d8.loss_cls: 0.7772, decode.d8.loss_mask: 0.7139, decode.d8.loss_dice: 1.0728, loss: 28.4183, grad_norm: 124.4774 2023-11-26 16:37:23,116 - mmseg - INFO - Iter [42600/160000] lr: 2.799e-06, eta: 12:24:33, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7267, decode.loss_mask: 0.7377, decode.loss_dice: 1.0800, decode.d0.loss_cls: 2.7919, decode.d0.loss_mask: 0.7942, decode.d0.loss_dice: 1.2971, decode.d1.loss_cls: 0.9185, decode.d1.loss_mask: 0.7714, decode.d1.loss_dice: 1.1861, decode.d2.loss_cls: 0.8156, decode.d2.loss_mask: 0.7538, decode.d2.loss_dice: 1.1321, decode.d3.loss_cls: 0.7643, decode.d3.loss_mask: 0.7485, decode.d3.loss_dice: 1.1018, decode.d4.loss_cls: 0.7500, decode.d4.loss_mask: 0.7456, decode.d4.loss_dice: 1.0983, decode.d5.loss_cls: 0.7408, decode.d5.loss_mask: 0.7416, decode.d5.loss_dice: 1.0938, decode.d6.loss_cls: 0.7420, decode.d6.loss_mask: 0.7439, decode.d6.loss_dice: 1.0802, decode.d7.loss_cls: 0.7274, decode.d7.loss_mask: 0.7425, decode.d7.loss_dice: 1.0766, decode.d8.loss_cls: 0.7272, decode.d8.loss_mask: 0.7411, decode.d8.loss_dice: 1.0811, loss: 28.4520, grad_norm: 132.5450 2023-11-26 16:37:41,342 - mmseg - INFO - Iter [42650/160000] lr: 2.798e-06, eta: 12:24:11, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7623, decode.loss_mask: 0.7204, decode.loss_dice: 1.0621, decode.d0.loss_cls: 2.7978, decode.d0.loss_mask: 0.7813, decode.d0.loss_dice: 1.2786, decode.d1.loss_cls: 0.9337, decode.d1.loss_mask: 0.7573, decode.d1.loss_dice: 1.1574, decode.d2.loss_cls: 0.8323, decode.d2.loss_mask: 0.7399, decode.d2.loss_dice: 1.1110, decode.d3.loss_cls: 0.7984, decode.d3.loss_mask: 0.7306, decode.d3.loss_dice: 1.0783, decode.d4.loss_cls: 0.7827, decode.d4.loss_mask: 0.7289, decode.d4.loss_dice: 1.0792, decode.d5.loss_cls: 0.7688, decode.d5.loss_mask: 0.7266, decode.d5.loss_dice: 1.0743, decode.d6.loss_cls: 0.7655, decode.d6.loss_mask: 0.7239, decode.d6.loss_dice: 1.0632, decode.d7.loss_cls: 0.7650, decode.d7.loss_mask: 0.7239, decode.d7.loss_dice: 1.0670, decode.d8.loss_cls: 0.7613, decode.d8.loss_mask: 0.7226, decode.d8.loss_dice: 1.0653, loss: 28.3596, grad_norm: 121.4762 2023-11-26 16:37:59,594 - mmseg - INFO - Iter [42700/160000] lr: 2.797e-06, eta: 12:23:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8281, decode.loss_mask: 0.7170, decode.loss_dice: 1.1019, decode.d0.loss_cls: 2.8463, decode.d0.loss_mask: 0.7645, decode.d0.loss_dice: 1.3189, decode.d1.loss_cls: 0.9858, decode.d1.loss_mask: 0.7492, decode.d1.loss_dice: 1.2139, decode.d2.loss_cls: 0.8863, decode.d2.loss_mask: 0.7345, decode.d2.loss_dice: 1.1593, decode.d3.loss_cls: 0.8555, decode.d3.loss_mask: 0.7195, decode.d3.loss_dice: 1.1243, decode.d4.loss_cls: 0.8432, decode.d4.loss_mask: 0.7202, decode.d4.loss_dice: 1.1247, decode.d5.loss_cls: 0.8326, decode.d5.loss_mask: 0.7158, decode.d5.loss_dice: 1.1212, decode.d6.loss_cls: 0.8325, decode.d6.loss_mask: 0.7150, decode.d6.loss_dice: 1.1069, decode.d7.loss_cls: 0.8223, decode.d7.loss_mask: 0.7158, decode.d7.loss_dice: 1.1101, decode.d8.loss_cls: 0.8198, decode.d8.loss_mask: 0.7210, decode.d8.loss_dice: 1.1079, loss: 29.3144, grad_norm: 113.3038 2023-11-26 16:38:17,991 - mmseg - INFO - Iter [42750/160000] lr: 2.796e-06, eta: 12:23:29, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7598, decode.loss_mask: 0.6844, decode.loss_dice: 1.0335, decode.d0.loss_cls: 2.8068, decode.d0.loss_mask: 0.7408, decode.d0.loss_dice: 1.2424, decode.d1.loss_cls: 0.9275, decode.d1.loss_mask: 0.7233, decode.d1.loss_dice: 1.1317, decode.d2.loss_cls: 0.8427, decode.d2.loss_mask: 0.7044, decode.d2.loss_dice: 1.0737, decode.d3.loss_cls: 0.8132, decode.d3.loss_mask: 0.6919, decode.d3.loss_dice: 1.0453, decode.d4.loss_cls: 0.7868, decode.d4.loss_mask: 0.6949, decode.d4.loss_dice: 1.0498, decode.d5.loss_cls: 0.7865, decode.d5.loss_mask: 0.6892, decode.d5.loss_dice: 1.0448, decode.d6.loss_cls: 0.7754, decode.d6.loss_mask: 0.6863, decode.d6.loss_dice: 1.0238, decode.d7.loss_cls: 0.7742, decode.d7.loss_mask: 0.6842, decode.d7.loss_dice: 1.0287, decode.d8.loss_cls: 0.7615, decode.d8.loss_mask: 0.6864, decode.d8.loss_dice: 1.0324, loss: 27.7263, grad_norm: 131.5544 2023-11-26 16:38:36,276 - mmseg - INFO - Iter [42800/160000] lr: 2.795e-06, eta: 12:23:08, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7967, decode.loss_mask: 0.7199, decode.loss_dice: 1.0657, decode.d0.loss_cls: 2.8504, decode.d0.loss_mask: 0.7708, decode.d0.loss_dice: 1.2823, decode.d1.loss_cls: 0.9551, decode.d1.loss_mask: 0.7543, decode.d1.loss_dice: 1.1750, decode.d2.loss_cls: 0.8730, decode.d2.loss_mask: 0.7384, decode.d2.loss_dice: 1.1169, decode.d3.loss_cls: 0.8366, decode.d3.loss_mask: 0.7295, decode.d3.loss_dice: 1.0836, decode.d4.loss_cls: 0.8265, decode.d4.loss_mask: 0.7273, decode.d4.loss_dice: 1.0827, decode.d5.loss_cls: 0.8187, decode.d5.loss_mask: 0.7218, decode.d5.loss_dice: 1.0705, decode.d6.loss_cls: 0.8085, decode.d6.loss_mask: 0.7210, decode.d6.loss_dice: 1.0671, decode.d7.loss_cls: 0.7993, decode.d7.loss_mask: 0.7249, decode.d7.loss_dice: 1.0682, decode.d8.loss_cls: 0.8048, decode.d8.loss_mask: 0.7225, decode.d8.loss_dice: 1.0694, loss: 28.7815, grad_norm: 118.5896 2023-11-26 16:38:54,639 - mmseg - INFO - Iter [42850/160000] lr: 2.793e-06, eta: 12:22:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7519, decode.loss_mask: 0.7169, decode.loss_dice: 1.0566, decode.d0.loss_cls: 2.7898, decode.d0.loss_mask: 0.7819, decode.d0.loss_dice: 1.2874, decode.d1.loss_cls: 0.9167, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.1640, decode.d2.loss_cls: 0.8347, decode.d2.loss_mask: 0.7343, decode.d2.loss_dice: 1.1153, decode.d3.loss_cls: 0.7935, decode.d3.loss_mask: 0.7230, decode.d3.loss_dice: 1.0737, decode.d4.loss_cls: 0.7745, decode.d4.loss_mask: 0.7201, decode.d4.loss_dice: 1.0774, decode.d5.loss_cls: 0.7699, decode.d5.loss_mask: 0.7197, decode.d5.loss_dice: 1.0776, decode.d6.loss_cls: 0.7548, decode.d6.loss_mask: 0.7145, decode.d6.loss_dice: 1.0639, decode.d7.loss_cls: 0.7512, decode.d7.loss_mask: 0.7148, decode.d7.loss_dice: 1.0667, decode.d8.loss_cls: 0.7572, decode.d8.loss_mask: 0.7129, decode.d8.loss_dice: 1.0654, loss: 28.2417, grad_norm: 130.1606 2023-11-26 16:39:13,263 - mmseg - INFO - Iter [42900/160000] lr: 2.792e-06, eta: 12:22:27, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7876, decode.loss_mask: 0.7205, decode.loss_dice: 1.0966, decode.d0.loss_cls: 2.8079, decode.d0.loss_mask: 0.7798, decode.d0.loss_dice: 1.3143, decode.d1.loss_cls: 0.9694, decode.d1.loss_mask: 0.7621, decode.d1.loss_dice: 1.1981, decode.d2.loss_cls: 0.8813, decode.d2.loss_mask: 0.7432, decode.d2.loss_dice: 1.1383, decode.d3.loss_cls: 0.8310, decode.d3.loss_mask: 0.7377, decode.d3.loss_dice: 1.1087, decode.d4.loss_cls: 0.8187, decode.d4.loss_mask: 0.7330, decode.d4.loss_dice: 1.1107, decode.d5.loss_cls: 0.7990, decode.d5.loss_mask: 0.7291, decode.d5.loss_dice: 1.0989, decode.d6.loss_cls: 0.7900, decode.d6.loss_mask: 0.7309, decode.d6.loss_dice: 1.0935, decode.d7.loss_cls: 0.7875, decode.d7.loss_mask: 0.7274, decode.d7.loss_dice: 1.0939, decode.d8.loss_cls: 0.7855, decode.d8.loss_mask: 0.7230, decode.d8.loss_dice: 1.1001, loss: 28.9976, grad_norm: 119.4264 2023-11-26 16:39:34,154 - mmseg - INFO - Iter [42950/160000] lr: 2.791e-06, eta: 12:22:13, time: 0.418, data_time: 0.053, memory: 36416, decode.loss_cls: 0.7885, decode.loss_mask: 0.7528, decode.loss_dice: 1.0832, decode.d0.loss_cls: 2.7986, decode.d0.loss_mask: 0.8124, decode.d0.loss_dice: 1.3273, decode.d1.loss_cls: 0.9826, decode.d1.loss_mask: 0.7854, decode.d1.loss_dice: 1.1962, decode.d2.loss_cls: 0.8693, decode.d2.loss_mask: 0.7691, decode.d2.loss_dice: 1.1340, decode.d3.loss_cls: 0.8402, decode.d3.loss_mask: 0.7563, decode.d3.loss_dice: 1.0977, decode.d4.loss_cls: 0.8269, decode.d4.loss_mask: 0.7520, decode.d4.loss_dice: 1.0929, decode.d5.loss_cls: 0.8087, decode.d5.loss_mask: 0.7539, decode.d5.loss_dice: 1.0907, decode.d6.loss_cls: 0.8046, decode.d6.loss_mask: 0.7527, decode.d6.loss_dice: 1.0800, decode.d7.loss_cls: 0.7854, decode.d7.loss_mask: 0.7529, decode.d7.loss_dice: 1.0804, decode.d8.loss_cls: 0.7932, decode.d8.loss_mask: 0.7501, decode.d8.loss_dice: 1.0822, loss: 29.2001, grad_norm: 133.6546 2023-11-26 16:39:52,429 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:39:52,429 - mmseg - INFO - Iter [43000/160000] lr: 2.790e-06, eta: 12:21:52, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7775, decode.loss_mask: 0.7225, decode.loss_dice: 1.0723, decode.d0.loss_cls: 2.8029, decode.d0.loss_mask: 0.7787, decode.d0.loss_dice: 1.2802, decode.d1.loss_cls: 0.9541, decode.d1.loss_mask: 0.7612, decode.d1.loss_dice: 1.1736, decode.d2.loss_cls: 0.8506, decode.d2.loss_mask: 0.7419, decode.d2.loss_dice: 1.1144, decode.d3.loss_cls: 0.8234, decode.d3.loss_mask: 0.7295, decode.d3.loss_dice: 1.0822, decode.d4.loss_cls: 0.8070, decode.d4.loss_mask: 0.7292, decode.d4.loss_dice: 1.0817, decode.d5.loss_cls: 0.7973, decode.d5.loss_mask: 0.7285, decode.d5.loss_dice: 1.0781, decode.d6.loss_cls: 0.7856, decode.d6.loss_mask: 0.7252, decode.d6.loss_dice: 1.0679, decode.d7.loss_cls: 0.7855, decode.d7.loss_mask: 0.7262, decode.d7.loss_dice: 1.0685, decode.d8.loss_cls: 0.7853, decode.d8.loss_mask: 0.7258, decode.d8.loss_dice: 1.0685, loss: 28.6253, grad_norm: 118.0580 2023-11-26 16:40:10,794 - mmseg - INFO - Iter [43050/160000] lr: 2.789e-06, eta: 12:21:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7420, decode.loss_mask: 0.7275, decode.loss_dice: 1.0577, decode.d0.loss_cls: 2.7898, decode.d0.loss_mask: 0.7804, decode.d0.loss_dice: 1.2768, decode.d1.loss_cls: 0.9306, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.1451, decode.d2.loss_cls: 0.8143, decode.d2.loss_mask: 0.7416, decode.d2.loss_dice: 1.1075, decode.d3.loss_cls: 0.7827, decode.d3.loss_mask: 0.7397, decode.d3.loss_dice: 1.0744, decode.d4.loss_cls: 0.7699, decode.d4.loss_mask: 0.7380, decode.d4.loss_dice: 1.0717, decode.d5.loss_cls: 0.7592, decode.d5.loss_mask: 0.7366, decode.d5.loss_dice: 1.0706, decode.d6.loss_cls: 0.7530, decode.d6.loss_mask: 0.7342, decode.d6.loss_dice: 1.0567, decode.d7.loss_cls: 0.7469, decode.d7.loss_mask: 0.7351, decode.d7.loss_dice: 1.0595, decode.d8.loss_cls: 0.7481, decode.d8.loss_mask: 0.7315, decode.d8.loss_dice: 1.0583, loss: 28.2408, grad_norm: 120.9209 2023-11-26 16:40:28,929 - mmseg - INFO - Iter [43100/160000] lr: 2.788e-06, eta: 12:21:10, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7660, decode.loss_mask: 0.7404, decode.loss_dice: 1.0700, decode.d0.loss_cls: 2.7984, decode.d0.loss_mask: 0.8020, decode.d0.loss_dice: 1.2784, decode.d1.loss_cls: 0.9344, decode.d1.loss_mask: 0.7899, decode.d1.loss_dice: 1.1725, decode.d2.loss_cls: 0.8479, decode.d2.loss_mask: 0.7592, decode.d2.loss_dice: 1.1189, decode.d3.loss_cls: 0.8042, decode.d3.loss_mask: 0.7464, decode.d3.loss_dice: 1.0849, decode.d4.loss_cls: 0.7840, decode.d4.loss_mask: 0.7538, decode.d4.loss_dice: 1.0857, decode.d5.loss_cls: 0.7790, decode.d5.loss_mask: 0.7489, decode.d5.loss_dice: 1.0839, decode.d6.loss_cls: 0.7767, decode.d6.loss_mask: 0.7434, decode.d6.loss_dice: 1.0741, decode.d7.loss_cls: 0.7704, decode.d7.loss_mask: 0.7440, decode.d7.loss_dice: 1.0730, decode.d8.loss_cls: 0.7596, decode.d8.loss_mask: 0.7422, decode.d8.loss_dice: 1.0735, loss: 28.7059, grad_norm: 135.8667 2023-11-26 16:40:48,632 - mmseg - INFO - Iter [43150/160000] lr: 2.786e-06, eta: 12:20:53, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7526, decode.loss_mask: 0.7062, decode.loss_dice: 1.0481, decode.d0.loss_cls: 2.8051, decode.d0.loss_mask: 0.7677, decode.d0.loss_dice: 1.2567, decode.d1.loss_cls: 0.9254, decode.d1.loss_mask: 0.7428, decode.d1.loss_dice: 1.1453, decode.d2.loss_cls: 0.8265, decode.d2.loss_mask: 0.7207, decode.d2.loss_dice: 1.0881, decode.d3.loss_cls: 0.7899, decode.d3.loss_mask: 0.7172, decode.d3.loss_dice: 1.0696, decode.d4.loss_cls: 0.7668, decode.d4.loss_mask: 0.7136, decode.d4.loss_dice: 1.0636, decode.d5.loss_cls: 0.7643, decode.d5.loss_mask: 0.7139, decode.d5.loss_dice: 1.0649, decode.d6.loss_cls: 0.7627, decode.d6.loss_mask: 0.7073, decode.d6.loss_dice: 1.0496, decode.d7.loss_cls: 0.7593, decode.d7.loss_mask: 0.7059, decode.d7.loss_dice: 1.0469, decode.d8.loss_cls: 0.7515, decode.d8.loss_mask: 0.7095, decode.d8.loss_dice: 1.0537, loss: 27.9954, grad_norm: 116.9333 2023-11-26 16:41:09,020 - mmseg - INFO - Iter [43200/160000] lr: 2.785e-06, eta: 12:20:38, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7513, decode.loss_mask: 0.7379, decode.loss_dice: 1.0684, decode.d0.loss_cls: 2.7904, decode.d0.loss_mask: 0.8045, decode.d0.loss_dice: 1.2963, decode.d1.loss_cls: 0.9383, decode.d1.loss_mask: 0.7798, decode.d1.loss_dice: 1.1734, decode.d2.loss_cls: 0.8563, decode.d2.loss_mask: 0.7541, decode.d2.loss_dice: 1.1087, decode.d3.loss_cls: 0.8102, decode.d3.loss_mask: 0.7424, decode.d3.loss_dice: 1.0852, decode.d4.loss_cls: 0.7869, decode.d4.loss_mask: 0.7367, decode.d4.loss_dice: 1.0843, decode.d5.loss_cls: 0.7774, decode.d5.loss_mask: 0.7384, decode.d5.loss_dice: 1.0813, decode.d6.loss_cls: 0.7711, decode.d6.loss_mask: 0.7370, decode.d6.loss_dice: 1.0676, decode.d7.loss_cls: 0.7602, decode.d7.loss_mask: 0.7380, decode.d7.loss_dice: 1.0640, decode.d8.loss_cls: 0.7568, decode.d8.loss_mask: 0.7379, decode.d8.loss_dice: 1.0696, loss: 28.6046, grad_norm: 118.2494 2023-11-26 16:41:27,834 - mmseg - INFO - Iter [43250/160000] lr: 2.784e-06, eta: 12:20:18, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7634, decode.loss_mask: 0.6919, decode.loss_dice: 1.0828, decode.d0.loss_cls: 2.8346, decode.d0.loss_mask: 0.7440, decode.d0.loss_dice: 1.3006, decode.d1.loss_cls: 0.9727, decode.d1.loss_mask: 0.7302, decode.d1.loss_dice: 1.1886, decode.d2.loss_cls: 0.8549, decode.d2.loss_mask: 0.7098, decode.d2.loss_dice: 1.1295, decode.d3.loss_cls: 0.8077, decode.d3.loss_mask: 0.7068, decode.d3.loss_dice: 1.0957, decode.d4.loss_cls: 0.7853, decode.d4.loss_mask: 0.7018, decode.d4.loss_dice: 1.0959, decode.d5.loss_cls: 0.7788, decode.d5.loss_mask: 0.6986, decode.d5.loss_dice: 1.0954, decode.d6.loss_cls: 0.7725, decode.d6.loss_mask: 0.6971, decode.d6.loss_dice: 1.0812, decode.d7.loss_cls: 0.7643, decode.d7.loss_mask: 0.6945, decode.d7.loss_dice: 1.0847, decode.d8.loss_cls: 0.7641, decode.d8.loss_mask: 0.6937, decode.d8.loss_dice: 1.0893, loss: 28.4104, grad_norm: 121.7240 2023-11-26 16:41:46,308 - mmseg - INFO - Iter [43300/160000] lr: 2.783e-06, eta: 12:19:58, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7628, decode.loss_mask: 0.7463, decode.loss_dice: 1.0687, decode.d0.loss_cls: 2.7472, decode.d0.loss_mask: 0.7936, decode.d0.loss_dice: 1.2797, decode.d1.loss_cls: 0.9573, decode.d1.loss_mask: 0.7795, decode.d1.loss_dice: 1.1746, decode.d2.loss_cls: 0.8548, decode.d2.loss_mask: 0.7555, decode.d2.loss_dice: 1.1186, decode.d3.loss_cls: 0.8124, decode.d3.loss_mask: 0.7533, decode.d3.loss_dice: 1.0833, decode.d4.loss_cls: 0.8019, decode.d4.loss_mask: 0.7456, decode.d4.loss_dice: 1.0818, decode.d5.loss_cls: 0.7824, decode.d5.loss_mask: 0.7489, decode.d5.loss_dice: 1.0812, decode.d6.loss_cls: 0.7802, decode.d6.loss_mask: 0.7457, decode.d6.loss_dice: 1.0697, decode.d7.loss_cls: 0.7665, decode.d7.loss_mask: 0.7460, decode.d7.loss_dice: 1.0723, decode.d8.loss_cls: 0.7801, decode.d8.loss_mask: 0.7471, decode.d8.loss_dice: 1.0697, loss: 28.7068, grad_norm: 121.6871 2023-11-26 16:42:05,112 - mmseg - INFO - Iter [43350/160000] lr: 2.782e-06, eta: 12:19:38, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7856, decode.loss_mask: 0.7496, decode.loss_dice: 1.0948, decode.d0.loss_cls: 2.7591, decode.d0.loss_mask: 0.8200, decode.d0.loss_dice: 1.3211, decode.d1.loss_cls: 0.9647, decode.d1.loss_mask: 0.7778, decode.d1.loss_dice: 1.2019, decode.d2.loss_cls: 0.8721, decode.d2.loss_mask: 0.7657, decode.d2.loss_dice: 1.1373, decode.d3.loss_cls: 0.8377, decode.d3.loss_mask: 0.7525, decode.d3.loss_dice: 1.1020, decode.d4.loss_cls: 0.8164, decode.d4.loss_mask: 0.7534, decode.d4.loss_dice: 1.1079, decode.d5.loss_cls: 0.8060, decode.d5.loss_mask: 0.7554, decode.d5.loss_dice: 1.1042, decode.d6.loss_cls: 0.8042, decode.d6.loss_mask: 0.7494, decode.d6.loss_dice: 1.0907, decode.d7.loss_cls: 0.7959, decode.d7.loss_mask: 0.7494, decode.d7.loss_dice: 1.0998, decode.d8.loss_cls: 0.7911, decode.d8.loss_mask: 0.7515, decode.d8.loss_dice: 1.0910, loss: 29.2080, grad_norm: 128.2005 2023-11-26 16:42:23,498 - mmseg - INFO - Iter [43400/160000] lr: 2.780e-06, eta: 12:19:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7572, decode.loss_mask: 0.7181, decode.loss_dice: 1.0761, decode.d0.loss_cls: 2.8125, decode.d0.loss_mask: 0.7765, decode.d0.loss_dice: 1.3028, decode.d1.loss_cls: 0.9406, decode.d1.loss_mask: 0.7553, decode.d1.loss_dice: 1.1885, decode.d2.loss_cls: 0.8470, decode.d2.loss_mask: 0.7340, decode.d2.loss_dice: 1.1300, decode.d3.loss_cls: 0.8112, decode.d3.loss_mask: 0.7243, decode.d3.loss_dice: 1.0942, decode.d4.loss_cls: 0.7835, decode.d4.loss_mask: 0.7233, decode.d4.loss_dice: 1.0981, decode.d5.loss_cls: 0.7817, decode.d5.loss_mask: 0.7173, decode.d5.loss_dice: 1.0895, decode.d6.loss_cls: 0.7789, decode.d6.loss_mask: 0.7161, decode.d6.loss_dice: 1.0809, decode.d7.loss_cls: 0.7670, decode.d7.loss_mask: 0.7175, decode.d7.loss_dice: 1.0807, decode.d8.loss_cls: 0.7681, decode.d8.loss_mask: 0.7152, decode.d8.loss_dice: 1.0803, loss: 28.5667, grad_norm: 122.4192 2023-11-26 16:42:41,845 - mmseg - INFO - Iter [43450/160000] lr: 2.779e-06, eta: 12:18:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7927, decode.loss_mask: 0.7324, decode.loss_dice: 1.1017, decode.d0.loss_cls: 2.8307, decode.d0.loss_mask: 0.7827, decode.d0.loss_dice: 1.3213, decode.d1.loss_cls: 0.9765, decode.d1.loss_mask: 0.7728, decode.d1.loss_dice: 1.2137, decode.d2.loss_cls: 0.8567, decode.d2.loss_mask: 0.7545, decode.d2.loss_dice: 1.1555, decode.d3.loss_cls: 0.8240, decode.d3.loss_mask: 0.7428, decode.d3.loss_dice: 1.1248, decode.d4.loss_cls: 0.8068, decode.d4.loss_mask: 0.7436, decode.d4.loss_dice: 1.1223, decode.d5.loss_cls: 0.7986, decode.d5.loss_mask: 0.7440, decode.d5.loss_dice: 1.1193, decode.d6.loss_cls: 0.8061, decode.d6.loss_mask: 0.7385, decode.d6.loss_dice: 1.1061, decode.d7.loss_cls: 0.7973, decode.d7.loss_mask: 0.7368, decode.d7.loss_dice: 1.1054, decode.d8.loss_cls: 0.7902, decode.d8.loss_mask: 0.7330, decode.d8.loss_dice: 1.1090, loss: 29.2399, grad_norm: 110.1987 2023-11-26 16:43:00,946 - mmseg - INFO - Iter [43500/160000] lr: 2.778e-06, eta: 12:18:38, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7667, decode.loss_mask: 0.7114, decode.loss_dice: 1.0587, decode.d0.loss_cls: 2.8132, decode.d0.loss_mask: 0.7735, decode.d0.loss_dice: 1.2756, decode.d1.loss_cls: 0.9330, decode.d1.loss_mask: 0.7445, decode.d1.loss_dice: 1.1624, decode.d2.loss_cls: 0.8404, decode.d2.loss_mask: 0.7217, decode.d2.loss_dice: 1.1103, decode.d3.loss_cls: 0.8004, decode.d3.loss_mask: 0.7177, decode.d3.loss_dice: 1.0782, decode.d4.loss_cls: 0.7826, decode.d4.loss_mask: 0.7169, decode.d4.loss_dice: 1.0781, decode.d5.loss_cls: 0.7735, decode.d5.loss_mask: 0.7174, decode.d5.loss_dice: 1.0761, decode.d6.loss_cls: 0.7666, decode.d6.loss_mask: 0.7156, decode.d6.loss_dice: 1.0585, decode.d7.loss_cls: 0.7627, decode.d7.loss_mask: 0.7145, decode.d7.loss_dice: 1.0609, decode.d8.loss_cls: 0.7592, decode.d8.loss_mask: 0.7140, decode.d8.loss_dice: 1.0595, loss: 28.2636, grad_norm: 117.1628 2023-11-26 16:43:21,224 - mmseg - INFO - Iter [43550/160000] lr: 2.777e-06, eta: 12:18:22, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7695, decode.loss_mask: 0.7215, decode.loss_dice: 1.0600, decode.d0.loss_cls: 2.8241, decode.d0.loss_mask: 0.7760, decode.d0.loss_dice: 1.2849, decode.d1.loss_cls: 0.9512, decode.d1.loss_mask: 0.7655, decode.d1.loss_dice: 1.1750, decode.d2.loss_cls: 0.8502, decode.d2.loss_mask: 0.7438, decode.d2.loss_dice: 1.1120, decode.d3.loss_cls: 0.7996, decode.d3.loss_mask: 0.7353, decode.d3.loss_dice: 1.0871, decode.d4.loss_cls: 0.7917, decode.d4.loss_mask: 0.7261, decode.d4.loss_dice: 1.0803, decode.d5.loss_cls: 0.7854, decode.d5.loss_mask: 0.7289, decode.d5.loss_dice: 1.0797, decode.d6.loss_cls: 0.7721, decode.d6.loss_mask: 0.7276, decode.d6.loss_dice: 1.0672, decode.d7.loss_cls: 0.7707, decode.d7.loss_mask: 0.7248, decode.d7.loss_dice: 1.0705, decode.d8.loss_cls: 0.7665, decode.d8.loss_mask: 0.7254, decode.d8.loss_dice: 1.0660, loss: 28.5387, grad_norm: 122.4962 2023-11-26 16:43:41,203 - mmseg - INFO - Iter [43600/160000] lr: 2.776e-06, eta: 12:18:05, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7358, decode.loss_mask: 0.7084, decode.loss_dice: 1.0656, decode.d0.loss_cls: 2.6859, decode.d0.loss_mask: 0.7713, decode.d0.loss_dice: 1.2920, decode.d1.loss_cls: 0.9108, decode.d1.loss_mask: 0.7402, decode.d1.loss_dice: 1.1795, decode.d2.loss_cls: 0.8299, decode.d2.loss_mask: 0.7257, decode.d2.loss_dice: 1.1182, decode.d3.loss_cls: 0.7829, decode.d3.loss_mask: 0.7172, decode.d3.loss_dice: 1.0861, decode.d4.loss_cls: 0.7698, decode.d4.loss_mask: 0.7148, decode.d4.loss_dice: 1.0872, decode.d5.loss_cls: 0.7667, decode.d5.loss_mask: 0.7135, decode.d5.loss_dice: 1.0889, decode.d6.loss_cls: 0.7544, decode.d6.loss_mask: 0.7094, decode.d6.loss_dice: 1.0684, decode.d7.loss_cls: 0.7420, decode.d7.loss_mask: 0.7122, decode.d7.loss_dice: 1.0680, decode.d8.loss_cls: 0.7461, decode.d8.loss_mask: 0.7114, decode.d8.loss_dice: 1.0691, loss: 28.0713, grad_norm: 117.0804 2023-11-26 16:43:59,379 - mmseg - INFO - Iter [43650/160000] lr: 2.774e-06, eta: 12:17:44, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7638, decode.loss_mask: 0.7257, decode.loss_dice: 1.0811, decode.d0.loss_cls: 2.7435, decode.d0.loss_mask: 0.7757, decode.d0.loss_dice: 1.2984, decode.d1.loss_cls: 0.9326, decode.d1.loss_mask: 0.7663, decode.d1.loss_dice: 1.1929, decode.d2.loss_cls: 0.8336, decode.d2.loss_mask: 0.7440, decode.d2.loss_dice: 1.1355, decode.d3.loss_cls: 0.8011, decode.d3.loss_mask: 0.7327, decode.d3.loss_dice: 1.0999, decode.d4.loss_cls: 0.7871, decode.d4.loss_mask: 0.7333, decode.d4.loss_dice: 1.0965, decode.d5.loss_cls: 0.7792, decode.d5.loss_mask: 0.7288, decode.d5.loss_dice: 1.0860, decode.d6.loss_cls: 0.7755, decode.d6.loss_mask: 0.7280, decode.d6.loss_dice: 1.0766, decode.d7.loss_cls: 0.7657, decode.d7.loss_mask: 0.7293, decode.d7.loss_dice: 1.0756, decode.d8.loss_cls: 0.7653, decode.d8.loss_mask: 0.7261, decode.d8.loss_dice: 1.0843, loss: 28.5640, grad_norm: 112.1616 2023-11-26 16:44:17,858 - mmseg - INFO - Iter [43700/160000] lr: 2.773e-06, eta: 12:17:23, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8121, decode.loss_mask: 0.7209, decode.loss_dice: 1.0747, decode.d0.loss_cls: 2.8760, decode.d0.loss_mask: 0.7831, decode.d0.loss_dice: 1.2927, decode.d1.loss_cls: 0.9816, decode.d1.loss_mask: 0.7604, decode.d1.loss_dice: 1.1901, decode.d2.loss_cls: 0.8788, decode.d2.loss_mask: 0.7450, decode.d2.loss_dice: 1.1308, decode.d3.loss_cls: 0.8407, decode.d3.loss_mask: 0.7345, decode.d3.loss_dice: 1.1007, decode.d4.loss_cls: 0.8321, decode.d4.loss_mask: 0.7323, decode.d4.loss_dice: 1.0926, decode.d5.loss_cls: 0.8218, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.0939, decode.d6.loss_cls: 0.8188, decode.d6.loss_mask: 0.7276, decode.d6.loss_dice: 1.0797, decode.d7.loss_cls: 0.8088, decode.d7.loss_mask: 0.7230, decode.d7.loss_dice: 1.0797, decode.d8.loss_cls: 0.8091, decode.d8.loss_mask: 0.7208, decode.d8.loss_dice: 1.0787, loss: 29.0717, grad_norm: 126.3391 2023-11-26 16:44:36,628 - mmseg - INFO - Iter [43750/160000] lr: 2.772e-06, eta: 12:17:04, time: 0.377, data_time: 0.011, memory: 36416, decode.loss_cls: 0.7118, decode.loss_mask: 0.7124, decode.loss_dice: 1.0774, decode.d0.loss_cls: 2.7267, decode.d0.loss_mask: 0.7643, decode.d0.loss_dice: 1.2763, decode.d1.loss_cls: 0.9018, decode.d1.loss_mask: 0.7469, decode.d1.loss_dice: 1.1688, decode.d2.loss_cls: 0.8132, decode.d2.loss_mask: 0.7301, decode.d2.loss_dice: 1.1257, decode.d3.loss_cls: 0.7760, decode.d3.loss_mask: 0.7190, decode.d3.loss_dice: 1.0869, decode.d4.loss_cls: 0.7537, decode.d4.loss_mask: 0.7155, decode.d4.loss_dice: 1.0921, decode.d5.loss_cls: 0.7426, decode.d5.loss_mask: 0.7103, decode.d5.loss_dice: 1.0874, decode.d6.loss_cls: 0.7404, decode.d6.loss_mask: 0.7105, decode.d6.loss_dice: 1.0733, decode.d7.loss_cls: 0.7308, decode.d7.loss_mask: 0.7099, decode.d7.loss_dice: 1.0735, decode.d8.loss_cls: 0.7288, decode.d8.loss_mask: 0.7099, decode.d8.loss_dice: 1.0791, loss: 27.9952, grad_norm: 122.0063 2023-11-26 16:44:54,866 - mmseg - INFO - Iter [43800/160000] lr: 2.771e-06, eta: 12:16:43, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7961, decode.loss_mask: 0.7141, decode.loss_dice: 1.0864, decode.d0.loss_cls: 2.8325, decode.d0.loss_mask: 0.7701, decode.d0.loss_dice: 1.3227, decode.d1.loss_cls: 0.9659, decode.d1.loss_mask: 0.7519, decode.d1.loss_dice: 1.1986, decode.d2.loss_cls: 0.8752, decode.d2.loss_mask: 0.7292, decode.d2.loss_dice: 1.1398, decode.d3.loss_cls: 0.8404, decode.d3.loss_mask: 0.7195, decode.d3.loss_dice: 1.1104, decode.d4.loss_cls: 0.8191, decode.d4.loss_mask: 0.7201, decode.d4.loss_dice: 1.1042, decode.d5.loss_cls: 0.8039, decode.d5.loss_mask: 0.7155, decode.d5.loss_dice: 1.1077, decode.d6.loss_cls: 0.8030, decode.d6.loss_mask: 0.7113, decode.d6.loss_dice: 1.0855, decode.d7.loss_cls: 0.7909, decode.d7.loss_mask: 0.7149, decode.d7.loss_dice: 1.0908, decode.d8.loss_cls: 0.7922, decode.d8.loss_mask: 0.7113, decode.d8.loss_dice: 1.0972, loss: 28.9204, grad_norm: 118.5719 2023-11-26 16:45:13,094 - mmseg - INFO - Iter [43850/160000] lr: 2.770e-06, eta: 12:16:22, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7819, decode.loss_mask: 0.7110, decode.loss_dice: 1.0616, decode.d0.loss_cls: 2.7948, decode.d0.loss_mask: 0.7621, decode.d0.loss_dice: 1.2859, decode.d1.loss_cls: 0.9519, decode.d1.loss_mask: 0.7450, decode.d1.loss_dice: 1.1663, decode.d2.loss_cls: 0.8481, decode.d2.loss_mask: 0.7202, decode.d2.loss_dice: 1.1089, decode.d3.loss_cls: 0.8163, decode.d3.loss_mask: 0.7152, decode.d3.loss_dice: 1.0789, decode.d4.loss_cls: 0.8022, decode.d4.loss_mask: 0.7145, decode.d4.loss_dice: 1.0723, decode.d5.loss_cls: 0.7926, decode.d5.loss_mask: 0.7117, decode.d5.loss_dice: 1.0793, decode.d6.loss_cls: 0.7853, decode.d6.loss_mask: 0.7084, decode.d6.loss_dice: 1.0611, decode.d7.loss_cls: 0.7836, decode.d7.loss_mask: 0.7069, decode.d7.loss_dice: 1.0654, decode.d8.loss_cls: 0.7851, decode.d8.loss_mask: 0.7055, decode.d8.loss_dice: 1.0661, loss: 28.3881, grad_norm: 133.5108 2023-11-26 16:45:31,561 - mmseg - INFO - Iter [43900/160000] lr: 2.768e-06, eta: 12:16:01, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7444, decode.loss_mask: 0.6966, decode.loss_dice: 1.0569, decode.d0.loss_cls: 2.7872, decode.d0.loss_mask: 0.7564, decode.d0.loss_dice: 1.2761, decode.d1.loss_cls: 0.9329, decode.d1.loss_mask: 0.7377, decode.d1.loss_dice: 1.1688, decode.d2.loss_cls: 0.8243, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.1044, decode.d3.loss_cls: 0.7903, decode.d3.loss_mask: 0.7071, decode.d3.loss_dice: 1.0720, decode.d4.loss_cls: 0.7757, decode.d4.loss_mask: 0.7034, decode.d4.loss_dice: 1.0692, decode.d5.loss_cls: 0.7632, decode.d5.loss_mask: 0.7025, decode.d5.loss_dice: 1.0703, decode.d6.loss_cls: 0.7619, decode.d6.loss_mask: 0.7027, decode.d6.loss_dice: 1.0561, decode.d7.loss_cls: 0.7603, decode.d7.loss_mask: 0.6968, decode.d7.loss_dice: 1.0574, decode.d8.loss_cls: 0.7408, decode.d8.loss_mask: 0.7013, decode.d8.loss_dice: 1.0611, loss: 27.9941, grad_norm: 115.0279 2023-11-26 16:45:50,113 - mmseg - INFO - Iter [43950/160000] lr: 2.767e-06, eta: 12:15:41, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7535, decode.loss_mask: 0.7186, decode.loss_dice: 1.0635, decode.d0.loss_cls: 2.7320, decode.d0.loss_mask: 0.7719, decode.d0.loss_dice: 1.2823, decode.d1.loss_cls: 0.9165, decode.d1.loss_mask: 0.7605, decode.d1.loss_dice: 1.1675, decode.d2.loss_cls: 0.8256, decode.d2.loss_mask: 0.7385, decode.d2.loss_dice: 1.1085, decode.d3.loss_cls: 0.8063, decode.d3.loss_mask: 0.7242, decode.d3.loss_dice: 1.0740, decode.d4.loss_cls: 0.7787, decode.d4.loss_mask: 0.7238, decode.d4.loss_dice: 1.0842, decode.d5.loss_cls: 0.7808, decode.d5.loss_mask: 0.7216, decode.d5.loss_dice: 1.0760, decode.d6.loss_cls: 0.7635, decode.d6.loss_mask: 0.7212, decode.d6.loss_dice: 1.0660, decode.d7.loss_cls: 0.7611, decode.d7.loss_mask: 0.7179, decode.d7.loss_dice: 1.0688, decode.d8.loss_cls: 0.7537, decode.d8.loss_mask: 0.7218, decode.d8.loss_dice: 1.0646, loss: 28.2470, grad_norm: 131.9233 2023-11-26 16:46:08,304 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:46:08,304 - mmseg - INFO - Iter [44000/160000] lr: 2.766e-06, eta: 12:15:20, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7580, decode.loss_mask: 0.7182, decode.loss_dice: 1.0617, decode.d0.loss_cls: 2.7200, decode.d0.loss_mask: 0.7780, decode.d0.loss_dice: 1.2835, decode.d1.loss_cls: 0.9265, decode.d1.loss_mask: 0.7605, decode.d1.loss_dice: 1.1706, decode.d2.loss_cls: 0.8349, decode.d2.loss_mask: 0.7338, decode.d2.loss_dice: 1.1182, decode.d3.loss_cls: 0.8051, decode.d3.loss_mask: 0.7232, decode.d3.loss_dice: 1.0889, decode.d4.loss_cls: 0.7916, decode.d4.loss_mask: 0.7208, decode.d4.loss_dice: 1.0829, decode.d5.loss_cls: 0.7867, decode.d5.loss_mask: 0.7236, decode.d5.loss_dice: 1.0768, decode.d6.loss_cls: 0.7771, decode.d6.loss_mask: 0.7205, decode.d6.loss_dice: 1.0696, decode.d7.loss_cls: 0.7597, decode.d7.loss_mask: 0.7189, decode.d7.loss_dice: 1.0718, decode.d8.loss_cls: 0.7598, decode.d8.loss_mask: 0.7170, decode.d8.loss_dice: 1.0686, loss: 28.3266, grad_norm: 118.1255 2023-11-26 16:46:26,508 - mmseg - INFO - Iter [44050/160000] lr: 2.765e-06, eta: 12:14:59, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7597, decode.loss_mask: 0.7237, decode.loss_dice: 1.0717, decode.d0.loss_cls: 2.7593, decode.d0.loss_mask: 0.7857, decode.d0.loss_dice: 1.2829, decode.d1.loss_cls: 0.9241, decode.d1.loss_mask: 0.7564, decode.d1.loss_dice: 1.1711, decode.d2.loss_cls: 0.8206, decode.d2.loss_mask: 0.7386, decode.d2.loss_dice: 1.1219, decode.d3.loss_cls: 0.7928, decode.d3.loss_mask: 0.7294, decode.d3.loss_dice: 1.0860, decode.d4.loss_cls: 0.7735, decode.d4.loss_mask: 0.7305, decode.d4.loss_dice: 1.0849, decode.d5.loss_cls: 0.7654, decode.d5.loss_mask: 0.7300, decode.d5.loss_dice: 1.0875, decode.d6.loss_cls: 0.7598, decode.d6.loss_mask: 0.7255, decode.d6.loss_dice: 1.0739, decode.d7.loss_cls: 0.7563, decode.d7.loss_mask: 0.7258, decode.d7.loss_dice: 1.0794, decode.d8.loss_cls: 0.7634, decode.d8.loss_mask: 0.7237, decode.d8.loss_dice: 1.0767, loss: 28.3802, grad_norm: 113.1047 2023-11-26 16:46:44,656 - mmseg - INFO - Iter [44100/160000] lr: 2.764e-06, eta: 12:14:37, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7802, decode.loss_mask: 0.7291, decode.loss_dice: 1.0694, decode.d0.loss_cls: 2.7310, decode.d0.loss_mask: 0.7914, decode.d0.loss_dice: 1.2812, decode.d1.loss_cls: 0.9337, decode.d1.loss_mask: 0.7684, decode.d1.loss_dice: 1.1721, decode.d2.loss_cls: 0.8521, decode.d2.loss_mask: 0.7468, decode.d2.loss_dice: 1.1178, decode.d3.loss_cls: 0.8110, decode.d3.loss_mask: 0.7385, decode.d3.loss_dice: 1.0820, decode.d4.loss_cls: 0.8025, decode.d4.loss_mask: 0.7346, decode.d4.loss_dice: 1.0877, decode.d5.loss_cls: 0.8020, decode.d5.loss_mask: 0.7317, decode.d5.loss_dice: 1.0837, decode.d6.loss_cls: 0.7808, decode.d6.loss_mask: 0.7344, decode.d6.loss_dice: 1.0696, decode.d7.loss_cls: 0.7785, decode.d7.loss_mask: 0.7304, decode.d7.loss_dice: 1.0688, decode.d8.loss_cls: 0.7715, decode.d8.loss_mask: 0.7339, decode.d8.loss_dice: 1.0746, loss: 28.5893, grad_norm: 118.7951 2023-11-26 16:47:03,264 - mmseg - INFO - Iter [44150/160000] lr: 2.762e-06, eta: 12:14:17, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7552, decode.loss_mask: 0.7289, decode.loss_dice: 1.1020, decode.d0.loss_cls: 2.7578, decode.d0.loss_mask: 0.7810, decode.d0.loss_dice: 1.2964, decode.d1.loss_cls: 0.9080, decode.d1.loss_mask: 0.7664, decode.d1.loss_dice: 1.1993, decode.d2.loss_cls: 0.8233, decode.d2.loss_mask: 0.7484, decode.d2.loss_dice: 1.1407, decode.d3.loss_cls: 0.7805, decode.d3.loss_mask: 0.7404, decode.d3.loss_dice: 1.1095, decode.d4.loss_cls: 0.7732, decode.d4.loss_mask: 0.7371, decode.d4.loss_dice: 1.1114, decode.d5.loss_cls: 0.7721, decode.d5.loss_mask: 0.7307, decode.d5.loss_dice: 1.1086, decode.d6.loss_cls: 0.7667, decode.d6.loss_mask: 0.7311, decode.d6.loss_dice: 1.1011, decode.d7.loss_cls: 0.7550, decode.d7.loss_mask: 0.7295, decode.d7.loss_dice: 1.1009, decode.d8.loss_cls: 0.7576, decode.d8.loss_mask: 0.7266, decode.d8.loss_dice: 1.0993, loss: 28.6389, grad_norm: 120.5641 2023-11-26 16:47:21,882 - mmseg - INFO - Iter [44200/160000] lr: 2.761e-06, eta: 12:13:57, time: 0.375, data_time: 0.011, memory: 36416, decode.loss_cls: 0.7799, decode.loss_mask: 0.7356, decode.loss_dice: 1.0810, decode.d0.loss_cls: 2.7891, decode.d0.loss_mask: 0.7857, decode.d0.loss_dice: 1.3006, decode.d1.loss_cls: 0.9702, decode.d1.loss_mask: 0.7719, decode.d1.loss_dice: 1.1900, decode.d2.loss_cls: 0.8581, decode.d2.loss_mask: 0.7507, decode.d2.loss_dice: 1.1338, decode.d3.loss_cls: 0.8174, decode.d3.loss_mask: 0.7404, decode.d3.loss_dice: 1.0968, decode.d4.loss_cls: 0.8062, decode.d4.loss_mask: 0.7415, decode.d4.loss_dice: 1.1049, decode.d5.loss_cls: 0.7930, decode.d5.loss_mask: 0.7415, decode.d5.loss_dice: 1.0988, decode.d6.loss_cls: 0.7843, decode.d6.loss_mask: 0.7378, decode.d6.loss_dice: 1.0880, decode.d7.loss_cls: 0.7749, decode.d7.loss_mask: 0.7367, decode.d7.loss_dice: 1.0888, decode.d8.loss_cls: 0.7819, decode.d8.loss_mask: 0.7363, decode.d8.loss_dice: 1.0875, loss: 28.9033, grad_norm: 124.1281 2023-11-26 16:47:42,557 - mmseg - INFO - Iter [44250/160000] lr: 2.760e-06, eta: 12:13:43, time: 0.413, data_time: 0.055, memory: 36416, decode.loss_cls: 0.7488, decode.loss_mask: 0.6836, decode.loss_dice: 1.0497, decode.d0.loss_cls: 2.7233, decode.d0.loss_mask: 0.7425, decode.d0.loss_dice: 1.2616, decode.d1.loss_cls: 0.9123, decode.d1.loss_mask: 0.7198, decode.d1.loss_dice: 1.1537, decode.d2.loss_cls: 0.8373, decode.d2.loss_mask: 0.6966, decode.d2.loss_dice: 1.0948, decode.d3.loss_cls: 0.7956, decode.d3.loss_mask: 0.6895, decode.d3.loss_dice: 1.0623, decode.d4.loss_cls: 0.7784, decode.d4.loss_mask: 0.6914, decode.d4.loss_dice: 1.0614, decode.d5.loss_cls: 0.7778, decode.d5.loss_mask: 0.6873, decode.d5.loss_dice: 1.0585, decode.d6.loss_cls: 0.7624, decode.d6.loss_mask: 0.6847, decode.d6.loss_dice: 1.0470, decode.d7.loss_cls: 0.7507, decode.d7.loss_mask: 0.6845, decode.d7.loss_dice: 1.0511, decode.d8.loss_cls: 0.7533, decode.d8.loss_mask: 0.6840, decode.d8.loss_dice: 1.0479, loss: 27.6918, grad_norm: 119.2946 2023-11-26 16:48:01,014 - mmseg - INFO - Iter [44300/160000] lr: 2.759e-06, eta: 12:13:22, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7992, decode.loss_mask: 0.7250, decode.loss_dice: 1.0880, decode.d0.loss_cls: 2.7965, decode.d0.loss_mask: 0.7832, decode.d0.loss_dice: 1.3116, decode.d1.loss_cls: 0.9514, decode.d1.loss_mask: 0.7713, decode.d1.loss_dice: 1.1896, decode.d2.loss_cls: 0.8614, decode.d2.loss_mask: 0.7459, decode.d2.loss_dice: 1.1402, decode.d3.loss_cls: 0.8270, decode.d3.loss_mask: 0.7311, decode.d3.loss_dice: 1.1017, decode.d4.loss_cls: 0.8223, decode.d4.loss_mask: 0.7304, decode.d4.loss_dice: 1.0999, decode.d5.loss_cls: 0.7995, decode.d5.loss_mask: 0.7308, decode.d5.loss_dice: 1.1034, decode.d6.loss_cls: 0.8094, decode.d6.loss_mask: 0.7254, decode.d6.loss_dice: 1.0846, decode.d7.loss_cls: 0.7961, decode.d7.loss_mask: 0.7247, decode.d7.loss_dice: 1.0907, decode.d8.loss_cls: 0.7932, decode.d8.loss_mask: 0.7259, decode.d8.loss_dice: 1.0865, loss: 28.9459, grad_norm: 131.6979 2023-11-26 16:48:19,601 - mmseg - INFO - Iter [44350/160000] lr: 2.758e-06, eta: 12:13:02, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7397, decode.loss_mask: 0.7096, decode.loss_dice: 1.0593, decode.d0.loss_cls: 2.7487, decode.d0.loss_mask: 0.7602, decode.d0.loss_dice: 1.2693, decode.d1.loss_cls: 0.8955, decode.d1.loss_mask: 0.7409, decode.d1.loss_dice: 1.1488, decode.d2.loss_cls: 0.8105, decode.d2.loss_mask: 0.7229, decode.d2.loss_dice: 1.1029, decode.d3.loss_cls: 0.7726, decode.d3.loss_mask: 0.7191, decode.d3.loss_dice: 1.0740, decode.d4.loss_cls: 0.7576, decode.d4.loss_mask: 0.7175, decode.d4.loss_dice: 1.0741, decode.d5.loss_cls: 0.7601, decode.d5.loss_mask: 0.7151, decode.d5.loss_dice: 1.0724, decode.d6.loss_cls: 0.7569, decode.d6.loss_mask: 0.7148, decode.d6.loss_dice: 1.0550, decode.d7.loss_cls: 0.7431, decode.d7.loss_mask: 0.7137, decode.d7.loss_dice: 1.0653, decode.d8.loss_cls: 0.7422, decode.d8.loss_mask: 0.7129, decode.d8.loss_dice: 1.0593, loss: 27.9340, grad_norm: 135.0338 2023-11-26 16:48:37,894 - mmseg - INFO - Iter [44400/160000] lr: 2.757e-06, eta: 12:12:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7466, decode.loss_mask: 0.7085, decode.loss_dice: 1.0786, decode.d0.loss_cls: 2.7095, decode.d0.loss_mask: 0.7631, decode.d0.loss_dice: 1.2955, decode.d1.loss_cls: 0.9100, decode.d1.loss_mask: 0.7583, decode.d1.loss_dice: 1.1824, decode.d2.loss_cls: 0.8055, decode.d2.loss_mask: 0.7336, decode.d2.loss_dice: 1.1299, decode.d3.loss_cls: 0.7748, decode.d3.loss_mask: 0.7209, decode.d3.loss_dice: 1.0975, decode.d4.loss_cls: 0.7630, decode.d4.loss_mask: 0.7169, decode.d4.loss_dice: 1.1008, decode.d5.loss_cls: 0.7529, decode.d5.loss_mask: 0.7161, decode.d5.loss_dice: 1.0976, decode.d6.loss_cls: 0.7561, decode.d6.loss_mask: 0.7159, decode.d6.loss_dice: 1.0744, decode.d7.loss_cls: 0.7435, decode.d7.loss_mask: 0.7117, decode.d7.loss_dice: 1.0797, decode.d8.loss_cls: 0.7460, decode.d8.loss_mask: 0.7135, decode.d8.loss_dice: 1.0822, loss: 28.1847, grad_norm: 114.5397 2023-11-26 16:48:56,216 - mmseg - INFO - Iter [44450/160000] lr: 2.755e-06, eta: 12:12:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7761, decode.loss_mask: 0.7180, decode.loss_dice: 1.0800, decode.d0.loss_cls: 2.7966, decode.d0.loss_mask: 0.7804, decode.d0.loss_dice: 1.2848, decode.d1.loss_cls: 0.9407, decode.d1.loss_mask: 0.7652, decode.d1.loss_dice: 1.1857, decode.d2.loss_cls: 0.8484, decode.d2.loss_mask: 0.7391, decode.d2.loss_dice: 1.1239, decode.d3.loss_cls: 0.8157, decode.d3.loss_mask: 0.7302, decode.d3.loss_dice: 1.0965, decode.d4.loss_cls: 0.7873, decode.d4.loss_mask: 0.7314, decode.d4.loss_dice: 1.0979, decode.d5.loss_cls: 0.7938, decode.d5.loss_mask: 0.7247, decode.d5.loss_dice: 1.0940, decode.d6.loss_cls: 0.7848, decode.d6.loss_mask: 0.7252, decode.d6.loss_dice: 1.0771, decode.d7.loss_cls: 0.7732, decode.d7.loss_mask: 0.7217, decode.d7.loss_dice: 1.0848, decode.d8.loss_cls: 0.7680, decode.d8.loss_mask: 0.7231, decode.d8.loss_dice: 1.0822, loss: 28.6507, grad_norm: 123.9253 2023-11-26 16:49:14,486 - mmseg - INFO - Iter [44500/160000] lr: 2.754e-06, eta: 12:11:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7690, decode.loss_mask: 0.6945, decode.loss_dice: 1.0413, decode.d0.loss_cls: 2.7676, decode.d0.loss_mask: 0.7589, decode.d0.loss_dice: 1.2596, decode.d1.loss_cls: 0.9524, decode.d1.loss_mask: 0.7259, decode.d1.loss_dice: 1.1422, decode.d2.loss_cls: 0.8350, decode.d2.loss_mask: 0.7112, decode.d2.loss_dice: 1.0892, decode.d3.loss_cls: 0.8012, decode.d3.loss_mask: 0.7040, decode.d3.loss_dice: 1.0616, decode.d4.loss_cls: 0.7811, decode.d4.loss_mask: 0.7010, decode.d4.loss_dice: 1.0631, decode.d5.loss_cls: 0.7750, decode.d5.loss_mask: 0.6971, decode.d5.loss_dice: 1.0597, decode.d6.loss_cls: 0.7732, decode.d6.loss_mask: 0.6933, decode.d6.loss_dice: 1.0453, decode.d7.loss_cls: 0.7573, decode.d7.loss_mask: 0.6935, decode.d7.loss_dice: 1.0491, decode.d8.loss_cls: 0.7569, decode.d8.loss_mask: 0.6945, decode.d8.loss_dice: 1.0488, loss: 27.9025, grad_norm: 116.6014 2023-11-26 16:49:33,109 - mmseg - INFO - Iter [44550/160000] lr: 2.753e-06, eta: 12:11:39, time: 0.372, data_time: 0.008, memory: 36416, decode.loss_cls: 0.7521, decode.loss_mask: 0.7047, decode.loss_dice: 1.0334, decode.d0.loss_cls: 2.7695, decode.d0.loss_mask: 0.7705, decode.d0.loss_dice: 1.2502, decode.d1.loss_cls: 0.9506, decode.d1.loss_mask: 0.7430, decode.d1.loss_dice: 1.1333, decode.d2.loss_cls: 0.8390, decode.d2.loss_mask: 0.7270, decode.d2.loss_dice: 1.0790, decode.d3.loss_cls: 0.8122, decode.d3.loss_mask: 0.7156, decode.d3.loss_dice: 1.0425, decode.d4.loss_cls: 0.7866, decode.d4.loss_mask: 0.7145, decode.d4.loss_dice: 1.0434, decode.d5.loss_cls: 0.7780, decode.d5.loss_mask: 0.7153, decode.d5.loss_dice: 1.0402, decode.d6.loss_cls: 0.7658, decode.d6.loss_mask: 0.7082, decode.d6.loss_dice: 1.0259, decode.d7.loss_cls: 0.7509, decode.d7.loss_mask: 0.7099, decode.d7.loss_dice: 1.0315, decode.d8.loss_cls: 0.7536, decode.d8.loss_mask: 0.7029, decode.d8.loss_dice: 1.0331, loss: 27.8824, grad_norm: 122.5664 2023-11-26 16:49:51,721 - mmseg - INFO - Iter [44600/160000] lr: 2.752e-06, eta: 12:11:19, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.8181, decode.loss_mask: 0.7325, decode.loss_dice: 1.0826, decode.d0.loss_cls: 2.7999, decode.d0.loss_mask: 0.7967, decode.d0.loss_dice: 1.3137, decode.d1.loss_cls: 1.0003, decode.d1.loss_mask: 0.7735, decode.d1.loss_dice: 1.1917, decode.d2.loss_cls: 0.8967, decode.d2.loss_mask: 0.7531, decode.d2.loss_dice: 1.1388, decode.d3.loss_cls: 0.8432, decode.d3.loss_mask: 0.7451, decode.d3.loss_dice: 1.1049, decode.d4.loss_cls: 0.8387, decode.d4.loss_mask: 0.7422, decode.d4.loss_dice: 1.1029, decode.d5.loss_cls: 0.8352, decode.d5.loss_mask: 0.7401, decode.d5.loss_dice: 1.0953, decode.d6.loss_cls: 0.8287, decode.d6.loss_mask: 0.7339, decode.d6.loss_dice: 1.0841, decode.d7.loss_cls: 0.8251, decode.d7.loss_mask: 0.7329, decode.d7.loss_dice: 1.0852, decode.d8.loss_cls: 0.8149, decode.d8.loss_mask: 0.7341, decode.d8.loss_dice: 1.0800, loss: 29.2644, grad_norm: 122.3519 2023-11-26 16:50:09,986 - mmseg - INFO - Iter [44650/160000] lr: 2.751e-06, eta: 12:10:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7823, decode.loss_mask: 0.7010, decode.loss_dice: 1.0599, decode.d0.loss_cls: 2.8444, decode.d0.loss_mask: 0.7545, decode.d0.loss_dice: 1.2730, decode.d1.loss_cls: 0.9437, decode.d1.loss_mask: 0.7362, decode.d1.loss_dice: 1.1617, decode.d2.loss_cls: 0.8652, decode.d2.loss_mask: 0.7197, decode.d2.loss_dice: 1.1115, decode.d3.loss_cls: 0.8230, decode.d3.loss_mask: 0.7120, decode.d3.loss_dice: 1.0777, decode.d4.loss_cls: 0.8015, decode.d4.loss_mask: 0.7083, decode.d4.loss_dice: 1.0728, decode.d5.loss_cls: 0.8010, decode.d5.loss_mask: 0.7057, decode.d5.loss_dice: 1.0756, decode.d6.loss_cls: 0.7912, decode.d6.loss_mask: 0.7036, decode.d6.loss_dice: 1.0613, decode.d7.loss_cls: 0.7850, decode.d7.loss_mask: 0.7018, decode.d7.loss_dice: 1.0582, decode.d8.loss_cls: 0.7782, decode.d8.loss_mask: 0.6995, decode.d8.loss_dice: 1.0593, loss: 28.3688, grad_norm: 125.4422 2023-11-26 16:50:28,376 - mmseg - INFO - Iter [44700/160000] lr: 2.749e-06, eta: 12:10:38, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7467, decode.loss_mask: 0.7226, decode.loss_dice: 1.0813, decode.d0.loss_cls: 2.7982, decode.d0.loss_mask: 0.7742, decode.d0.loss_dice: 1.2905, decode.d1.loss_cls: 0.9457, decode.d1.loss_mask: 0.7612, decode.d1.loss_dice: 1.1814, decode.d2.loss_cls: 0.8396, decode.d2.loss_mask: 0.7349, decode.d2.loss_dice: 1.1283, decode.d3.loss_cls: 0.8118, decode.d3.loss_mask: 0.7264, decode.d3.loss_dice: 1.0914, decode.d4.loss_cls: 0.7840, decode.d4.loss_mask: 0.7278, decode.d4.loss_dice: 1.0906, decode.d5.loss_cls: 0.7716, decode.d5.loss_mask: 0.7319, decode.d5.loss_dice: 1.0917, decode.d6.loss_cls: 0.7632, decode.d6.loss_mask: 0.7251, decode.d6.loss_dice: 1.0840, decode.d7.loss_cls: 0.7623, decode.d7.loss_mask: 0.7218, decode.d7.loss_dice: 1.0814, decode.d8.loss_cls: 0.7545, decode.d8.loss_mask: 0.7221, decode.d8.loss_dice: 1.0848, loss: 28.5307, grad_norm: 131.1927 2023-11-26 16:50:48,760 - mmseg - INFO - Iter [44750/160000] lr: 2.748e-06, eta: 12:10:22, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7554, decode.loss_mask: 0.7113, decode.loss_dice: 1.0601, decode.d0.loss_cls: 2.7411, decode.d0.loss_mask: 0.7693, decode.d0.loss_dice: 1.2676, decode.d1.loss_cls: 0.9230, decode.d1.loss_mask: 0.7440, decode.d1.loss_dice: 1.1611, decode.d2.loss_cls: 0.8364, decode.d2.loss_mask: 0.7328, decode.d2.loss_dice: 1.1106, decode.d3.loss_cls: 0.8011, decode.d3.loss_mask: 0.7194, decode.d3.loss_dice: 1.0697, decode.d4.loss_cls: 0.7791, decode.d4.loss_mask: 0.7152, decode.d4.loss_dice: 1.0746, decode.d5.loss_cls: 0.7750, decode.d5.loss_mask: 0.7159, decode.d5.loss_dice: 1.0645, decode.d6.loss_cls: 0.7648, decode.d6.loss_mask: 0.7117, decode.d6.loss_dice: 1.0576, decode.d7.loss_cls: 0.7551, decode.d7.loss_mask: 0.7093, decode.d7.loss_dice: 1.0556, decode.d8.loss_cls: 0.7621, decode.d8.loss_mask: 0.7098, decode.d8.loss_dice: 1.0592, loss: 28.1122, grad_norm: 120.3803 2023-11-26 16:51:07,292 - mmseg - INFO - Iter [44800/160000] lr: 2.747e-06, eta: 12:10:02, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7755, decode.loss_mask: 0.7115, decode.loss_dice: 1.0865, decode.d0.loss_cls: 2.8034, decode.d0.loss_mask: 0.7764, decode.d0.loss_dice: 1.3195, decode.d1.loss_cls: 0.9456, decode.d1.loss_mask: 0.7529, decode.d1.loss_dice: 1.1961, decode.d2.loss_cls: 0.8489, decode.d2.loss_mask: 0.7265, decode.d2.loss_dice: 1.1389, decode.d3.loss_cls: 0.8108, decode.d3.loss_mask: 0.7181, decode.d3.loss_dice: 1.1069, decode.d4.loss_cls: 0.7892, decode.d4.loss_mask: 0.7164, decode.d4.loss_dice: 1.1044, decode.d5.loss_cls: 0.7846, decode.d5.loss_mask: 0.7141, decode.d5.loss_dice: 1.0992, decode.d6.loss_cls: 0.7732, decode.d6.loss_mask: 0.7123, decode.d6.loss_dice: 1.0906, decode.d7.loss_cls: 0.7707, decode.d7.loss_mask: 0.7124, decode.d7.loss_dice: 1.0886, decode.d8.loss_cls: 0.7692, decode.d8.loss_mask: 0.7115, decode.d8.loss_dice: 1.0847, loss: 28.6387, grad_norm: 120.1236 2023-11-26 16:51:25,614 - mmseg - INFO - Iter [44850/160000] lr: 2.746e-06, eta: 12:09:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7481, decode.loss_mask: 0.7270, decode.loss_dice: 1.0658, decode.d0.loss_cls: 2.7516, decode.d0.loss_mask: 0.7871, decode.d0.loss_dice: 1.2727, decode.d1.loss_cls: 0.9283, decode.d1.loss_mask: 0.7675, decode.d1.loss_dice: 1.1743, decode.d2.loss_cls: 0.8250, decode.d2.loss_mask: 0.7434, decode.d2.loss_dice: 1.1037, decode.d3.loss_cls: 0.7923, decode.d3.loss_mask: 0.7342, decode.d3.loss_dice: 1.0809, decode.d4.loss_cls: 0.7799, decode.d4.loss_mask: 0.7342, decode.d4.loss_dice: 1.0781, decode.d5.loss_cls: 0.7689, decode.d5.loss_mask: 0.7354, decode.d5.loss_dice: 1.0787, decode.d6.loss_cls: 0.7610, decode.d6.loss_mask: 0.7315, decode.d6.loss_dice: 1.0652, decode.d7.loss_cls: 0.7510, decode.d7.loss_mask: 0.7335, decode.d7.loss_dice: 1.0657, decode.d8.loss_cls: 0.7423, decode.d8.loss_mask: 0.7315, decode.d8.loss_dice: 1.0706, loss: 28.3296, grad_norm: 127.7546 2023-11-26 16:51:43,820 - mmseg - INFO - Iter [44900/160000] lr: 2.745e-06, eta: 12:09:20, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7540, decode.loss_mask: 0.6994, decode.loss_dice: 1.0869, decode.d0.loss_cls: 2.7393, decode.d0.loss_mask: 0.7511, decode.d0.loss_dice: 1.2857, decode.d1.loss_cls: 0.9113, decode.d1.loss_mask: 0.7326, decode.d1.loss_dice: 1.1814, decode.d2.loss_cls: 0.8204, decode.d2.loss_mask: 0.7115, decode.d2.loss_dice: 1.1335, decode.d3.loss_cls: 0.7901, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0976, decode.d4.loss_cls: 0.7803, decode.d4.loss_mask: 0.7028, decode.d4.loss_dice: 1.0993, decode.d5.loss_cls: 0.7782, decode.d5.loss_mask: 0.7042, decode.d5.loss_dice: 1.0993, decode.d6.loss_cls: 0.7783, decode.d6.loss_mask: 0.7014, decode.d6.loss_dice: 1.0839, decode.d7.loss_cls: 0.7614, decode.d7.loss_mask: 0.7016, decode.d7.loss_dice: 1.0894, decode.d8.loss_cls: 0.7548, decode.d8.loss_mask: 0.6990, decode.d8.loss_dice: 1.0935, loss: 28.2295, grad_norm: 109.2199 2023-11-26 16:52:02,325 - mmseg - INFO - Iter [44950/160000] lr: 2.743e-06, eta: 12:09:00, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7947, decode.loss_mask: 0.7317, decode.loss_dice: 1.0893, decode.d0.loss_cls: 2.7896, decode.d0.loss_mask: 0.8021, decode.d0.loss_dice: 1.3209, decode.d1.loss_cls: 0.9670, decode.d1.loss_mask: 0.7714, decode.d1.loss_dice: 1.1896, decode.d2.loss_cls: 0.8729, decode.d2.loss_mask: 0.7496, decode.d2.loss_dice: 1.1438, decode.d3.loss_cls: 0.8390, decode.d3.loss_mask: 0.7404, decode.d3.loss_dice: 1.1029, decode.d4.loss_cls: 0.8188, decode.d4.loss_mask: 0.7425, decode.d4.loss_dice: 1.1015, decode.d5.loss_cls: 0.8175, decode.d5.loss_mask: 0.7388, decode.d5.loss_dice: 1.1006, decode.d6.loss_cls: 0.8060, decode.d6.loss_mask: 0.7346, decode.d6.loss_dice: 1.0948, decode.d7.loss_cls: 0.7929, decode.d7.loss_mask: 0.7344, decode.d7.loss_dice: 1.0929, decode.d8.loss_cls: 0.7907, decode.d8.loss_mask: 0.7307, decode.d8.loss_dice: 1.0980, loss: 29.0997, grad_norm: 135.2492 2023-11-26 16:52:20,919 - mmseg - INFO - Saving checkpoint at 45000 iterations 2023-11-26 16:52:22,616 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:52:22,616 - mmseg - INFO - Iter [45000/160000] lr: 2.742e-06, eta: 12:08:44, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7482, decode.loss_mask: 0.7158, decode.loss_dice: 1.0596, decode.d0.loss_cls: 2.7736, decode.d0.loss_mask: 0.7712, decode.d0.loss_dice: 1.2834, decode.d1.loss_cls: 0.9179, decode.d1.loss_mask: 0.7436, decode.d1.loss_dice: 1.1581, decode.d2.loss_cls: 0.8124, decode.d2.loss_mask: 0.7364, decode.d2.loss_dice: 1.1030, decode.d3.loss_cls: 0.7873, decode.d3.loss_mask: 0.7217, decode.d3.loss_dice: 1.0739, decode.d4.loss_cls: 0.7645, decode.d4.loss_mask: 0.7227, decode.d4.loss_dice: 1.0727, decode.d5.loss_cls: 0.7652, decode.d5.loss_mask: 0.7206, decode.d5.loss_dice: 1.0712, decode.d6.loss_cls: 0.7570, decode.d6.loss_mask: 0.7153, decode.d6.loss_dice: 1.0606, decode.d7.loss_cls: 0.7553, decode.d7.loss_mask: 0.7168, decode.d7.loss_dice: 1.0560, decode.d8.loss_cls: 0.7478, decode.d8.loss_mask: 0.7138, decode.d8.loss_dice: 1.0596, loss: 28.1052, grad_norm: 118.1481 2023-11-26 16:52:39,643 - mmseg - INFO - per class results: 2023-11-26 16:52:39,649 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.66 | 87.41 | | building | 82.11 | 91.79 | | sky | 94.74 | 97.32 | | floor | 82.34 | 91.25 | | tree | 75.08 | 85.41 | | ceiling | 83.0 | 89.43 | | road | 84.44 | 89.76 | | bed | 89.94 | 93.92 | | windowpane | 60.69 | 81.41 | | grass | 68.51 | 81.24 | | cabinet | 60.54 | 73.93 | | sidewalk | 64.35 | 82.37 | | person | 83.52 | 90.71 | | earth | 33.42 | 43.27 | | door | 48.26 | 73.92 | | table | 60.48 | 76.46 | | mountain | 58.32 | 81.64 | | plant | 52.83 | 68.19 | | curtain | 73.73 | 80.64 | | chair | 58.12 | 72.79 | | car | 86.49 | 93.49 | | water | 51.36 | 74.05 | | painting | 69.2 | 90.7 | | sofa | 68.07 | 89.67 | | shelf | 37.58 | 49.52 | | house | 43.98 | 65.63 | | sea | 61.95 | 75.52 | | mirror | 65.87 | 76.87 | | rug | 63.92 | 73.81 | | field | 26.49 | 53.58 | | armchair | 41.94 | 59.59 | | seat | 64.19 | 84.6 | | fence | 43.4 | 63.08 | | desk | 43.75 | 60.08 | | rock | 50.23 | 63.54 | | wardrobe | 39.83 | 48.87 | | lamp | 68.17 | 79.59 | | bathtub | 77.94 | 85.37 | | railing | 30.28 | 44.9 | | cushion | 60.48 | 73.97 | | base | 27.11 | 54.8 | | box | 24.5 | 30.81 | | column | 44.26 | 57.3 | | signboard | 38.72 | 54.92 | | chest of drawers | 40.27 | 53.91 | | counter | 23.3 | 32.37 | | sand | 31.16 | 45.07 | | sink | 71.34 | 85.57 | | skyscraper | 26.15 | 28.78 | | fireplace | 71.91 | 86.26 | | refrigerator | 73.0 | 79.71 | | grandstand | 41.65 | 62.51 | | path | 14.02 | 21.43 | | stairs | 52.48 | 69.73 | | runway | 75.0 | 95.69 | | case | 52.69 | 59.59 | | pool table | 94.04 | 95.55 | | pillow | 60.79 | 71.84 | | screen door | 65.22 | 79.95 | | stairway | 36.9 | 42.93 | | river | 7.42 | 8.05 | | bridge | 80.25 | 86.84 | | bookcase | 27.97 | 56.19 | | blind | 34.7 | 37.38 | | coffee table | 59.2 | 82.42 | | toilet | 88.21 | 90.33 | | flower | 34.91 | 50.98 | | book | 46.56 | 68.6 | | hill | 9.59 | 13.07 | | bench | 50.21 | 67.78 | | countertop | 53.26 | 60.48 | | stove | 76.21 | 82.49 | | palm | 47.07 | 74.71 | | kitchen island | 42.85 | 76.38 | | computer | 62.77 | 69.59 | | swivel chair | 48.56 | 69.09 | | boat | 61.6 | 84.45 | | bar | 28.27 | 34.15 | | arcade machine | 55.04 | 58.97 | | hovel | 13.79 | 14.89 | | bus | 89.9 | 94.98 | | towel | 79.07 | 83.91 | | light | 58.13 | 77.49 | | truck | 36.19 | 47.45 | | tower | 7.85 | 9.91 | | chandelier | 67.01 | 84.82 | | awning | 37.76 | 48.44 | | streetlight | 33.68 | 49.69 | | booth | 36.37 | 36.52 | | television receiver | 72.58 | 83.02 | | airplane | 59.89 | 65.83 | | dirt track | 8.45 | 20.78 | | apparel | 30.35 | 47.17 | | pole | 32.83 | 45.39 | | land | 0.0 | 0.0 | | bannister | 11.62 | 31.05 | | escalator | 20.84 | 21.5 | | ottoman | 52.1 | 66.4 | | bottle | 25.01 | 33.63 | | buffet | 50.07 | 73.08 | | poster | 33.42 | 42.0 | | stage | 6.65 | 26.41 | | van | 46.89 | 68.95 | | ship | 3.86 | 4.03 | | fountain | 23.29 | 28.96 | | conveyer belt | 51.51 | 64.15 | | canopy | 28.87 | 54.04 | | washer | 69.93 | 74.92 | | plaything | 21.86 | 34.8 | | swimming pool | 57.78 | 68.48 | | stool | 44.13 | 64.91 | | barrel | 49.91 | 74.01 | | basket | 30.37 | 56.79 | | waterfall | 41.9 | 61.76 | | tent | 81.41 | 97.5 | | bag | 16.89 | 25.92 | | minibike | 66.55 | 85.39 | | cradle | 87.78 | 97.29 | | oven | 39.96 | 71.09 | | ball | 45.21 | 72.94 | | food | 67.41 | 76.74 | | step | 13.1 | 22.96 | | tank | 37.79 | 38.93 | | trade name | 38.61 | 53.07 | | microwave | 68.29 | 76.34 | | pot | 37.67 | 47.16 | | animal | 64.58 | 69.61 | | bicycle | 62.98 | 82.11 | | lake | 0.0 | 0.0 | | dishwasher | 71.52 | 84.26 | | screen | 43.62 | 91.51 | | blanket | 31.39 | 41.77 | | sculpture | 52.58 | 83.53 | | hood | 66.57 | 69.87 | | sconce | 45.27 | 61.06 | | vase | 44.78 | 67.21 | | traffic light | 35.31 | 65.36 | | tray | 10.61 | 22.82 | | ashcan | 46.01 | 65.85 | | fan | 61.1 | 80.61 | | pier | 11.9 | 12.91 | | crt screen | 9.84 | 25.29 | | plate | 58.31 | 70.28 | | monitor | 9.39 | 11.56 | | bulletin board | 32.71 | 40.39 | | shower | 16.17 | 24.52 | | radiator | 61.37 | 82.53 | | glass | 20.31 | 24.73 | | clock | 33.05 | 46.47 | | flag | 48.22 | 54.43 | +---------------------+-------+-------+ 2023-11-26 16:52:39,649 - mmseg - INFO - Summary: 2023-11-26 16:52:39,649 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.73 | 48.26 | 61.49 | +-------+-------+-------+ 2023-11-26 16:52:39,759 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_30000.pth was removed 2023-11-26 16:52:41,210 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_45000.pth. 2023-11-26 16:52:41,210 - mmseg - INFO - Best mIoU is 0.4826 at 45000 iter. 2023-11-26 16:52:41,211 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:52:41,211 - mmseg - INFO - Iter(val) [250] aAcc: 0.8273, mIoU: 0.4826, mAcc: 0.6149, IoU.wall: 0.7766, IoU.building: 0.8211, IoU.sky: 0.9474, IoU.floor: 0.8234, IoU.tree: 0.7508, IoU.ceiling: 0.8300, IoU.road: 0.8444, IoU.bed : 0.8994, IoU.windowpane: 0.6069, IoU.grass: 0.6851, IoU.cabinet: 0.6054, IoU.sidewalk: 0.6435, IoU.person: 0.8352, IoU.earth: 0.3342, IoU.door: 0.4826, IoU.table: 0.6048, IoU.mountain: 0.5832, IoU.plant: 0.5283, IoU.curtain: 0.7373, IoU.chair: 0.5812, IoU.car: 0.8649, IoU.water: 0.5136, IoU.painting: 0.6920, IoU.sofa: 0.6807, IoU.shelf: 0.3758, IoU.house: 0.4398, IoU.sea: 0.6195, IoU.mirror: 0.6587, IoU.rug: 0.6392, IoU.field: 0.2649, IoU.armchair: 0.4194, IoU.seat: 0.6419, IoU.fence: 0.4340, IoU.desk: 0.4375, IoU.rock: 0.5023, IoU.wardrobe: 0.3983, IoU.lamp: 0.6817, IoU.bathtub: 0.7794, IoU.railing: 0.3028, IoU.cushion: 0.6048, IoU.base: 0.2711, IoU.box: 0.2450, IoU.column: 0.4426, IoU.signboard: 0.3872, IoU.chest of drawers: 0.4027, IoU.counter: 0.2330, IoU.sand: 0.3116, IoU.sink: 0.7134, IoU.skyscraper: 0.2615, IoU.fireplace: 0.7191, IoU.refrigerator: 0.7300, IoU.grandstand: 0.4165, IoU.path: 0.1402, IoU.stairs: 0.5248, IoU.runway: 0.7500, IoU.case: 0.5269, IoU.pool table: 0.9404, IoU.pillow: 0.6079, IoU.screen door: 0.6522, IoU.stairway: 0.3690, IoU.river: 0.0742, IoU.bridge: 0.8025, IoU.bookcase: 0.2797, IoU.blind: 0.3470, IoU.coffee table: 0.5920, IoU.toilet: 0.8821, IoU.flower: 0.3491, IoU.book: 0.4656, IoU.hill: 0.0959, IoU.bench: 0.5021, IoU.countertop: 0.5326, IoU.stove: 0.7621, IoU.palm: 0.4707, IoU.kitchen island: 0.4285, IoU.computer: 0.6277, IoU.swivel chair: 0.4856, IoU.boat: 0.6160, IoU.bar: 0.2827, IoU.arcade machine: 0.5504, IoU.hovel: 0.1379, IoU.bus: 0.8990, IoU.towel: 0.7907, IoU.light: 0.5813, IoU.truck: 0.3619, IoU.tower: 0.0785, IoU.chandelier: 0.6701, IoU.awning: 0.3776, IoU.streetlight: 0.3368, IoU.booth: 0.3637, IoU.television receiver: 0.7258, IoU.airplane: 0.5989, IoU.dirt track: 0.0845, IoU.apparel: 0.3035, IoU.pole: 0.3283, IoU.land: 0.0000, IoU.bannister: 0.1162, IoU.escalator: 0.2084, IoU.ottoman: 0.5210, IoU.bottle: 0.2501, IoU.buffet: 0.5007, IoU.poster: 0.3342, IoU.stage: 0.0665, IoU.van: 0.4689, IoU.ship: 0.0386, IoU.fountain: 0.2329, IoU.conveyer belt: 0.5151, IoU.canopy: 0.2887, IoU.washer: 0.6993, IoU.plaything: 0.2186, IoU.swimming pool: 0.5778, IoU.stool: 0.4413, IoU.barrel: 0.4991, IoU.basket: 0.3037, IoU.waterfall: 0.4190, IoU.tent: 0.8141, IoU.bag: 0.1689, IoU.minibike: 0.6655, IoU.cradle: 0.8778, IoU.oven: 0.3996, IoU.ball: 0.4521, IoU.food: 0.6741, IoU.step: 0.1310, IoU.tank: 0.3779, IoU.trade name: 0.3861, IoU.microwave: 0.6829, IoU.pot: 0.3767, IoU.animal: 0.6458, IoU.bicycle: 0.6298, IoU.lake: 0.0000, IoU.dishwasher: 0.7152, IoU.screen: 0.4362, IoU.blanket: 0.3139, IoU.sculpture: 0.5258, IoU.hood: 0.6657, IoU.sconce: 0.4527, IoU.vase: 0.4478, IoU.traffic light: 0.3531, IoU.tray: 0.1061, IoU.ashcan: 0.4601, IoU.fan: 0.6110, IoU.pier: 0.1190, IoU.crt screen: 0.0984, IoU.plate: 0.5831, IoU.monitor: 0.0939, IoU.bulletin board: 0.3271, IoU.shower: 0.1617, IoU.radiator: 0.6137, IoU.glass: 0.2031, IoU.clock: 0.3305, IoU.flag: 0.4822, Acc.wall: 0.8741, Acc.building: 0.9179, Acc.sky: 0.9732, Acc.floor: 0.9125, Acc.tree: 0.8541, Acc.ceiling: 0.8943, Acc.road: 0.8976, Acc.bed : 0.9392, Acc.windowpane: 0.8141, Acc.grass: 0.8124, Acc.cabinet: 0.7393, Acc.sidewalk: 0.8237, Acc.person: 0.9071, Acc.earth: 0.4327, Acc.door: 0.7392, Acc.table: 0.7646, Acc.mountain: 0.8164, Acc.plant: 0.6819, Acc.curtain: 0.8064, Acc.chair: 0.7279, Acc.car: 0.9349, Acc.water: 0.7405, Acc.painting: 0.9070, Acc.sofa: 0.8967, Acc.shelf: 0.4952, Acc.house: 0.6563, Acc.sea: 0.7552, Acc.mirror: 0.7687, Acc.rug: 0.7381, Acc.field: 0.5358, Acc.armchair: 0.5959, Acc.seat: 0.8460, Acc.fence: 0.6308, Acc.desk: 0.6008, Acc.rock: 0.6354, Acc.wardrobe: 0.4887, Acc.lamp: 0.7959, Acc.bathtub: 0.8537, Acc.railing: 0.4490, Acc.cushion: 0.7397, Acc.base: 0.5480, Acc.box: 0.3081, Acc.column: 0.5730, Acc.signboard: 0.5492, Acc.chest of drawers: 0.5391, Acc.counter: 0.3237, Acc.sand: 0.4507, Acc.sink: 0.8557, Acc.skyscraper: 0.2878, Acc.fireplace: 0.8626, Acc.refrigerator: 0.7971, Acc.grandstand: 0.6251, Acc.path: 0.2143, Acc.stairs: 0.6973, Acc.runway: 0.9569, Acc.case: 0.5959, Acc.pool table: 0.9555, Acc.pillow: 0.7184, Acc.screen door: 0.7995, Acc.stairway: 0.4293, Acc.river: 0.0805, Acc.bridge: 0.8684, Acc.bookcase: 0.5619, Acc.blind: 0.3738, Acc.coffee table: 0.8242, Acc.toilet: 0.9033, Acc.flower: 0.5098, Acc.book: 0.6860, Acc.hill: 0.1307, Acc.bench: 0.6778, Acc.countertop: 0.6048, Acc.stove: 0.8249, Acc.palm: 0.7471, Acc.kitchen island: 0.7638, Acc.computer: 0.6959, Acc.swivel chair: 0.6909, Acc.boat: 0.8445, Acc.bar: 0.3415, Acc.arcade machine: 0.5897, Acc.hovel: 0.1489, Acc.bus: 0.9498, Acc.towel: 0.8391, Acc.light: 0.7749, Acc.truck: 0.4745, Acc.tower: 0.0991, Acc.chandelier: 0.8482, Acc.awning: 0.4844, Acc.streetlight: 0.4969, Acc.booth: 0.3652, Acc.television receiver: 0.8302, Acc.airplane: 0.6583, Acc.dirt track: 0.2078, Acc.apparel: 0.4717, Acc.pole: 0.4539, Acc.land: 0.0000, Acc.bannister: 0.3105, Acc.escalator: 0.2150, Acc.ottoman: 0.6640, Acc.bottle: 0.3363, Acc.buffet: 0.7308, Acc.poster: 0.4200, Acc.stage: 0.2641, Acc.van: 0.6895, Acc.ship: 0.0403, Acc.fountain: 0.2896, Acc.conveyer belt: 0.6415, Acc.canopy: 0.5404, Acc.washer: 0.7492, Acc.plaything: 0.3480, Acc.swimming pool: 0.6848, Acc.stool: 0.6491, Acc.barrel: 0.7401, Acc.basket: 0.5679, Acc.waterfall: 0.6176, Acc.tent: 0.9750, Acc.bag: 0.2592, Acc.minibike: 0.8539, Acc.cradle: 0.9729, Acc.oven: 0.7109, Acc.ball: 0.7294, Acc.food: 0.7674, Acc.step: 0.2296, Acc.tank: 0.3893, Acc.trade name: 0.5307, Acc.microwave: 0.7634, Acc.pot: 0.4716, Acc.animal: 0.6961, Acc.bicycle: 0.8211, Acc.lake: 0.0000, Acc.dishwasher: 0.8426, Acc.screen: 0.9151, Acc.blanket: 0.4177, Acc.sculpture: 0.8353, Acc.hood: 0.6987, Acc.sconce: 0.6106, Acc.vase: 0.6721, Acc.traffic light: 0.6536, Acc.tray: 0.2282, Acc.ashcan: 0.6585, Acc.fan: 0.8061, Acc.pier: 0.1291, Acc.crt screen: 0.2529, Acc.plate: 0.7028, Acc.monitor: 0.1156, Acc.bulletin board: 0.4039, Acc.shower: 0.2452, Acc.radiator: 0.8253, Acc.glass: 0.2473, Acc.clock: 0.4647, Acc.flag: 0.5443 2023-11-26 16:52:59,530 - mmseg - INFO - Iter [45050/160000] lr: 2.741e-06, eta: 12:09:11, time: 0.738, data_time: 0.381, memory: 36416, decode.loss_cls: 0.7852, decode.loss_mask: 0.7013, decode.loss_dice: 1.0697, decode.d0.loss_cls: 2.9036, decode.d0.loss_mask: 0.7511, decode.d0.loss_dice: 1.2901, decode.d1.loss_cls: 0.9683, decode.d1.loss_mask: 0.7410, decode.d1.loss_dice: 1.1775, decode.d2.loss_cls: 0.8646, decode.d2.loss_mask: 0.7237, decode.d2.loss_dice: 1.1231, decode.d3.loss_cls: 0.8273, decode.d3.loss_mask: 0.7109, decode.d3.loss_dice: 1.0806, decode.d4.loss_cls: 0.8101, decode.d4.loss_mask: 0.7062, decode.d4.loss_dice: 1.0883, decode.d5.loss_cls: 0.8049, decode.d5.loss_mask: 0.6998, decode.d5.loss_dice: 1.0807, decode.d6.loss_cls: 0.8002, decode.d6.loss_mask: 0.7016, decode.d6.loss_dice: 1.0677, decode.d7.loss_cls: 0.7928, decode.d7.loss_mask: 0.7043, decode.d7.loss_dice: 1.0673, decode.d8.loss_cls: 0.7856, decode.d8.loss_mask: 0.7022, decode.d8.loss_dice: 1.0726, loss: 28.6023, grad_norm: 122.2568 2023-11-26 16:53:17,788 - mmseg - INFO - Iter [45100/160000] lr: 2.740e-06, eta: 12:08:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7771, decode.loss_mask: 0.7109, decode.loss_dice: 1.0639, decode.d0.loss_cls: 2.7337, decode.d0.loss_mask: 0.7662, decode.d0.loss_dice: 1.2876, decode.d1.loss_cls: 0.9343, decode.d1.loss_mask: 0.7539, decode.d1.loss_dice: 1.1698, decode.d2.loss_cls: 0.8604, decode.d2.loss_mask: 0.7319, decode.d2.loss_dice: 1.1178, decode.d3.loss_cls: 0.8085, decode.d3.loss_mask: 0.7216, decode.d3.loss_dice: 1.0907, decode.d4.loss_cls: 0.7988, decode.d4.loss_mask: 0.7174, decode.d4.loss_dice: 1.0864, decode.d5.loss_cls: 0.7887, decode.d5.loss_mask: 0.7155, decode.d5.loss_dice: 1.0797, decode.d6.loss_cls: 0.7760, decode.d6.loss_mask: 0.7171, decode.d6.loss_dice: 1.0646, decode.d7.loss_cls: 0.7735, decode.d7.loss_mask: 0.7152, decode.d7.loss_dice: 1.0618, decode.d8.loss_cls: 0.7727, decode.d8.loss_mask: 0.7122, decode.d8.loss_dice: 1.0706, loss: 28.3785, grad_norm: 118.0109 2023-11-26 16:53:36,027 - mmseg - INFO - Iter [45150/160000] lr: 2.739e-06, eta: 12:08:29, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7676, decode.loss_mask: 0.7539, decode.loss_dice: 1.1071, decode.d0.loss_cls: 2.7644, decode.d0.loss_mask: 0.8013, decode.d0.loss_dice: 1.3036, decode.d1.loss_cls: 0.9277, decode.d1.loss_mask: 0.7907, decode.d1.loss_dice: 1.2002, decode.d2.loss_cls: 0.8245, decode.d2.loss_mask: 0.7733, decode.d2.loss_dice: 1.1515, decode.d3.loss_cls: 0.7974, decode.d3.loss_mask: 0.7634, decode.d3.loss_dice: 1.1205, decode.d4.loss_cls: 0.7867, decode.d4.loss_mask: 0.7597, decode.d4.loss_dice: 1.1161, decode.d5.loss_cls: 0.7848, decode.d5.loss_mask: 0.7552, decode.d5.loss_dice: 1.1127, decode.d6.loss_cls: 0.7771, decode.d6.loss_mask: 0.7512, decode.d6.loss_dice: 1.1043, decode.d7.loss_cls: 0.7776, decode.d7.loss_mask: 0.7550, decode.d7.loss_dice: 1.1020, decode.d8.loss_cls: 0.7697, decode.d8.loss_mask: 0.7546, decode.d8.loss_dice: 1.1021, loss: 29.0560, grad_norm: 120.0695 2023-11-26 16:53:54,200 - mmseg - INFO - Iter [45200/160000] lr: 2.737e-06, eta: 12:08:08, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7797, decode.loss_mask: 0.7450, decode.loss_dice: 1.0805, decode.d0.loss_cls: 2.8068, decode.d0.loss_mask: 0.8101, decode.d0.loss_dice: 1.3063, decode.d1.loss_cls: 0.9535, decode.d1.loss_mask: 0.7876, decode.d1.loss_dice: 1.1881, decode.d2.loss_cls: 0.8524, decode.d2.loss_mask: 0.7610, decode.d2.loss_dice: 1.1237, decode.d3.loss_cls: 0.8210, decode.d3.loss_mask: 0.7562, decode.d3.loss_dice: 1.0911, decode.d4.loss_cls: 0.8142, decode.d4.loss_mask: 0.7530, decode.d4.loss_dice: 1.0904, decode.d5.loss_cls: 0.8009, decode.d5.loss_mask: 0.7567, decode.d5.loss_dice: 1.0842, decode.d6.loss_cls: 0.7931, decode.d6.loss_mask: 0.7496, decode.d6.loss_dice: 1.0810, decode.d7.loss_cls: 0.7814, decode.d7.loss_mask: 0.7464, decode.d7.loss_dice: 1.0838, decode.d8.loss_cls: 0.7787, decode.d8.loss_mask: 0.7479, decode.d8.loss_dice: 1.0789, loss: 29.0032, grad_norm: 131.4143 2023-11-26 16:54:12,563 - mmseg - INFO - Iter [45250/160000] lr: 2.736e-06, eta: 12:07:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7944, decode.loss_mask: 0.6944, decode.loss_dice: 1.0620, decode.d0.loss_cls: 2.8318, decode.d0.loss_mask: 0.7673, decode.d0.loss_dice: 1.2954, decode.d1.loss_cls: 0.9927, decode.d1.loss_mask: 0.7321, decode.d1.loss_dice: 1.1665, decode.d2.loss_cls: 0.8792, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.1230, decode.d3.loss_cls: 0.8413, decode.d3.loss_mask: 0.7093, decode.d3.loss_dice: 1.0855, decode.d4.loss_cls: 0.8170, decode.d4.loss_mask: 0.7083, decode.d4.loss_dice: 1.0878, decode.d5.loss_cls: 0.8100, decode.d5.loss_mask: 0.7046, decode.d5.loss_dice: 1.0871, decode.d6.loss_cls: 0.8129, decode.d6.loss_mask: 0.6955, decode.d6.loss_dice: 1.0744, decode.d7.loss_cls: 0.8017, decode.d7.loss_mask: 0.6965, decode.d7.loss_dice: 1.0705, decode.d8.loss_cls: 0.7977, decode.d8.loss_mask: 0.6983, decode.d8.loss_dice: 1.0717, loss: 28.6255, grad_norm: 132.7448 2023-11-26 16:54:30,751 - mmseg - INFO - Iter [45300/160000] lr: 2.735e-06, eta: 12:07:26, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7245, decode.loss_mask: 0.7377, decode.loss_dice: 1.0955, decode.d0.loss_cls: 2.7486, decode.d0.loss_mask: 0.7927, decode.d0.loss_dice: 1.3161, decode.d1.loss_cls: 0.9140, decode.d1.loss_mask: 0.7700, decode.d1.loss_dice: 1.1976, decode.d2.loss_cls: 0.8115, decode.d2.loss_mask: 0.7583, decode.d2.loss_dice: 1.1487, decode.d3.loss_cls: 0.7781, decode.d3.loss_mask: 0.7448, decode.d3.loss_dice: 1.1152, decode.d4.loss_cls: 0.7687, decode.d4.loss_mask: 0.7445, decode.d4.loss_dice: 1.1180, decode.d5.loss_cls: 0.7527, decode.d5.loss_mask: 0.7418, decode.d5.loss_dice: 1.1086, decode.d6.loss_cls: 0.7455, decode.d6.loss_mask: 0.7367, decode.d6.loss_dice: 1.0975, decode.d7.loss_cls: 0.7362, decode.d7.loss_mask: 0.7324, decode.d7.loss_dice: 1.1023, decode.d8.loss_cls: 0.7213, decode.d8.loss_mask: 0.7352, decode.d8.loss_dice: 1.1061, loss: 28.6008, grad_norm: 131.7411 2023-11-26 16:54:49,418 - mmseg - INFO - Iter [45350/160000] lr: 2.734e-06, eta: 12:07:06, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7388, decode.loss_mask: 0.7365, decode.loss_dice: 1.0712, decode.d0.loss_cls: 2.7158, decode.d0.loss_mask: 0.8112, decode.d0.loss_dice: 1.2839, decode.d1.loss_cls: 0.8874, decode.d1.loss_mask: 0.7759, decode.d1.loss_dice: 1.1754, decode.d2.loss_cls: 0.7984, decode.d2.loss_mask: 0.7621, decode.d2.loss_dice: 1.1314, decode.d3.loss_cls: 0.7678, decode.d3.loss_mask: 0.7519, decode.d3.loss_dice: 1.0919, decode.d4.loss_cls: 0.7595, decode.d4.loss_mask: 0.7465, decode.d4.loss_dice: 1.0923, decode.d5.loss_cls: 0.7462, decode.d5.loss_mask: 0.7483, decode.d5.loss_dice: 1.0838, decode.d6.loss_cls: 0.7371, decode.d6.loss_mask: 0.7427, decode.d6.loss_dice: 1.0706, decode.d7.loss_cls: 0.7328, decode.d7.loss_mask: 0.7417, decode.d7.loss_dice: 1.0691, decode.d8.loss_cls: 0.7296, decode.d8.loss_mask: 0.7400, decode.d8.loss_dice: 1.0752, loss: 28.3151, grad_norm: 121.4403 2023-11-26 16:55:09,898 - mmseg - INFO - Iter [45400/160000] lr: 2.733e-06, eta: 12:06:50, time: 0.410, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7919, decode.loss_mask: 0.7373, decode.loss_dice: 1.0822, decode.d0.loss_cls: 2.8630, decode.d0.loss_mask: 0.8018, decode.d0.loss_dice: 1.3154, decode.d1.loss_cls: 0.9553, decode.d1.loss_mask: 0.7842, decode.d1.loss_dice: 1.1920, decode.d2.loss_cls: 0.8686, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1408, decode.d3.loss_cls: 0.8330, decode.d3.loss_mask: 0.7524, decode.d3.loss_dice: 1.1062, decode.d4.loss_cls: 0.8118, decode.d4.loss_mask: 0.7511, decode.d4.loss_dice: 1.1124, decode.d5.loss_cls: 0.7934, decode.d5.loss_mask: 0.7454, decode.d5.loss_dice: 1.1065, decode.d6.loss_cls: 0.8035, decode.d6.loss_mask: 0.7405, decode.d6.loss_dice: 1.0908, decode.d7.loss_cls: 0.7921, decode.d7.loss_mask: 0.7389, decode.d7.loss_dice: 1.0917, decode.d8.loss_cls: 0.7858, decode.d8.loss_mask: 0.7395, decode.d8.loss_dice: 1.0913, loss: 29.1825, grad_norm: 122.8885 2023-11-26 16:55:30,402 - mmseg - INFO - Iter [45450/160000] lr: 2.731e-06, eta: 12:06:35, time: 0.410, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7792, decode.loss_mask: 0.7194, decode.loss_dice: 1.0915, decode.d0.loss_cls: 2.7023, decode.d0.loss_mask: 0.7788, decode.d0.loss_dice: 1.3140, decode.d1.loss_cls: 0.9252, decode.d1.loss_mask: 0.7545, decode.d1.loss_dice: 1.2031, decode.d2.loss_cls: 0.8384, decode.d2.loss_mask: 0.7385, decode.d2.loss_dice: 1.1403, decode.d3.loss_cls: 0.8125, decode.d3.loss_mask: 0.7271, decode.d3.loss_dice: 1.1101, decode.d4.loss_cls: 0.7972, decode.d4.loss_mask: 0.7288, decode.d4.loss_dice: 1.1112, decode.d5.loss_cls: 0.7965, decode.d5.loss_mask: 0.7272, decode.d5.loss_dice: 1.1064, decode.d6.loss_cls: 0.7834, decode.d6.loss_mask: 0.7179, decode.d6.loss_dice: 1.0961, decode.d7.loss_cls: 0.7775, decode.d7.loss_mask: 0.7183, decode.d7.loss_dice: 1.0941, decode.d8.loss_cls: 0.7862, decode.d8.loss_mask: 0.7187, decode.d8.loss_dice: 1.0931, loss: 28.6872, grad_norm: 122.4259 2023-11-26 16:55:53,069 - mmseg - INFO - Iter [45500/160000] lr: 2.730e-06, eta: 12:06:25, time: 0.453, data_time: 0.054, memory: 36416, decode.loss_cls: 0.7380, decode.loss_mask: 0.7026, decode.loss_dice: 1.0565, decode.d0.loss_cls: 2.7341, decode.d0.loss_mask: 0.7696, decode.d0.loss_dice: 1.2718, decode.d1.loss_cls: 0.9121, decode.d1.loss_mask: 0.7449, decode.d1.loss_dice: 1.1584, decode.d2.loss_cls: 0.8068, decode.d2.loss_mask: 0.7247, decode.d2.loss_dice: 1.1084, decode.d3.loss_cls: 0.7696, decode.d3.loss_mask: 0.7149, decode.d3.loss_dice: 1.0708, decode.d4.loss_cls: 0.7589, decode.d4.loss_mask: 0.7088, decode.d4.loss_dice: 1.0755, decode.d5.loss_cls: 0.7416, decode.d5.loss_mask: 0.7092, decode.d5.loss_dice: 1.0706, decode.d6.loss_cls: 0.7427, decode.d6.loss_mask: 0.7084, decode.d6.loss_dice: 1.0542, decode.d7.loss_cls: 0.7361, decode.d7.loss_mask: 0.7017, decode.d7.loss_dice: 1.0629, decode.d8.loss_cls: 0.7361, decode.d8.loss_mask: 0.7037, decode.d8.loss_dice: 1.0590, loss: 27.8525, grad_norm: 120.1282 2023-11-26 16:56:12,712 - mmseg - INFO - Iter [45550/160000] lr: 2.729e-06, eta: 12:06:08, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7489, decode.loss_mask: 0.7295, decode.loss_dice: 1.0866, decode.d0.loss_cls: 2.7647, decode.d0.loss_mask: 0.7795, decode.d0.loss_dice: 1.3058, decode.d1.loss_cls: 0.9037, decode.d1.loss_mask: 0.7686, decode.d1.loss_dice: 1.1923, decode.d2.loss_cls: 0.8274, decode.d2.loss_mask: 0.7436, decode.d2.loss_dice: 1.1325, decode.d3.loss_cls: 0.7809, decode.d3.loss_mask: 0.7389, decode.d3.loss_dice: 1.1046, decode.d4.loss_cls: 0.7701, decode.d4.loss_mask: 0.7379, decode.d4.loss_dice: 1.1016, decode.d5.loss_cls: 0.7569, decode.d5.loss_mask: 0.7353, decode.d5.loss_dice: 1.0942, decode.d6.loss_cls: 0.7578, decode.d6.loss_mask: 0.7296, decode.d6.loss_dice: 1.0863, decode.d7.loss_cls: 0.7461, decode.d7.loss_mask: 0.7320, decode.d7.loss_dice: 1.0909, decode.d8.loss_cls: 0.7398, decode.d8.loss_mask: 0.7320, decode.d8.loss_dice: 1.0944, loss: 28.5124, grad_norm: 105.9807 2023-11-26 16:56:30,895 - mmseg - INFO - Iter [45600/160000] lr: 2.728e-06, eta: 12:05:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7451, decode.loss_mask: 0.7059, decode.loss_dice: 1.0703, decode.d0.loss_cls: 2.7080, decode.d0.loss_mask: 0.7608, decode.d0.loss_dice: 1.2722, decode.d1.loss_cls: 0.9184, decode.d1.loss_mask: 0.7464, decode.d1.loss_dice: 1.1591, decode.d2.loss_cls: 0.8148, decode.d2.loss_mask: 0.7281, decode.d2.loss_dice: 1.1196, decode.d3.loss_cls: 0.7922, decode.d3.loss_mask: 0.7173, decode.d3.loss_dice: 1.0889, decode.d4.loss_cls: 0.7737, decode.d4.loss_mask: 0.7187, decode.d4.loss_dice: 1.0887, decode.d5.loss_cls: 0.7586, decode.d5.loss_mask: 0.7192, decode.d5.loss_dice: 1.0968, decode.d6.loss_cls: 0.7541, decode.d6.loss_mask: 0.7114, decode.d6.loss_dice: 1.0810, decode.d7.loss_cls: 0.7487, decode.d7.loss_mask: 0.7082, decode.d7.loss_dice: 1.0745, decode.d8.loss_cls: 0.7390, decode.d8.loss_mask: 0.7113, decode.d8.loss_dice: 1.0787, loss: 28.1098, grad_norm: 135.2491 2023-11-26 16:56:49,132 - mmseg - INFO - Iter [45650/160000] lr: 2.727e-06, eta: 12:05:25, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7168, decode.loss_mask: 0.6845, decode.loss_dice: 1.0539, decode.d0.loss_cls: 2.7549, decode.d0.loss_mask: 0.7446, decode.d0.loss_dice: 1.2740, decode.d1.loss_cls: 0.8843, decode.d1.loss_mask: 0.7270, decode.d1.loss_dice: 1.1644, decode.d2.loss_cls: 0.8037, decode.d2.loss_mask: 0.7003, decode.d2.loss_dice: 1.1076, decode.d3.loss_cls: 0.7509, decode.d3.loss_mask: 0.6894, decode.d3.loss_dice: 1.0773, decode.d4.loss_cls: 0.7463, decode.d4.loss_mask: 0.6877, decode.d4.loss_dice: 1.0752, decode.d5.loss_cls: 0.7331, decode.d5.loss_mask: 0.6855, decode.d5.loss_dice: 1.0715, decode.d6.loss_cls: 0.7220, decode.d6.loss_mask: 0.6848, decode.d6.loss_dice: 1.0589, decode.d7.loss_cls: 0.7200, decode.d7.loss_mask: 0.6872, decode.d7.loss_dice: 1.0582, decode.d8.loss_cls: 0.7224, decode.d8.loss_mask: 0.6863, decode.d8.loss_dice: 1.0561, loss: 27.5288, grad_norm: 119.3979 2023-11-26 16:57:07,422 - mmseg - INFO - Iter [45700/160000] lr: 2.726e-06, eta: 12:05:05, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7467, decode.loss_mask: 0.7024, decode.loss_dice: 1.0561, decode.d0.loss_cls: 2.7058, decode.d0.loss_mask: 0.7666, decode.d0.loss_dice: 1.2748, decode.d1.loss_cls: 0.9173, decode.d1.loss_mask: 0.7436, decode.d1.loss_dice: 1.1613, decode.d2.loss_cls: 0.8225, decode.d2.loss_mask: 0.7169, decode.d2.loss_dice: 1.1079, decode.d3.loss_cls: 0.7828, decode.d3.loss_mask: 0.7098, decode.d3.loss_dice: 1.0735, decode.d4.loss_cls: 0.7688, decode.d4.loss_mask: 0.7109, decode.d4.loss_dice: 1.0720, decode.d5.loss_cls: 0.7716, decode.d5.loss_mask: 0.7060, decode.d5.loss_dice: 1.0688, decode.d6.loss_cls: 0.7602, decode.d6.loss_mask: 0.7056, decode.d6.loss_dice: 1.0627, decode.d7.loss_cls: 0.7496, decode.d7.loss_mask: 0.7037, decode.d7.loss_dice: 1.0636, decode.d8.loss_cls: 0.7499, decode.d8.loss_mask: 0.6995, decode.d8.loss_dice: 1.0599, loss: 27.9403, grad_norm: 112.1063 2023-11-26 16:57:26,145 - mmseg - INFO - Iter [45750/160000] lr: 2.724e-06, eta: 12:04:45, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7235, decode.loss_mask: 0.7048, decode.loss_dice: 1.0385, decode.d0.loss_cls: 2.7533, decode.d0.loss_mask: 0.7637, decode.d0.loss_dice: 1.2521, decode.d1.loss_cls: 0.9018, decode.d1.loss_mask: 0.7390, decode.d1.loss_dice: 1.1444, decode.d2.loss_cls: 0.8060, decode.d2.loss_mask: 0.7203, decode.d2.loss_dice: 1.0879, decode.d3.loss_cls: 0.7693, decode.d3.loss_mask: 0.7155, decode.d3.loss_dice: 1.0588, decode.d4.loss_cls: 0.7519, decode.d4.loss_mask: 0.7106, decode.d4.loss_dice: 1.0583, decode.d5.loss_cls: 0.7543, decode.d5.loss_mask: 0.7056, decode.d5.loss_dice: 1.0563, decode.d6.loss_cls: 0.7410, decode.d6.loss_mask: 0.7006, decode.d6.loss_dice: 1.0440, decode.d7.loss_cls: 0.7347, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0420, decode.d8.loss_cls: 0.7274, decode.d8.loss_mask: 0.7011, decode.d8.loss_dice: 1.0391, loss: 27.6504, grad_norm: 128.5285 2023-11-26 16:57:44,741 - mmseg - INFO - Iter [45800/160000] lr: 2.723e-06, eta: 12:04:25, time: 0.374, data_time: 0.011, memory: 36416, decode.loss_cls: 0.7585, decode.loss_mask: 0.7240, decode.loss_dice: 1.0780, decode.d0.loss_cls: 2.7358, decode.d0.loss_mask: 0.7870, decode.d0.loss_dice: 1.2912, decode.d1.loss_cls: 0.9404, decode.d1.loss_mask: 0.7618, decode.d1.loss_dice: 1.1625, decode.d2.loss_cls: 0.8358, decode.d2.loss_mask: 0.7398, decode.d2.loss_dice: 1.1293, decode.d3.loss_cls: 0.7936, decode.d3.loss_mask: 0.7342, decode.d3.loss_dice: 1.0940, decode.d4.loss_cls: 0.7786, decode.d4.loss_mask: 0.7329, decode.d4.loss_dice: 1.1036, decode.d5.loss_cls: 0.7675, decode.d5.loss_mask: 0.7332, decode.d5.loss_dice: 1.1017, decode.d6.loss_cls: 0.7645, decode.d6.loss_mask: 0.7265, decode.d6.loss_dice: 1.0823, decode.d7.loss_cls: 0.7545, decode.d7.loss_mask: 0.7262, decode.d7.loss_dice: 1.0797, decode.d8.loss_cls: 0.7542, decode.d8.loss_mask: 0.7252, decode.d8.loss_dice: 1.0816, loss: 28.4782, grad_norm: 122.1481 2023-11-26 16:58:02,986 - mmseg - INFO - Iter [45850/160000] lr: 2.722e-06, eta: 12:04:04, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7494, decode.loss_mask: 0.7118, decode.loss_dice: 1.0566, decode.d0.loss_cls: 2.7687, decode.d0.loss_mask: 0.7693, decode.d0.loss_dice: 1.2674, decode.d1.loss_cls: 0.9248, decode.d1.loss_mask: 0.7486, decode.d1.loss_dice: 1.1576, decode.d2.loss_cls: 0.8335, decode.d2.loss_mask: 0.7333, decode.d2.loss_dice: 1.1041, decode.d3.loss_cls: 0.7971, decode.d3.loss_mask: 0.7236, decode.d3.loss_dice: 1.0674, decode.d4.loss_cls: 0.7856, decode.d4.loss_mask: 0.7163, decode.d4.loss_dice: 1.0704, decode.d5.loss_cls: 0.7746, decode.d5.loss_mask: 0.7207, decode.d5.loss_dice: 1.0657, decode.d6.loss_cls: 0.7579, decode.d6.loss_mask: 0.7171, decode.d6.loss_dice: 1.0574, decode.d7.loss_cls: 0.7480, decode.d7.loss_mask: 0.7164, decode.d7.loss_dice: 1.0623, decode.d8.loss_cls: 0.7509, decode.d8.loss_mask: 0.7111, decode.d8.loss_dice: 1.0633, loss: 28.1312, grad_norm: 120.5759 2023-11-26 16:58:21,153 - mmseg - INFO - Iter [45900/160000] lr: 2.721e-06, eta: 12:03:43, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7315, decode.loss_mask: 0.7119, decode.loss_dice: 1.0732, decode.d0.loss_cls: 2.7182, decode.d0.loss_mask: 0.7633, decode.d0.loss_dice: 1.2947, decode.d1.loss_cls: 0.9193, decode.d1.loss_mask: 0.7439, decode.d1.loss_dice: 1.1790, decode.d2.loss_cls: 0.8227, decode.d2.loss_mask: 0.7250, decode.d2.loss_dice: 1.1260, decode.d3.loss_cls: 0.7799, decode.d3.loss_mask: 0.7202, decode.d3.loss_dice: 1.0893, decode.d4.loss_cls: 0.7589, decode.d4.loss_mask: 0.7246, decode.d4.loss_dice: 1.0973, decode.d5.loss_cls: 0.7555, decode.d5.loss_mask: 0.7179, decode.d5.loss_dice: 1.0915, decode.d6.loss_cls: 0.7509, decode.d6.loss_mask: 0.7119, decode.d6.loss_dice: 1.0769, decode.d7.loss_cls: 0.7397, decode.d7.loss_mask: 0.7096, decode.d7.loss_dice: 1.0798, decode.d8.loss_cls: 0.7362, decode.d8.loss_mask: 0.7111, decode.d8.loss_dice: 1.0742, loss: 28.1341, grad_norm: 119.9256 2023-11-26 16:58:39,819 - mmseg - INFO - Iter [45950/160000] lr: 2.720e-06, eta: 12:03:23, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7326, decode.loss_mask: 0.7210, decode.loss_dice: 1.0799, decode.d0.loss_cls: 2.7101, decode.d0.loss_mask: 0.7742, decode.d0.loss_dice: 1.2922, decode.d1.loss_cls: 0.9048, decode.d1.loss_mask: 0.7616, decode.d1.loss_dice: 1.1663, decode.d2.loss_cls: 0.7999, decode.d2.loss_mask: 0.7453, decode.d2.loss_dice: 1.1275, decode.d3.loss_cls: 0.7681, decode.d3.loss_mask: 0.7306, decode.d3.loss_dice: 1.0905, decode.d4.loss_cls: 0.7595, decode.d4.loss_mask: 0.7234, decode.d4.loss_dice: 1.0936, decode.d5.loss_cls: 0.7442, decode.d5.loss_mask: 0.7270, decode.d5.loss_dice: 1.0953, decode.d6.loss_cls: 0.7452, decode.d6.loss_mask: 0.7250, decode.d6.loss_dice: 1.0803, decode.d7.loss_cls: 0.7347, decode.d7.loss_mask: 0.7211, decode.d7.loss_dice: 1.0835, decode.d8.loss_cls: 0.7317, decode.d8.loss_mask: 0.7220, decode.d8.loss_dice: 1.0810, loss: 28.1722, grad_norm: 125.3538 2023-11-26 16:58:58,042 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 16:58:58,042 - mmseg - INFO - Iter [46000/160000] lr: 2.718e-06, eta: 12:03:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7500, decode.loss_mask: 0.6909, decode.loss_dice: 1.0441, decode.d0.loss_cls: 2.8052, decode.d0.loss_mask: 0.7411, decode.d0.loss_dice: 1.2734, decode.d1.loss_cls: 0.9356, decode.d1.loss_mask: 0.7276, decode.d1.loss_dice: 1.1556, decode.d2.loss_cls: 0.8192, decode.d2.loss_mask: 0.7121, decode.d2.loss_dice: 1.1059, decode.d3.loss_cls: 0.7825, decode.d3.loss_mask: 0.7041, decode.d3.loss_dice: 1.0707, decode.d4.loss_cls: 0.7660, decode.d4.loss_mask: 0.6974, decode.d4.loss_dice: 1.0662, decode.d5.loss_cls: 0.7662, decode.d5.loss_mask: 0.6953, decode.d5.loss_dice: 1.0595, decode.d6.loss_cls: 0.7573, decode.d6.loss_mask: 0.6898, decode.d6.loss_dice: 1.0562, decode.d7.loss_cls: 0.7515, decode.d7.loss_mask: 0.6948, decode.d7.loss_dice: 1.0481, decode.d8.loss_cls: 0.7410, decode.d8.loss_mask: 0.6948, decode.d8.loss_dice: 1.0568, loss: 27.8590, grad_norm: 126.8435 2023-11-26 16:59:16,370 - mmseg - INFO - Iter [46050/160000] lr: 2.717e-06, eta: 12:02:41, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7662, decode.loss_mask: 0.7150, decode.loss_dice: 1.0577, decode.d0.loss_cls: 2.7913, decode.d0.loss_mask: 0.7672, decode.d0.loss_dice: 1.2742, decode.d1.loss_cls: 0.9557, decode.d1.loss_mask: 0.7409, decode.d1.loss_dice: 1.1465, decode.d2.loss_cls: 0.8358, decode.d2.loss_mask: 0.7285, decode.d2.loss_dice: 1.0994, decode.d3.loss_cls: 0.8039, decode.d3.loss_mask: 0.7196, decode.d3.loss_dice: 1.0709, decode.d4.loss_cls: 0.7974, decode.d4.loss_mask: 0.7181, decode.d4.loss_dice: 1.0676, decode.d5.loss_cls: 0.7825, decode.d5.loss_mask: 0.7132, decode.d5.loss_dice: 1.0714, decode.d6.loss_cls: 0.7802, decode.d6.loss_mask: 0.7143, decode.d6.loss_dice: 1.0590, decode.d7.loss_cls: 0.7669, decode.d7.loss_mask: 0.7175, decode.d7.loss_dice: 1.0596, decode.d8.loss_cls: 0.7631, decode.d8.loss_mask: 0.7140, decode.d8.loss_dice: 1.0576, loss: 28.2553, grad_norm: 145.7835 2023-11-26 16:59:34,580 - mmseg - INFO - Iter [46100/160000] lr: 2.716e-06, eta: 12:02:20, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7496, decode.loss_mask: 0.7112, decode.loss_dice: 1.0672, decode.d0.loss_cls: 2.7449, decode.d0.loss_mask: 0.7779, decode.d0.loss_dice: 1.2866, decode.d1.loss_cls: 0.9192, decode.d1.loss_mask: 0.7519, decode.d1.loss_dice: 1.1638, decode.d2.loss_cls: 0.8170, decode.d2.loss_mask: 0.7333, decode.d2.loss_dice: 1.1204, decode.d3.loss_cls: 0.7757, decode.d3.loss_mask: 0.7267, decode.d3.loss_dice: 1.0982, decode.d4.loss_cls: 0.7663, decode.d4.loss_mask: 0.7240, decode.d4.loss_dice: 1.0910, decode.d5.loss_cls: 0.7576, decode.d5.loss_mask: 0.7195, decode.d5.loss_dice: 1.0842, decode.d6.loss_cls: 0.7535, decode.d6.loss_mask: 0.7160, decode.d6.loss_dice: 1.0685, decode.d7.loss_cls: 0.7488, decode.d7.loss_mask: 0.7196, decode.d7.loss_dice: 1.0708, decode.d8.loss_cls: 0.7393, decode.d8.loss_mask: 0.7139, decode.d8.loss_dice: 1.0711, loss: 28.1879, grad_norm: 115.4754 2023-11-26 16:59:53,187 - mmseg - INFO - Iter [46150/160000] lr: 2.715e-06, eta: 12:02:00, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7866, decode.loss_mask: 0.6994, decode.loss_dice: 1.0607, decode.d0.loss_cls: 2.8158, decode.d0.loss_mask: 0.7685, decode.d0.loss_dice: 1.2968, decode.d1.loss_cls: 0.9680, decode.d1.loss_mask: 0.7366, decode.d1.loss_dice: 1.1728, decode.d2.loss_cls: 0.8673, decode.d2.loss_mask: 0.7156, decode.d2.loss_dice: 1.1122, decode.d3.loss_cls: 0.8171, decode.d3.loss_mask: 0.7093, decode.d3.loss_dice: 1.0837, decode.d4.loss_cls: 0.7966, decode.d4.loss_mask: 0.7104, decode.d4.loss_dice: 1.0772, decode.d5.loss_cls: 0.7878, decode.d5.loss_mask: 0.7072, decode.d5.loss_dice: 1.0734, decode.d6.loss_cls: 0.7886, decode.d6.loss_mask: 0.7044, decode.d6.loss_dice: 1.0608, decode.d7.loss_cls: 0.7876, decode.d7.loss_mask: 0.6993, decode.d7.loss_dice: 1.0644, decode.d8.loss_cls: 0.7853, decode.d8.loss_mask: 0.7001, decode.d8.loss_dice: 1.0646, loss: 28.4183, grad_norm: 115.1854 2023-11-26 17:00:11,857 - mmseg - INFO - Iter [46200/160000] lr: 2.714e-06, eta: 12:01:40, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7918, decode.loss_mask: 0.7061, decode.loss_dice: 1.0762, decode.d0.loss_cls: 2.7746, decode.d0.loss_mask: 0.7687, decode.d0.loss_dice: 1.3075, decode.d1.loss_cls: 0.9527, decode.d1.loss_mask: 0.7366, decode.d1.loss_dice: 1.1821, decode.d2.loss_cls: 0.8611, decode.d2.loss_mask: 0.7274, decode.d2.loss_dice: 1.1314, decode.d3.loss_cls: 0.8201, decode.d3.loss_mask: 0.7171, decode.d3.loss_dice: 1.0954, decode.d4.loss_cls: 0.8044, decode.d4.loss_mask: 0.7194, decode.d4.loss_dice: 1.0949, decode.d5.loss_cls: 0.7986, decode.d5.loss_mask: 0.7120, decode.d5.loss_dice: 1.0894, decode.d6.loss_cls: 0.7918, decode.d6.loss_mask: 0.7106, decode.d6.loss_dice: 1.0782, decode.d7.loss_cls: 0.7868, decode.d7.loss_mask: 0.7058, decode.d7.loss_dice: 1.0744, decode.d8.loss_cls: 0.7807, decode.d8.loss_mask: 0.7081, decode.d8.loss_dice: 1.0730, loss: 28.5766, grad_norm: 103.5666 2023-11-26 17:00:30,146 - mmseg - INFO - Iter [46250/160000] lr: 2.712e-06, eta: 12:01:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7446, decode.loss_mask: 0.7059, decode.loss_dice: 1.0748, decode.d0.loss_cls: 2.7554, decode.d0.loss_mask: 0.7743, decode.d0.loss_dice: 1.2973, decode.d1.loss_cls: 0.9099, decode.d1.loss_mask: 0.7520, decode.d1.loss_dice: 1.1783, decode.d2.loss_cls: 0.8257, decode.d2.loss_mask: 0.7264, decode.d2.loss_dice: 1.1221, decode.d3.loss_cls: 0.7864, decode.d3.loss_mask: 0.7143, decode.d3.loss_dice: 1.0916, decode.d4.loss_cls: 0.7670, decode.d4.loss_mask: 0.7107, decode.d4.loss_dice: 1.0969, decode.d5.loss_cls: 0.7557, decode.d5.loss_mask: 0.7100, decode.d5.loss_dice: 1.0934, decode.d6.loss_cls: 0.7524, decode.d6.loss_mask: 0.7050, decode.d6.loss_dice: 1.0735, decode.d7.loss_cls: 0.7394, decode.d7.loss_mask: 0.7091, decode.d7.loss_dice: 1.0787, decode.d8.loss_cls: 0.7386, decode.d8.loss_mask: 0.7090, decode.d8.loss_dice: 1.0863, loss: 28.1848, grad_norm: 127.0066 2023-11-26 17:00:48,436 - mmseg - INFO - Iter [46300/160000] lr: 2.711e-06, eta: 12:00:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7666, decode.loss_mask: 0.6706, decode.loss_dice: 1.0508, decode.d0.loss_cls: 2.8031, decode.d0.loss_mask: 0.7248, decode.d0.loss_dice: 1.2737, decode.d1.loss_cls: 0.9424, decode.d1.loss_mask: 0.7073, decode.d1.loss_dice: 1.1508, decode.d2.loss_cls: 0.8395, decode.d2.loss_mask: 0.6846, decode.d2.loss_dice: 1.0999, decode.d3.loss_cls: 0.8024, decode.d3.loss_mask: 0.6781, decode.d3.loss_dice: 1.0705, decode.d4.loss_cls: 0.7850, decode.d4.loss_mask: 0.6778, decode.d4.loss_dice: 1.0714, decode.d5.loss_cls: 0.7765, decode.d5.loss_mask: 0.6767, decode.d5.loss_dice: 1.0699, decode.d6.loss_cls: 0.7629, decode.d6.loss_mask: 0.6724, decode.d6.loss_dice: 1.0579, decode.d7.loss_cls: 0.7752, decode.d7.loss_mask: 0.6736, decode.d7.loss_dice: 1.0597, decode.d8.loss_cls: 0.7658, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 1.0572, loss: 27.8180, grad_norm: 126.8686 2023-11-26 17:01:08,521 - mmseg - INFO - Iter [46350/160000] lr: 2.710e-06, eta: 12:00:42, time: 0.402, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7409, decode.loss_mask: 0.7206, decode.loss_dice: 1.0638, decode.d0.loss_cls: 2.7733, decode.d0.loss_mask: 0.7800, decode.d0.loss_dice: 1.2830, decode.d1.loss_cls: 0.9432, decode.d1.loss_mask: 0.7636, decode.d1.loss_dice: 1.1719, decode.d2.loss_cls: 0.8448, decode.d2.loss_mask: 0.7372, decode.d2.loss_dice: 1.1129, decode.d3.loss_cls: 0.8025, decode.d3.loss_mask: 0.7279, decode.d3.loss_dice: 1.0824, decode.d4.loss_cls: 0.7820, decode.d4.loss_mask: 0.7260, decode.d4.loss_dice: 1.0827, decode.d5.loss_cls: 0.7636, decode.d5.loss_mask: 0.7240, decode.d5.loss_dice: 1.0819, decode.d6.loss_cls: 0.7558, decode.d6.loss_mask: 0.7194, decode.d6.loss_dice: 1.0710, decode.d7.loss_cls: 0.7504, decode.d7.loss_mask: 0.7187, decode.d7.loss_dice: 1.0747, decode.d8.loss_cls: 0.7457, decode.d8.loss_mask: 0.7193, decode.d8.loss_dice: 1.0702, loss: 28.3336, grad_norm: 122.1756 2023-11-26 17:01:28,829 - mmseg - INFO - Iter [46400/160000] lr: 2.709e-06, eta: 12:00:26, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7734, decode.loss_mask: 0.7374, decode.loss_dice: 1.0794, decode.d0.loss_cls: 2.7759, decode.d0.loss_mask: 0.7954, decode.d0.loss_dice: 1.2981, decode.d1.loss_cls: 0.9281, decode.d1.loss_mask: 0.7712, decode.d1.loss_dice: 1.1742, decode.d2.loss_cls: 0.8422, decode.d2.loss_mask: 0.7543, decode.d2.loss_dice: 1.1195, decode.d3.loss_cls: 0.7977, decode.d3.loss_mask: 0.7470, decode.d3.loss_dice: 1.0923, decode.d4.loss_cls: 0.7934, decode.d4.loss_mask: 0.7465, decode.d4.loss_dice: 1.0892, decode.d5.loss_cls: 0.7859, decode.d5.loss_mask: 0.7449, decode.d5.loss_dice: 1.0929, decode.d6.loss_cls: 0.7873, decode.d6.loss_mask: 0.7389, decode.d6.loss_dice: 1.0703, decode.d7.loss_cls: 0.7688, decode.d7.loss_mask: 0.7403, decode.d7.loss_dice: 1.0765, decode.d8.loss_cls: 0.7736, decode.d8.loss_mask: 0.7376, decode.d8.loss_dice: 1.0781, loss: 28.7102, grad_norm: 127.2756 2023-11-26 17:01:47,173 - mmseg - INFO - Iter [46450/160000] lr: 2.708e-06, eta: 12:00:05, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7209, decode.loss_mask: 0.6855, decode.loss_dice: 1.0295, decode.d0.loss_cls: 2.7308, decode.d0.loss_mask: 0.7488, decode.d0.loss_dice: 1.2409, decode.d1.loss_cls: 0.9102, decode.d1.loss_mask: 0.7246, decode.d1.loss_dice: 1.1211, decode.d2.loss_cls: 0.8056, decode.d2.loss_mask: 0.7059, decode.d2.loss_dice: 1.0783, decode.d3.loss_cls: 0.7706, decode.d3.loss_mask: 0.6971, decode.d3.loss_dice: 1.0473, decode.d4.loss_cls: 0.7474, decode.d4.loss_mask: 0.6909, decode.d4.loss_dice: 1.0486, decode.d5.loss_cls: 0.7407, decode.d5.loss_mask: 0.6898, decode.d5.loss_dice: 1.0454, decode.d6.loss_cls: 0.7349, decode.d6.loss_mask: 0.6879, decode.d6.loss_dice: 1.0310, decode.d7.loss_cls: 0.7247, decode.d7.loss_mask: 0.6835, decode.d7.loss_dice: 1.0264, decode.d8.loss_cls: 0.7239, decode.d8.loss_mask: 0.6837, decode.d8.loss_dice: 1.0298, loss: 27.3059, grad_norm: 128.9321 2023-11-26 17:02:05,481 - mmseg - INFO - Iter [46500/160000] lr: 2.706e-06, eta: 11:59:44, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7928, decode.loss_mask: 0.7203, decode.loss_dice: 1.1171, decode.d0.loss_cls: 2.7976, decode.d0.loss_mask: 0.7732, decode.d0.loss_dice: 1.3312, decode.d1.loss_cls: 0.9804, decode.d1.loss_mask: 0.7541, decode.d1.loss_dice: 1.2111, decode.d2.loss_cls: 0.8689, decode.d2.loss_mask: 0.7333, decode.d2.loss_dice: 1.1568, decode.d3.loss_cls: 0.8343, decode.d3.loss_mask: 0.7282, decode.d3.loss_dice: 1.1324, decode.d4.loss_cls: 0.8122, decode.d4.loss_mask: 0.7266, decode.d4.loss_dice: 1.1323, decode.d5.loss_cls: 0.8044, decode.d5.loss_mask: 0.7304, decode.d5.loss_dice: 1.1361, decode.d6.loss_cls: 0.8064, decode.d6.loss_mask: 0.7281, decode.d6.loss_dice: 1.1159, decode.d7.loss_cls: 0.7948, decode.d7.loss_mask: 0.7241, decode.d7.loss_dice: 1.1174, decode.d8.loss_cls: 0.7953, decode.d8.loss_mask: 0.7195, decode.d8.loss_dice: 1.1216, loss: 29.1967, grad_norm: 122.5841 2023-11-26 17:02:23,963 - mmseg - INFO - Iter [46550/160000] lr: 2.705e-06, eta: 11:59:24, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7628, decode.loss_mask: 0.7058, decode.loss_dice: 1.0431, decode.d0.loss_cls: 2.7295, decode.d0.loss_mask: 0.7620, decode.d0.loss_dice: 1.2614, decode.d1.loss_cls: 0.9209, decode.d1.loss_mask: 0.7346, decode.d1.loss_dice: 1.1469, decode.d2.loss_cls: 0.8417, decode.d2.loss_mask: 0.7245, decode.d2.loss_dice: 1.0925, decode.d3.loss_cls: 0.8068, decode.d3.loss_mask: 0.7137, decode.d3.loss_dice: 1.0540, decode.d4.loss_cls: 0.7951, decode.d4.loss_mask: 0.7113, decode.d4.loss_dice: 1.0585, decode.d5.loss_cls: 0.7801, decode.d5.loss_mask: 0.7101, decode.d5.loss_dice: 1.0622, decode.d6.loss_cls: 0.7778, decode.d6.loss_mask: 0.7042, decode.d6.loss_dice: 1.0457, decode.d7.loss_cls: 0.7722, decode.d7.loss_mask: 0.7022, decode.d7.loss_dice: 1.0493, decode.d8.loss_cls: 0.7751, decode.d8.loss_mask: 0.7063, decode.d8.loss_dice: 1.0426, loss: 27.9930, grad_norm: 109.3474 2023-11-26 17:02:42,604 - mmseg - INFO - Iter [46600/160000] lr: 2.704e-06, eta: 11:59:04, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7429, decode.loss_mask: 0.7223, decode.loss_dice: 1.0879, decode.d0.loss_cls: 2.7664, decode.d0.loss_mask: 0.7791, decode.d0.loss_dice: 1.3027, decode.d1.loss_cls: 0.9283, decode.d1.loss_mask: 0.7582, decode.d1.loss_dice: 1.1912, decode.d2.loss_cls: 0.8328, decode.d2.loss_mask: 0.7364, decode.d2.loss_dice: 1.1440, decode.d3.loss_cls: 0.7882, decode.d3.loss_mask: 0.7209, decode.d3.loss_dice: 1.1009, decode.d4.loss_cls: 0.7757, decode.d4.loss_mask: 0.7194, decode.d4.loss_dice: 1.1029, decode.d5.loss_cls: 0.7663, decode.d5.loss_mask: 0.7180, decode.d5.loss_dice: 1.0973, decode.d6.loss_cls: 0.7546, decode.d6.loss_mask: 0.7199, decode.d6.loss_dice: 1.0917, decode.d7.loss_cls: 0.7437, decode.d7.loss_mask: 0.7195, decode.d7.loss_dice: 1.0891, decode.d8.loss_cls: 0.7388, decode.d8.loss_mask: 0.7230, decode.d8.loss_dice: 1.0898, loss: 28.4518, grad_norm: 112.8620 2023-11-26 17:03:00,766 - mmseg - INFO - Iter [46650/160000] lr: 2.703e-06, eta: 11:58:43, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7516, decode.loss_mask: 0.7270, decode.loss_dice: 1.0469, decode.d0.loss_cls: 2.6611, decode.d0.loss_mask: 0.7887, decode.d0.loss_dice: 1.2627, decode.d1.loss_cls: 0.9269, decode.d1.loss_mask: 0.7699, decode.d1.loss_dice: 1.1475, decode.d2.loss_cls: 0.8373, decode.d2.loss_mask: 0.7472, decode.d2.loss_dice: 1.0912, decode.d3.loss_cls: 0.8074, decode.d3.loss_mask: 0.7311, decode.d3.loss_dice: 1.0543, decode.d4.loss_cls: 0.7870, decode.d4.loss_mask: 0.7273, decode.d4.loss_dice: 1.0562, decode.d5.loss_cls: 0.7772, decode.d5.loss_mask: 0.7290, decode.d5.loss_dice: 1.0531, decode.d6.loss_cls: 0.7754, decode.d6.loss_mask: 0.7260, decode.d6.loss_dice: 1.0416, decode.d7.loss_cls: 0.7549, decode.d7.loss_mask: 0.7265, decode.d7.loss_dice: 1.0462, decode.d8.loss_cls: 0.7605, decode.d8.loss_mask: 0.7247, decode.d8.loss_dice: 1.0487, loss: 28.0854, grad_norm: 121.9262 2023-11-26 17:03:19,023 - mmseg - INFO - Iter [46700/160000] lr: 2.702e-06, eta: 11:58:22, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7586, decode.loss_mask: 0.7369, decode.loss_dice: 1.0694, decode.d0.loss_cls: 2.7513, decode.d0.loss_mask: 0.8019, decode.d0.loss_dice: 1.2831, decode.d1.loss_cls: 0.9100, decode.d1.loss_mask: 0.7769, decode.d1.loss_dice: 1.1738, decode.d2.loss_cls: 0.8384, decode.d2.loss_mask: 0.7537, decode.d2.loss_dice: 1.1230, decode.d3.loss_cls: 0.7980, decode.d3.loss_mask: 0.7511, decode.d3.loss_dice: 1.0873, decode.d4.loss_cls: 0.7787, decode.d4.loss_mask: 0.7494, decode.d4.loss_dice: 1.0838, decode.d5.loss_cls: 0.7642, decode.d5.loss_mask: 0.7471, decode.d5.loss_dice: 1.0858, decode.d6.loss_cls: 0.7513, decode.d6.loss_mask: 0.7458, decode.d6.loss_dice: 1.0769, decode.d7.loss_cls: 0.7509, decode.d7.loss_mask: 0.7426, decode.d7.loss_dice: 1.0813, decode.d8.loss_cls: 0.7434, decode.d8.loss_mask: 0.7388, decode.d8.loss_dice: 1.0759, loss: 28.5294, grad_norm: 112.3727 2023-11-26 17:03:39,463 - mmseg - INFO - Iter [46750/160000] lr: 2.700e-06, eta: 11:58:06, time: 0.409, data_time: 0.054, memory: 36416, decode.loss_cls: 0.7145, decode.loss_mask: 0.7117, decode.loss_dice: 1.0224, decode.d0.loss_cls: 2.6689, decode.d0.loss_mask: 0.7760, decode.d0.loss_dice: 1.2354, decode.d1.loss_cls: 0.8840, decode.d1.loss_mask: 0.7541, decode.d1.loss_dice: 1.1375, decode.d2.loss_cls: 0.7949, decode.d2.loss_mask: 0.7288, decode.d2.loss_dice: 1.0761, decode.d3.loss_cls: 0.7566, decode.d3.loss_mask: 0.7186, decode.d3.loss_dice: 1.0527, decode.d4.loss_cls: 0.7505, decode.d4.loss_mask: 0.7172, decode.d4.loss_dice: 1.0462, decode.d5.loss_cls: 0.7331, decode.d5.loss_mask: 0.7156, decode.d5.loss_dice: 1.0424, decode.d6.loss_cls: 0.7264, decode.d6.loss_mask: 0.7161, decode.d6.loss_dice: 1.0253, decode.d7.loss_cls: 0.7136, decode.d7.loss_mask: 0.7161, decode.d7.loss_dice: 1.0299, decode.d8.loss_cls: 0.7122, decode.d8.loss_mask: 0.7102, decode.d8.loss_dice: 1.0242, loss: 27.4112, grad_norm: 127.1405 2023-11-26 17:03:57,599 - mmseg - INFO - Iter [46800/160000] lr: 2.699e-06, eta: 11:57:45, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7685, decode.loss_mask: 0.7276, decode.loss_dice: 1.0403, decode.d0.loss_cls: 2.7104, decode.d0.loss_mask: 0.7755, decode.d0.loss_dice: 1.2414, decode.d1.loss_cls: 0.9594, decode.d1.loss_mask: 0.7539, decode.d1.loss_dice: 1.1259, decode.d2.loss_cls: 0.8491, decode.d2.loss_mask: 0.7377, decode.d2.loss_dice: 1.0828, decode.d3.loss_cls: 0.8081, decode.d3.loss_mask: 0.7350, decode.d3.loss_dice: 1.0526, decode.d4.loss_cls: 0.7987, decode.d4.loss_mask: 0.7284, decode.d4.loss_dice: 1.0520, decode.d5.loss_cls: 0.7790, decode.d5.loss_mask: 0.7314, decode.d5.loss_dice: 1.0520, decode.d6.loss_cls: 0.7851, decode.d6.loss_mask: 0.7297, decode.d6.loss_dice: 1.0437, decode.d7.loss_cls: 0.7692, decode.d7.loss_mask: 0.7296, decode.d7.loss_dice: 1.0416, decode.d8.loss_cls: 0.7763, decode.d8.loss_mask: 0.7281, decode.d8.loss_dice: 1.0447, loss: 28.1574, grad_norm: 126.6915 2023-11-26 17:04:15,827 - mmseg - INFO - Iter [46850/160000] lr: 2.698e-06, eta: 11:57:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7338, decode.loss_mask: 0.7209, decode.loss_dice: 1.0587, decode.d0.loss_cls: 2.7740, decode.d0.loss_mask: 0.7821, decode.d0.loss_dice: 1.2892, decode.d1.loss_cls: 0.9098, decode.d1.loss_mask: 0.7625, decode.d1.loss_dice: 1.1631, decode.d2.loss_cls: 0.8042, decode.d2.loss_mask: 0.7389, decode.d2.loss_dice: 1.1077, decode.d3.loss_cls: 0.7676, decode.d3.loss_mask: 0.7358, decode.d3.loss_dice: 1.0788, decode.d4.loss_cls: 0.7485, decode.d4.loss_mask: 0.7301, decode.d4.loss_dice: 1.0788, decode.d5.loss_cls: 0.7364, decode.d5.loss_mask: 0.7281, decode.d5.loss_dice: 1.0791, decode.d6.loss_cls: 0.7443, decode.d6.loss_mask: 0.7235, decode.d6.loss_dice: 1.0597, decode.d7.loss_cls: 0.7245, decode.d7.loss_mask: 0.7250, decode.d7.loss_dice: 1.0660, decode.d8.loss_cls: 0.7261, decode.d8.loss_mask: 0.7220, decode.d8.loss_dice: 1.0701, loss: 28.0895, grad_norm: 118.7264 2023-11-26 17:04:34,037 - mmseg - INFO - Iter [46900/160000] lr: 2.697e-06, eta: 11:57:03, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7255, decode.loss_mask: 0.7047, decode.loss_dice: 1.0433, decode.d0.loss_cls: 2.7253, decode.d0.loss_mask: 0.7578, decode.d0.loss_dice: 1.2669, decode.d1.loss_cls: 0.8783, decode.d1.loss_mask: 0.7428, decode.d1.loss_dice: 1.1436, decode.d2.loss_cls: 0.8052, decode.d2.loss_mask: 0.7215, decode.d2.loss_dice: 1.0892, decode.d3.loss_cls: 0.7664, decode.d3.loss_mask: 0.7150, decode.d3.loss_dice: 1.0603, decode.d4.loss_cls: 0.7527, decode.d4.loss_mask: 0.7142, decode.d4.loss_dice: 1.0604, decode.d5.loss_cls: 0.7442, decode.d5.loss_mask: 0.7101, decode.d5.loss_dice: 1.0560, decode.d6.loss_cls: 0.7431, decode.d6.loss_mask: 0.7079, decode.d6.loss_dice: 1.0437, decode.d7.loss_cls: 0.7403, decode.d7.loss_mask: 0.7039, decode.d7.loss_dice: 1.0410, decode.d8.loss_cls: 0.7349, decode.d8.loss_mask: 0.7031, decode.d8.loss_dice: 1.0434, loss: 27.6446, grad_norm: 118.1363 2023-11-26 17:04:52,244 - mmseg - INFO - Iter [46950/160000] lr: 2.696e-06, eta: 11:56:42, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7421, decode.loss_mask: 0.7255, decode.loss_dice: 1.0583, decode.d0.loss_cls: 2.6995, decode.d0.loss_mask: 0.7866, decode.d0.loss_dice: 1.2720, decode.d1.loss_cls: 0.9156, decode.d1.loss_mask: 0.7693, decode.d1.loss_dice: 1.1588, decode.d2.loss_cls: 0.8252, decode.d2.loss_mask: 0.7484, decode.d2.loss_dice: 1.1105, decode.d3.loss_cls: 0.7901, decode.d3.loss_mask: 0.7366, decode.d3.loss_dice: 1.0768, decode.d4.loss_cls: 0.7622, decode.d4.loss_mask: 0.7344, decode.d4.loss_dice: 1.0779, decode.d5.loss_cls: 0.7579, decode.d5.loss_mask: 0.7321, decode.d5.loss_dice: 1.0685, decode.d6.loss_cls: 0.7537, decode.d6.loss_mask: 0.7299, decode.d6.loss_dice: 1.0616, decode.d7.loss_cls: 0.7418, decode.d7.loss_mask: 0.7271, decode.d7.loss_dice: 1.0617, decode.d8.loss_cls: 0.7402, decode.d8.loss_mask: 0.7265, decode.d8.loss_dice: 1.0650, loss: 28.1557, grad_norm: 127.7116 2023-11-26 17:05:10,981 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:05:10,981 - mmseg - INFO - Iter [47000/160000] lr: 2.695e-06, eta: 11:56:23, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7564, decode.loss_mask: 0.6909, decode.loss_dice: 1.0593, decode.d0.loss_cls: 2.7965, decode.d0.loss_mask: 0.7447, decode.d0.loss_dice: 1.2714, decode.d1.loss_cls: 0.9270, decode.d1.loss_mask: 0.7288, decode.d1.loss_dice: 1.1480, decode.d2.loss_cls: 0.8370, decode.d2.loss_mask: 0.7091, decode.d2.loss_dice: 1.1094, decode.d3.loss_cls: 0.8044, decode.d3.loss_mask: 0.7037, decode.d3.loss_dice: 1.0693, decode.d4.loss_cls: 0.7887, decode.d4.loss_mask: 0.6994, decode.d4.loss_dice: 1.0715, decode.d5.loss_cls: 0.7780, decode.d5.loss_mask: 0.6962, decode.d5.loss_dice: 1.0689, decode.d6.loss_cls: 0.7740, decode.d6.loss_mask: 0.6934, decode.d6.loss_dice: 1.0572, decode.d7.loss_cls: 0.7569, decode.d7.loss_mask: 0.6918, decode.d7.loss_dice: 1.0605, decode.d8.loss_cls: 0.7538, decode.d8.loss_mask: 0.6929, decode.d8.loss_dice: 1.0620, loss: 28.0011, grad_norm: 113.9068 2023-11-26 17:05:29,417 - mmseg - INFO - Iter [47050/160000] lr: 2.693e-06, eta: 11:56:02, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7237, decode.loss_mask: 0.7104, decode.loss_dice: 1.0725, decode.d0.loss_cls: 2.7471, decode.d0.loss_mask: 0.7624, decode.d0.loss_dice: 1.2753, decode.d1.loss_cls: 0.8943, decode.d1.loss_mask: 0.7472, decode.d1.loss_dice: 1.1719, decode.d2.loss_cls: 0.7972, decode.d2.loss_mask: 0.7262, decode.d2.loss_dice: 1.1183, decode.d3.loss_cls: 0.7656, decode.d3.loss_mask: 0.7197, decode.d3.loss_dice: 1.0932, decode.d4.loss_cls: 0.7418, decode.d4.loss_mask: 0.7148, decode.d4.loss_dice: 1.0887, decode.d5.loss_cls: 0.7300, decode.d5.loss_mask: 0.7133, decode.d5.loss_dice: 1.0865, decode.d6.loss_cls: 0.7280, decode.d6.loss_mask: 0.7149, decode.d6.loss_dice: 1.0781, decode.d7.loss_cls: 0.7191, decode.d7.loss_mask: 0.7110, decode.d7.loss_dice: 1.0795, decode.d8.loss_cls: 0.7186, decode.d8.loss_mask: 0.7106, decode.d8.loss_dice: 1.0754, loss: 27.9351, grad_norm: 114.7299 2023-11-26 17:05:47,506 - mmseg - INFO - Iter [47100/160000] lr: 2.692e-06, eta: 11:55:41, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7221, decode.loss_mask: 0.7203, decode.loss_dice: 1.0510, decode.d0.loss_cls: 2.6711, decode.d0.loss_mask: 0.7796, decode.d0.loss_dice: 1.2527, decode.d1.loss_cls: 0.8844, decode.d1.loss_mask: 0.7529, decode.d1.loss_dice: 1.1363, decode.d2.loss_cls: 0.7938, decode.d2.loss_mask: 0.7341, decode.d2.loss_dice: 1.0854, decode.d3.loss_cls: 0.7596, decode.d3.loss_mask: 0.7297, decode.d3.loss_dice: 1.0571, decode.d4.loss_cls: 0.7385, decode.d4.loss_mask: 0.7263, decode.d4.loss_dice: 1.0605, decode.d5.loss_cls: 0.7400, decode.d5.loss_mask: 0.7229, decode.d5.loss_dice: 1.0608, decode.d6.loss_cls: 0.7289, decode.d6.loss_mask: 0.7227, decode.d6.loss_dice: 1.0533, decode.d7.loss_cls: 0.7189, decode.d7.loss_mask: 0.7242, decode.d7.loss_dice: 1.0533, decode.d8.loss_cls: 0.7215, decode.d8.loss_mask: 0.7262, decode.d8.loss_dice: 1.0514, loss: 27.6796, grad_norm: 119.6079 2023-11-26 17:06:05,713 - mmseg - INFO - Iter [47150/160000] lr: 2.691e-06, eta: 11:55:20, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7333, decode.loss_mask: 0.7121, decode.loss_dice: 1.0356, decode.d0.loss_cls: 2.6897, decode.d0.loss_mask: 0.7708, decode.d0.loss_dice: 1.2367, decode.d1.loss_cls: 0.8997, decode.d1.loss_mask: 0.7487, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.8020, decode.d2.loss_mask: 0.7309, decode.d2.loss_dice: 1.0744, decode.d3.loss_cls: 0.7669, decode.d3.loss_mask: 0.7260, decode.d3.loss_dice: 1.0480, decode.d4.loss_cls: 0.7493, decode.d4.loss_mask: 0.7249, decode.d4.loss_dice: 1.0513, decode.d5.loss_cls: 0.7535, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0441, decode.d6.loss_cls: 0.7394, decode.d6.loss_mask: 0.7191, decode.d6.loss_dice: 1.0371, decode.d7.loss_cls: 0.7381, decode.d7.loss_mask: 0.7163, decode.d7.loss_dice: 1.0396, decode.d8.loss_cls: 0.7315, decode.d8.loss_mask: 0.7173, decode.d8.loss_dice: 1.0364, loss: 27.6315, grad_norm: 132.7912 2023-11-26 17:06:23,961 - mmseg - INFO - Iter [47200/160000] lr: 2.690e-06, eta: 11:54:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7262, decode.loss_mask: 0.6885, decode.loss_dice: 1.0378, decode.d0.loss_cls: 2.7589, decode.d0.loss_mask: 0.7487, decode.d0.loss_dice: 1.2633, decode.d1.loss_cls: 0.9282, decode.d1.loss_mask: 0.7237, decode.d1.loss_dice: 1.1308, decode.d2.loss_cls: 0.8079, decode.d2.loss_mask: 0.7084, decode.d2.loss_dice: 1.0871, decode.d3.loss_cls: 0.7777, decode.d3.loss_mask: 0.7025, decode.d3.loss_dice: 1.0568, decode.d4.loss_cls: 0.7593, decode.d4.loss_mask: 0.6958, decode.d4.loss_dice: 1.0548, decode.d5.loss_cls: 0.7479, decode.d5.loss_mask: 0.6928, decode.d5.loss_dice: 1.0520, decode.d6.loss_cls: 0.7424, decode.d6.loss_mask: 0.6902, decode.d6.loss_dice: 1.0456, decode.d7.loss_cls: 0.7338, decode.d7.loss_mask: 0.6940, decode.d7.loss_dice: 1.0361, decode.d8.loss_cls: 0.7380, decode.d8.loss_mask: 0.6923, decode.d8.loss_dice: 1.0423, loss: 27.5638, grad_norm: 117.3089 2023-11-26 17:06:42,310 - mmseg - INFO - Iter [47250/160000] lr: 2.689e-06, eta: 11:54:39, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7129, decode.loss_mask: 0.7018, decode.loss_dice: 1.0498, decode.d0.loss_cls: 2.6927, decode.d0.loss_mask: 0.7574, decode.d0.loss_dice: 1.2459, decode.d1.loss_cls: 0.8930, decode.d1.loss_mask: 0.7422, decode.d1.loss_dice: 1.1389, decode.d2.loss_cls: 0.7971, decode.d2.loss_mask: 0.7176, decode.d2.loss_dice: 1.0943, decode.d3.loss_cls: 0.7569, decode.d3.loss_mask: 0.7098, decode.d3.loss_dice: 1.0627, decode.d4.loss_cls: 0.7343, decode.d4.loss_mask: 0.7082, decode.d4.loss_dice: 1.0631, decode.d5.loss_cls: 0.7301, decode.d5.loss_mask: 0.7043, decode.d5.loss_dice: 1.0603, decode.d6.loss_cls: 0.7212, decode.d6.loss_mask: 0.7019, decode.d6.loss_dice: 1.0500, decode.d7.loss_cls: 0.7165, decode.d7.loss_mask: 0.7019, decode.d7.loss_dice: 1.0510, decode.d8.loss_cls: 0.7103, decode.d8.loss_mask: 0.7019, decode.d8.loss_dice: 1.0537, loss: 27.4816, grad_norm: 125.7620 2023-11-26 17:07:00,463 - mmseg - INFO - Iter [47300/160000] lr: 2.687e-06, eta: 11:54:18, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7366, decode.loss_mask: 0.6982, decode.loss_dice: 1.0474, decode.d0.loss_cls: 2.7920, decode.d0.loss_mask: 0.7593, decode.d0.loss_dice: 1.2766, decode.d1.loss_cls: 0.9103, decode.d1.loss_mask: 0.7435, decode.d1.loss_dice: 1.1476, decode.d2.loss_cls: 0.8249, decode.d2.loss_mask: 0.7182, decode.d2.loss_dice: 1.1023, decode.d3.loss_cls: 0.7909, decode.d3.loss_mask: 0.7110, decode.d3.loss_dice: 1.0641, decode.d4.loss_cls: 0.7684, decode.d4.loss_mask: 0.7029, decode.d4.loss_dice: 1.0627, decode.d5.loss_cls: 0.7600, decode.d5.loss_mask: 0.7017, decode.d5.loss_dice: 1.0605, decode.d6.loss_cls: 0.7449, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0432, decode.d7.loss_cls: 0.7437, decode.d7.loss_mask: 0.6988, decode.d7.loss_dice: 1.0477, decode.d8.loss_cls: 0.7362, decode.d8.loss_mask: 0.7007, decode.d8.loss_dice: 1.0497, loss: 27.8433, grad_norm: 113.8828 2023-11-26 17:07:18,630 - mmseg - INFO - Iter [47350/160000] lr: 2.686e-06, eta: 11:53:57, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7709, decode.loss_mask: 0.7101, decode.loss_dice: 1.0593, decode.d0.loss_cls: 2.7684, decode.d0.loss_mask: 0.7558, decode.d0.loss_dice: 1.2718, decode.d1.loss_cls: 0.9545, decode.d1.loss_mask: 0.7489, decode.d1.loss_dice: 1.1634, decode.d2.loss_cls: 0.8523, decode.d2.loss_mask: 0.7222, decode.d2.loss_dice: 1.1073, decode.d3.loss_cls: 0.8161, decode.d3.loss_mask: 0.7189, decode.d3.loss_dice: 1.0736, decode.d4.loss_cls: 0.7885, decode.d4.loss_mask: 0.7114, decode.d4.loss_dice: 1.0826, decode.d5.loss_cls: 0.7785, decode.d5.loss_mask: 0.7108, decode.d5.loss_dice: 1.0786, decode.d6.loss_cls: 0.7755, decode.d6.loss_mask: 0.7082, decode.d6.loss_dice: 1.0643, decode.d7.loss_cls: 0.7712, decode.d7.loss_mask: 0.7059, decode.d7.loss_dice: 1.0598, decode.d8.loss_cls: 0.7720, decode.d8.loss_mask: 0.7090, decode.d8.loss_dice: 1.0634, loss: 28.2731, grad_norm: 122.1627 2023-11-26 17:07:37,315 - mmseg - INFO - Iter [47400/160000] lr: 2.685e-06, eta: 11:53:37, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7388, decode.loss_mask: 0.6906, decode.loss_dice: 1.0578, decode.d0.loss_cls: 2.7109, decode.d0.loss_mask: 0.7390, decode.d0.loss_dice: 1.2537, decode.d1.loss_cls: 0.8937, decode.d1.loss_mask: 0.7174, decode.d1.loss_dice: 1.1501, decode.d2.loss_cls: 0.8016, decode.d2.loss_mask: 0.6971, decode.d2.loss_dice: 1.1083, decode.d3.loss_cls: 0.7846, decode.d3.loss_mask: 0.6963, decode.d3.loss_dice: 1.0739, decode.d4.loss_cls: 0.7721, decode.d4.loss_mask: 0.6961, decode.d4.loss_dice: 1.0695, decode.d5.loss_cls: 0.7622, decode.d5.loss_mask: 0.6950, decode.d5.loss_dice: 1.0645, decode.d6.loss_cls: 0.7528, decode.d6.loss_mask: 0.6957, decode.d6.loss_dice: 1.0517, decode.d7.loss_cls: 0.7444, decode.d7.loss_mask: 0.6952, decode.d7.loss_dice: 1.0502, decode.d8.loss_cls: 0.7369, decode.d8.loss_mask: 0.6973, decode.d8.loss_dice: 1.0581, loss: 27.6553, grad_norm: 123.8166 2023-11-26 17:07:55,723 - mmseg - INFO - Iter [47450/160000] lr: 2.684e-06, eta: 11:53:16, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 0.7750, decode.loss_mask: 0.7147, decode.loss_dice: 1.0696, decode.d0.loss_cls: 2.7745, decode.d0.loss_mask: 0.7733, decode.d0.loss_dice: 1.2804, decode.d1.loss_cls: 0.9145, decode.d1.loss_mask: 0.7543, decode.d1.loss_dice: 1.1745, decode.d2.loss_cls: 0.8348, decode.d2.loss_mask: 0.7359, decode.d2.loss_dice: 1.1251, decode.d3.loss_cls: 0.8127, decode.d3.loss_mask: 0.7250, decode.d3.loss_dice: 1.0833, decode.d4.loss_cls: 0.7960, decode.d4.loss_mask: 0.7234, decode.d4.loss_dice: 1.0848, decode.d5.loss_cls: 0.7828, decode.d5.loss_mask: 0.7239, decode.d5.loss_dice: 1.0831, decode.d6.loss_cls: 0.7802, decode.d6.loss_mask: 0.7184, decode.d6.loss_dice: 1.0666, decode.d7.loss_cls: 0.7676, decode.d7.loss_mask: 0.7154, decode.d7.loss_dice: 1.0744, decode.d8.loss_cls: 0.7643, decode.d8.loss_mask: 0.7202, decode.d8.loss_dice: 1.0778, loss: 28.4266, grad_norm: 115.1945 2023-11-26 17:08:13,995 - mmseg - INFO - Iter [47500/160000] lr: 2.683e-06, eta: 11:52:55, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7650, decode.loss_mask: 0.6932, decode.loss_dice: 1.0420, decode.d0.loss_cls: 2.7554, decode.d0.loss_mask: 0.7422, decode.d0.loss_dice: 1.2649, decode.d1.loss_cls: 0.9282, decode.d1.loss_mask: 0.7201, decode.d1.loss_dice: 1.1463, decode.d2.loss_cls: 0.8340, decode.d2.loss_mask: 0.7046, decode.d2.loss_dice: 1.0944, decode.d3.loss_cls: 0.8017, decode.d3.loss_mask: 0.6995, decode.d3.loss_dice: 1.0633, decode.d4.loss_cls: 0.7863, decode.d4.loss_mask: 0.7010, decode.d4.loss_dice: 1.0627, decode.d5.loss_cls: 0.7765, decode.d5.loss_mask: 0.7003, decode.d5.loss_dice: 1.0560, decode.d6.loss_cls: 0.7710, decode.d6.loss_mask: 0.6972, decode.d6.loss_dice: 1.0450, decode.d7.loss_cls: 0.7720, decode.d7.loss_mask: 0.6936, decode.d7.loss_dice: 1.0435, decode.d8.loss_cls: 0.7602, decode.d8.loss_mask: 0.6929, decode.d8.loss_dice: 1.0465, loss: 27.8594, grad_norm: 116.2431 2023-11-26 17:08:32,152 - mmseg - INFO - Iter [47550/160000] lr: 2.681e-06, eta: 11:52:35, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7343, decode.loss_mask: 0.7157, decode.loss_dice: 1.0573, decode.d0.loss_cls: 2.7771, decode.d0.loss_mask: 0.7708, decode.d0.loss_dice: 1.2627, decode.d1.loss_cls: 0.9335, decode.d1.loss_mask: 0.7453, decode.d1.loss_dice: 1.1448, decode.d2.loss_cls: 0.8074, decode.d2.loss_mask: 0.7270, decode.d2.loss_dice: 1.1007, decode.d3.loss_cls: 0.7677, decode.d3.loss_mask: 0.7244, decode.d3.loss_dice: 1.0717, decode.d4.loss_cls: 0.7548, decode.d4.loss_mask: 0.7224, decode.d4.loss_dice: 1.0689, decode.d5.loss_cls: 0.7579, decode.d5.loss_mask: 0.7177, decode.d5.loss_dice: 1.0702, decode.d6.loss_cls: 0.7373, decode.d6.loss_mask: 0.7166, decode.d6.loss_dice: 1.0565, decode.d7.loss_cls: 0.7400, decode.d7.loss_mask: 0.7150, decode.d7.loss_dice: 1.0625, decode.d8.loss_cls: 0.7391, decode.d8.loss_mask: 0.7133, decode.d8.loss_dice: 1.0558, loss: 27.9683, grad_norm: 142.4775 2023-11-26 17:08:50,300 - mmseg - INFO - Iter [47600/160000] lr: 2.680e-06, eta: 11:52:13, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7397, decode.loss_mask: 0.7353, decode.loss_dice: 1.0437, decode.d0.loss_cls: 2.7473, decode.d0.loss_mask: 0.7979, decode.d0.loss_dice: 1.2620, decode.d1.loss_cls: 0.9258, decode.d1.loss_mask: 0.7684, decode.d1.loss_dice: 1.1428, decode.d2.loss_cls: 0.8222, decode.d2.loss_mask: 0.7483, decode.d2.loss_dice: 1.0934, decode.d3.loss_cls: 0.7818, decode.d3.loss_mask: 0.7400, decode.d3.loss_dice: 1.0638, decode.d4.loss_cls: 0.7624, decode.d4.loss_mask: 0.7386, decode.d4.loss_dice: 1.0577, decode.d5.loss_cls: 0.7483, decode.d5.loss_mask: 0.7360, decode.d5.loss_dice: 1.0683, decode.d6.loss_cls: 0.7526, decode.d6.loss_mask: 0.7408, decode.d6.loss_dice: 1.0499, decode.d7.loss_cls: 0.7398, decode.d7.loss_mask: 0.7399, decode.d7.loss_dice: 1.0522, decode.d8.loss_cls: 0.7405, decode.d8.loss_mask: 0.7358, decode.d8.loss_dice: 1.0508, loss: 28.1260, grad_norm: 119.9135 2023-11-26 17:09:08,478 - mmseg - INFO - Iter [47650/160000] lr: 2.679e-06, eta: 11:51:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7126, decode.loss_mask: 0.6973, decode.loss_dice: 1.0394, decode.d0.loss_cls: 2.6692, decode.d0.loss_mask: 0.7571, decode.d0.loss_dice: 1.2381, decode.d1.loss_cls: 0.8850, decode.d1.loss_mask: 0.7315, decode.d1.loss_dice: 1.1330, decode.d2.loss_cls: 0.7925, decode.d2.loss_mask: 0.7160, decode.d2.loss_dice: 1.0767, decode.d3.loss_cls: 0.7566, decode.d3.loss_mask: 0.7055, decode.d3.loss_dice: 1.0548, decode.d4.loss_cls: 0.7392, decode.d4.loss_mask: 0.7011, decode.d4.loss_dice: 1.0506, decode.d5.loss_cls: 0.7345, decode.d5.loss_mask: 0.7022, decode.d5.loss_dice: 1.0493, decode.d6.loss_cls: 0.7186, decode.d6.loss_mask: 0.6990, decode.d6.loss_dice: 1.0383, decode.d7.loss_cls: 0.7159, decode.d7.loss_mask: 0.6971, decode.d7.loss_dice: 1.0432, decode.d8.loss_cls: 0.7085, decode.d8.loss_mask: 0.6960, decode.d8.loss_dice: 1.0451, loss: 27.3036, grad_norm: 122.1592 2023-11-26 17:09:26,685 - mmseg - INFO - Iter [47700/160000] lr: 2.678e-06, eta: 11:51:32, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7539, decode.loss_mask: 0.6896, decode.loss_dice: 1.0500, decode.d0.loss_cls: 2.7397, decode.d0.loss_mask: 0.7378, decode.d0.loss_dice: 1.2714, decode.d1.loss_cls: 0.9229, decode.d1.loss_mask: 0.7239, decode.d1.loss_dice: 1.1511, decode.d2.loss_cls: 0.8448, decode.d2.loss_mask: 0.6971, decode.d2.loss_dice: 1.0994, decode.d3.loss_cls: 0.8003, decode.d3.loss_mask: 0.6903, decode.d3.loss_dice: 1.0662, decode.d4.loss_cls: 0.7853, decode.d4.loss_mask: 0.6896, decode.d4.loss_dice: 1.0622, decode.d5.loss_cls: 0.7692, decode.d5.loss_mask: 0.6905, decode.d5.loss_dice: 1.0624, decode.d6.loss_cls: 0.7667, decode.d6.loss_mask: 0.6891, decode.d6.loss_dice: 1.0478, decode.d7.loss_cls: 0.7624, decode.d7.loss_mask: 0.6911, decode.d7.loss_dice: 1.0589, decode.d8.loss_cls: 0.7649, decode.d8.loss_mask: 0.6874, decode.d8.loss_dice: 1.0560, loss: 27.8219, grad_norm: 127.1580 2023-11-26 17:09:44,991 - mmseg - INFO - Iter [47750/160000] lr: 2.677e-06, eta: 11:51:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7379, decode.loss_mask: 0.7397, decode.loss_dice: 1.0727, decode.d0.loss_cls: 2.7316, decode.d0.loss_mask: 0.7887, decode.d0.loss_dice: 1.2807, decode.d1.loss_cls: 0.9032, decode.d1.loss_mask: 0.7762, decode.d1.loss_dice: 1.1664, decode.d2.loss_cls: 0.8089, decode.d2.loss_mask: 0.7534, decode.d2.loss_dice: 1.1172, decode.d3.loss_cls: 0.7729, decode.d3.loss_mask: 0.7469, decode.d3.loss_dice: 1.0846, decode.d4.loss_cls: 0.7522, decode.d4.loss_mask: 0.7449, decode.d4.loss_dice: 1.0867, decode.d5.loss_cls: 0.7416, decode.d5.loss_mask: 0.7416, decode.d5.loss_dice: 1.0859, decode.d6.loss_cls: 0.7336, decode.d6.loss_mask: 0.7450, decode.d6.loss_dice: 1.0725, decode.d7.loss_cls: 0.7315, decode.d7.loss_mask: 0.7433, decode.d7.loss_dice: 1.0749, decode.d8.loss_cls: 0.7295, decode.d8.loss_mask: 0.7403, decode.d8.loss_dice: 1.0722, loss: 28.2771, grad_norm: 130.6810 2023-11-26 17:10:03,578 - mmseg - INFO - Iter [47800/160000] lr: 2.675e-06, eta: 11:50:51, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7282, decode.loss_mask: 0.7056, decode.loss_dice: 1.0803, decode.d0.loss_cls: 2.7837, decode.d0.loss_mask: 0.7640, decode.d0.loss_dice: 1.2959, decode.d1.loss_cls: 0.9041, decode.d1.loss_mask: 0.7438, decode.d1.loss_dice: 1.1691, decode.d2.loss_cls: 0.8015, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.1245, decode.d3.loss_cls: 0.7606, decode.d3.loss_mask: 0.7124, decode.d3.loss_dice: 1.0899, decode.d4.loss_cls: 0.7475, decode.d4.loss_mask: 0.7096, decode.d4.loss_dice: 1.0929, decode.d5.loss_cls: 0.7411, decode.d5.loss_mask: 0.7067, decode.d5.loss_dice: 1.0879, decode.d6.loss_cls: 0.7313, decode.d6.loss_mask: 0.7078, decode.d6.loss_dice: 1.0842, decode.d7.loss_cls: 0.7337, decode.d7.loss_mask: 0.7066, decode.d7.loss_dice: 1.0830, decode.d8.loss_cls: 0.7356, decode.d8.loss_mask: 0.7099, decode.d8.loss_dice: 1.0819, loss: 28.0396, grad_norm: 123.5148 2023-11-26 17:10:22,044 - mmseg - INFO - Iter [47850/160000] lr: 2.674e-06, eta: 11:50:31, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7404, decode.loss_mask: 0.7352, decode.loss_dice: 1.0900, decode.d0.loss_cls: 2.7658, decode.d0.loss_mask: 0.7910, decode.d0.loss_dice: 1.3057, decode.d1.loss_cls: 0.9284, decode.d1.loss_mask: 0.7733, decode.d1.loss_dice: 1.1864, decode.d2.loss_cls: 0.8165, decode.d2.loss_mask: 0.7561, decode.d2.loss_dice: 1.1437, decode.d3.loss_cls: 0.7937, decode.d3.loss_mask: 0.7419, decode.d3.loss_dice: 1.1106, decode.d4.loss_cls: 0.7731, decode.d4.loss_mask: 0.7404, decode.d4.loss_dice: 1.1088, decode.d5.loss_cls: 0.7596, decode.d5.loss_mask: 0.7417, decode.d5.loss_dice: 1.1105, decode.d6.loss_cls: 0.7571, decode.d6.loss_mask: 0.7385, decode.d6.loss_dice: 1.0939, decode.d7.loss_cls: 0.7475, decode.d7.loss_mask: 0.7365, decode.d7.loss_dice: 1.0986, decode.d8.loss_cls: 0.7410, decode.d8.loss_mask: 0.7384, decode.d8.loss_dice: 1.0965, loss: 28.6607, grad_norm: 133.9356 2023-11-26 17:10:40,300 - mmseg - INFO - Iter [47900/160000] lr: 2.673e-06, eta: 11:50:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7333, decode.loss_mask: 0.7052, decode.loss_dice: 1.0590, decode.d0.loss_cls: 2.6982, decode.d0.loss_mask: 0.7690, decode.d0.loss_dice: 1.2742, decode.d1.loss_cls: 0.9162, decode.d1.loss_mask: 0.7437, decode.d1.loss_dice: 1.1498, decode.d2.loss_cls: 0.8088, decode.d2.loss_mask: 0.7323, decode.d2.loss_dice: 1.1053, decode.d3.loss_cls: 0.7670, decode.d3.loss_mask: 0.7198, decode.d3.loss_dice: 1.0749, decode.d4.loss_cls: 0.7555, decode.d4.loss_mask: 0.7127, decode.d4.loss_dice: 1.0757, decode.d5.loss_cls: 0.7475, decode.d5.loss_mask: 0.7095, decode.d5.loss_dice: 1.0705, decode.d6.loss_cls: 0.7341, decode.d6.loss_mask: 0.7105, decode.d6.loss_dice: 1.0577, decode.d7.loss_cls: 0.7269, decode.d7.loss_mask: 0.7071, decode.d7.loss_dice: 1.0628, decode.d8.loss_cls: 0.7277, decode.d8.loss_mask: 0.7058, decode.d8.loss_dice: 1.0631, loss: 27.8239, grad_norm: 139.2455 2023-11-26 17:10:58,585 - mmseg - INFO - Iter [47950/160000] lr: 2.672e-06, eta: 11:49:49, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7692, decode.loss_mask: 0.7360, decode.loss_dice: 1.0950, decode.d0.loss_cls: 2.7487, decode.d0.loss_mask: 0.7936, decode.d0.loss_dice: 1.2961, decode.d1.loss_cls: 0.9466, decode.d1.loss_mask: 0.7770, decode.d1.loss_dice: 1.1909, decode.d2.loss_cls: 0.8456, decode.d2.loss_mask: 0.7481, decode.d2.loss_dice: 1.1435, decode.d3.loss_cls: 0.8200, decode.d3.loss_mask: 0.7423, decode.d3.loss_dice: 1.1053, decode.d4.loss_cls: 0.8128, decode.d4.loss_mask: 0.7429, decode.d4.loss_dice: 1.1048, decode.d5.loss_cls: 0.7869, decode.d5.loss_mask: 0.7393, decode.d5.loss_dice: 1.1110, decode.d6.loss_cls: 0.7790, decode.d6.loss_mask: 0.7381, decode.d6.loss_dice: 1.0942, decode.d7.loss_cls: 0.7730, decode.d7.loss_mask: 0.7377, decode.d7.loss_dice: 1.0970, decode.d8.loss_cls: 0.7675, decode.d8.loss_mask: 0.7396, decode.d8.loss_dice: 1.0970, loss: 28.8787, grad_norm: 131.8863 2023-11-26 17:11:19,959 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:11:19,959 - mmseg - INFO - Iter [48000/160000] lr: 2.671e-06, eta: 11:49:36, time: 0.427, data_time: 0.054, memory: 36416, decode.loss_cls: 0.7281, decode.loss_mask: 0.6973, decode.loss_dice: 1.0523, decode.d0.loss_cls: 2.7053, decode.d0.loss_mask: 0.7577, decode.d0.loss_dice: 1.2557, decode.d1.loss_cls: 0.8794, decode.d1.loss_mask: 0.7336, decode.d1.loss_dice: 1.1605, decode.d2.loss_cls: 0.8010, decode.d2.loss_mask: 0.7113, decode.d2.loss_dice: 1.0953, decode.d3.loss_cls: 0.7602, decode.d3.loss_mask: 0.6998, decode.d3.loss_dice: 1.0659, decode.d4.loss_cls: 0.7401, decode.d4.loss_mask: 0.7018, decode.d4.loss_dice: 1.0676, decode.d5.loss_cls: 0.7374, decode.d5.loss_mask: 0.7007, decode.d5.loss_dice: 1.0701, decode.d6.loss_cls: 0.7403, decode.d6.loss_mask: 0.6976, decode.d6.loss_dice: 1.0523, decode.d7.loss_cls: 0.7180, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0574, decode.d8.loss_cls: 0.7300, decode.d8.loss_mask: 0.6940, decode.d8.loss_dice: 1.0551, loss: 27.5631, grad_norm: 121.8466 2023-11-26 17:11:38,279 - mmseg - INFO - Iter [48050/160000] lr: 2.669e-06, eta: 11:49:15, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7106, decode.loss_mask: 0.7080, decode.loss_dice: 1.0568, decode.d0.loss_cls: 2.7428, decode.d0.loss_mask: 0.7718, decode.d0.loss_dice: 1.2682, decode.d1.loss_cls: 0.9041, decode.d1.loss_mask: 0.7521, decode.d1.loss_dice: 1.1557, decode.d2.loss_cls: 0.8039, decode.d2.loss_mask: 0.7342, decode.d2.loss_dice: 1.1022, decode.d3.loss_cls: 0.7640, decode.d3.loss_mask: 0.7246, decode.d3.loss_dice: 1.0786, decode.d4.loss_cls: 0.7470, decode.d4.loss_mask: 0.7204, decode.d4.loss_dice: 1.0740, decode.d5.loss_cls: 0.7258, decode.d5.loss_mask: 0.7216, decode.d5.loss_dice: 1.0731, decode.d6.loss_cls: 0.7217, decode.d6.loss_mask: 0.7118, decode.d6.loss_dice: 1.0570, decode.d7.loss_cls: 0.7110, decode.d7.loss_mask: 0.7111, decode.d7.loss_dice: 1.0629, decode.d8.loss_cls: 0.7183, decode.d8.loss_mask: 0.7087, decode.d8.loss_dice: 1.0568, loss: 27.7986, grad_norm: 130.3284 2023-11-26 17:11:56,517 - mmseg - INFO - Iter [48100/160000] lr: 2.668e-06, eta: 11:48:54, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7175, decode.loss_mask: 0.6938, decode.loss_dice: 1.0411, decode.d0.loss_cls: 2.6775, decode.d0.loss_mask: 0.7548, decode.d0.loss_dice: 1.2658, decode.d1.loss_cls: 0.8840, decode.d1.loss_mask: 0.7355, decode.d1.loss_dice: 1.1396, decode.d2.loss_cls: 0.7908, decode.d2.loss_mask: 0.7193, decode.d2.loss_dice: 1.0948, decode.d3.loss_cls: 0.7530, decode.d3.loss_mask: 0.7062, decode.d3.loss_dice: 1.0583, decode.d4.loss_cls: 0.7395, decode.d4.loss_mask: 0.6999, decode.d4.loss_dice: 1.0560, decode.d5.loss_cls: 0.7240, decode.d5.loss_mask: 0.7022, decode.d5.loss_dice: 1.0598, decode.d6.loss_cls: 0.7239, decode.d6.loss_mask: 0.6981, decode.d6.loss_dice: 1.0469, decode.d7.loss_cls: 0.7220, decode.d7.loss_mask: 0.6944, decode.d7.loss_dice: 1.0450, decode.d8.loss_cls: 0.7205, decode.d8.loss_mask: 0.6943, decode.d8.loss_dice: 1.0435, loss: 27.4021, grad_norm: 125.7912 2023-11-26 17:12:14,602 - mmseg - INFO - Iter [48150/160000] lr: 2.667e-06, eta: 11:48:33, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7489, decode.loss_mask: 0.7092, decode.loss_dice: 1.0397, decode.d0.loss_cls: 2.7690, decode.d0.loss_mask: 0.7799, decode.d0.loss_dice: 1.2775, decode.d1.loss_cls: 0.9209, decode.d1.loss_mask: 0.7500, decode.d1.loss_dice: 1.1609, decode.d2.loss_cls: 0.8249, decode.d2.loss_mask: 0.7353, decode.d2.loss_dice: 1.1006, decode.d3.loss_cls: 0.7804, decode.d3.loss_mask: 0.7267, decode.d3.loss_dice: 1.0595, decode.d4.loss_cls: 0.7722, decode.d4.loss_mask: 0.7213, decode.d4.loss_dice: 1.0550, decode.d5.loss_cls: 0.7560, decode.d5.loss_mask: 0.7203, decode.d5.loss_dice: 1.0597, decode.d6.loss_cls: 0.7592, decode.d6.loss_mask: 0.7150, decode.d6.loss_dice: 1.0485, decode.d7.loss_cls: 0.7486, decode.d7.loss_mask: 0.7143, decode.d7.loss_dice: 1.0484, decode.d8.loss_cls: 0.7432, decode.d8.loss_mask: 0.7145, decode.d8.loss_dice: 1.0497, loss: 28.0092, grad_norm: 115.9467 2023-11-26 17:12:33,098 - mmseg - INFO - Iter [48200/160000] lr: 2.666e-06, eta: 11:48:13, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7374, decode.loss_mask: 0.7159, decode.loss_dice: 1.0600, decode.d0.loss_cls: 2.7264, decode.d0.loss_mask: 0.7789, decode.d0.loss_dice: 1.2638, decode.d1.loss_cls: 0.8876, decode.d1.loss_mask: 0.7530, decode.d1.loss_dice: 1.1604, decode.d2.loss_cls: 0.8102, decode.d2.loss_mask: 0.7341, decode.d2.loss_dice: 1.1082, decode.d3.loss_cls: 0.7712, decode.d3.loss_mask: 0.7226, decode.d3.loss_dice: 1.0749, decode.d4.loss_cls: 0.7571, decode.d4.loss_mask: 0.7234, decode.d4.loss_dice: 1.0795, decode.d5.loss_cls: 0.7501, decode.d5.loss_mask: 0.7223, decode.d5.loss_dice: 1.0797, decode.d6.loss_cls: 0.7573, decode.d6.loss_mask: 0.7132, decode.d6.loss_dice: 1.0607, decode.d7.loss_cls: 0.7410, decode.d7.loss_mask: 0.7137, decode.d7.loss_dice: 1.0653, decode.d8.loss_cls: 0.7408, decode.d8.loss_mask: 0.7134, decode.d8.loss_dice: 1.0606, loss: 27.9826, grad_norm: 128.3256 2023-11-26 17:12:51,706 - mmseg - INFO - Iter [48250/160000] lr: 2.665e-06, eta: 11:47:53, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7340, decode.loss_mask: 0.6895, decode.loss_dice: 1.0409, decode.d0.loss_cls: 2.7280, decode.d0.loss_mask: 0.7424, decode.d0.loss_dice: 1.2579, decode.d1.loss_cls: 0.9067, decode.d1.loss_mask: 0.7219, decode.d1.loss_dice: 1.1458, decode.d2.loss_cls: 0.8091, decode.d2.loss_mask: 0.7095, decode.d2.loss_dice: 1.0873, decode.d3.loss_cls: 0.7741, decode.d3.loss_mask: 0.6986, decode.d3.loss_dice: 1.0560, decode.d4.loss_cls: 0.7567, decode.d4.loss_mask: 0.6951, decode.d4.loss_dice: 1.0519, decode.d5.loss_cls: 0.7484, decode.d5.loss_mask: 0.6970, decode.d5.loss_dice: 1.0498, decode.d6.loss_cls: 0.7496, decode.d6.loss_mask: 0.6906, decode.d6.loss_dice: 1.0420, decode.d7.loss_cls: 0.7448, decode.d7.loss_mask: 0.6882, decode.d7.loss_dice: 1.0414, decode.d8.loss_cls: 0.7363, decode.d8.loss_mask: 0.6909, decode.d8.loss_dice: 1.0435, loss: 27.5278, grad_norm: 130.4352 2023-11-26 17:13:09,977 - mmseg - INFO - Iter [48300/160000] lr: 2.664e-06, eta: 11:47:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7379, decode.loss_mask: 0.7033, decode.loss_dice: 1.0584, decode.d0.loss_cls: 2.6931, decode.d0.loss_mask: 0.7565, decode.d0.loss_dice: 1.2531, decode.d1.loss_cls: 0.9184, decode.d1.loss_mask: 0.7410, decode.d1.loss_dice: 1.1558, decode.d2.loss_cls: 0.8184, decode.d2.loss_mask: 0.7221, decode.d2.loss_dice: 1.1029, decode.d3.loss_cls: 0.7757, decode.d3.loss_mask: 0.7123, decode.d3.loss_dice: 1.0704, decode.d4.loss_cls: 0.7629, decode.d4.loss_mask: 0.7099, decode.d4.loss_dice: 1.0708, decode.d5.loss_cls: 0.7458, decode.d5.loss_mask: 0.7090, decode.d5.loss_dice: 1.0721, decode.d6.loss_cls: 0.7428, decode.d6.loss_mask: 0.7063, decode.d6.loss_dice: 1.0609, decode.d7.loss_cls: 0.7395, decode.d7.loss_mask: 0.7059, decode.d7.loss_dice: 1.0585, decode.d8.loss_cls: 0.7401, decode.d8.loss_mask: 0.7037, decode.d8.loss_dice: 1.0588, loss: 27.8061, grad_norm: 113.5107 2023-11-26 17:13:28,566 - mmseg - INFO - Iter [48350/160000] lr: 2.662e-06, eta: 11:47:12, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7473, decode.loss_mask: 0.7057, decode.loss_dice: 1.0795, decode.d0.loss_cls: 2.7704, decode.d0.loss_mask: 0.7636, decode.d0.loss_dice: 1.2927, decode.d1.loss_cls: 0.9316, decode.d1.loss_mask: 0.7450, decode.d1.loss_dice: 1.1839, decode.d2.loss_cls: 0.8170, decode.d2.loss_mask: 0.7219, decode.d2.loss_dice: 1.1352, decode.d3.loss_cls: 0.7961, decode.d3.loss_mask: 0.7159, decode.d3.loss_dice: 1.0957, decode.d4.loss_cls: 0.7742, decode.d4.loss_mask: 0.7161, decode.d4.loss_dice: 1.0931, decode.d5.loss_cls: 0.7671, decode.d5.loss_mask: 0.7118, decode.d5.loss_dice: 1.0873, decode.d6.loss_cls: 0.7531, decode.d6.loss_mask: 0.7056, decode.d6.loss_dice: 1.0815, decode.d7.loss_cls: 0.7465, decode.d7.loss_mask: 0.7067, decode.d7.loss_dice: 1.0834, decode.d8.loss_cls: 0.7500, decode.d8.loss_mask: 0.7064, decode.d8.loss_dice: 1.0778, loss: 28.2624, grad_norm: 109.0291 2023-11-26 17:13:46,982 - mmseg - INFO - Iter [48400/160000] lr: 2.661e-06, eta: 11:46:52, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6750, decode.loss_mask: 0.7247, decode.loss_dice: 1.0347, decode.d0.loss_cls: 2.7206, decode.d0.loss_mask: 0.7710, decode.d0.loss_dice: 1.2284, decode.d1.loss_cls: 0.8520, decode.d1.loss_mask: 0.7571, decode.d1.loss_dice: 1.1163, decode.d2.loss_cls: 0.7510, decode.d2.loss_mask: 0.7373, decode.d2.loss_dice: 1.0758, decode.d3.loss_cls: 0.7251, decode.d3.loss_mask: 0.7287, decode.d3.loss_dice: 1.0549, decode.d4.loss_cls: 0.7026, decode.d4.loss_mask: 0.7270, decode.d4.loss_dice: 1.0521, decode.d5.loss_cls: 0.6982, decode.d5.loss_mask: 0.7279, decode.d5.loss_dice: 1.0451, decode.d6.loss_cls: 0.6859, decode.d6.loss_mask: 0.7260, decode.d6.loss_dice: 1.0364, decode.d7.loss_cls: 0.6758, decode.d7.loss_mask: 0.7273, decode.d7.loss_dice: 1.0412, decode.d8.loss_cls: 0.6725, decode.d8.loss_mask: 0.7264, decode.d8.loss_dice: 1.0392, loss: 27.2361, grad_norm: 146.8049 2023-11-26 17:14:05,192 - mmseg - INFO - Iter [48450/160000] lr: 2.660e-06, eta: 11:46:31, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7116, decode.loss_mask: 0.6709, decode.loss_dice: 1.0322, decode.d0.loss_cls: 2.7715, decode.d0.loss_mask: 0.7170, decode.d0.loss_dice: 1.2365, decode.d1.loss_cls: 0.8963, decode.d1.loss_mask: 0.7025, decode.d1.loss_dice: 1.1286, decode.d2.loss_cls: 0.7830, decode.d2.loss_mask: 0.6801, decode.d2.loss_dice: 1.0722, decode.d3.loss_cls: 0.7455, decode.d3.loss_mask: 0.6807, decode.d3.loss_dice: 1.0422, decode.d4.loss_cls: 0.7249, decode.d4.loss_mask: 0.6766, decode.d4.loss_dice: 1.0471, decode.d5.loss_cls: 0.7273, decode.d5.loss_mask: 0.6733, decode.d5.loss_dice: 1.0436, decode.d6.loss_cls: 0.7240, decode.d6.loss_mask: 0.6718, decode.d6.loss_dice: 1.0334, decode.d7.loss_cls: 0.7136, decode.d7.loss_mask: 0.6694, decode.d7.loss_dice: 1.0313, decode.d8.loss_cls: 0.7129, decode.d8.loss_mask: 0.6700, decode.d8.loss_dice: 1.0333, loss: 27.0233, grad_norm: 110.3896 2023-11-26 17:14:23,425 - mmseg - INFO - Iter [48500/160000] lr: 2.659e-06, eta: 11:46:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7307, decode.loss_mask: 0.6975, decode.loss_dice: 1.0633, decode.d0.loss_cls: 2.7642, decode.d0.loss_mask: 0.7498, decode.d0.loss_dice: 1.2839, decode.d1.loss_cls: 0.9021, decode.d1.loss_mask: 0.7370, decode.d1.loss_dice: 1.1628, decode.d2.loss_cls: 0.7987, decode.d2.loss_mask: 0.7205, decode.d2.loss_dice: 1.1138, decode.d3.loss_cls: 0.7731, decode.d3.loss_mask: 0.7018, decode.d3.loss_dice: 1.0883, decode.d4.loss_cls: 0.7552, decode.d4.loss_mask: 0.7027, decode.d4.loss_dice: 1.0855, decode.d5.loss_cls: 0.7533, decode.d5.loss_mask: 0.6999, decode.d5.loss_dice: 1.0760, decode.d6.loss_cls: 0.7546, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0594, decode.d7.loss_cls: 0.7402, decode.d7.loss_mask: 0.6990, decode.d7.loss_dice: 1.0625, decode.d8.loss_cls: 0.7315, decode.d8.loss_mask: 0.7020, decode.d8.loss_dice: 1.0637, loss: 27.8724, grad_norm: 112.1627 2023-11-26 17:14:41,730 - mmseg - INFO - Iter [48550/160000] lr: 2.658e-06, eta: 11:45:50, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7199, decode.loss_mask: 0.7155, decode.loss_dice: 1.0759, decode.d0.loss_cls: 2.7274, decode.d0.loss_mask: 0.7775, decode.d0.loss_dice: 1.2907, decode.d1.loss_cls: 0.9100, decode.d1.loss_mask: 0.7535, decode.d1.loss_dice: 1.1889, decode.d2.loss_cls: 0.7895, decode.d2.loss_mask: 0.7293, decode.d2.loss_dice: 1.1344, decode.d3.loss_cls: 0.7537, decode.d3.loss_mask: 0.7235, decode.d3.loss_dice: 1.0890, decode.d4.loss_cls: 0.7322, decode.d4.loss_mask: 0.7198, decode.d4.loss_dice: 1.0958, decode.d5.loss_cls: 0.7238, decode.d5.loss_mask: 0.7202, decode.d5.loss_dice: 1.0916, decode.d6.loss_cls: 0.7260, decode.d6.loss_mask: 0.7185, decode.d6.loss_dice: 1.0724, decode.d7.loss_cls: 0.7210, decode.d7.loss_mask: 0.7132, decode.d7.loss_dice: 1.0786, decode.d8.loss_cls: 0.7176, decode.d8.loss_mask: 0.7157, decode.d8.loss_dice: 1.0808, loss: 28.0061, grad_norm: 110.7561 2023-11-26 17:15:00,221 - mmseg - INFO - Iter [48600/160000] lr: 2.656e-06, eta: 11:45:29, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7213, decode.loss_mask: 0.6833, decode.loss_dice: 1.0447, decode.d0.loss_cls: 2.7079, decode.d0.loss_mask: 0.7394, decode.d0.loss_dice: 1.2576, decode.d1.loss_cls: 0.9152, decode.d1.loss_mask: 0.7157, decode.d1.loss_dice: 1.1407, decode.d2.loss_cls: 0.8170, decode.d2.loss_mask: 0.6992, decode.d2.loss_dice: 1.0910, decode.d3.loss_cls: 0.7759, decode.d3.loss_mask: 0.6875, decode.d3.loss_dice: 1.0561, decode.d4.loss_cls: 0.7596, decode.d4.loss_mask: 0.6891, decode.d4.loss_dice: 1.0607, decode.d5.loss_cls: 0.7473, decode.d5.loss_mask: 0.6890, decode.d5.loss_dice: 1.0579, decode.d6.loss_cls: 0.7393, decode.d6.loss_mask: 0.6839, decode.d6.loss_dice: 1.0402, decode.d7.loss_cls: 0.7353, decode.d7.loss_mask: 0.6810, decode.d7.loss_dice: 1.0436, decode.d8.loss_cls: 0.7296, decode.d8.loss_mask: 0.6824, decode.d8.loss_dice: 1.0462, loss: 27.4375, grad_norm: 126.0354 2023-11-26 17:15:19,035 - mmseg - INFO - Iter [48650/160000] lr: 2.655e-06, eta: 11:45:10, time: 0.378, data_time: 0.011, memory: 36416, decode.loss_cls: 0.6980, decode.loss_mask: 0.7041, decode.loss_dice: 1.0730, decode.d0.loss_cls: 2.6848, decode.d0.loss_mask: 0.7670, decode.d0.loss_dice: 1.2952, decode.d1.loss_cls: 0.8716, decode.d1.loss_mask: 0.7482, decode.d1.loss_dice: 1.1783, decode.d2.loss_cls: 0.7809, decode.d2.loss_mask: 0.7247, decode.d2.loss_dice: 1.1233, decode.d3.loss_cls: 0.7461, decode.d3.loss_mask: 0.7105, decode.d3.loss_dice: 1.0837, decode.d4.loss_cls: 0.7259, decode.d4.loss_mask: 0.7124, decode.d4.loss_dice: 1.0882, decode.d5.loss_cls: 0.7190, decode.d5.loss_mask: 0.7056, decode.d5.loss_dice: 1.0824, decode.d6.loss_cls: 0.7127, decode.d6.loss_mask: 0.7033, decode.d6.loss_dice: 1.0665, decode.d7.loss_cls: 0.7071, decode.d7.loss_mask: 0.7055, decode.d7.loss_dice: 1.0728, decode.d8.loss_cls: 0.7017, decode.d8.loss_mask: 0.7048, decode.d8.loss_dice: 1.0730, loss: 27.6703, grad_norm: 124.8659 2023-11-26 17:15:37,303 - mmseg - INFO - Iter [48700/160000] lr: 2.654e-06, eta: 11:44:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6946, decode.loss_mask: 0.7265, decode.loss_dice: 1.0673, decode.d0.loss_cls: 2.7043, decode.d0.loss_mask: 0.7911, decode.d0.loss_dice: 1.2769, decode.d1.loss_cls: 0.8642, decode.d1.loss_mask: 0.7661, decode.d1.loss_dice: 1.1656, decode.d2.loss_cls: 0.7686, decode.d2.loss_mask: 0.7429, decode.d2.loss_dice: 1.1174, decode.d3.loss_cls: 0.7436, decode.d3.loss_mask: 0.7337, decode.d3.loss_dice: 1.0851, decode.d4.loss_cls: 0.7220, decode.d4.loss_mask: 0.7302, decode.d4.loss_dice: 1.0868, decode.d5.loss_cls: 0.7149, decode.d5.loss_mask: 0.7292, decode.d5.loss_dice: 1.0839, decode.d6.loss_cls: 0.7101, decode.d6.loss_mask: 0.7293, decode.d6.loss_dice: 1.0689, decode.d7.loss_cls: 0.6953, decode.d7.loss_mask: 0.7319, decode.d7.loss_dice: 1.0762, decode.d8.loss_cls: 0.6982, decode.d8.loss_mask: 0.7299, decode.d8.loss_dice: 1.0741, loss: 27.8288, grad_norm: 118.8779 2023-11-26 17:15:55,452 - mmseg - INFO - Iter [48750/160000] lr: 2.653e-06, eta: 11:44:29, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7255, decode.loss_mask: 0.7230, decode.loss_dice: 1.0623, decode.d0.loss_cls: 2.6967, decode.d0.loss_mask: 0.7828, decode.d0.loss_dice: 1.2833, decode.d1.loss_cls: 0.8814, decode.d1.loss_mask: 0.7623, decode.d1.loss_dice: 1.1587, decode.d2.loss_cls: 0.7832, decode.d2.loss_mask: 0.7467, decode.d2.loss_dice: 1.1112, decode.d3.loss_cls: 0.7640, decode.d3.loss_mask: 0.7393, decode.d3.loss_dice: 1.0805, decode.d4.loss_cls: 0.7458, decode.d4.loss_mask: 0.7312, decode.d4.loss_dice: 1.0755, decode.d5.loss_cls: 0.7326, decode.d5.loss_mask: 0.7366, decode.d5.loss_dice: 1.0746, decode.d6.loss_cls: 0.7412, decode.d6.loss_mask: 0.7290, decode.d6.loss_dice: 1.0600, decode.d7.loss_cls: 0.7174, decode.d7.loss_mask: 0.7297, decode.d7.loss_dice: 1.0650, decode.d8.loss_cls: 0.7197, decode.d8.loss_mask: 0.7272, decode.d8.loss_dice: 1.0647, loss: 27.9513, grad_norm: 123.8609 2023-11-26 17:16:13,798 - mmseg - INFO - Iter [48800/160000] lr: 2.652e-06, eta: 11:44:08, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7445, decode.loss_mask: 0.6936, decode.loss_dice: 1.0527, decode.d0.loss_cls: 2.7569, decode.d0.loss_mask: 0.7515, decode.d0.loss_dice: 1.2741, decode.d1.loss_cls: 0.9209, decode.d1.loss_mask: 0.7263, decode.d1.loss_dice: 1.1525, decode.d2.loss_cls: 0.8201, decode.d2.loss_mask: 0.7073, decode.d2.loss_dice: 1.1029, decode.d3.loss_cls: 0.7948, decode.d3.loss_mask: 0.6971, decode.d3.loss_dice: 1.0622, decode.d4.loss_cls: 0.7734, decode.d4.loss_mask: 0.6992, decode.d4.loss_dice: 1.0638, decode.d5.loss_cls: 0.7570, decode.d5.loss_mask: 0.6991, decode.d5.loss_dice: 1.0706, decode.d6.loss_cls: 0.7595, decode.d6.loss_mask: 0.6925, decode.d6.loss_dice: 1.0505, decode.d7.loss_cls: 0.7444, decode.d7.loss_mask: 0.6926, decode.d7.loss_dice: 1.0556, decode.d8.loss_cls: 0.7411, decode.d8.loss_mask: 0.6944, decode.d8.loss_dice: 1.0529, loss: 27.8040, grad_norm: 114.5627 2023-11-26 17:16:31,993 - mmseg - INFO - Iter [48850/160000] lr: 2.650e-06, eta: 11:43:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7456, decode.loss_mask: 0.7117, decode.loss_dice: 1.0488, decode.d0.loss_cls: 2.7115, decode.d0.loss_mask: 0.7713, decode.d0.loss_dice: 1.2656, decode.d1.loss_cls: 0.9092, decode.d1.loss_mask: 0.7503, decode.d1.loss_dice: 1.1643, decode.d2.loss_cls: 0.8242, decode.d2.loss_mask: 0.7266, decode.d2.loss_dice: 1.1031, decode.d3.loss_cls: 0.7876, decode.d3.loss_mask: 0.7197, decode.d3.loss_dice: 1.0786, decode.d4.loss_cls: 0.7651, decode.d4.loss_mask: 0.7152, decode.d4.loss_dice: 1.0778, decode.d5.loss_cls: 0.7497, decode.d5.loss_mask: 0.7125, decode.d5.loss_dice: 1.0676, decode.d6.loss_cls: 0.7442, decode.d6.loss_mask: 0.7146, decode.d6.loss_dice: 1.0522, decode.d7.loss_cls: 0.7396, decode.d7.loss_mask: 0.7143, decode.d7.loss_dice: 1.0599, decode.d8.loss_cls: 0.7382, decode.d8.loss_mask: 0.7157, decode.d8.loss_dice: 1.0534, loss: 27.9383, grad_norm: 120.3332 2023-11-26 17:16:50,213 - mmseg - INFO - Iter [48900/160000] lr: 2.649e-06, eta: 11:43:27, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7449, decode.loss_mask: 0.6962, decode.loss_dice: 1.0570, decode.d0.loss_cls: 2.7504, decode.d0.loss_mask: 0.7671, decode.d0.loss_dice: 1.2683, decode.d1.loss_cls: 0.9264, decode.d1.loss_mask: 0.7350, decode.d1.loss_dice: 1.1548, decode.d2.loss_cls: 0.8160, decode.d2.loss_mask: 0.7173, decode.d2.loss_dice: 1.0974, decode.d3.loss_cls: 0.7750, decode.d3.loss_mask: 0.7085, decode.d3.loss_dice: 1.0719, decode.d4.loss_cls: 0.7733, decode.d4.loss_mask: 0.7026, decode.d4.loss_dice: 1.0736, decode.d5.loss_cls: 0.7639, decode.d5.loss_mask: 0.7045, decode.d5.loss_dice: 1.0651, decode.d6.loss_cls: 0.7609, decode.d6.loss_mask: 0.6977, decode.d6.loss_dice: 1.0551, decode.d7.loss_cls: 0.7400, decode.d7.loss_mask: 0.6971, decode.d7.loss_dice: 1.0601, decode.d8.loss_cls: 0.7450, decode.d8.loss_mask: 0.6948, decode.d8.loss_dice: 1.0611, loss: 27.8807, grad_norm: 120.7523 2023-11-26 17:17:08,490 - mmseg - INFO - Iter [48950/160000] lr: 2.648e-06, eta: 11:43:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6947, decode.loss_mask: 0.6844, decode.loss_dice: 1.0265, decode.d0.loss_cls: 2.6511, decode.d0.loss_mask: 0.7373, decode.d0.loss_dice: 1.2355, decode.d1.loss_cls: 0.8571, decode.d1.loss_mask: 0.7219, decode.d1.loss_dice: 1.1295, decode.d2.loss_cls: 0.7739, decode.d2.loss_mask: 0.7029, decode.d2.loss_dice: 1.0709, decode.d3.loss_cls: 0.7250, decode.d3.loss_mask: 0.6885, decode.d3.loss_dice: 1.0434, decode.d4.loss_cls: 0.7195, decode.d4.loss_mask: 0.6884, decode.d4.loss_dice: 1.0445, decode.d5.loss_cls: 0.7191, decode.d5.loss_mask: 0.6844, decode.d5.loss_dice: 1.0431, decode.d6.loss_cls: 0.7077, decode.d6.loss_mask: 0.6827, decode.d6.loss_dice: 1.0271, decode.d7.loss_cls: 0.6953, decode.d7.loss_mask: 0.6848, decode.d7.loss_dice: 1.0306, decode.d8.loss_cls: 0.6908, decode.d8.loss_mask: 0.6874, decode.d8.loss_dice: 1.0310, loss: 26.8791, grad_norm: 113.6987 2023-11-26 17:17:26,718 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:17:26,718 - mmseg - INFO - Iter [49000/160000] lr: 2.647e-06, eta: 11:42:45, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7444, decode.loss_mask: 0.7304, decode.loss_dice: 1.0430, decode.d0.loss_cls: 2.7118, decode.d0.loss_mask: 0.7901, decode.d0.loss_dice: 1.2646, decode.d1.loss_cls: 0.9278, decode.d1.loss_mask: 0.7696, decode.d1.loss_dice: 1.1406, decode.d2.loss_cls: 0.8182, decode.d2.loss_mask: 0.7445, decode.d2.loss_dice: 1.0931, decode.d3.loss_cls: 0.7779, decode.d3.loss_mask: 0.7394, decode.d3.loss_dice: 1.0624, decode.d4.loss_cls: 0.7633, decode.d4.loss_mask: 0.7381, decode.d4.loss_dice: 1.0633, decode.d5.loss_cls: 0.7614, decode.d5.loss_mask: 0.7376, decode.d5.loss_dice: 1.0638, decode.d6.loss_cls: 0.7470, decode.d6.loss_mask: 0.7375, decode.d6.loss_dice: 1.0491, decode.d7.loss_cls: 0.7509, decode.d7.loss_mask: 0.7361, decode.d7.loss_dice: 1.0516, decode.d8.loss_cls: 0.7434, decode.d8.loss_mask: 0.7348, decode.d8.loss_dice: 1.0457, loss: 28.0814, grad_norm: 126.7630 2023-11-26 17:17:45,413 - mmseg - INFO - Iter [49050/160000] lr: 2.646e-06, eta: 11:42:26, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7017, decode.loss_mask: 0.7237, decode.loss_dice: 1.0531, decode.d0.loss_cls: 2.7020, decode.d0.loss_mask: 0.7802, decode.d0.loss_dice: 1.2682, decode.d1.loss_cls: 0.8926, decode.d1.loss_mask: 0.7568, decode.d1.loss_dice: 1.1561, decode.d2.loss_cls: 0.7884, decode.d2.loss_mask: 0.7420, decode.d2.loss_dice: 1.1038, decode.d3.loss_cls: 0.7513, decode.d3.loss_mask: 0.7327, decode.d3.loss_dice: 1.0705, decode.d4.loss_cls: 0.7304, decode.d4.loss_mask: 0.7330, decode.d4.loss_dice: 1.0781, decode.d5.loss_cls: 0.7276, decode.d5.loss_mask: 0.7304, decode.d5.loss_dice: 1.0735, decode.d6.loss_cls: 0.7134, decode.d6.loss_mask: 0.7264, decode.d6.loss_dice: 1.0602, decode.d7.loss_cls: 0.7102, decode.d7.loss_mask: 0.7268, decode.d7.loss_dice: 1.0591, decode.d8.loss_cls: 0.7005, decode.d8.loss_mask: 0.7260, decode.d8.loss_dice: 1.0581, loss: 27.7768, grad_norm: 114.8581 2023-11-26 17:18:03,784 - mmseg - INFO - Iter [49100/160000] lr: 2.644e-06, eta: 11:42:05, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7497, decode.loss_mask: 0.7258, decode.loss_dice: 1.0532, decode.d0.loss_cls: 2.7629, decode.d0.loss_mask: 0.7849, decode.d0.loss_dice: 1.2782, decode.d1.loss_cls: 0.9286, decode.d1.loss_mask: 0.7577, decode.d1.loss_dice: 1.1539, decode.d2.loss_cls: 0.8236, decode.d2.loss_mask: 0.7437, decode.d2.loss_dice: 1.1078, decode.d3.loss_cls: 0.7892, decode.d3.loss_mask: 0.7365, decode.d3.loss_dice: 1.0703, decode.d4.loss_cls: 0.7816, decode.d4.loss_mask: 0.7286, decode.d4.loss_dice: 1.0709, decode.d5.loss_cls: 0.7731, decode.d5.loss_mask: 0.7262, decode.d5.loss_dice: 1.0661, decode.d6.loss_cls: 0.7657, decode.d6.loss_mask: 0.7288, decode.d6.loss_dice: 1.0563, decode.d7.loss_cls: 0.7639, decode.d7.loss_mask: 0.7247, decode.d7.loss_dice: 1.0584, decode.d8.loss_cls: 0.7588, decode.d8.loss_mask: 0.7221, decode.d8.loss_dice: 1.0557, loss: 28.2469, grad_norm: 124.5029 2023-11-26 17:18:21,983 - mmseg - INFO - Iter [49150/160000] lr: 2.643e-06, eta: 11:41:44, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7503, decode.loss_mask: 0.6884, decode.loss_dice: 1.0527, decode.d0.loss_cls: 2.7609, decode.d0.loss_mask: 0.7505, decode.d0.loss_dice: 1.2723, decode.d1.loss_cls: 0.9476, decode.d1.loss_mask: 0.7319, decode.d1.loss_dice: 1.1547, decode.d2.loss_cls: 0.8242, decode.d2.loss_mask: 0.7076, decode.d2.loss_dice: 1.1029, decode.d3.loss_cls: 0.7889, decode.d3.loss_mask: 0.7003, decode.d3.loss_dice: 1.0665, decode.d4.loss_cls: 0.7755, decode.d4.loss_mask: 0.6925, decode.d4.loss_dice: 1.0674, decode.d5.loss_cls: 0.7671, decode.d5.loss_mask: 0.6900, decode.d5.loss_dice: 1.0627, decode.d6.loss_cls: 0.7510, decode.d6.loss_mask: 0.6950, decode.d6.loss_dice: 1.0518, decode.d7.loss_cls: 0.7502, decode.d7.loss_mask: 0.6906, decode.d7.loss_dice: 1.0505, decode.d8.loss_cls: 0.7468, decode.d8.loss_mask: 0.6903, decode.d8.loss_dice: 1.0535, loss: 27.8347, grad_norm: 120.4442 2023-11-26 17:18:40,226 - mmseg - INFO - Iter [49200/160000] lr: 2.642e-06, eta: 11:41:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7509, decode.loss_mask: 0.6996, decode.loss_dice: 1.0466, decode.d0.loss_cls: 2.7558, decode.d0.loss_mask: 0.7495, decode.d0.loss_dice: 1.2657, decode.d1.loss_cls: 0.9295, decode.d1.loss_mask: 0.7415, decode.d1.loss_dice: 1.1484, decode.d2.loss_cls: 0.8429, decode.d2.loss_mask: 0.7175, decode.d2.loss_dice: 1.0941, decode.d3.loss_cls: 0.7860, decode.d3.loss_mask: 0.7119, decode.d3.loss_dice: 1.0616, decode.d4.loss_cls: 0.7728, decode.d4.loss_mask: 0.7098, decode.d4.loss_dice: 1.0619, decode.d5.loss_cls: 0.7700, decode.d5.loss_mask: 0.7098, decode.d5.loss_dice: 1.0587, decode.d6.loss_cls: 0.7601, decode.d6.loss_mask: 0.7037, decode.d6.loss_dice: 1.0479, decode.d7.loss_cls: 0.7546, decode.d7.loss_mask: 0.7016, decode.d7.loss_dice: 1.0531, decode.d8.loss_cls: 0.7548, decode.d8.loss_mask: 0.7010, decode.d8.loss_dice: 1.0449, loss: 27.9060, grad_norm: 117.5024 2023-11-26 17:18:58,479 - mmseg - INFO - Iter [49250/160000] lr: 2.641e-06, eta: 11:41:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7340, decode.loss_mask: 0.6903, decode.loss_dice: 1.0601, decode.d0.loss_cls: 2.7150, decode.d0.loss_mask: 0.7521, decode.d0.loss_dice: 1.2772, decode.d1.loss_cls: 0.9068, decode.d1.loss_mask: 0.7296, decode.d1.loss_dice: 1.1679, decode.d2.loss_cls: 0.8121, decode.d2.loss_mask: 0.7105, decode.d2.loss_dice: 1.1134, decode.d3.loss_cls: 0.7796, decode.d3.loss_mask: 0.6992, decode.d3.loss_dice: 1.0784, decode.d4.loss_cls: 0.7575, decode.d4.loss_mask: 0.6970, decode.d4.loss_dice: 1.0765, decode.d5.loss_cls: 0.7465, decode.d5.loss_mask: 0.6991, decode.d5.loss_dice: 1.0716, decode.d6.loss_cls: 0.7379, decode.d6.loss_mask: 0.6896, decode.d6.loss_dice: 1.0634, decode.d7.loss_cls: 0.7288, decode.d7.loss_mask: 0.6883, decode.d7.loss_dice: 1.0681, decode.d8.loss_cls: 0.7270, decode.d8.loss_mask: 0.6905, decode.d8.loss_dice: 1.0624, loss: 27.7303, grad_norm: 127.8905 2023-11-26 17:19:19,721 - mmseg - INFO - Iter [49300/160000] lr: 2.640e-06, eta: 11:40:49, time: 0.425, data_time: 0.053, memory: 36416, decode.loss_cls: 0.7265, decode.loss_mask: 0.7068, decode.loss_dice: 1.0473, decode.d0.loss_cls: 2.7212, decode.d0.loss_mask: 0.7684, decode.d0.loss_dice: 1.2579, decode.d1.loss_cls: 0.9010, decode.d1.loss_mask: 0.7450, decode.d1.loss_dice: 1.1467, decode.d2.loss_cls: 0.8034, decode.d2.loss_mask: 0.7251, decode.d2.loss_dice: 1.1038, decode.d3.loss_cls: 0.7753, decode.d3.loss_mask: 0.7108, decode.d3.loss_dice: 1.0630, decode.d4.loss_cls: 0.7487, decode.d4.loss_mask: 0.7153, decode.d4.loss_dice: 1.0609, decode.d5.loss_cls: 0.7509, decode.d5.loss_mask: 0.7069, decode.d5.loss_dice: 1.0561, decode.d6.loss_cls: 0.7356, decode.d6.loss_mask: 0.7055, decode.d6.loss_dice: 1.0511, decode.d7.loss_cls: 0.7268, decode.d7.loss_mask: 0.7051, decode.d7.loss_dice: 1.0529, decode.d8.loss_cls: 0.7339, decode.d8.loss_mask: 0.7047, decode.d8.loss_dice: 1.0514, loss: 27.7081, grad_norm: 121.4432 2023-11-26 17:19:38,043 - mmseg - INFO - Iter [49350/160000] lr: 2.638e-06, eta: 11:40:29, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6786, decode.loss_mask: 0.7107, decode.loss_dice: 1.0299, decode.d0.loss_cls: 2.6522, decode.d0.loss_mask: 0.7632, decode.d0.loss_dice: 1.2268, decode.d1.loss_cls: 0.8662, decode.d1.loss_mask: 0.7494, decode.d1.loss_dice: 1.1222, decode.d2.loss_cls: 0.7658, decode.d2.loss_mask: 0.7321, decode.d2.loss_dice: 1.0767, decode.d3.loss_cls: 0.7327, decode.d3.loss_mask: 0.7130, decode.d3.loss_dice: 1.0409, decode.d4.loss_cls: 0.7114, decode.d4.loss_mask: 0.7120, decode.d4.loss_dice: 1.0423, decode.d5.loss_cls: 0.6917, decode.d5.loss_mask: 0.7141, decode.d5.loss_dice: 1.0372, decode.d6.loss_cls: 0.6876, decode.d6.loss_mask: 0.7090, decode.d6.loss_dice: 1.0251, decode.d7.loss_cls: 0.6835, decode.d7.loss_mask: 0.7069, decode.d7.loss_dice: 1.0311, decode.d8.loss_cls: 0.6844, decode.d8.loss_mask: 0.7079, decode.d8.loss_dice: 1.0293, loss: 27.0339, grad_norm: 117.0465 2023-11-26 17:19:57,684 - mmseg - INFO - Iter [49400/160000] lr: 2.637e-06, eta: 11:40:11, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7232, decode.loss_mask: 0.6933, decode.loss_dice: 1.0536, decode.d0.loss_cls: 2.7174, decode.d0.loss_mask: 0.7504, decode.d0.loss_dice: 1.2689, decode.d1.loss_cls: 0.8956, decode.d1.loss_mask: 0.7342, decode.d1.loss_dice: 1.1459, decode.d2.loss_cls: 0.7946, decode.d2.loss_mask: 0.7126, decode.d2.loss_dice: 1.0951, decode.d3.loss_cls: 0.7567, decode.d3.loss_mask: 0.7047, decode.d3.loss_dice: 1.0745, decode.d4.loss_cls: 0.7429, decode.d4.loss_mask: 0.6998, decode.d4.loss_dice: 1.0721, decode.d5.loss_cls: 0.7374, decode.d5.loss_mask: 0.6984, decode.d5.loss_dice: 1.0724, decode.d6.loss_cls: 0.7206, decode.d6.loss_mask: 0.6949, decode.d6.loss_dice: 1.0580, decode.d7.loss_cls: 0.7145, decode.d7.loss_mask: 0.6953, decode.d7.loss_dice: 1.0593, decode.d8.loss_cls: 0.7149, decode.d8.loss_mask: 0.6956, decode.d8.loss_dice: 1.0547, loss: 27.5518, grad_norm: 119.7097 2023-11-26 17:20:17,213 - mmseg - INFO - Iter [49450/160000] lr: 2.636e-06, eta: 11:39:53, time: 0.391, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7096, decode.loss_mask: 0.6781, decode.loss_dice: 1.0174, decode.d0.loss_cls: 2.6960, decode.d0.loss_mask: 0.7453, decode.d0.loss_dice: 1.2293, decode.d1.loss_cls: 0.9051, decode.d1.loss_mask: 0.7190, decode.d1.loss_dice: 1.1151, decode.d2.loss_cls: 0.7940, decode.d2.loss_mask: 0.6996, decode.d2.loss_dice: 1.0633, decode.d3.loss_cls: 0.7544, decode.d3.loss_mask: 0.6859, decode.d3.loss_dice: 1.0321, decode.d4.loss_cls: 0.7470, decode.d4.loss_mask: 0.6855, decode.d4.loss_dice: 1.0329, decode.d5.loss_cls: 0.7339, decode.d5.loss_mask: 0.6846, decode.d5.loss_dice: 1.0307, decode.d6.loss_cls: 0.7210, decode.d6.loss_mask: 0.6779, decode.d6.loss_dice: 1.0171, decode.d7.loss_cls: 0.7166, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 1.0176, decode.d8.loss_cls: 0.7111, decode.d8.loss_mask: 0.6799, decode.d8.loss_dice: 1.0167, loss: 26.9981, grad_norm: 123.1977 2023-11-26 17:20:35,663 - mmseg - INFO - Iter [49500/160000] lr: 2.635e-06, eta: 11:39:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7134, decode.loss_mask: 0.6889, decode.loss_dice: 1.0557, decode.d0.loss_cls: 2.7381, decode.d0.loss_mask: 0.7536, decode.d0.loss_dice: 1.2731, decode.d1.loss_cls: 0.8745, decode.d1.loss_mask: 0.7301, decode.d1.loss_dice: 1.1576, decode.d2.loss_cls: 0.7929, decode.d2.loss_mask: 0.7090, decode.d2.loss_dice: 1.1034, decode.d3.loss_cls: 0.7532, decode.d3.loss_mask: 0.6999, decode.d3.loss_dice: 1.0695, decode.d4.loss_cls: 0.7334, decode.d4.loss_mask: 0.6985, decode.d4.loss_dice: 1.0669, decode.d5.loss_cls: 0.7149, decode.d5.loss_mask: 0.6992, decode.d5.loss_dice: 1.0685, decode.d6.loss_cls: 0.7095, decode.d6.loss_mask: 0.6904, decode.d6.loss_dice: 1.0575, decode.d7.loss_cls: 0.7060, decode.d7.loss_mask: 0.6872, decode.d7.loss_dice: 1.0609, decode.d8.loss_cls: 0.7079, decode.d8.loss_mask: 0.6852, decode.d8.loss_dice: 1.0591, loss: 27.4581, grad_norm: 113.1798 2023-11-26 17:20:53,871 - mmseg - INFO - Iter [49550/160000] lr: 2.634e-06, eta: 11:39:12, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7193, decode.loss_mask: 0.6989, decode.loss_dice: 1.0452, decode.d0.loss_cls: 2.7223, decode.d0.loss_mask: 0.7573, decode.d0.loss_dice: 1.2458, decode.d1.loss_cls: 0.8725, decode.d1.loss_mask: 0.7395, decode.d1.loss_dice: 1.1490, decode.d2.loss_cls: 0.7834, decode.d2.loss_mask: 0.7193, decode.d2.loss_dice: 1.1041, decode.d3.loss_cls: 0.7550, decode.d3.loss_mask: 0.7090, decode.d3.loss_dice: 1.0704, decode.d4.loss_cls: 0.7474, decode.d4.loss_mask: 0.7117, decode.d4.loss_dice: 1.0704, decode.d5.loss_cls: 0.7335, decode.d5.loss_mask: 0.7061, decode.d5.loss_dice: 1.0668, decode.d6.loss_cls: 0.7183, decode.d6.loss_mask: 0.7019, decode.d6.loss_dice: 1.0552, decode.d7.loss_cls: 0.7215, decode.d7.loss_mask: 0.6987, decode.d7.loss_dice: 1.0534, decode.d8.loss_cls: 0.7206, decode.d8.loss_mask: 0.7009, decode.d8.loss_dice: 1.0532, loss: 27.5507, grad_norm: 114.1795 2023-11-26 17:21:12,187 - mmseg - INFO - Iter [49600/160000] lr: 2.633e-06, eta: 11:38:52, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7104, decode.loss_mask: 0.6713, decode.loss_dice: 1.0693, decode.d0.loss_cls: 2.7522, decode.d0.loss_mask: 0.7201, decode.d0.loss_dice: 1.2815, decode.d1.loss_cls: 0.8979, decode.d1.loss_mask: 0.7137, decode.d1.loss_dice: 1.1706, decode.d2.loss_cls: 0.7837, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.1282, decode.d3.loss_cls: 0.7543, decode.d3.loss_mask: 0.6787, decode.d3.loss_dice: 1.0904, decode.d4.loss_cls: 0.7340, decode.d4.loss_mask: 0.6730, decode.d4.loss_dice: 1.0902, decode.d5.loss_cls: 0.7275, decode.d5.loss_mask: 0.6734, decode.d5.loss_dice: 1.0805, decode.d6.loss_cls: 0.7155, decode.d6.loss_mask: 0.6733, decode.d6.loss_dice: 1.0709, decode.d7.loss_cls: 0.7156, decode.d7.loss_mask: 0.6733, decode.d7.loss_dice: 1.0749, decode.d8.loss_cls: 0.7074, decode.d8.loss_mask: 0.6742, decode.d8.loss_dice: 1.0713, loss: 27.4696, grad_norm: 112.2888 2023-11-26 17:21:30,681 - mmseg - INFO - Iter [49650/160000] lr: 2.631e-06, eta: 11:38:32, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7301, decode.loss_mask: 0.7154, decode.loss_dice: 1.0605, decode.d0.loss_cls: 2.7532, decode.d0.loss_mask: 0.7692, decode.d0.loss_dice: 1.2735, decode.d1.loss_cls: 0.9127, decode.d1.loss_mask: 0.7506, decode.d1.loss_dice: 1.1528, decode.d2.loss_cls: 0.8114, decode.d2.loss_mask: 0.7366, decode.d2.loss_dice: 1.1091, decode.d3.loss_cls: 0.7672, decode.d3.loss_mask: 0.7279, decode.d3.loss_dice: 1.0751, decode.d4.loss_cls: 0.7568, decode.d4.loss_mask: 0.7214, decode.d4.loss_dice: 1.0780, decode.d5.loss_cls: 0.7418, decode.d5.loss_mask: 0.7235, decode.d5.loss_dice: 1.0760, decode.d6.loss_cls: 0.7323, decode.d6.loss_mask: 0.7182, decode.d6.loss_dice: 1.0647, decode.d7.loss_cls: 0.7378, decode.d7.loss_mask: 0.7140, decode.d7.loss_dice: 1.0616, decode.d8.loss_cls: 0.7306, decode.d8.loss_mask: 0.7166, decode.d8.loss_dice: 1.0602, loss: 27.9789, grad_norm: 123.7443 2023-11-26 17:21:48,892 - mmseg - INFO - Iter [49700/160000] lr: 2.630e-06, eta: 11:38:11, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7143, decode.loss_mask: 0.7061, decode.loss_dice: 1.0292, decode.d0.loss_cls: 2.6839, decode.d0.loss_mask: 0.7713, decode.d0.loss_dice: 1.2382, decode.d1.loss_cls: 0.8842, decode.d1.loss_mask: 0.7445, decode.d1.loss_dice: 1.1293, decode.d2.loss_cls: 0.7916, decode.d2.loss_mask: 0.7273, decode.d2.loss_dice: 1.0850, decode.d3.loss_cls: 0.7593, decode.d3.loss_mask: 0.7190, decode.d3.loss_dice: 1.0541, decode.d4.loss_cls: 0.7414, decode.d4.loss_mask: 0.7145, decode.d4.loss_dice: 1.0491, decode.d5.loss_cls: 0.7271, decode.d5.loss_mask: 0.7131, decode.d5.loss_dice: 1.0426, decode.d6.loss_cls: 0.7316, decode.d6.loss_mask: 0.7083, decode.d6.loss_dice: 1.0328, decode.d7.loss_cls: 0.7211, decode.d7.loss_mask: 0.7097, decode.d7.loss_dice: 1.0323, decode.d8.loss_cls: 0.7229, decode.d8.loss_mask: 0.7077, decode.d8.loss_dice: 1.0325, loss: 27.4239, grad_norm: 115.8851 2023-11-26 17:22:07,041 - mmseg - INFO - Iter [49750/160000] lr: 2.629e-06, eta: 11:37:50, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7132, decode.loss_mask: 0.7313, decode.loss_dice: 1.0832, decode.d0.loss_cls: 2.6812, decode.d0.loss_mask: 0.7787, decode.d0.loss_dice: 1.2904, decode.d1.loss_cls: 0.8704, decode.d1.loss_mask: 0.7696, decode.d1.loss_dice: 1.1901, decode.d2.loss_cls: 0.7869, decode.d2.loss_mask: 0.7413, decode.d2.loss_dice: 1.1321, decode.d3.loss_cls: 0.7629, decode.d3.loss_mask: 0.7355, decode.d3.loss_dice: 1.0909, decode.d4.loss_cls: 0.7346, decode.d4.loss_mask: 0.7323, decode.d4.loss_dice: 1.0940, decode.d5.loss_cls: 0.7173, decode.d5.loss_mask: 0.7306, decode.d5.loss_dice: 1.0947, decode.d6.loss_cls: 0.7153, decode.d6.loss_mask: 0.7326, decode.d6.loss_dice: 1.0817, decode.d7.loss_cls: 0.7082, decode.d7.loss_mask: 0.7334, decode.d7.loss_dice: 1.0891, decode.d8.loss_cls: 0.7181, decode.d8.loss_mask: 0.7328, decode.d8.loss_dice: 1.0782, loss: 28.0506, grad_norm: 116.8025 2023-11-26 17:22:25,373 - mmseg - INFO - Iter [49800/160000] lr: 2.628e-06, eta: 11:37:30, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7443, decode.loss_mask: 0.6912, decode.loss_dice: 1.0528, decode.d0.loss_cls: 2.7325, decode.d0.loss_mask: 0.7402, decode.d0.loss_dice: 1.2647, decode.d1.loss_cls: 0.9081, decode.d1.loss_mask: 0.7317, decode.d1.loss_dice: 1.1643, decode.d2.loss_cls: 0.8198, decode.d2.loss_mask: 0.7048, decode.d2.loss_dice: 1.1072, decode.d3.loss_cls: 0.7803, decode.d3.loss_mask: 0.6938, decode.d3.loss_dice: 1.0724, decode.d4.loss_cls: 0.7627, decode.d4.loss_mask: 0.6906, decode.d4.loss_dice: 1.0740, decode.d5.loss_cls: 0.7483, decode.d5.loss_mask: 0.6901, decode.d5.loss_dice: 1.0777, decode.d6.loss_cls: 0.7544, decode.d6.loss_mask: 0.6908, decode.d6.loss_dice: 1.0583, decode.d7.loss_cls: 0.7442, decode.d7.loss_mask: 0.6931, decode.d7.loss_dice: 1.0617, decode.d8.loss_cls: 0.7481, decode.d8.loss_mask: 0.6888, decode.d8.loss_dice: 1.0576, loss: 27.7484, grad_norm: 116.5062 2023-11-26 17:22:43,881 - mmseg - INFO - Iter [49850/160000] lr: 2.627e-06, eta: 11:37:10, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7319, decode.loss_mask: 0.6989, decode.loss_dice: 1.0596, decode.d0.loss_cls: 2.7669, decode.d0.loss_mask: 0.7606, decode.d0.loss_dice: 1.2771, decode.d1.loss_cls: 0.8884, decode.d1.loss_mask: 0.7431, decode.d1.loss_dice: 1.1681, decode.d2.loss_cls: 0.7991, decode.d2.loss_mask: 0.7193, decode.d2.loss_dice: 1.1080, decode.d3.loss_cls: 0.7690, decode.d3.loss_mask: 0.7040, decode.d3.loss_dice: 1.0767, decode.d4.loss_cls: 0.7564, decode.d4.loss_mask: 0.7037, decode.d4.loss_dice: 1.0761, decode.d5.loss_cls: 0.7496, decode.d5.loss_mask: 0.7022, decode.d5.loss_dice: 1.0749, decode.d6.loss_cls: 0.7442, decode.d6.loss_mask: 0.7030, decode.d6.loss_dice: 1.0589, decode.d7.loss_cls: 0.7415, decode.d7.loss_mask: 0.7031, decode.d7.loss_dice: 1.0658, decode.d8.loss_cls: 0.7330, decode.d8.loss_mask: 0.6996, decode.d8.loss_dice: 1.0610, loss: 27.8435, grad_norm: 124.2368 2023-11-26 17:23:02,425 - mmseg - INFO - Iter [49900/160000] lr: 2.625e-06, eta: 11:36:50, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6819, decode.loss_mask: 0.6972, decode.loss_dice: 1.0454, decode.d0.loss_cls: 2.6318, decode.d0.loss_mask: 0.7551, decode.d0.loss_dice: 1.2536, decode.d1.loss_cls: 0.8631, decode.d1.loss_mask: 0.7345, decode.d1.loss_dice: 1.1450, decode.d2.loss_cls: 0.7684, decode.d2.loss_mask: 0.7115, decode.d2.loss_dice: 1.0878, decode.d3.loss_cls: 0.7273, decode.d3.loss_mask: 0.7025, decode.d3.loss_dice: 1.0527, decode.d4.loss_cls: 0.7168, decode.d4.loss_mask: 0.7035, decode.d4.loss_dice: 1.0585, decode.d5.loss_cls: 0.7059, decode.d5.loss_mask: 0.6980, decode.d5.loss_dice: 1.0604, decode.d6.loss_cls: 0.6963, decode.d6.loss_mask: 0.6960, decode.d6.loss_dice: 1.0436, decode.d7.loss_cls: 0.6918, decode.d7.loss_mask: 0.6951, decode.d7.loss_dice: 1.0482, decode.d8.loss_cls: 0.6818, decode.d8.loss_mask: 0.6973, decode.d8.loss_dice: 1.0494, loss: 27.1006, grad_norm: 128.1989 2023-11-26 17:23:20,723 - mmseg - INFO - Iter [49950/160000] lr: 2.624e-06, eta: 11:36:29, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7603, decode.loss_mask: 0.6956, decode.loss_dice: 1.0637, decode.d0.loss_cls: 2.7582, decode.d0.loss_mask: 0.7597, decode.d0.loss_dice: 1.2763, decode.d1.loss_cls: 0.9393, decode.d1.loss_mask: 0.7339, decode.d1.loss_dice: 1.1750, decode.d2.loss_cls: 0.8524, decode.d2.loss_mask: 0.7023, decode.d2.loss_dice: 1.1167, decode.d3.loss_cls: 0.8218, decode.d3.loss_mask: 0.6994, decode.d3.loss_dice: 1.0797, decode.d4.loss_cls: 0.7972, decode.d4.loss_mask: 0.6986, decode.d4.loss_dice: 1.0766, decode.d5.loss_cls: 0.7828, decode.d5.loss_mask: 0.6994, decode.d5.loss_dice: 1.0751, decode.d6.loss_cls: 0.7755, decode.d6.loss_mask: 0.6926, decode.d6.loss_dice: 1.0586, decode.d7.loss_cls: 0.7684, decode.d7.loss_mask: 0.6912, decode.d7.loss_dice: 1.0604, decode.d8.loss_cls: 0.7608, decode.d8.loss_mask: 0.6945, decode.d8.loss_dice: 1.0670, loss: 28.1328, grad_norm: 114.1446 2023-11-26 17:23:38,935 - mmseg - INFO - Saving checkpoint at 50000 iterations 2023-11-26 17:23:40,904 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:23:40,904 - mmseg - INFO - Iter [50000/160000] lr: 2.623e-06, eta: 11:36:13, time: 0.404, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7339, decode.loss_mask: 0.6840, decode.loss_dice: 1.0375, decode.d0.loss_cls: 2.7368, decode.d0.loss_mask: 0.7420, decode.d0.loss_dice: 1.2529, decode.d1.loss_cls: 0.9161, decode.d1.loss_mask: 0.7195, decode.d1.loss_dice: 1.1342, decode.d2.loss_cls: 0.8203, decode.d2.loss_mask: 0.7016, decode.d2.loss_dice: 1.0797, decode.d3.loss_cls: 0.7782, decode.d3.loss_mask: 0.6919, decode.d3.loss_dice: 1.0469, decode.d4.loss_cls: 0.7633, decode.d4.loss_mask: 0.6939, decode.d4.loss_dice: 1.0540, decode.d5.loss_cls: 0.7451, decode.d5.loss_mask: 0.6883, decode.d5.loss_dice: 1.0555, decode.d6.loss_cls: 0.7511, decode.d6.loss_mask: 0.6822, decode.d6.loss_dice: 1.0382, decode.d7.loss_cls: 0.7375, decode.d7.loss_mask: 0.6838, decode.d7.loss_dice: 1.0419, decode.d8.loss_cls: 0.7383, decode.d8.loss_mask: 0.6851, decode.d8.loss_dice: 1.0356, loss: 27.4693, grad_norm: 118.9655 2023-11-26 17:23:57,543 - mmseg - INFO - per class results: 2023-11-26 17:23:57,549 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.57 | 87.58 | | building | 82.9 | 91.6 | | sky | 94.63 | 97.18 | | floor | 82.27 | 90.03 | | tree | 74.46 | 83.11 | | ceiling | 83.89 | 91.44 | | road | 84.68 | 90.61 | | bed | 90.76 | 96.0 | | windowpane | 61.99 | 78.71 | | grass | 68.8 | 77.57 | | cabinet | 62.87 | 82.82 | | sidewalk | 66.28 | 81.4 | | person | 83.63 | 91.05 | | earth | 36.04 | 50.84 | | door | 49.67 | 73.68 | | table | 63.02 | 74.14 | | mountain | 57.83 | 79.5 | | plant | 54.22 | 69.08 | | curtain | 76.84 | 83.87 | | chair | 57.76 | 72.87 | | car | 85.8 | 93.13 | | water | 47.11 | 66.16 | | painting | 65.95 | 89.82 | | sofa | 68.13 | 89.53 | | shelf | 45.63 | 61.61 | | house | 43.1 | 53.29 | | sea | 52.95 | 78.48 | | mirror | 65.32 | 82.97 | | rug | 64.66 | 76.78 | | field | 25.95 | 49.03 | | armchair | 40.58 | 52.61 | | seat | 57.02 | 73.35 | | fence | 43.55 | 66.43 | | desk | 44.71 | 65.97 | | rock | 48.76 | 65.41 | | wardrobe | 56.15 | 62.53 | | lamp | 69.76 | 79.2 | | bathtub | 81.7 | 85.59 | | railing | 33.55 | 55.5 | | cushion | 60.6 | 73.85 | | base | 28.86 | 55.88 | | box | 25.82 | 43.03 | | column | 48.24 | 63.72 | | signboard | 36.98 | 59.15 | | chest of drawers | 41.74 | 50.3 | | counter | 33.78 | 46.99 | | sand | 31.24 | 45.3 | | sink | 76.36 | 80.23 | | skyscraper | 45.83 | 61.54 | | fireplace | 68.76 | 93.53 | | refrigerator | 77.3 | 84.9 | | grandstand | 49.12 | 59.91 | | path | 23.38 | 36.63 | | stairs | 51.34 | 73.02 | | runway | 65.24 | 95.54 | | case | 50.69 | 65.65 | | pool table | 94.75 | 97.04 | | pillow | 57.96 | 66.02 | | screen door | 57.21 | 62.35 | | stairway | 37.88 | 44.04 | | river | 8.39 | 8.93 | | bridge | 73.85 | 89.02 | | bookcase | 31.05 | 46.3 | | blind | 38.71 | 41.27 | | coffee table | 62.51 | 80.84 | | toilet | 87.96 | 90.85 | | flower | 37.65 | 54.83 | | book | 49.15 | 72.32 | | hill | 7.55 | 13.18 | | bench | 53.27 | 69.24 | | countertop | 54.42 | 68.58 | | stove | 82.25 | 89.49 | | palm | 49.72 | 76.69 | | kitchen island | 48.48 | 76.86 | | computer | 65.0 | 71.8 | | swivel chair | 45.39 | 69.96 | | boat | 62.61 | 87.4 | | bar | 48.18 | 62.96 | | arcade machine | 21.27 | 23.6 | | hovel | 12.05 | 17.64 | | bus | 91.84 | 95.8 | | towel | 75.52 | 86.4 | | light | 60.41 | 71.41 | | truck | 36.34 | 52.49 | | tower | 51.15 | 77.62 | | chandelier | 66.93 | 80.06 | | awning | 33.19 | 41.74 | | streetlight | 32.67 | 51.39 | | booth | 41.58 | 46.26 | | television receiver | 68.11 | 79.24 | | airplane | 59.52 | 66.2 | | dirt track | 4.53 | 27.7 | | apparel | 26.46 | 49.73 | | pole | 23.07 | 31.6 | | land | 0.83 | 1.01 | | bannister | 19.29 | 29.25 | | escalator | 20.98 | 21.76 | | ottoman | 54.93 | 66.72 | | bottle | 21.09 | 26.5 | | buffet | 47.54 | 62.97 | | poster | 29.26 | 47.19 | | stage | 15.94 | 31.94 | | van | 46.96 | 68.38 | | ship | 10.47 | 10.86 | | fountain | 26.73 | 28.98 | | conveyer belt | 48.22 | 65.06 | | canopy | 28.82 | 45.48 | | washer | 72.8 | 76.45 | | plaything | 27.44 | 42.06 | | swimming pool | 47.92 | 74.74 | | stool | 48.89 | 65.04 | | barrel | 47.08 | 74.64 | | basket | 35.47 | 57.09 | | waterfall | 38.32 | 62.83 | | tent | 95.97 | 97.99 | | bag | 19.54 | 30.02 | | minibike | 58.5 | 87.72 | | cradle | 89.0 | 97.65 | | oven | 61.31 | 70.93 | | ball | 55.86 | 75.91 | | food | 60.13 | 82.23 | | step | 5.56 | 6.92 | | tank | 43.58 | 46.12 | | trade name | 33.89 | 43.38 | | microwave | 81.72 | 89.35 | | pot | 36.87 | 43.8 | | animal | 69.44 | 74.1 | | bicycle | 53.01 | 70.48 | | lake | 0.24 | 0.38 | | dishwasher | 78.16 | 82.36 | | screen | 68.73 | 92.28 | | blanket | 30.73 | 40.63 | | sculpture | 59.74 | 84.46 | | hood | 74.32 | 77.51 | | sconce | 51.9 | 62.11 | | vase | 47.37 | 69.8 | | traffic light | 34.98 | 69.66 | | tray | 14.67 | 24.31 | | ashcan | 44.08 | 58.35 | | fan | 54.34 | 81.52 | | pier | 13.79 | 14.52 | | crt screen | 3.69 | 11.1 | | plate | 58.43 | 79.08 | | monitor | 3.79 | 4.25 | | bulletin board | 41.84 | 61.47 | | shower | 10.88 | 28.63 | | radiator | 61.32 | 71.46 | | glass | 21.33 | 23.99 | | clock | 33.09 | 43.96 | | flag | 47.26 | 55.0 | +---------------------+-------+-------+ 2023-11-26 17:23:57,549 - mmseg - INFO - Summary: 2023-11-26 17:23:57,549 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 83.2 | 49.56 | 62.87 | +------+-------+-------+ 2023-11-26 17:23:57,586 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_45000.pth was removed 2023-11-26 17:23:59,150 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_50000.pth. 2023-11-26 17:23:59,151 - mmseg - INFO - Best mIoU is 0.4956 at 50000 iter. 2023-11-26 17:23:59,151 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:23:59,151 - mmseg - INFO - Iter(val) [250] aAcc: 0.8320, mIoU: 0.4956, mAcc: 0.6287, IoU.wall: 0.7857, IoU.building: 0.8290, IoU.sky: 0.9463, IoU.floor: 0.8227, IoU.tree: 0.7446, IoU.ceiling: 0.8389, IoU.road: 0.8468, IoU.bed : 0.9076, IoU.windowpane: 0.6199, IoU.grass: 0.6880, IoU.cabinet: 0.6287, IoU.sidewalk: 0.6628, IoU.person: 0.8363, IoU.earth: 0.3604, IoU.door: 0.4967, IoU.table: 0.6302, IoU.mountain: 0.5783, IoU.plant: 0.5422, IoU.curtain: 0.7684, IoU.chair: 0.5776, IoU.car: 0.8580, IoU.water: 0.4711, IoU.painting: 0.6595, IoU.sofa: 0.6813, IoU.shelf: 0.4563, IoU.house: 0.4310, IoU.sea: 0.5295, IoU.mirror: 0.6532, IoU.rug: 0.6466, IoU.field: 0.2595, IoU.armchair: 0.4058, IoU.seat: 0.5702, IoU.fence: 0.4355, IoU.desk: 0.4471, IoU.rock: 0.4876, IoU.wardrobe: 0.5615, IoU.lamp: 0.6976, IoU.bathtub: 0.8170, IoU.railing: 0.3355, IoU.cushion: 0.6060, IoU.base: 0.2886, IoU.box: 0.2582, IoU.column: 0.4824, IoU.signboard: 0.3698, IoU.chest of drawers: 0.4174, IoU.counter: 0.3378, IoU.sand: 0.3124, IoU.sink: 0.7636, IoU.skyscraper: 0.4583, IoU.fireplace: 0.6876, IoU.refrigerator: 0.7730, IoU.grandstand: 0.4912, IoU.path: 0.2338, IoU.stairs: 0.5134, IoU.runway: 0.6524, IoU.case: 0.5069, IoU.pool table: 0.9475, IoU.pillow: 0.5796, IoU.screen door: 0.5721, IoU.stairway: 0.3788, IoU.river: 0.0839, IoU.bridge: 0.7385, IoU.bookcase: 0.3105, IoU.blind: 0.3871, IoU.coffee table: 0.6251, IoU.toilet: 0.8796, IoU.flower: 0.3765, IoU.book: 0.4915, IoU.hill: 0.0755, IoU.bench: 0.5327, IoU.countertop: 0.5442, IoU.stove: 0.8225, IoU.palm: 0.4972, IoU.kitchen island: 0.4848, IoU.computer: 0.6500, IoU.swivel chair: 0.4539, IoU.boat: 0.6261, IoU.bar: 0.4818, IoU.arcade machine: 0.2127, IoU.hovel: 0.1205, IoU.bus: 0.9184, IoU.towel: 0.7552, IoU.light: 0.6041, IoU.truck: 0.3634, IoU.tower: 0.5115, IoU.chandelier: 0.6693, IoU.awning: 0.3319, IoU.streetlight: 0.3267, IoU.booth: 0.4158, IoU.television receiver: 0.6811, IoU.airplane: 0.5952, IoU.dirt track: 0.0453, IoU.apparel: 0.2646, IoU.pole: 0.2307, IoU.land: 0.0083, IoU.bannister: 0.1929, IoU.escalator: 0.2098, IoU.ottoman: 0.5493, IoU.bottle: 0.2109, IoU.buffet: 0.4754, IoU.poster: 0.2926, IoU.stage: 0.1594, IoU.van: 0.4696, IoU.ship: 0.1047, IoU.fountain: 0.2673, IoU.conveyer belt: 0.4822, IoU.canopy: 0.2882, IoU.washer: 0.7280, IoU.plaything: 0.2744, IoU.swimming pool: 0.4792, IoU.stool: 0.4889, IoU.barrel: 0.4708, IoU.basket: 0.3547, IoU.waterfall: 0.3832, IoU.tent: 0.9597, IoU.bag: 0.1954, IoU.minibike: 0.5850, IoU.cradle: 0.8900, IoU.oven: 0.6131, IoU.ball: 0.5586, IoU.food: 0.6013, IoU.step: 0.0556, IoU.tank: 0.4358, IoU.trade name: 0.3389, IoU.microwave: 0.8172, IoU.pot: 0.3687, IoU.animal: 0.6944, IoU.bicycle: 0.5301, IoU.lake: 0.0024, IoU.dishwasher: 0.7816, IoU.screen: 0.6873, IoU.blanket: 0.3073, IoU.sculpture: 0.5974, IoU.hood: 0.7432, IoU.sconce: 0.5190, IoU.vase: 0.4737, IoU.traffic light: 0.3498, IoU.tray: 0.1467, IoU.ashcan: 0.4408, IoU.fan: 0.5434, IoU.pier: 0.1379, IoU.crt screen: 0.0369, IoU.plate: 0.5843, IoU.monitor: 0.0379, IoU.bulletin board: 0.4184, IoU.shower: 0.1088, IoU.radiator: 0.6132, IoU.glass: 0.2133, IoU.clock: 0.3309, IoU.flag: 0.4726, Acc.wall: 0.8758, Acc.building: 0.9160, Acc.sky: 0.9718, Acc.floor: 0.9003, Acc.tree: 0.8311, Acc.ceiling: 0.9144, Acc.road: 0.9061, Acc.bed : 0.9600, Acc.windowpane: 0.7871, Acc.grass: 0.7757, Acc.cabinet: 0.8282, Acc.sidewalk: 0.8140, Acc.person: 0.9105, Acc.earth: 0.5084, Acc.door: 0.7368, Acc.table: 0.7414, Acc.mountain: 0.7950, Acc.plant: 0.6908, Acc.curtain: 0.8387, Acc.chair: 0.7287, Acc.car: 0.9313, Acc.water: 0.6616, Acc.painting: 0.8982, Acc.sofa: 0.8953, Acc.shelf: 0.6161, Acc.house: 0.5329, Acc.sea: 0.7848, Acc.mirror: 0.8297, Acc.rug: 0.7678, Acc.field: 0.4903, Acc.armchair: 0.5261, Acc.seat: 0.7335, Acc.fence: 0.6643, Acc.desk: 0.6597, Acc.rock: 0.6541, Acc.wardrobe: 0.6253, Acc.lamp: 0.7920, Acc.bathtub: 0.8559, Acc.railing: 0.5550, Acc.cushion: 0.7385, Acc.base: 0.5588, Acc.box: 0.4303, Acc.column: 0.6372, Acc.signboard: 0.5915, Acc.chest of drawers: 0.5030, Acc.counter: 0.4699, Acc.sand: 0.4530, Acc.sink: 0.8023, Acc.skyscraper: 0.6154, Acc.fireplace: 0.9353, Acc.refrigerator: 0.8490, Acc.grandstand: 0.5991, Acc.path: 0.3663, Acc.stairs: 0.7302, Acc.runway: 0.9554, Acc.case: 0.6565, Acc.pool table: 0.9704, Acc.pillow: 0.6602, Acc.screen door: 0.6235, Acc.stairway: 0.4404, Acc.river: 0.0893, Acc.bridge: 0.8902, Acc.bookcase: 0.4630, Acc.blind: 0.4127, Acc.coffee table: 0.8084, Acc.toilet: 0.9085, Acc.flower: 0.5483, Acc.book: 0.7232, Acc.hill: 0.1318, Acc.bench: 0.6924, Acc.countertop: 0.6858, Acc.stove: 0.8949, Acc.palm: 0.7669, Acc.kitchen island: 0.7686, Acc.computer: 0.7180, Acc.swivel chair: 0.6996, Acc.boat: 0.8740, Acc.bar: 0.6296, Acc.arcade machine: 0.2360, Acc.hovel: 0.1764, Acc.bus: 0.9580, Acc.towel: 0.8640, Acc.light: 0.7141, Acc.truck: 0.5249, Acc.tower: 0.7762, Acc.chandelier: 0.8006, Acc.awning: 0.4174, Acc.streetlight: 0.5139, Acc.booth: 0.4626, Acc.television receiver: 0.7924, Acc.airplane: 0.6620, Acc.dirt track: 0.2770, Acc.apparel: 0.4973, Acc.pole: 0.3160, Acc.land: 0.0101, Acc.bannister: 0.2925, Acc.escalator: 0.2176, Acc.ottoman: 0.6672, Acc.bottle: 0.2650, Acc.buffet: 0.6297, Acc.poster: 0.4719, Acc.stage: 0.3194, Acc.van: 0.6838, Acc.ship: 0.1086, Acc.fountain: 0.2898, Acc.conveyer belt: 0.6506, Acc.canopy: 0.4548, Acc.washer: 0.7645, Acc.plaything: 0.4206, Acc.swimming pool: 0.7474, Acc.stool: 0.6504, Acc.barrel: 0.7464, Acc.basket: 0.5709, Acc.waterfall: 0.6283, Acc.tent: 0.9799, Acc.bag: 0.3002, Acc.minibike: 0.8772, Acc.cradle: 0.9765, Acc.oven: 0.7093, Acc.ball: 0.7591, Acc.food: 0.8223, Acc.step: 0.0692, Acc.tank: 0.4612, Acc.trade name: 0.4338, Acc.microwave: 0.8935, Acc.pot: 0.4380, Acc.animal: 0.7410, Acc.bicycle: 0.7048, Acc.lake: 0.0038, Acc.dishwasher: 0.8236, Acc.screen: 0.9228, Acc.blanket: 0.4063, Acc.sculpture: 0.8446, Acc.hood: 0.7751, Acc.sconce: 0.6211, Acc.vase: 0.6980, Acc.traffic light: 0.6966, Acc.tray: 0.2431, Acc.ashcan: 0.5835, Acc.fan: 0.8152, Acc.pier: 0.1452, Acc.crt screen: 0.1110, Acc.plate: 0.7908, Acc.monitor: 0.0425, Acc.bulletin board: 0.6147, Acc.shower: 0.2863, Acc.radiator: 0.7146, Acc.glass: 0.2399, Acc.clock: 0.4396, Acc.flag: 0.5500 2023-11-26 17:24:17,480 - mmseg - INFO - Iter [50050/160000] lr: 2.622e-06, eta: 11:36:32, time: 0.731, data_time: 0.375, memory: 36416, decode.loss_cls: 0.6882, decode.loss_mask: 0.6997, decode.loss_dice: 1.0747, decode.d0.loss_cls: 2.7066, decode.d0.loss_mask: 0.7584, decode.d0.loss_dice: 1.2857, decode.d1.loss_cls: 0.8820, decode.d1.loss_mask: 0.7394, decode.d1.loss_dice: 1.1719, decode.d2.loss_cls: 0.7884, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.1230, decode.d3.loss_cls: 0.7437, decode.d3.loss_mask: 0.7105, decode.d3.loss_dice: 1.0866, decode.d4.loss_cls: 0.7307, decode.d4.loss_mask: 0.7123, decode.d4.loss_dice: 1.0879, decode.d5.loss_cls: 0.7129, decode.d5.loss_mask: 0.7062, decode.d5.loss_dice: 1.0859, decode.d6.loss_cls: 0.7074, decode.d6.loss_mask: 0.7058, decode.d6.loss_dice: 1.0794, decode.d7.loss_cls: 0.6943, decode.d7.loss_mask: 0.7023, decode.d7.loss_dice: 1.0756, decode.d8.loss_cls: 0.6931, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 1.0743, loss: 27.6449, grad_norm: 122.6114 2023-11-26 17:24:35,902 - mmseg - INFO - Iter [50100/160000] lr: 2.621e-06, eta: 11:36:12, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7283, decode.loss_mask: 0.7153, decode.loss_dice: 1.0495, decode.d0.loss_cls: 2.6987, decode.d0.loss_mask: 0.7774, decode.d0.loss_dice: 1.2758, decode.d1.loss_cls: 0.9010, decode.d1.loss_mask: 0.7576, decode.d1.loss_dice: 1.1538, decode.d2.loss_cls: 0.8069, decode.d2.loss_mask: 0.7335, decode.d2.loss_dice: 1.0973, decode.d3.loss_cls: 0.7617, decode.d3.loss_mask: 0.7216, decode.d3.loss_dice: 1.0698, decode.d4.loss_cls: 0.7453, decode.d4.loss_mask: 0.7252, decode.d4.loss_dice: 1.0698, decode.d5.loss_cls: 0.7347, decode.d5.loss_mask: 0.7229, decode.d5.loss_dice: 1.0733, decode.d6.loss_cls: 0.7243, decode.d6.loss_mask: 0.7193, decode.d6.loss_dice: 1.0567, decode.d7.loss_cls: 0.7184, decode.d7.loss_mask: 0.7160, decode.d7.loss_dice: 1.0608, decode.d8.loss_cls: 0.7145, decode.d8.loss_mask: 0.7155, decode.d8.loss_dice: 1.0574, loss: 27.8022, grad_norm: 142.4285 2023-11-26 17:24:54,507 - mmseg - INFO - Iter [50150/160000] lr: 2.619e-06, eta: 11:35:52, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7121, decode.loss_mask: 0.7031, decode.loss_dice: 1.0562, decode.d0.loss_cls: 2.7214, decode.d0.loss_mask: 0.7560, decode.d0.loss_dice: 1.2630, decode.d1.loss_cls: 0.8867, decode.d1.loss_mask: 0.7392, decode.d1.loss_dice: 1.1494, decode.d2.loss_cls: 0.7802, decode.d2.loss_mask: 0.7154, decode.d2.loss_dice: 1.0981, decode.d3.loss_cls: 0.7503, decode.d3.loss_mask: 0.7107, decode.d3.loss_dice: 1.0699, decode.d4.loss_cls: 0.7314, decode.d4.loss_mask: 0.7094, decode.d4.loss_dice: 1.0704, decode.d5.loss_cls: 0.7215, decode.d5.loss_mask: 0.7073, decode.d5.loss_dice: 1.0711, decode.d6.loss_cls: 0.7154, decode.d6.loss_mask: 0.7031, decode.d6.loss_dice: 1.0600, decode.d7.loss_cls: 0.7181, decode.d7.loss_mask: 0.7013, decode.d7.loss_dice: 1.0617, decode.d8.loss_cls: 0.7113, decode.d8.loss_mask: 0.7011, decode.d8.loss_dice: 1.0567, loss: 27.5515, grad_norm: 126.5508 2023-11-26 17:25:14,265 - mmseg - INFO - Iter [50200/160000] lr: 2.618e-06, eta: 11:35:35, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7602, decode.loss_mask: 0.6970, decode.loss_dice: 1.0402, decode.d0.loss_cls: 2.7020, decode.d0.loss_mask: 0.7575, decode.d0.loss_dice: 1.2554, decode.d1.loss_cls: 0.9267, decode.d1.loss_mask: 0.7306, decode.d1.loss_dice: 1.1424, decode.d2.loss_cls: 0.8284, decode.d2.loss_mask: 0.7163, decode.d2.loss_dice: 1.0852, decode.d3.loss_cls: 0.7960, decode.d3.loss_mask: 0.7037, decode.d3.loss_dice: 1.0594, decode.d4.loss_cls: 0.7674, decode.d4.loss_mask: 0.7043, decode.d4.loss_dice: 1.0581, decode.d5.loss_cls: 0.7651, decode.d5.loss_mask: 0.6988, decode.d5.loss_dice: 1.0521, decode.d6.loss_cls: 0.7648, decode.d6.loss_mask: 0.6991, decode.d6.loss_dice: 1.0432, decode.d7.loss_cls: 0.7580, decode.d7.loss_mask: 0.6987, decode.d7.loss_dice: 1.0452, decode.d8.loss_cls: 0.7529, decode.d8.loss_mask: 0.6987, decode.d8.loss_dice: 1.0415, loss: 27.7490, grad_norm: 115.6389 2023-11-26 17:25:33,919 - mmseg - INFO - Iter [50250/160000] lr: 2.617e-06, eta: 11:35:17, time: 0.393, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7517, decode.loss_mask: 0.7131, decode.loss_dice: 1.0551, decode.d0.loss_cls: 2.7253, decode.d0.loss_mask: 0.7797, decode.d0.loss_dice: 1.2623, decode.d1.loss_cls: 0.9223, decode.d1.loss_mask: 0.7565, decode.d1.loss_dice: 1.1463, decode.d2.loss_cls: 0.8365, decode.d2.loss_mask: 0.7297, decode.d2.loss_dice: 1.0990, decode.d3.loss_cls: 0.7954, decode.d3.loss_mask: 0.7228, decode.d3.loss_dice: 1.0631, decode.d4.loss_cls: 0.7804, decode.d4.loss_mask: 0.7238, decode.d4.loss_dice: 1.0612, decode.d5.loss_cls: 0.7721, decode.d5.loss_mask: 0.7195, decode.d5.loss_dice: 1.0597, decode.d6.loss_cls: 0.7757, decode.d6.loss_mask: 0.7117, decode.d6.loss_dice: 1.0519, decode.d7.loss_cls: 0.7644, decode.d7.loss_mask: 0.7129, decode.d7.loss_dice: 1.0522, decode.d8.loss_cls: 0.7661, decode.d8.loss_mask: 0.7124, decode.d8.loss_dice: 1.0490, loss: 28.0717, grad_norm: 117.3625 2023-11-26 17:25:52,400 - mmseg - INFO - Iter [50300/160000] lr: 2.616e-06, eta: 11:34:57, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7385, decode.loss_mask: 0.6994, decode.loss_dice: 1.0355, decode.d0.loss_cls: 2.7125, decode.d0.loss_mask: 0.7683, decode.d0.loss_dice: 1.2587, decode.d1.loss_cls: 0.8945, decode.d1.loss_mask: 0.7439, decode.d1.loss_dice: 1.1510, decode.d2.loss_cls: 0.8109, decode.d2.loss_mask: 0.7253, decode.d2.loss_dice: 1.0980, decode.d3.loss_cls: 0.7893, decode.d3.loss_mask: 0.7128, decode.d3.loss_dice: 1.0626, decode.d4.loss_cls: 0.7606, decode.d4.loss_mask: 0.7096, decode.d4.loss_dice: 1.0590, decode.d5.loss_cls: 0.7594, decode.d5.loss_mask: 0.7114, decode.d5.loss_dice: 1.0583, decode.d6.loss_cls: 0.7529, decode.d6.loss_mask: 0.7042, decode.d6.loss_dice: 1.0376, decode.d7.loss_cls: 0.7481, decode.d7.loss_mask: 0.7017, decode.d7.loss_dice: 1.0371, decode.d8.loss_cls: 0.7365, decode.d8.loss_mask: 0.7028, decode.d8.loss_dice: 1.0345, loss: 27.7146, grad_norm: 112.4997 2023-11-26 17:26:10,798 - mmseg - INFO - Iter [50350/160000] lr: 2.615e-06, eta: 11:34:37, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7280, decode.loss_mask: 0.7245, decode.loss_dice: 1.0739, decode.d0.loss_cls: 2.6572, decode.d0.loss_mask: 0.7836, decode.d0.loss_dice: 1.2877, decode.d1.loss_cls: 0.8904, decode.d1.loss_mask: 0.7623, decode.d1.loss_dice: 1.1790, decode.d2.loss_cls: 0.7942, decode.d2.loss_mask: 0.7461, decode.d2.loss_dice: 1.1224, decode.d3.loss_cls: 0.7635, decode.d3.loss_mask: 0.7362, decode.d3.loss_dice: 1.0905, decode.d4.loss_cls: 0.7508, decode.d4.loss_mask: 0.7358, decode.d4.loss_dice: 1.0966, decode.d5.loss_cls: 0.7363, decode.d5.loss_mask: 0.7405, decode.d5.loss_dice: 1.0931, decode.d6.loss_cls: 0.7233, decode.d6.loss_mask: 0.7364, decode.d6.loss_dice: 1.0745, decode.d7.loss_cls: 0.7216, decode.d7.loss_mask: 0.7331, decode.d7.loss_dice: 1.0778, decode.d8.loss_cls: 0.7176, decode.d8.loss_mask: 0.7318, decode.d8.loss_dice: 1.0787, loss: 28.0872, grad_norm: 121.0427 2023-11-26 17:26:29,268 - mmseg - INFO - Iter [50400/160000] lr: 2.613e-06, eta: 11:34:17, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7364, decode.loss_mask: 0.6781, decode.loss_dice: 1.0469, decode.d0.loss_cls: 2.7136, decode.d0.loss_mask: 0.7354, decode.d0.loss_dice: 1.2690, decode.d1.loss_cls: 0.9142, decode.d1.loss_mask: 0.7093, decode.d1.loss_dice: 1.1414, decode.d2.loss_cls: 0.7965, decode.d2.loss_mask: 0.7020, decode.d2.loss_dice: 1.1042, decode.d3.loss_cls: 0.7754, decode.d3.loss_mask: 0.6851, decode.d3.loss_dice: 1.0699, decode.d4.loss_cls: 0.7618, decode.d4.loss_mask: 0.6873, decode.d4.loss_dice: 1.0726, decode.d5.loss_cls: 0.7592, decode.d5.loss_mask: 0.6823, decode.d5.loss_dice: 1.0650, decode.d6.loss_cls: 0.7434, decode.d6.loss_mask: 0.6798, decode.d6.loss_dice: 1.0517, decode.d7.loss_cls: 0.7353, decode.d7.loss_mask: 0.6805, decode.d7.loss_dice: 1.0552, decode.d8.loss_cls: 0.7373, decode.d8.loss_mask: 0.6809, decode.d8.loss_dice: 1.0540, loss: 27.5237, grad_norm: 126.7244 2023-11-26 17:26:47,849 - mmseg - INFO - Iter [50450/160000] lr: 2.612e-06, eta: 11:33:57, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7441, decode.loss_mask: 0.7025, decode.loss_dice: 1.0697, decode.d0.loss_cls: 2.7430, decode.d0.loss_mask: 0.7575, decode.d0.loss_dice: 1.2924, decode.d1.loss_cls: 0.8991, decode.d1.loss_mask: 0.7406, decode.d1.loss_dice: 1.1671, decode.d2.loss_cls: 0.8153, decode.d2.loss_mask: 0.7163, decode.d2.loss_dice: 1.1141, decode.d3.loss_cls: 0.7758, decode.d3.loss_mask: 0.7077, decode.d3.loss_dice: 1.0827, decode.d4.loss_cls: 0.7662, decode.d4.loss_mask: 0.7083, decode.d4.loss_dice: 1.0816, decode.d5.loss_cls: 0.7477, decode.d5.loss_mask: 0.7060, decode.d5.loss_dice: 1.0812, decode.d6.loss_cls: 0.7436, decode.d6.loss_mask: 0.7049, decode.d6.loss_dice: 1.0674, decode.d7.loss_cls: 0.7379, decode.d7.loss_mask: 0.7023, decode.d7.loss_dice: 1.0704, decode.d8.loss_cls: 0.7385, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 1.0702, loss: 27.9556, grad_norm: 108.7998 2023-11-26 17:27:06,138 - mmseg - INFO - Iter [50500/160000] lr: 2.611e-06, eta: 11:33:36, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7430, decode.loss_mask: 0.7264, decode.loss_dice: 1.0485, decode.d0.loss_cls: 2.6764, decode.d0.loss_mask: 0.7865, decode.d0.loss_dice: 1.2569, decode.d1.loss_cls: 0.8943, decode.d1.loss_mask: 0.7661, decode.d1.loss_dice: 1.1479, decode.d2.loss_cls: 0.8172, decode.d2.loss_mask: 0.7473, decode.d2.loss_dice: 1.1015, decode.d3.loss_cls: 0.7787, decode.d3.loss_mask: 0.7390, decode.d3.loss_dice: 1.0679, decode.d4.loss_cls: 0.7569, decode.d4.loss_mask: 0.7343, decode.d4.loss_dice: 1.0654, decode.d5.loss_cls: 0.7613, decode.d5.loss_mask: 0.7276, decode.d5.loss_dice: 1.0564, decode.d6.loss_cls: 0.7443, decode.d6.loss_mask: 0.7286, decode.d6.loss_dice: 1.0482, decode.d7.loss_cls: 0.7401, decode.d7.loss_mask: 0.7252, decode.d7.loss_dice: 1.0487, decode.d8.loss_cls: 0.7454, decode.d8.loss_mask: 0.7234, decode.d8.loss_dice: 1.0524, loss: 27.9558, grad_norm: 142.7974 2023-11-26 17:27:26,884 - mmseg - INFO - Iter [50550/160000] lr: 2.610e-06, eta: 11:33:21, time: 0.415, data_time: 0.056, memory: 36416, decode.loss_cls: 0.7103, decode.loss_mask: 0.6922, decode.loss_dice: 1.0206, decode.d0.loss_cls: 2.7574, decode.d0.loss_mask: 0.7564, decode.d0.loss_dice: 1.2469, decode.d1.loss_cls: 0.9159, decode.d1.loss_mask: 0.7305, decode.d1.loss_dice: 1.1246, decode.d2.loss_cls: 0.8032, decode.d2.loss_mask: 0.7118, decode.d2.loss_dice: 1.0702, decode.d3.loss_cls: 0.7575, decode.d3.loss_mask: 0.7000, decode.d3.loss_dice: 1.0401, decode.d4.loss_cls: 0.7427, decode.d4.loss_mask: 0.7001, decode.d4.loss_dice: 1.0403, decode.d5.loss_cls: 0.7244, decode.d5.loss_mask: 0.6951, decode.d5.loss_dice: 1.0407, decode.d6.loss_cls: 0.7152, decode.d6.loss_mask: 0.6917, decode.d6.loss_dice: 1.0221, decode.d7.loss_cls: 0.6984, decode.d7.loss_mask: 0.6943, decode.d7.loss_dice: 1.0282, decode.d8.loss_cls: 0.7029, decode.d8.loss_mask: 0.6924, decode.d8.loss_dice: 1.0216, loss: 27.2475, grad_norm: 113.0682 2023-11-26 17:27:45,134 - mmseg - INFO - Iter [50600/160000] lr: 2.609e-06, eta: 11:33:00, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6835, decode.loss_mask: 0.7157, decode.loss_dice: 1.0573, decode.d0.loss_cls: 2.6126, decode.d0.loss_mask: 0.7822, decode.d0.loss_dice: 1.2669, decode.d1.loss_cls: 0.8342, decode.d1.loss_mask: 0.7506, decode.d1.loss_dice: 1.1620, decode.d2.loss_cls: 0.7598, decode.d2.loss_mask: 0.7336, decode.d2.loss_dice: 1.1084, decode.d3.loss_cls: 0.7256, decode.d3.loss_mask: 0.7282, decode.d3.loss_dice: 1.0732, decode.d4.loss_cls: 0.7118, decode.d4.loss_mask: 0.7261, decode.d4.loss_dice: 1.0763, decode.d5.loss_cls: 0.7026, decode.d5.loss_mask: 0.7242, decode.d5.loss_dice: 1.0721, decode.d6.loss_cls: 0.6938, decode.d6.loss_mask: 0.7219, decode.d6.loss_dice: 1.0623, decode.d7.loss_cls: 0.6872, decode.d7.loss_mask: 0.7222, decode.d7.loss_dice: 1.0654, decode.d8.loss_cls: 0.6871, decode.d8.loss_mask: 0.7193, decode.d8.loss_dice: 1.0655, loss: 27.4315, grad_norm: 117.3787 2023-11-26 17:28:03,662 - mmseg - INFO - Iter [50650/160000] lr: 2.607e-06, eta: 11:32:40, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7009, decode.loss_mask: 0.7023, decode.loss_dice: 1.0537, decode.d0.loss_cls: 2.6787, decode.d0.loss_mask: 0.7593, decode.d0.loss_dice: 1.2598, decode.d1.loss_cls: 0.8735, decode.d1.loss_mask: 0.7366, decode.d1.loss_dice: 1.1424, decode.d2.loss_cls: 0.7730, decode.d2.loss_mask: 0.7237, decode.d2.loss_dice: 1.0976, decode.d3.loss_cls: 0.7309, decode.d3.loss_mask: 0.7118, decode.d3.loss_dice: 1.0687, decode.d4.loss_cls: 0.7205, decode.d4.loss_mask: 0.7091, decode.d4.loss_dice: 1.0679, decode.d5.loss_cls: 0.7191, decode.d5.loss_mask: 0.7060, decode.d5.loss_dice: 1.0648, decode.d6.loss_cls: 0.7244, decode.d6.loss_mask: 0.6988, decode.d6.loss_dice: 1.0492, decode.d7.loss_cls: 0.7085, decode.d7.loss_mask: 0.6957, decode.d7.loss_dice: 1.0518, decode.d8.loss_cls: 0.7035, decode.d8.loss_mask: 0.6957, decode.d8.loss_dice: 1.0511, loss: 27.3792, grad_norm: 133.7634 2023-11-26 17:28:22,235 - mmseg - INFO - Iter [50700/160000] lr: 2.606e-06, eta: 11:32:20, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7090, decode.loss_mask: 0.7044, decode.loss_dice: 1.0361, decode.d0.loss_cls: 2.7406, decode.d0.loss_mask: 0.7703, decode.d0.loss_dice: 1.2469, decode.d1.loss_cls: 0.8787, decode.d1.loss_mask: 0.7431, decode.d1.loss_dice: 1.1407, decode.d2.loss_cls: 0.7924, decode.d2.loss_mask: 0.7255, decode.d2.loss_dice: 1.0891, decode.d3.loss_cls: 0.7554, decode.d3.loss_mask: 0.7106, decode.d3.loss_dice: 1.0542, decode.d4.loss_cls: 0.7378, decode.d4.loss_mask: 0.7078, decode.d4.loss_dice: 1.0471, decode.d5.loss_cls: 0.7368, decode.d5.loss_mask: 0.7066, decode.d5.loss_dice: 1.0482, decode.d6.loss_cls: 0.7295, decode.d6.loss_mask: 0.7060, decode.d6.loss_dice: 1.0340, decode.d7.loss_cls: 0.7291, decode.d7.loss_mask: 0.7025, decode.d7.loss_dice: 1.0385, decode.d8.loss_cls: 0.7167, decode.d8.loss_mask: 0.7100, decode.d8.loss_dice: 1.0367, loss: 27.4843, grad_norm: 135.4031 2023-11-26 17:28:40,547 - mmseg - INFO - Iter [50750/160000] lr: 2.605e-06, eta: 11:32:00, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7095, decode.loss_mask: 0.7041, decode.loss_dice: 1.0447, decode.d0.loss_cls: 2.6865, decode.d0.loss_mask: 0.7610, decode.d0.loss_dice: 1.2445, decode.d1.loss_cls: 0.8716, decode.d1.loss_mask: 0.7386, decode.d1.loss_dice: 1.1484, decode.d2.loss_cls: 0.7870, decode.d2.loss_mask: 0.7301, decode.d2.loss_dice: 1.0983, decode.d3.loss_cls: 0.7599, decode.d3.loss_mask: 0.7159, decode.d3.loss_dice: 1.0632, decode.d4.loss_cls: 0.7352, decode.d4.loss_mask: 0.7119, decode.d4.loss_dice: 1.0627, decode.d5.loss_cls: 0.7229, decode.d5.loss_mask: 0.7095, decode.d5.loss_dice: 1.0615, decode.d6.loss_cls: 0.7206, decode.d6.loss_mask: 0.7082, decode.d6.loss_dice: 1.0443, decode.d7.loss_cls: 0.7144, decode.d7.loss_mask: 0.7087, decode.d7.loss_dice: 1.0460, decode.d8.loss_cls: 0.7055, decode.d8.loss_mask: 0.7081, decode.d8.loss_dice: 1.0505, loss: 27.4731, grad_norm: 119.5181 2023-11-26 17:28:58,862 - mmseg - INFO - Iter [50800/160000] lr: 2.604e-06, eta: 11:31:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7021, decode.loss_mask: 0.6941, decode.loss_dice: 1.0225, decode.d0.loss_cls: 2.6137, decode.d0.loss_mask: 0.7567, decode.d0.loss_dice: 1.2324, decode.d1.loss_cls: 0.8682, decode.d1.loss_mask: 0.7326, decode.d1.loss_dice: 1.1216, decode.d2.loss_cls: 0.7669, decode.d2.loss_mask: 0.7083, decode.d2.loss_dice: 1.0714, decode.d3.loss_cls: 0.7331, decode.d3.loss_mask: 0.6978, decode.d3.loss_dice: 1.0374, decode.d4.loss_cls: 0.7179, decode.d4.loss_mask: 0.6979, decode.d4.loss_dice: 1.0380, decode.d5.loss_cls: 0.7117, decode.d5.loss_mask: 0.6947, decode.d5.loss_dice: 1.0327, decode.d6.loss_cls: 0.7053, decode.d6.loss_mask: 0.6934, decode.d6.loss_dice: 1.0265, decode.d7.loss_cls: 0.7031, decode.d7.loss_mask: 0.6944, decode.d7.loss_dice: 1.0233, decode.d8.loss_cls: 0.7010, decode.d8.loss_mask: 0.6957, decode.d8.loss_dice: 1.0253, loss: 26.9199, grad_norm: 133.0931 2023-11-26 17:29:17,104 - mmseg - INFO - Iter [50850/160000] lr: 2.603e-06, eta: 11:31:19, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7085, decode.loss_mask: 0.7050, decode.loss_dice: 1.0365, decode.d0.loss_cls: 2.6927, decode.d0.loss_mask: 0.7691, decode.d0.loss_dice: 1.2472, decode.d1.loss_cls: 0.8432, decode.d1.loss_mask: 0.7460, decode.d1.loss_dice: 1.1320, decode.d2.loss_cls: 0.7662, decode.d2.loss_mask: 0.7222, decode.d2.loss_dice: 1.0875, decode.d3.loss_cls: 0.7333, decode.d3.loss_mask: 0.7174, decode.d3.loss_dice: 1.0540, decode.d4.loss_cls: 0.7255, decode.d4.loss_mask: 0.7127, decode.d4.loss_dice: 1.0535, decode.d5.loss_cls: 0.7181, decode.d5.loss_mask: 0.7116, decode.d5.loss_dice: 1.0472, decode.d6.loss_cls: 0.7040, decode.d6.loss_mask: 0.7102, decode.d6.loss_dice: 1.0394, decode.d7.loss_cls: 0.7003, decode.d7.loss_mask: 0.7098, decode.d7.loss_dice: 1.0438, decode.d8.loss_cls: 0.6946, decode.d8.loss_mask: 0.7082, decode.d8.loss_dice: 1.0416, loss: 27.2809, grad_norm: 121.3185 2023-11-26 17:29:35,351 - mmseg - INFO - Iter [50900/160000] lr: 2.602e-06, eta: 11:30:58, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7497, decode.loss_mask: 0.6981, decode.loss_dice: 1.0438, decode.d0.loss_cls: 2.7433, decode.d0.loss_mask: 0.7623, decode.d0.loss_dice: 1.2647, decode.d1.loss_cls: 0.9221, decode.d1.loss_mask: 0.7361, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.8265, decode.d2.loss_mask: 0.7164, decode.d2.loss_dice: 1.0924, decode.d3.loss_cls: 0.7858, decode.d3.loss_mask: 0.7096, decode.d3.loss_dice: 1.0602, decode.d4.loss_cls: 0.7661, decode.d4.loss_mask: 0.7062, decode.d4.loss_dice: 1.0679, decode.d5.loss_cls: 0.7547, decode.d5.loss_mask: 0.7056, decode.d5.loss_dice: 1.0616, decode.d6.loss_cls: 0.7539, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0502, decode.d7.loss_cls: 0.7471, decode.d7.loss_mask: 0.7013, decode.d7.loss_dice: 1.0530, decode.d8.loss_cls: 0.7426, decode.d8.loss_mask: 0.7000, decode.d8.loss_dice: 1.0486, loss: 27.8070, grad_norm: 132.0171 2023-11-26 17:29:53,656 - mmseg - INFO - Iter [50950/160000] lr: 2.600e-06, eta: 11:30:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7358, decode.loss_mask: 0.6796, decode.loss_dice: 1.0505, decode.d0.loss_cls: 2.6774, decode.d0.loss_mask: 0.7471, decode.d0.loss_dice: 1.2762, decode.d1.loss_cls: 0.9160, decode.d1.loss_mask: 0.7136, decode.d1.loss_dice: 1.1614, decode.d2.loss_cls: 0.8089, decode.d2.loss_mask: 0.6962, decode.d2.loss_dice: 1.0949, decode.d3.loss_cls: 0.7716, decode.d3.loss_mask: 0.6876, decode.d3.loss_dice: 1.0717, decode.d4.loss_cls: 0.7596, decode.d4.loss_mask: 0.6859, decode.d4.loss_dice: 1.0710, decode.d5.loss_cls: 0.7553, decode.d5.loss_mask: 0.6847, decode.d5.loss_dice: 1.0693, decode.d6.loss_cls: 0.7453, decode.d6.loss_mask: 0.6805, decode.d6.loss_dice: 1.0580, decode.d7.loss_cls: 0.7401, decode.d7.loss_mask: 0.6796, decode.d7.loss_dice: 1.0574, decode.d8.loss_cls: 0.7369, decode.d8.loss_mask: 0.6821, decode.d8.loss_dice: 1.0582, loss: 27.5521, grad_norm: 123.4262 2023-11-26 17:30:11,992 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:30:11,992 - mmseg - INFO - Iter [51000/160000] lr: 2.599e-06, eta: 11:30:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7088, decode.loss_mask: 0.6944, decode.loss_dice: 1.0362, decode.d0.loss_cls: 2.7177, decode.d0.loss_mask: 0.7455, decode.d0.loss_dice: 1.2385, decode.d1.loss_cls: 0.8792, decode.d1.loss_mask: 0.7283, decode.d1.loss_dice: 1.1281, decode.d2.loss_cls: 0.7764, decode.d2.loss_mask: 0.7184, decode.d2.loss_dice: 1.0794, decode.d3.loss_cls: 0.7399, decode.d3.loss_mask: 0.7075, decode.d3.loss_dice: 1.0551, decode.d4.loss_cls: 0.7220, decode.d4.loss_mask: 0.7045, decode.d4.loss_dice: 1.0587, decode.d5.loss_cls: 0.7200, decode.d5.loss_mask: 0.7014, decode.d5.loss_dice: 1.0525, decode.d6.loss_cls: 0.7215, decode.d6.loss_mask: 0.6975, decode.d6.loss_dice: 1.0390, decode.d7.loss_cls: 0.7161, decode.d7.loss_mask: 0.6938, decode.d7.loss_dice: 1.0405, decode.d8.loss_cls: 0.7103, decode.d8.loss_mask: 0.6915, decode.d8.loss_dice: 1.0363, loss: 27.2589, grad_norm: 126.5360 2023-11-26 17:30:31,238 - mmseg - INFO - Iter [51050/160000] lr: 2.598e-06, eta: 11:29:59, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6893, decode.loss_mask: 0.6823, decode.loss_dice: 1.0580, decode.d0.loss_cls: 2.7102, decode.d0.loss_mask: 0.7376, decode.d0.loss_dice: 1.2623, decode.d1.loss_cls: 0.8726, decode.d1.loss_mask: 0.7210, decode.d1.loss_dice: 1.1566, decode.d2.loss_cls: 0.7741, decode.d2.loss_mask: 0.7029, decode.d2.loss_dice: 1.1037, decode.d3.loss_cls: 0.7388, decode.d3.loss_mask: 0.6923, decode.d3.loss_dice: 1.0740, decode.d4.loss_cls: 0.7120, decode.d4.loss_mask: 0.6962, decode.d4.loss_dice: 1.0762, decode.d5.loss_cls: 0.7087, decode.d5.loss_mask: 0.6898, decode.d5.loss_dice: 1.0719, decode.d6.loss_cls: 0.6950, decode.d6.loss_mask: 0.6884, decode.d6.loss_dice: 1.0592, decode.d7.loss_cls: 0.6960, decode.d7.loss_mask: 0.6845, decode.d7.loss_dice: 1.0554, decode.d8.loss_cls: 0.6888, decode.d8.loss_mask: 0.6844, decode.d8.loss_dice: 1.0576, loss: 27.2397, grad_norm: 135.1206 2023-11-26 17:30:50,966 - mmseg - INFO - Iter [51100/160000] lr: 2.597e-06, eta: 11:29:41, time: 0.395, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7142, decode.loss_mask: 0.7009, decode.loss_dice: 1.0574, decode.d0.loss_cls: 2.7104, decode.d0.loss_mask: 0.7572, decode.d0.loss_dice: 1.2626, decode.d1.loss_cls: 0.9013, decode.d1.loss_mask: 0.7297, decode.d1.loss_dice: 1.1605, decode.d2.loss_cls: 0.7957, decode.d2.loss_mask: 0.7066, decode.d2.loss_dice: 1.1066, decode.d3.loss_cls: 0.7507, decode.d3.loss_mask: 0.7029, decode.d3.loss_dice: 1.0706, decode.d4.loss_cls: 0.7443, decode.d4.loss_mask: 0.6995, decode.d4.loss_dice: 1.0690, decode.d5.loss_cls: 0.7346, decode.d5.loss_mask: 0.7020, decode.d5.loss_dice: 1.0660, decode.d6.loss_cls: 0.7261, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0532, decode.d7.loss_cls: 0.7155, decode.d7.loss_mask: 0.6996, decode.d7.loss_dice: 1.0534, decode.d8.loss_cls: 0.7180, decode.d8.loss_mask: 0.7005, decode.d8.loss_dice: 1.0579, loss: 27.5666, grad_norm: 129.8782 2023-11-26 17:31:09,258 - mmseg - INFO - Iter [51150/160000] lr: 2.596e-06, eta: 11:29:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7459, decode.loss_mask: 0.6969, decode.loss_dice: 1.0376, decode.d0.loss_cls: 2.7501, decode.d0.loss_mask: 0.7611, decode.d0.loss_dice: 1.2659, decode.d1.loss_cls: 0.9442, decode.d1.loss_mask: 0.7337, decode.d1.loss_dice: 1.1464, decode.d2.loss_cls: 0.8315, decode.d2.loss_mask: 0.7167, decode.d2.loss_dice: 1.0917, decode.d3.loss_cls: 0.7859, decode.d3.loss_mask: 0.7096, decode.d3.loss_dice: 1.0590, decode.d4.loss_cls: 0.7682, decode.d4.loss_mask: 0.7011, decode.d4.loss_dice: 1.0598, decode.d5.loss_cls: 0.7601, decode.d5.loss_mask: 0.7065, decode.d5.loss_dice: 1.0528, decode.d6.loss_cls: 0.7549, decode.d6.loss_mask: 0.7001, decode.d6.loss_dice: 1.0448, decode.d7.loss_cls: 0.7475, decode.d7.loss_mask: 0.6968, decode.d7.loss_dice: 1.0485, decode.d8.loss_cls: 0.7486, decode.d8.loss_mask: 0.6954, decode.d8.loss_dice: 1.0427, loss: 27.8040, grad_norm: 106.5394 2023-11-26 17:31:27,584 - mmseg - INFO - Iter [51200/160000] lr: 2.594e-06, eta: 11:29:00, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6896, decode.loss_mask: 0.7049, decode.loss_dice: 1.0491, decode.d0.loss_cls: 2.6428, decode.d0.loss_mask: 0.7609, decode.d0.loss_dice: 1.2540, decode.d1.loss_cls: 0.8797, decode.d1.loss_mask: 0.7389, decode.d1.loss_dice: 1.1471, decode.d2.loss_cls: 0.7689, decode.d2.loss_mask: 0.7253, decode.d2.loss_dice: 1.0994, decode.d3.loss_cls: 0.7339, decode.d3.loss_mask: 0.7170, decode.d3.loss_dice: 1.0710, decode.d4.loss_cls: 0.7196, decode.d4.loss_mask: 0.7124, decode.d4.loss_dice: 1.0691, decode.d5.loss_cls: 0.7073, decode.d5.loss_mask: 0.7092, decode.d5.loss_dice: 1.0583, decode.d6.loss_cls: 0.7073, decode.d6.loss_mask: 0.7024, decode.d6.loss_dice: 1.0484, decode.d7.loss_cls: 0.6925, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0506, decode.d8.loss_cls: 0.6934, decode.d8.loss_mask: 0.7076, decode.d8.loss_dice: 1.0517, loss: 27.3169, grad_norm: 122.7268 2023-11-26 17:31:45,775 - mmseg - INFO - Iter [51250/160000] lr: 2.593e-06, eta: 11:28:40, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6920, decode.loss_mask: 0.7131, decode.loss_dice: 1.0247, decode.d0.loss_cls: 2.6916, decode.d0.loss_mask: 0.7768, decode.d0.loss_dice: 1.2365, decode.d1.loss_cls: 0.8694, decode.d1.loss_mask: 0.7585, decode.d1.loss_dice: 1.1292, decode.d2.loss_cls: 0.7729, decode.d2.loss_mask: 0.7326, decode.d2.loss_dice: 1.0781, decode.d3.loss_cls: 0.7310, decode.d3.loss_mask: 0.7232, decode.d3.loss_dice: 1.0488, decode.d4.loss_cls: 0.7125, decode.d4.loss_mask: 0.7218, decode.d4.loss_dice: 1.0487, decode.d5.loss_cls: 0.6984, decode.d5.loss_mask: 0.7147, decode.d5.loss_dice: 1.0452, decode.d6.loss_cls: 0.6941, decode.d6.loss_mask: 0.7124, decode.d6.loss_dice: 1.0311, decode.d7.loss_cls: 0.6820, decode.d7.loss_mask: 0.7138, decode.d7.loss_dice: 1.0308, decode.d8.loss_cls: 0.6897, decode.d8.loss_mask: 0.7163, decode.d8.loss_dice: 1.0311, loss: 27.2209, grad_norm: 137.8010 2023-11-26 17:32:04,160 - mmseg - INFO - Iter [51300/160000] lr: 2.592e-06, eta: 11:28:19, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6918, decode.loss_mask: 0.6676, decode.loss_dice: 1.0226, decode.d0.loss_cls: 2.6592, decode.d0.loss_mask: 0.7272, decode.d0.loss_dice: 1.2306, decode.d1.loss_cls: 0.8759, decode.d1.loss_mask: 0.7073, decode.d1.loss_dice: 1.1240, decode.d2.loss_cls: 0.7654, decode.d2.loss_mask: 0.6878, decode.d2.loss_dice: 1.0759, decode.d3.loss_cls: 0.7245, decode.d3.loss_mask: 0.6810, decode.d3.loss_dice: 1.0434, decode.d4.loss_cls: 0.7240, decode.d4.loss_mask: 0.6754, decode.d4.loss_dice: 1.0449, decode.d5.loss_cls: 0.7081, decode.d5.loss_mask: 0.6726, decode.d5.loss_dice: 1.0422, decode.d6.loss_cls: 0.6941, decode.d6.loss_mask: 0.6692, decode.d6.loss_dice: 1.0307, decode.d7.loss_cls: 0.6941, decode.d7.loss_mask: 0.6688, decode.d7.loss_dice: 1.0272, decode.d8.loss_cls: 0.6875, decode.d8.loss_mask: 0.6676, decode.d8.loss_dice: 1.0275, loss: 26.7180, grad_norm: 113.0998 2023-11-26 17:32:22,402 - mmseg - INFO - Iter [51350/160000] lr: 2.591e-06, eta: 11:27:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7263, decode.loss_mask: 0.6940, decode.loss_dice: 1.0571, decode.d0.loss_cls: 2.6797, decode.d0.loss_mask: 0.7462, decode.d0.loss_dice: 1.2600, decode.d1.loss_cls: 0.9074, decode.d1.loss_mask: 0.7314, decode.d1.loss_dice: 1.1522, decode.d2.loss_cls: 0.8045, decode.d2.loss_mask: 0.7067, decode.d2.loss_dice: 1.1006, decode.d3.loss_cls: 0.7629, decode.d3.loss_mask: 0.7036, decode.d3.loss_dice: 1.0713, decode.d4.loss_cls: 0.7547, decode.d4.loss_mask: 0.6978, decode.d4.loss_dice: 1.0724, decode.d5.loss_cls: 0.7397, decode.d5.loss_mask: 0.6998, decode.d5.loss_dice: 1.0693, decode.d6.loss_cls: 0.7325, decode.d6.loss_mask: 0.6981, decode.d6.loss_dice: 1.0606, decode.d7.loss_cls: 0.7258, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0656, decode.d8.loss_cls: 0.7223, decode.d8.loss_mask: 0.6941, decode.d8.loss_dice: 1.0595, loss: 27.5934, grad_norm: 123.1811 2023-11-26 17:32:40,748 - mmseg - INFO - Iter [51400/160000] lr: 2.590e-06, eta: 11:27:38, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7511, decode.loss_mask: 0.6872, decode.loss_dice: 1.0455, decode.d0.loss_cls: 2.7469, decode.d0.loss_mask: 0.7500, decode.d0.loss_dice: 1.2723, decode.d1.loss_cls: 0.9272, decode.d1.loss_mask: 0.7244, decode.d1.loss_dice: 1.1491, decode.d2.loss_cls: 0.8400, decode.d2.loss_mask: 0.7034, decode.d2.loss_dice: 1.1056, decode.d3.loss_cls: 0.7988, decode.d3.loss_mask: 0.6978, decode.d3.loss_dice: 1.0683, decode.d4.loss_cls: 0.7729, decode.d4.loss_mask: 0.6986, decode.d4.loss_dice: 1.0733, decode.d5.loss_cls: 0.7738, decode.d5.loss_mask: 0.6953, decode.d5.loss_dice: 1.0661, decode.d6.loss_cls: 0.7592, decode.d6.loss_mask: 0.6945, decode.d6.loss_dice: 1.0565, decode.d7.loss_cls: 0.7533, decode.d7.loss_mask: 0.6917, decode.d7.loss_dice: 1.0512, decode.d8.loss_cls: 0.7554, decode.d8.loss_mask: 0.6878, decode.d8.loss_dice: 1.0522, loss: 27.8492, grad_norm: 115.7386 2023-11-26 17:32:59,301 - mmseg - INFO - Iter [51450/160000] lr: 2.588e-06, eta: 11:27:18, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7368, decode.loss_mask: 0.6853, decode.loss_dice: 1.0258, decode.d0.loss_cls: 2.7722, decode.d0.loss_mask: 0.7418, decode.d0.loss_dice: 1.2499, decode.d1.loss_cls: 0.9073, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.1342, decode.d2.loss_cls: 0.8027, decode.d2.loss_mask: 0.7034, decode.d2.loss_dice: 1.0920, decode.d3.loss_cls: 0.7693, decode.d3.loss_mask: 0.6965, decode.d3.loss_dice: 1.0496, decode.d4.loss_cls: 0.7528, decode.d4.loss_mask: 0.6960, decode.d4.loss_dice: 1.0498, decode.d5.loss_cls: 0.7395, decode.d5.loss_mask: 0.6926, decode.d5.loss_dice: 1.0472, decode.d6.loss_cls: 0.7474, decode.d6.loss_mask: 0.6892, decode.d6.loss_dice: 1.0254, decode.d7.loss_cls: 0.7365, decode.d7.loss_mask: 0.6859, decode.d7.loss_dice: 1.0293, decode.d8.loss_cls: 0.7266, decode.d8.loss_mask: 0.6871, decode.d8.loss_dice: 1.0341, loss: 27.4274, grad_norm: 118.3609 2023-11-26 17:33:17,984 - mmseg - INFO - Iter [51500/160000] lr: 2.587e-06, eta: 11:26:59, time: 0.375, data_time: 0.011, memory: 36416, decode.loss_cls: 0.6916, decode.loss_mask: 0.6696, decode.loss_dice: 1.0409, decode.d0.loss_cls: 2.6590, decode.d0.loss_mask: 0.7268, decode.d0.loss_dice: 1.2455, decode.d1.loss_cls: 0.8474, decode.d1.loss_mask: 0.7068, decode.d1.loss_dice: 1.1512, decode.d2.loss_cls: 0.7568, decode.d2.loss_mask: 0.6857, decode.d2.loss_dice: 1.0888, decode.d3.loss_cls: 0.7262, decode.d3.loss_mask: 0.6803, decode.d3.loss_dice: 1.0658, decode.d4.loss_cls: 0.7062, decode.d4.loss_mask: 0.6766, decode.d4.loss_dice: 1.0610, decode.d5.loss_cls: 0.7012, decode.d5.loss_mask: 0.6735, decode.d5.loss_dice: 1.0547, decode.d6.loss_cls: 0.6988, decode.d6.loss_mask: 0.6721, decode.d6.loss_dice: 1.0419, decode.d7.loss_cls: 0.6856, decode.d7.loss_mask: 0.6732, decode.d7.loss_dice: 1.0485, decode.d8.loss_cls: 0.6915, decode.d8.loss_mask: 0.6693, decode.d8.loss_dice: 1.0448, loss: 26.8416, grad_norm: 104.8470 2023-11-26 17:33:36,408 - mmseg - INFO - Iter [51550/160000] lr: 2.586e-06, eta: 11:26:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7248, decode.loss_mask: 0.7158, decode.loss_dice: 1.0774, decode.d0.loss_cls: 2.7082, decode.d0.loss_mask: 0.7751, decode.d0.loss_dice: 1.2774, decode.d1.loss_cls: 0.9085, decode.d1.loss_mask: 0.7643, decode.d1.loss_dice: 1.1613, decode.d2.loss_cls: 0.7984, decode.d2.loss_mask: 0.7452, decode.d2.loss_dice: 1.1186, decode.d3.loss_cls: 0.7577, decode.d3.loss_mask: 0.7356, decode.d3.loss_dice: 1.0922, decode.d4.loss_cls: 0.7423, decode.d4.loss_mask: 0.7300, decode.d4.loss_dice: 1.0934, decode.d5.loss_cls: 0.7411, decode.d5.loss_mask: 0.7232, decode.d5.loss_dice: 1.0839, decode.d6.loss_cls: 0.7308, decode.d6.loss_mask: 0.7199, decode.d6.loss_dice: 1.0732, decode.d7.loss_cls: 0.7259, decode.d7.loss_mask: 0.7188, decode.d7.loss_dice: 1.0740, decode.d8.loss_cls: 0.7205, decode.d8.loss_mask: 0.7190, decode.d8.loss_dice: 1.0752, loss: 28.0317, grad_norm: 124.8433 2023-11-26 17:33:54,738 - mmseg - INFO - Iter [51600/160000] lr: 2.585e-06, eta: 11:26:18, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6928, decode.loss_mask: 0.7101, decode.loss_dice: 1.0441, decode.d0.loss_cls: 2.6719, decode.d0.loss_mask: 0.7721, decode.d0.loss_dice: 1.2424, decode.d1.loss_cls: 0.8547, decode.d1.loss_mask: 0.7436, decode.d1.loss_dice: 1.1306, decode.d2.loss_cls: 0.7612, decode.d2.loss_mask: 0.7259, decode.d2.loss_dice: 1.0961, decode.d3.loss_cls: 0.7323, decode.d3.loss_mask: 0.7150, decode.d3.loss_dice: 1.0568, decode.d4.loss_cls: 0.7199, decode.d4.loss_mask: 0.7115, decode.d4.loss_dice: 1.0534, decode.d5.loss_cls: 0.7125, decode.d5.loss_mask: 0.7112, decode.d5.loss_dice: 1.0517, decode.d6.loss_cls: 0.7066, decode.d6.loss_mask: 0.7094, decode.d6.loss_dice: 1.0401, decode.d7.loss_cls: 0.6940, decode.d7.loss_mask: 0.7090, decode.d7.loss_dice: 1.0465, decode.d8.loss_cls: 0.6887, decode.d8.loss_mask: 0.7084, decode.d8.loss_dice: 1.0428, loss: 27.2551, grad_norm: 112.2456 2023-11-26 17:34:13,017 - mmseg - INFO - Iter [51650/160000] lr: 2.584e-06, eta: 11:25:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7083, decode.loss_mask: 0.6957, decode.loss_dice: 1.0451, decode.d0.loss_cls: 2.6897, decode.d0.loss_mask: 0.7488, decode.d0.loss_dice: 1.2361, decode.d1.loss_cls: 0.8702, decode.d1.loss_mask: 0.7287, decode.d1.loss_dice: 1.1402, decode.d2.loss_cls: 0.8015, decode.d2.loss_mask: 0.7072, decode.d2.loss_dice: 1.0919, decode.d3.loss_cls: 0.7549, decode.d3.loss_mask: 0.7036, decode.d3.loss_dice: 1.0594, decode.d4.loss_cls: 0.7299, decode.d4.loss_mask: 0.7002, decode.d4.loss_dice: 1.0635, decode.d5.loss_cls: 0.7208, decode.d5.loss_mask: 0.6985, decode.d5.loss_dice: 1.0591, decode.d6.loss_cls: 0.7177, decode.d6.loss_mask: 0.6992, decode.d6.loss_dice: 1.0502, decode.d7.loss_cls: 0.7058, decode.d7.loss_mask: 0.6934, decode.d7.loss_dice: 1.0510, decode.d8.loss_cls: 0.7114, decode.d8.loss_mask: 0.6938, decode.d8.loss_dice: 1.0494, loss: 27.3251, grad_norm: 125.7386 2023-11-26 17:34:31,316 - mmseg - INFO - Iter [51700/160000] lr: 2.582e-06, eta: 11:25:37, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7323, decode.loss_mask: 0.7074, decode.loss_dice: 1.0746, decode.d0.loss_cls: 2.6865, decode.d0.loss_mask: 0.7672, decode.d0.loss_dice: 1.2773, decode.d1.loss_cls: 0.9112, decode.d1.loss_mask: 0.7380, decode.d1.loss_dice: 1.1629, decode.d2.loss_cls: 0.8047, decode.d2.loss_mask: 0.7192, decode.d2.loss_dice: 1.1092, decode.d3.loss_cls: 0.7693, decode.d3.loss_mask: 0.7193, decode.d3.loss_dice: 1.0849, decode.d4.loss_cls: 0.7570, decode.d4.loss_mask: 0.7171, decode.d4.loss_dice: 1.0852, decode.d5.loss_cls: 0.7495, decode.d5.loss_mask: 0.7087, decode.d5.loss_dice: 1.0799, decode.d6.loss_cls: 0.7382, decode.d6.loss_mask: 0.7097, decode.d6.loss_dice: 1.0698, decode.d7.loss_cls: 0.7264, decode.d7.loss_mask: 0.7077, decode.d7.loss_dice: 1.0759, decode.d8.loss_cls: 0.7283, decode.d8.loss_mask: 0.7099, decode.d8.loss_dice: 1.0754, loss: 27.9030, grad_norm: 127.4677 2023-11-26 17:34:49,612 - mmseg - INFO - Iter [51750/160000] lr: 2.581e-06, eta: 11:25:17, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7287, decode.loss_mask: 0.7193, decode.loss_dice: 1.0561, decode.d0.loss_cls: 2.6989, decode.d0.loss_mask: 0.7778, decode.d0.loss_dice: 1.2714, decode.d1.loss_cls: 0.9016, decode.d1.loss_mask: 0.7614, decode.d1.loss_dice: 1.1603, decode.d2.loss_cls: 0.8009, decode.d2.loss_mask: 0.7412, decode.d2.loss_dice: 1.1046, decode.d3.loss_cls: 0.7597, decode.d3.loss_mask: 0.7302, decode.d3.loss_dice: 1.0761, decode.d4.loss_cls: 0.7391, decode.d4.loss_mask: 0.7319, decode.d4.loss_dice: 1.0784, decode.d5.loss_cls: 0.7523, decode.d5.loss_mask: 0.7233, decode.d5.loss_dice: 1.0682, decode.d6.loss_cls: 0.7390, decode.d6.loss_mask: 0.7196, decode.d6.loss_dice: 1.0619, decode.d7.loss_cls: 0.7340, decode.d7.loss_mask: 0.7161, decode.d7.loss_dice: 1.0570, decode.d8.loss_cls: 0.7323, decode.d8.loss_mask: 0.7218, decode.d8.loss_dice: 1.0586, loss: 27.9217, grad_norm: 123.8479 2023-11-26 17:35:10,358 - mmseg - INFO - Iter [51800/160000] lr: 2.580e-06, eta: 11:25:02, time: 0.415, data_time: 0.055, memory: 36416, decode.loss_cls: 0.7261, decode.loss_mask: 0.7251, decode.loss_dice: 1.0891, decode.d0.loss_cls: 2.7437, decode.d0.loss_mask: 0.7824, decode.d0.loss_dice: 1.2873, decode.d1.loss_cls: 0.9215, decode.d1.loss_mask: 0.7614, decode.d1.loss_dice: 1.1849, decode.d2.loss_cls: 0.8154, decode.d2.loss_mask: 0.7423, decode.d2.loss_dice: 1.1364, decode.d3.loss_cls: 0.7842, decode.d3.loss_mask: 0.7371, decode.d3.loss_dice: 1.1067, decode.d4.loss_cls: 0.7563, decode.d4.loss_mask: 0.7321, decode.d4.loss_dice: 1.1050, decode.d5.loss_cls: 0.7448, decode.d5.loss_mask: 0.7330, decode.d5.loss_dice: 1.1040, decode.d6.loss_cls: 0.7428, decode.d6.loss_mask: 0.7264, decode.d6.loss_dice: 1.0852, decode.d7.loss_cls: 0.7277, decode.d7.loss_mask: 0.7261, decode.d7.loss_dice: 1.0940, decode.d8.loss_cls: 0.7385, decode.d8.loss_mask: 0.7240, decode.d8.loss_dice: 1.0859, loss: 28.3696, grad_norm: 127.8064 2023-11-26 17:35:28,658 - mmseg - INFO - Iter [51850/160000] lr: 2.579e-06, eta: 11:24:41, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7259, decode.loss_mask: 0.6857, decode.loss_dice: 1.0488, decode.d0.loss_cls: 2.7351, decode.d0.loss_mask: 0.7478, decode.d0.loss_dice: 1.2712, decode.d1.loss_cls: 0.8818, decode.d1.loss_mask: 0.7309, decode.d1.loss_dice: 1.1586, decode.d2.loss_cls: 0.8068, decode.d2.loss_mask: 0.7033, decode.d2.loss_dice: 1.1043, decode.d3.loss_cls: 0.7768, decode.d3.loss_mask: 0.6929, decode.d3.loss_dice: 1.0689, decode.d4.loss_cls: 0.7556, decode.d4.loss_mask: 0.6904, decode.d4.loss_dice: 1.0673, decode.d5.loss_cls: 0.7434, decode.d5.loss_mask: 0.6862, decode.d5.loss_dice: 1.0656, decode.d6.loss_cls: 0.7336, decode.d6.loss_mask: 0.6860, decode.d6.loss_dice: 1.0512, decode.d7.loss_cls: 0.7209, decode.d7.loss_mask: 0.6835, decode.d7.loss_dice: 1.0584, decode.d8.loss_cls: 0.7137, decode.d8.loss_mask: 0.6825, decode.d8.loss_dice: 1.0560, loss: 27.5333, grad_norm: 124.2409 2023-11-26 17:35:47,385 - mmseg - INFO - Iter [51900/160000] lr: 2.578e-06, eta: 11:24:22, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6664, decode.loss_mask: 0.7008, decode.loss_dice: 1.0126, decode.d0.loss_cls: 2.7003, decode.d0.loss_mask: 0.7549, decode.d0.loss_dice: 1.2249, decode.d1.loss_cls: 0.8484, decode.d1.loss_mask: 0.7341, decode.d1.loss_dice: 1.1133, decode.d2.loss_cls: 0.7530, decode.d2.loss_mask: 0.7133, decode.d2.loss_dice: 1.0573, decode.d3.loss_cls: 0.7113, decode.d3.loss_mask: 0.7055, decode.d3.loss_dice: 1.0273, decode.d4.loss_cls: 0.6938, decode.d4.loss_mask: 0.7046, decode.d4.loss_dice: 1.0269, decode.d5.loss_cls: 0.6894, decode.d5.loss_mask: 0.7022, decode.d5.loss_dice: 1.0255, decode.d6.loss_cls: 0.6754, decode.d6.loss_mask: 0.7046, decode.d6.loss_dice: 1.0170, decode.d7.loss_cls: 0.6682, decode.d7.loss_mask: 0.7035, decode.d7.loss_dice: 1.0175, decode.d8.loss_cls: 0.6708, decode.d8.loss_mask: 0.7032, decode.d8.loss_dice: 1.0164, loss: 26.7423, grad_norm: 127.0760 2023-11-26 17:36:05,771 - mmseg - INFO - Iter [51950/160000] lr: 2.576e-06, eta: 11:24:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6885, decode.loss_mask: 0.7058, decode.loss_dice: 1.0254, decode.d0.loss_cls: 2.6850, decode.d0.loss_mask: 0.7666, decode.d0.loss_dice: 1.2214, decode.d1.loss_cls: 0.8657, decode.d1.loss_mask: 0.7413, decode.d1.loss_dice: 1.1086, decode.d2.loss_cls: 0.7782, decode.d2.loss_mask: 0.7178, decode.d2.loss_dice: 1.0569, decode.d3.loss_cls: 0.7353, decode.d3.loss_mask: 0.7112, decode.d3.loss_dice: 1.0354, decode.d4.loss_cls: 0.7168, decode.d4.loss_mask: 0.7136, decode.d4.loss_dice: 1.0372, decode.d5.loss_cls: 0.7033, decode.d5.loss_mask: 0.7104, decode.d5.loss_dice: 1.0391, decode.d6.loss_cls: 0.7052, decode.d6.loss_mask: 0.7055, decode.d6.loss_dice: 1.0316, decode.d7.loss_cls: 0.7013, decode.d7.loss_mask: 0.7069, decode.d7.loss_dice: 1.0210, decode.d8.loss_cls: 0.6945, decode.d8.loss_mask: 0.7060, decode.d8.loss_dice: 1.0294, loss: 27.0649, grad_norm: 123.8691 2023-11-26 17:36:24,278 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:36:24,278 - mmseg - INFO - Iter [52000/160000] lr: 2.575e-06, eta: 11:23:41, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7221, decode.loss_mask: 0.7155, decode.loss_dice: 1.0670, decode.d0.loss_cls: 2.7355, decode.d0.loss_mask: 0.7637, decode.d0.loss_dice: 1.2750, decode.d1.loss_cls: 0.9103, decode.d1.loss_mask: 0.7412, decode.d1.loss_dice: 1.1476, decode.d2.loss_cls: 0.8006, decode.d2.loss_mask: 0.7267, decode.d2.loss_dice: 1.1060, decode.d3.loss_cls: 0.7595, decode.d3.loss_mask: 0.7195, decode.d3.loss_dice: 1.0745, decode.d4.loss_cls: 0.7436, decode.d4.loss_mask: 0.7133, decode.d4.loss_dice: 1.0740, decode.d5.loss_cls: 0.7392, decode.d5.loss_mask: 0.7114, decode.d5.loss_dice: 1.0755, decode.d6.loss_cls: 0.7242, decode.d6.loss_mask: 0.7170, decode.d6.loss_dice: 1.0656, decode.d7.loss_cls: 0.7216, decode.d7.loss_mask: 0.7178, decode.d7.loss_dice: 1.0640, decode.d8.loss_cls: 0.7174, decode.d8.loss_mask: 0.7154, decode.d8.loss_dice: 1.0644, loss: 27.8291, grad_norm: 143.3121 2023-11-26 17:36:42,545 - mmseg - INFO - Iter [52050/160000] lr: 2.574e-06, eta: 11:23:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7197, decode.loss_mask: 0.6901, decode.loss_dice: 1.0390, decode.d0.loss_cls: 2.6580, decode.d0.loss_mask: 0.7449, decode.d0.loss_dice: 1.2428, decode.d1.loss_cls: 0.8827, decode.d1.loss_mask: 0.7244, decode.d1.loss_dice: 1.1338, decode.d2.loss_cls: 0.7967, decode.d2.loss_mask: 0.7058, decode.d2.loss_dice: 1.0824, decode.d3.loss_cls: 0.7638, decode.d3.loss_mask: 0.6980, decode.d3.loss_dice: 1.0522, decode.d4.loss_cls: 0.7374, decode.d4.loss_mask: 0.6973, decode.d4.loss_dice: 1.0493, decode.d5.loss_cls: 0.7339, decode.d5.loss_mask: 0.6976, decode.d5.loss_dice: 1.0515, decode.d6.loss_cls: 0.7326, decode.d6.loss_mask: 0.6963, decode.d6.loss_dice: 1.0368, decode.d7.loss_cls: 0.7147, decode.d7.loss_mask: 0.6928, decode.d7.loss_dice: 1.0367, decode.d8.loss_cls: 0.7153, decode.d8.loss_mask: 0.6901, decode.d8.loss_dice: 1.0413, loss: 27.2576, grad_norm: 128.9705 2023-11-26 17:37:00,793 - mmseg - INFO - Iter [52100/160000] lr: 2.573e-06, eta: 11:23:00, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7397, decode.loss_mask: 0.7165, decode.loss_dice: 1.0803, decode.d0.loss_cls: 2.6916, decode.d0.loss_mask: 0.7786, decode.d0.loss_dice: 1.2785, decode.d1.loss_cls: 0.9084, decode.d1.loss_mask: 0.7554, decode.d1.loss_dice: 1.1768, decode.d2.loss_cls: 0.8080, decode.d2.loss_mask: 0.7307, decode.d2.loss_dice: 1.1305, decode.d3.loss_cls: 0.7828, decode.d3.loss_mask: 0.7185, decode.d3.loss_dice: 1.1026, decode.d4.loss_cls: 0.7555, decode.d4.loss_mask: 0.7201, decode.d4.loss_dice: 1.1036, decode.d5.loss_cls: 0.7632, decode.d5.loss_mask: 0.7189, decode.d5.loss_dice: 1.0905, decode.d6.loss_cls: 0.7567, decode.d6.loss_mask: 0.7176, decode.d6.loss_dice: 1.0821, decode.d7.loss_cls: 0.7442, decode.d7.loss_mask: 0.7165, decode.d7.loss_dice: 1.0806, decode.d8.loss_cls: 0.7395, decode.d8.loss_mask: 0.7176, decode.d8.loss_dice: 1.0873, loss: 28.1930, grad_norm: 124.3516 2023-11-26 17:37:19,188 - mmseg - INFO - Iter [52150/160000] lr: 2.572e-06, eta: 11:22:40, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7197, decode.loss_mask: 0.7183, decode.loss_dice: 1.0771, decode.d0.loss_cls: 2.6894, decode.d0.loss_mask: 0.7757, decode.d0.loss_dice: 1.2938, decode.d1.loss_cls: 0.9168, decode.d1.loss_mask: 0.7522, decode.d1.loss_dice: 1.1794, decode.d2.loss_cls: 0.8012, decode.d2.loss_mask: 0.7355, decode.d2.loss_dice: 1.1210, decode.d3.loss_cls: 0.7620, decode.d3.loss_mask: 0.7234, decode.d3.loss_dice: 1.0927, decode.d4.loss_cls: 0.7441, decode.d4.loss_mask: 0.7260, decode.d4.loss_dice: 1.0956, decode.d5.loss_cls: 0.7343, decode.d5.loss_mask: 0.7212, decode.d5.loss_dice: 1.0920, decode.d6.loss_cls: 0.7317, decode.d6.loss_mask: 0.7184, decode.d6.loss_dice: 1.0808, decode.d7.loss_cls: 0.7320, decode.d7.loss_mask: 0.7179, decode.d7.loss_dice: 1.0800, decode.d8.loss_cls: 0.7199, decode.d8.loss_mask: 0.7167, decode.d8.loss_dice: 1.0824, loss: 28.0513, grad_norm: 116.8899 2023-11-26 17:37:37,423 - mmseg - INFO - Iter [52200/160000] lr: 2.571e-06, eta: 11:22:20, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6977, decode.loss_mask: 0.6765, decode.loss_dice: 1.0158, decode.d0.loss_cls: 2.7206, decode.d0.loss_mask: 0.7265, decode.d0.loss_dice: 1.2405, decode.d1.loss_cls: 0.8771, decode.d1.loss_mask: 0.7137, decode.d1.loss_dice: 1.1252, decode.d2.loss_cls: 0.7824, decode.d2.loss_mask: 0.6919, decode.d2.loss_dice: 1.0726, decode.d3.loss_cls: 0.7423, decode.d3.loss_mask: 0.6842, decode.d3.loss_dice: 1.0334, decode.d4.loss_cls: 0.7232, decode.d4.loss_mask: 0.6818, decode.d4.loss_dice: 1.0329, decode.d5.loss_cls: 0.7140, decode.d5.loss_mask: 0.6791, decode.d5.loss_dice: 1.0284, decode.d6.loss_cls: 0.7035, decode.d6.loss_mask: 0.6774, decode.d6.loss_dice: 1.0163, decode.d7.loss_cls: 0.7035, decode.d7.loss_mask: 0.6765, decode.d7.loss_dice: 1.0188, decode.d8.loss_cls: 0.6968, decode.d8.loss_mask: 0.6754, decode.d8.loss_dice: 1.0182, loss: 26.8462, grad_norm: 117.6557 2023-11-26 17:37:55,916 - mmseg - INFO - Iter [52250/160000] lr: 2.569e-06, eta: 11:22:00, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6890, decode.loss_mask: 0.7115, decode.loss_dice: 1.0586, decode.d0.loss_cls: 2.6570, decode.d0.loss_mask: 0.7614, decode.d0.loss_dice: 1.2613, decode.d1.loss_cls: 0.8394, decode.d1.loss_mask: 0.7390, decode.d1.loss_dice: 1.1590, decode.d2.loss_cls: 0.7572, decode.d2.loss_mask: 0.7260, decode.d2.loss_dice: 1.1087, decode.d3.loss_cls: 0.7192, decode.d3.loss_mask: 0.7181, decode.d3.loss_dice: 1.0772, decode.d4.loss_cls: 0.7048, decode.d4.loss_mask: 0.7136, decode.d4.loss_dice: 1.0779, decode.d5.loss_cls: 0.6921, decode.d5.loss_mask: 0.7174, decode.d5.loss_dice: 1.0726, decode.d6.loss_cls: 0.6868, decode.d6.loss_mask: 0.7186, decode.d6.loss_dice: 1.0625, decode.d7.loss_cls: 0.6856, decode.d7.loss_mask: 0.7158, decode.d7.loss_dice: 1.0609, decode.d8.loss_cls: 0.6844, decode.d8.loss_mask: 0.7158, decode.d8.loss_dice: 1.0587, loss: 27.3503, grad_norm: 113.6721 2023-11-26 17:38:14,682 - mmseg - INFO - Iter [52300/160000] lr: 2.568e-06, eta: 11:21:40, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7081, decode.loss_mask: 0.6819, decode.loss_dice: 1.0327, decode.d0.loss_cls: 2.7042, decode.d0.loss_mask: 0.7456, decode.d0.loss_dice: 1.2595, decode.d1.loss_cls: 0.8671, decode.d1.loss_mask: 0.7200, decode.d1.loss_dice: 1.1438, decode.d2.loss_cls: 0.7878, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0854, decode.d3.loss_cls: 0.7471, decode.d3.loss_mask: 0.6893, decode.d3.loss_dice: 1.0511, decode.d4.loss_cls: 0.7323, decode.d4.loss_mask: 0.6898, decode.d4.loss_dice: 1.0539, decode.d5.loss_cls: 0.7357, decode.d5.loss_mask: 0.6885, decode.d5.loss_dice: 1.0497, decode.d6.loss_cls: 0.7182, decode.d6.loss_mask: 0.6861, decode.d6.loss_dice: 1.0319, decode.d7.loss_cls: 0.7067, decode.d7.loss_mask: 0.6837, decode.d7.loss_dice: 1.0350, decode.d8.loss_cls: 0.7082, decode.d8.loss_mask: 0.6818, decode.d8.loss_dice: 1.0330, loss: 27.1557, grad_norm: 125.3123 2023-11-26 17:38:33,220 - mmseg - INFO - Iter [52350/160000] lr: 2.567e-06, eta: 11:21:20, time: 0.371, data_time: 0.008, memory: 36416, decode.loss_cls: 0.6967, decode.loss_mask: 0.7053, decode.loss_dice: 1.0364, decode.d0.loss_cls: 2.6579, decode.d0.loss_mask: 0.7668, decode.d0.loss_dice: 1.2565, decode.d1.loss_cls: 0.8786, decode.d1.loss_mask: 0.7445, decode.d1.loss_dice: 1.1454, decode.d2.loss_cls: 0.7697, decode.d2.loss_mask: 0.7290, decode.d2.loss_dice: 1.0918, decode.d3.loss_cls: 0.7355, decode.d3.loss_mask: 0.7159, decode.d3.loss_dice: 1.0533, decode.d4.loss_cls: 0.7227, decode.d4.loss_mask: 0.7121, decode.d4.loss_dice: 1.0516, decode.d5.loss_cls: 0.7184, decode.d5.loss_mask: 0.7094, decode.d5.loss_dice: 1.0536, decode.d6.loss_cls: 0.7115, decode.d6.loss_mask: 0.7058, decode.d6.loss_dice: 1.0359, decode.d7.loss_cls: 0.7001, decode.d7.loss_mask: 0.7051, decode.d7.loss_dice: 1.0383, decode.d8.loss_cls: 0.6971, decode.d8.loss_mask: 0.7071, decode.d8.loss_dice: 1.0376, loss: 27.2896, grad_norm: 116.4701 2023-11-26 17:38:51,713 - mmseg - INFO - Iter [52400/160000] lr: 2.566e-06, eta: 11:21:00, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6819, decode.loss_mask: 0.7070, decode.loss_dice: 1.0594, decode.d0.loss_cls: 2.7051, decode.d0.loss_mask: 0.7541, decode.d0.loss_dice: 1.2536, decode.d1.loss_cls: 0.8461, decode.d1.loss_mask: 0.7390, decode.d1.loss_dice: 1.1537, decode.d2.loss_cls: 0.7601, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.1126, decode.d3.loss_cls: 0.7255, decode.d3.loss_mask: 0.7097, decode.d3.loss_dice: 1.0807, decode.d4.loss_cls: 0.7060, decode.d4.loss_mask: 0.7110, decode.d4.loss_dice: 1.0776, decode.d5.loss_cls: 0.7072, decode.d5.loss_mask: 0.7089, decode.d5.loss_dice: 1.0790, decode.d6.loss_cls: 0.6864, decode.d6.loss_mask: 0.7115, decode.d6.loss_dice: 1.0691, decode.d7.loss_cls: 0.6833, decode.d7.loss_mask: 0.7082, decode.d7.loss_dice: 1.0703, decode.d8.loss_cls: 0.6846, decode.d8.loss_mask: 0.7083, decode.d8.loss_dice: 1.0622, loss: 27.3785, grad_norm: 120.7639 2023-11-26 17:39:10,076 - mmseg - INFO - Iter [52450/160000] lr: 2.565e-06, eta: 11:20:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6722, decode.loss_mask: 0.7040, decode.loss_dice: 1.0382, decode.d0.loss_cls: 2.6796, decode.d0.loss_mask: 0.7611, decode.d0.loss_dice: 1.2460, decode.d1.loss_cls: 0.8432, decode.d1.loss_mask: 0.7413, decode.d1.loss_dice: 1.1312, decode.d2.loss_cls: 0.7628, decode.d2.loss_mask: 0.7172, decode.d2.loss_dice: 1.0809, decode.d3.loss_cls: 0.7232, decode.d3.loss_mask: 0.7118, decode.d3.loss_dice: 1.0488, decode.d4.loss_cls: 0.6991, decode.d4.loss_mask: 0.7103, decode.d4.loss_dice: 1.0522, decode.d5.loss_cls: 0.6851, decode.d5.loss_mask: 0.7048, decode.d5.loss_dice: 1.0555, decode.d6.loss_cls: 0.6825, decode.d6.loss_mask: 0.7034, decode.d6.loss_dice: 1.0400, decode.d7.loss_cls: 0.6787, decode.d7.loss_mask: 0.7049, decode.d7.loss_dice: 1.0396, decode.d8.loss_cls: 0.6750, decode.d8.loss_mask: 0.7042, decode.d8.loss_dice: 1.0403, loss: 27.0369, grad_norm: 114.6660 2023-11-26 17:39:28,292 - mmseg - INFO - Iter [52500/160000] lr: 2.563e-06, eta: 11:20:19, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6777, decode.loss_mask: 0.7083, decode.loss_dice: 1.0574, decode.d0.loss_cls: 2.6000, decode.d0.loss_mask: 0.7614, decode.d0.loss_dice: 1.2550, decode.d1.loss_cls: 0.8404, decode.d1.loss_mask: 0.7490, decode.d1.loss_dice: 1.1493, decode.d2.loss_cls: 0.7476, decode.d2.loss_mask: 0.7253, decode.d2.loss_dice: 1.1034, decode.d3.loss_cls: 0.7288, decode.d3.loss_mask: 0.7083, decode.d3.loss_dice: 1.0742, decode.d4.loss_cls: 0.7109, decode.d4.loss_mask: 0.7073, decode.d4.loss_dice: 1.0699, decode.d5.loss_cls: 0.6985, decode.d5.loss_mask: 0.7059, decode.d5.loss_dice: 1.0688, decode.d6.loss_cls: 0.6870, decode.d6.loss_mask: 0.7081, decode.d6.loss_dice: 1.0598, decode.d7.loss_cls: 0.6877, decode.d7.loss_mask: 0.7082, decode.d7.loss_dice: 1.0633, decode.d8.loss_cls: 0.6794, decode.d8.loss_mask: 0.7069, decode.d8.loss_dice: 1.0621, loss: 27.2099, grad_norm: 120.5417 2023-11-26 17:39:46,536 - mmseg - INFO - Iter [52550/160000] lr: 2.562e-06, eta: 11:19:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6757, decode.loss_mask: 0.6834, decode.loss_dice: 1.0206, decode.d0.loss_cls: 2.6127, decode.d0.loss_mask: 0.7387, decode.d0.loss_dice: 1.2284, decode.d1.loss_cls: 0.8538, decode.d1.loss_mask: 0.7111, decode.d1.loss_dice: 1.1223, decode.d2.loss_cls: 0.7616, decode.d2.loss_mask: 0.6900, decode.d2.loss_dice: 1.0727, decode.d3.loss_cls: 0.7270, decode.d3.loss_mask: 0.6826, decode.d3.loss_dice: 1.0385, decode.d4.loss_cls: 0.7101, decode.d4.loss_mask: 0.6794, decode.d4.loss_dice: 1.0372, decode.d5.loss_cls: 0.7045, decode.d5.loss_mask: 0.6792, decode.d5.loss_dice: 1.0361, decode.d6.loss_cls: 0.6859, decode.d6.loss_mask: 0.6816, decode.d6.loss_dice: 1.0277, decode.d7.loss_cls: 0.6729, decode.d7.loss_mask: 0.6795, decode.d7.loss_dice: 1.0279, decode.d8.loss_cls: 0.6712, decode.d8.loss_mask: 0.6795, decode.d8.loss_dice: 1.0272, loss: 26.6189, grad_norm: 118.3897 2023-11-26 17:40:04,845 - mmseg - INFO - Iter [52600/160000] lr: 2.561e-06, eta: 11:19:38, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7097, decode.loss_mask: 0.6934, decode.loss_dice: 1.0315, decode.d0.loss_cls: 2.6763, decode.d0.loss_mask: 0.7564, decode.d0.loss_dice: 1.2394, decode.d1.loss_cls: 0.8891, decode.d1.loss_mask: 0.7380, decode.d1.loss_dice: 1.1192, decode.d2.loss_cls: 0.7925, decode.d2.loss_mask: 0.7145, decode.d2.loss_dice: 1.0799, decode.d3.loss_cls: 0.7603, decode.d3.loss_mask: 0.7001, decode.d3.loss_dice: 1.0406, decode.d4.loss_cls: 0.7379, decode.d4.loss_mask: 0.6957, decode.d4.loss_dice: 1.0456, decode.d5.loss_cls: 0.7367, decode.d5.loss_mask: 0.6926, decode.d5.loss_dice: 1.0379, decode.d6.loss_cls: 0.7171, decode.d6.loss_mask: 0.6924, decode.d6.loss_dice: 1.0282, decode.d7.loss_cls: 0.7094, decode.d7.loss_mask: 0.6896, decode.d7.loss_dice: 1.0295, decode.d8.loss_cls: 0.7027, decode.d8.loss_mask: 0.6950, decode.d8.loss_dice: 1.0332, loss: 27.1845, grad_norm: 130.9381 2023-11-26 17:40:23,237 - mmseg - INFO - Iter [52650/160000] lr: 2.560e-06, eta: 11:19:18, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7162, decode.loss_mask: 0.6863, decode.loss_dice: 1.0306, decode.d0.loss_cls: 2.6782, decode.d0.loss_mask: 0.7454, decode.d0.loss_dice: 1.2437, decode.d1.loss_cls: 0.8919, decode.d1.loss_mask: 0.7245, decode.d1.loss_dice: 1.1321, decode.d2.loss_cls: 0.7917, decode.d2.loss_mask: 0.7060, decode.d2.loss_dice: 1.0819, decode.d3.loss_cls: 0.7486, decode.d3.loss_mask: 0.6995, decode.d3.loss_dice: 1.0522, decode.d4.loss_cls: 0.7385, decode.d4.loss_mask: 0.6929, decode.d4.loss_dice: 1.0462, decode.d5.loss_cls: 0.7234, decode.d5.loss_mask: 0.6934, decode.d5.loss_dice: 1.0460, decode.d6.loss_cls: 0.7192, decode.d6.loss_mask: 0.6889, decode.d6.loss_dice: 1.0301, decode.d7.loss_cls: 0.7163, decode.d7.loss_mask: 0.6884, decode.d7.loss_dice: 1.0318, decode.d8.loss_cls: 0.7131, decode.d8.loss_mask: 0.6896, decode.d8.loss_dice: 1.0377, loss: 27.1841, grad_norm: 116.7740 2023-11-26 17:40:42,024 - mmseg - INFO - Iter [52700/160000] lr: 2.559e-06, eta: 11:18:59, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6831, decode.loss_mask: 0.7031, decode.loss_dice: 1.0401, decode.d0.loss_cls: 2.7046, decode.d0.loss_mask: 0.7589, decode.d0.loss_dice: 1.2563, decode.d1.loss_cls: 0.8592, decode.d1.loss_mask: 0.7396, decode.d1.loss_dice: 1.1416, decode.d2.loss_cls: 0.7672, decode.d2.loss_mask: 0.7252, decode.d2.loss_dice: 1.0854, decode.d3.loss_cls: 0.7180, decode.d3.loss_mask: 0.7160, decode.d3.loss_dice: 1.0507, decode.d4.loss_cls: 0.7076, decode.d4.loss_mask: 0.7125, decode.d4.loss_dice: 1.0485, decode.d5.loss_cls: 0.7090, decode.d5.loss_mask: 0.7062, decode.d5.loss_dice: 1.0490, decode.d6.loss_cls: 0.7005, decode.d6.loss_mask: 0.7041, decode.d6.loss_dice: 1.0406, decode.d7.loss_cls: 0.6917, decode.d7.loss_mask: 0.7046, decode.d7.loss_dice: 1.0394, decode.d8.loss_cls: 0.6829, decode.d8.loss_mask: 0.7028, decode.d8.loss_dice: 1.0391, loss: 27.1875, grad_norm: 127.0404 2023-11-26 17:41:00,481 - mmseg - INFO - Iter [52750/160000] lr: 2.557e-06, eta: 11:18:39, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6948, decode.loss_mask: 0.7035, decode.loss_dice: 1.0236, decode.d0.loss_cls: 2.6971, decode.d0.loss_mask: 0.7593, decode.d0.loss_dice: 1.2258, decode.d1.loss_cls: 0.8785, decode.d1.loss_mask: 0.7452, decode.d1.loss_dice: 1.1291, decode.d2.loss_cls: 0.7777, decode.d2.loss_mask: 0.7222, decode.d2.loss_dice: 1.0809, decode.d3.loss_cls: 0.7378, decode.d3.loss_mask: 0.7149, decode.d3.loss_dice: 1.0375, decode.d4.loss_cls: 0.7216, decode.d4.loss_mask: 0.7123, decode.d4.loss_dice: 1.0395, decode.d5.loss_cls: 0.7072, decode.d5.loss_mask: 0.7067, decode.d5.loss_dice: 1.0346, decode.d6.loss_cls: 0.7012, decode.d6.loss_mask: 0.7074, decode.d6.loss_dice: 1.0182, decode.d7.loss_cls: 0.6913, decode.d7.loss_mask: 0.7077, decode.d7.loss_dice: 1.0295, decode.d8.loss_cls: 0.6942, decode.d8.loss_mask: 0.7053, decode.d8.loss_dice: 1.0314, loss: 27.1358, grad_norm: 121.3874 2023-11-26 17:41:18,918 - mmseg - INFO - Iter [52800/160000] lr: 2.556e-06, eta: 11:18:19, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7157, decode.loss_mask: 0.6838, decode.loss_dice: 1.0204, decode.d0.loss_cls: 2.6743, decode.d0.loss_mask: 0.7409, decode.d0.loss_dice: 1.2353, decode.d1.loss_cls: 0.8792, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.1269, decode.d2.loss_cls: 0.7853, decode.d2.loss_mask: 0.7022, decode.d2.loss_dice: 1.0722, decode.d3.loss_cls: 0.7468, decode.d3.loss_mask: 0.6916, decode.d3.loss_dice: 1.0392, decode.d4.loss_cls: 0.7372, decode.d4.loss_mask: 0.6891, decode.d4.loss_dice: 1.0378, decode.d5.loss_cls: 0.7263, decode.d5.loss_mask: 0.6848, decode.d5.loss_dice: 1.0317, decode.d6.loss_cls: 0.7203, decode.d6.loss_mask: 0.6846, decode.d6.loss_dice: 1.0183, decode.d7.loss_cls: 0.7114, decode.d7.loss_mask: 0.6849, decode.d7.loss_dice: 1.0225, decode.d8.loss_cls: 0.7071, decode.d8.loss_mask: 0.6864, decode.d8.loss_dice: 1.0277, loss: 27.0050, grad_norm: 115.7971 2023-11-26 17:41:37,183 - mmseg - INFO - Iter [52850/160000] lr: 2.555e-06, eta: 11:17:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7354, decode.loss_mask: 0.7076, decode.loss_dice: 1.0673, decode.d0.loss_cls: 2.6838, decode.d0.loss_mask: 0.7519, decode.d0.loss_dice: 1.2749, decode.d1.loss_cls: 0.8845, decode.d1.loss_mask: 0.7405, decode.d1.loss_dice: 1.1616, decode.d2.loss_cls: 0.7992, decode.d2.loss_mask: 0.7191, decode.d2.loss_dice: 1.1181, decode.d3.loss_cls: 0.7635, decode.d3.loss_mask: 0.7122, decode.d3.loss_dice: 1.0782, decode.d4.loss_cls: 0.7460, decode.d4.loss_mask: 0.7141, decode.d4.loss_dice: 1.0748, decode.d5.loss_cls: 0.7411, decode.d5.loss_mask: 0.7124, decode.d5.loss_dice: 1.0725, decode.d6.loss_cls: 0.7382, decode.d6.loss_mask: 0.7093, decode.d6.loss_dice: 1.0660, decode.d7.loss_cls: 0.7292, decode.d7.loss_mask: 0.7091, decode.d7.loss_dice: 1.0695, decode.d8.loss_cls: 0.7288, decode.d8.loss_mask: 0.7102, decode.d8.loss_dice: 1.0727, loss: 27.7919, grad_norm: 116.1309 2023-11-26 17:41:55,422 - mmseg - INFO - Iter [52900/160000] lr: 2.554e-06, eta: 11:17:38, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7108, decode.loss_mask: 0.7069, decode.loss_dice: 1.0577, decode.d0.loss_cls: 2.6142, decode.d0.loss_mask: 0.7656, decode.d0.loss_dice: 1.2703, decode.d1.loss_cls: 0.8704, decode.d1.loss_mask: 0.7521, decode.d1.loss_dice: 1.1567, decode.d2.loss_cls: 0.7840, decode.d2.loss_mask: 0.7320, decode.d2.loss_dice: 1.1130, decode.d3.loss_cls: 0.7585, decode.d3.loss_mask: 0.7168, decode.d3.loss_dice: 1.0809, decode.d4.loss_cls: 0.7367, decode.d4.loss_mask: 0.7157, decode.d4.loss_dice: 1.0793, decode.d5.loss_cls: 0.7266, decode.d5.loss_mask: 0.7160, decode.d5.loss_dice: 1.0731, decode.d6.loss_cls: 0.7305, decode.d6.loss_mask: 0.7108, decode.d6.loss_dice: 1.0598, decode.d7.loss_cls: 0.7137, decode.d7.loss_mask: 0.7109, decode.d7.loss_dice: 1.0628, decode.d8.loss_cls: 0.7156, decode.d8.loss_mask: 0.7120, decode.d8.loss_dice: 1.0600, loss: 27.6137, grad_norm: 114.5937 2023-11-26 17:42:13,801 - mmseg - INFO - Iter [52950/160000] lr: 2.553e-06, eta: 11:17:18, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7140, decode.loss_mask: 0.6682, decode.loss_dice: 1.0262, decode.d0.loss_cls: 2.6857, decode.d0.loss_mask: 0.7319, decode.d0.loss_dice: 1.2406, decode.d1.loss_cls: 0.8941, decode.d1.loss_mask: 0.7085, decode.d1.loss_dice: 1.1204, decode.d2.loss_cls: 0.7909, decode.d2.loss_mask: 0.6878, decode.d2.loss_dice: 1.0703, decode.d3.loss_cls: 0.7512, decode.d3.loss_mask: 0.6800, decode.d3.loss_dice: 1.0447, decode.d4.loss_cls: 0.7371, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 1.0441, decode.d5.loss_cls: 0.7343, decode.d5.loss_mask: 0.6779, decode.d5.loss_dice: 1.0419, decode.d6.loss_cls: 0.7207, decode.d6.loss_mask: 0.6739, decode.d6.loss_dice: 1.0276, decode.d7.loss_cls: 0.7163, decode.d7.loss_mask: 0.6737, decode.d7.loss_dice: 1.0279, decode.d8.loss_cls: 0.7114, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 1.0310, loss: 26.9805, grad_norm: 114.7068 2023-11-26 17:42:32,165 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:42:32,166 - mmseg - INFO - Iter [53000/160000] lr: 2.551e-06, eta: 11:16:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7493, decode.loss_mask: 0.6924, decode.loss_dice: 1.0692, decode.d0.loss_cls: 2.7110, decode.d0.loss_mask: 0.7669, decode.d0.loss_dice: 1.2829, decode.d1.loss_cls: 0.9154, decode.d1.loss_mask: 0.7440, decode.d1.loss_dice: 1.1758, decode.d2.loss_cls: 0.8328, decode.d2.loss_mask: 0.7192, decode.d2.loss_dice: 1.1182, decode.d3.loss_cls: 0.8022, decode.d3.loss_mask: 0.7069, decode.d3.loss_dice: 1.0830, decode.d4.loss_cls: 0.7798, decode.d4.loss_mask: 0.7008, decode.d4.loss_dice: 1.0829, decode.d5.loss_cls: 0.7593, decode.d5.loss_mask: 0.7045, decode.d5.loss_dice: 1.0875, decode.d6.loss_cls: 0.7544, decode.d6.loss_mask: 0.6980, decode.d6.loss_dice: 1.0716, decode.d7.loss_cls: 0.7523, decode.d7.loss_mask: 0.6933, decode.d7.loss_dice: 1.0713, decode.d8.loss_cls: 0.7475, decode.d8.loss_mask: 0.6940, decode.d8.loss_dice: 1.0683, loss: 28.0342, grad_norm: 115.4834 2023-11-26 17:42:53,238 - mmseg - INFO - Iter [53050/160000] lr: 2.550e-06, eta: 11:16:43, time: 0.421, data_time: 0.054, memory: 36416, decode.loss_cls: 0.7289, decode.loss_mask: 0.6918, decode.loss_dice: 1.0373, decode.d0.loss_cls: 2.7187, decode.d0.loss_mask: 0.7486, decode.d0.loss_dice: 1.2644, decode.d1.loss_cls: 0.8969, decode.d1.loss_mask: 0.7228, decode.d1.loss_dice: 1.1418, decode.d2.loss_cls: 0.8069, decode.d2.loss_mask: 0.7030, decode.d2.loss_dice: 1.0858, decode.d3.loss_cls: 0.7728, decode.d3.loss_mask: 0.6993, decode.d3.loss_dice: 1.0489, decode.d4.loss_cls: 0.7494, decode.d4.loss_mask: 0.6994, decode.d4.loss_dice: 1.0536, decode.d5.loss_cls: 0.7367, decode.d5.loss_mask: 0.6971, decode.d5.loss_dice: 1.0533, decode.d6.loss_cls: 0.7342, decode.d6.loss_mask: 0.6935, decode.d6.loss_dice: 1.0407, decode.d7.loss_cls: 0.7277, decode.d7.loss_mask: 0.6912, decode.d7.loss_dice: 1.0409, decode.d8.loss_cls: 0.7256, decode.d8.loss_mask: 0.6890, decode.d8.loss_dice: 1.0402, loss: 27.4404, grad_norm: 122.6082 2023-11-26 17:43:14,053 - mmseg - INFO - Iter [53100/160000] lr: 2.549e-06, eta: 11:16:27, time: 0.416, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6886, decode.loss_mask: 0.7081, decode.loss_dice: 1.0608, decode.d0.loss_cls: 2.6360, decode.d0.loss_mask: 0.7628, decode.d0.loss_dice: 1.2693, decode.d1.loss_cls: 0.8807, decode.d1.loss_mask: 0.7398, decode.d1.loss_dice: 1.1552, decode.d2.loss_cls: 0.7762, decode.d2.loss_mask: 0.7206, decode.d2.loss_dice: 1.1045, decode.d3.loss_cls: 0.7358, decode.d3.loss_mask: 0.7129, decode.d3.loss_dice: 1.0748, decode.d4.loss_cls: 0.7143, decode.d4.loss_mask: 0.7098, decode.d4.loss_dice: 1.0703, decode.d5.loss_cls: 0.6996, decode.d5.loss_mask: 0.7122, decode.d5.loss_dice: 1.0653, decode.d6.loss_cls: 0.7018, decode.d6.loss_mask: 0.7098, decode.d6.loss_dice: 1.0620, decode.d7.loss_cls: 0.6888, decode.d7.loss_mask: 0.7101, decode.d7.loss_dice: 1.0616, decode.d8.loss_cls: 0.6944, decode.d8.loss_mask: 0.7088, decode.d8.loss_dice: 1.0654, loss: 27.4003, grad_norm: 121.7978 2023-11-26 17:43:33,103 - mmseg - INFO - Iter [53150/160000] lr: 2.548e-06, eta: 11:16:08, time: 0.381, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6889, decode.loss_mask: 0.6802, decode.loss_dice: 1.0327, decode.d0.loss_cls: 2.6982, decode.d0.loss_mask: 0.7401, decode.d0.loss_dice: 1.2521, decode.d1.loss_cls: 0.8638, decode.d1.loss_mask: 0.7159, decode.d1.loss_dice: 1.1333, decode.d2.loss_cls: 0.7579, decode.d2.loss_mask: 0.6980, decode.d2.loss_dice: 1.0793, decode.d3.loss_cls: 0.7266, decode.d3.loss_mask: 0.6927, decode.d3.loss_dice: 1.0556, decode.d4.loss_cls: 0.7060, decode.d4.loss_mask: 0.6911, decode.d4.loss_dice: 1.0518, decode.d5.loss_cls: 0.6963, decode.d5.loss_mask: 0.6881, decode.d5.loss_dice: 1.0485, decode.d6.loss_cls: 0.6974, decode.d6.loss_mask: 0.6884, decode.d6.loss_dice: 1.0356, decode.d7.loss_cls: 0.6932, decode.d7.loss_mask: 0.6821, decode.d7.loss_dice: 1.0362, decode.d8.loss_cls: 0.6802, decode.d8.loss_mask: 0.6836, decode.d8.loss_dice: 1.0361, loss: 26.9297, grad_norm: 119.9002 2023-11-26 17:43:53,296 - mmseg - INFO - Iter [53200/160000] lr: 2.547e-06, eta: 11:15:52, time: 0.404, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7021, decode.loss_mask: 0.7014, decode.loss_dice: 1.0549, decode.d0.loss_cls: 2.5794, decode.d0.loss_mask: 0.7587, decode.d0.loss_dice: 1.2704, decode.d1.loss_cls: 0.8782, decode.d1.loss_mask: 0.7368, decode.d1.loss_dice: 1.1509, decode.d2.loss_cls: 0.7704, decode.d2.loss_mask: 0.7189, decode.d2.loss_dice: 1.0995, decode.d3.loss_cls: 0.7455, decode.d3.loss_mask: 0.7070, decode.d3.loss_dice: 1.0696, decode.d4.loss_cls: 0.7300, decode.d4.loss_mask: 0.7012, decode.d4.loss_dice: 1.0686, decode.d5.loss_cls: 0.7180, decode.d5.loss_mask: 0.7018, decode.d5.loss_dice: 1.0648, decode.d6.loss_cls: 0.7187, decode.d6.loss_mask: 0.7032, decode.d6.loss_dice: 1.0595, decode.d7.loss_cls: 0.7000, decode.d7.loss_mask: 0.7033, decode.d7.loss_dice: 1.0622, decode.d8.loss_cls: 0.7005, decode.d8.loss_mask: 0.7001, decode.d8.loss_dice: 1.0598, loss: 27.3352, grad_norm: 117.8148 2023-11-26 17:44:11,644 - mmseg - INFO - Iter [53250/160000] lr: 2.545e-06, eta: 11:15:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6699, decode.loss_mask: 0.7062, decode.loss_dice: 1.0135, decode.d0.loss_cls: 2.6351, decode.d0.loss_mask: 0.7675, decode.d0.loss_dice: 1.2180, decode.d1.loss_cls: 0.8520, decode.d1.loss_mask: 0.7361, decode.d1.loss_dice: 1.0998, decode.d2.loss_cls: 0.7515, decode.d2.loss_mask: 0.7235, decode.d2.loss_dice: 1.0508, decode.d3.loss_cls: 0.7159, decode.d3.loss_mask: 0.7095, decode.d3.loss_dice: 1.0261, decode.d4.loss_cls: 0.6915, decode.d4.loss_mask: 0.7129, decode.d4.loss_dice: 1.0313, decode.d5.loss_cls: 0.6837, decode.d5.loss_mask: 0.7100, decode.d5.loss_dice: 1.0223, decode.d6.loss_cls: 0.6821, decode.d6.loss_mask: 0.7091, decode.d6.loss_dice: 1.0105, decode.d7.loss_cls: 0.6717, decode.d7.loss_mask: 0.7069, decode.d7.loss_dice: 1.0125, decode.d8.loss_cls: 0.6636, decode.d8.loss_mask: 0.7068, decode.d8.loss_dice: 1.0118, loss: 26.7021, grad_norm: 122.9874 2023-11-26 17:44:30,124 - mmseg - INFO - Iter [53300/160000] lr: 2.544e-06, eta: 11:15:12, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6763, decode.loss_mask: 0.6739, decode.loss_dice: 1.0512, decode.d0.loss_cls: 2.6492, decode.d0.loss_mask: 0.7306, decode.d0.loss_dice: 1.2567, decode.d1.loss_cls: 0.8482, decode.d1.loss_mask: 0.7148, decode.d1.loss_dice: 1.1394, decode.d2.loss_cls: 0.7609, decode.d2.loss_mask: 0.6953, decode.d2.loss_dice: 1.0874, decode.d3.loss_cls: 0.7179, decode.d3.loss_mask: 0.6859, decode.d3.loss_dice: 1.0630, decode.d4.loss_cls: 0.6998, decode.d4.loss_mask: 0.6900, decode.d4.loss_dice: 1.0623, decode.d5.loss_cls: 0.6903, decode.d5.loss_mask: 0.6864, decode.d5.loss_dice: 1.0618, decode.d6.loss_cls: 0.6846, decode.d6.loss_mask: 0.6817, decode.d6.loss_dice: 1.0463, decode.d7.loss_cls: 0.6784, decode.d7.loss_mask: 0.6789, decode.d7.loss_dice: 1.0497, decode.d8.loss_cls: 0.6720, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 1.0485, loss: 26.8575, grad_norm: 118.1082 2023-11-26 17:44:48,465 - mmseg - INFO - Iter [53350/160000] lr: 2.543e-06, eta: 11:14:51, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6762, decode.loss_mask: 0.7051, decode.loss_dice: 1.0174, decode.d0.loss_cls: 2.6533, decode.d0.loss_mask: 0.7585, decode.d0.loss_dice: 1.2311, decode.d1.loss_cls: 0.8559, decode.d1.loss_mask: 0.7412, decode.d1.loss_dice: 1.1105, decode.d2.loss_cls: 0.7616, decode.d2.loss_mask: 0.7217, decode.d2.loss_dice: 1.0670, decode.d3.loss_cls: 0.7100, decode.d3.loss_mask: 0.7208, decode.d3.loss_dice: 1.0386, decode.d4.loss_cls: 0.6926, decode.d4.loss_mask: 0.7155, decode.d4.loss_dice: 1.0417, decode.d5.loss_cls: 0.6909, decode.d5.loss_mask: 0.7128, decode.d5.loss_dice: 1.0413, decode.d6.loss_cls: 0.6853, decode.d6.loss_mask: 0.7069, decode.d6.loss_dice: 1.0207, decode.d7.loss_cls: 0.6731, decode.d7.loss_mask: 0.7084, decode.d7.loss_dice: 1.0248, decode.d8.loss_cls: 0.6825, decode.d8.loss_mask: 0.7051, decode.d8.loss_dice: 1.0200, loss: 26.8902, grad_norm: 122.8508 2023-11-26 17:45:06,910 - mmseg - INFO - Iter [53400/160000] lr: 2.542e-06, eta: 11:14:31, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7077, decode.loss_mask: 0.6935, decode.loss_dice: 1.0540, decode.d0.loss_cls: 2.6607, decode.d0.loss_mask: 0.7633, decode.d0.loss_dice: 1.2722, decode.d1.loss_cls: 0.8854, decode.d1.loss_mask: 0.7333, decode.d1.loss_dice: 1.1626, decode.d2.loss_cls: 0.7845, decode.d2.loss_mask: 0.7122, decode.d2.loss_dice: 1.1023, decode.d3.loss_cls: 0.7438, decode.d3.loss_mask: 0.7049, decode.d3.loss_dice: 1.0691, decode.d4.loss_cls: 0.7292, decode.d4.loss_mask: 0.7002, decode.d4.loss_dice: 1.0647, decode.d5.loss_cls: 0.7170, decode.d5.loss_mask: 0.6964, decode.d5.loss_dice: 1.0633, decode.d6.loss_cls: 0.7124, decode.d6.loss_mask: 0.6975, decode.d6.loss_dice: 1.0512, decode.d7.loss_cls: 0.7056, decode.d7.loss_mask: 0.6963, decode.d7.loss_dice: 1.0546, decode.d8.loss_cls: 0.7048, decode.d8.loss_mask: 0.6937, decode.d8.loss_dice: 1.0532, loss: 27.3896, grad_norm: 137.9710 2023-11-26 17:45:26,697 - mmseg - INFO - Iter [53450/160000] lr: 2.541e-06, eta: 11:14:14, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6876, decode.loss_mask: 0.7031, decode.loss_dice: 1.0314, decode.d0.loss_cls: 2.6975, decode.d0.loss_mask: 0.7585, decode.d0.loss_dice: 1.2439, decode.d1.loss_cls: 0.8643, decode.d1.loss_mask: 0.7391, decode.d1.loss_dice: 1.1340, decode.d2.loss_cls: 0.7584, decode.d2.loss_mask: 0.7202, decode.d2.loss_dice: 1.0900, decode.d3.loss_cls: 0.7203, decode.d3.loss_mask: 0.7087, decode.d3.loss_dice: 1.0457, decode.d4.loss_cls: 0.7040, decode.d4.loss_mask: 0.7082, decode.d4.loss_dice: 1.0567, decode.d5.loss_cls: 0.6986, decode.d5.loss_mask: 0.7042, decode.d5.loss_dice: 1.0477, decode.d6.loss_cls: 0.6938, decode.d6.loss_mask: 0.7024, decode.d6.loss_dice: 1.0341, decode.d7.loss_cls: 0.6813, decode.d7.loss_mask: 0.7038, decode.d7.loss_dice: 1.0399, decode.d8.loss_cls: 0.6845, decode.d8.loss_mask: 0.7011, decode.d8.loss_dice: 1.0360, loss: 27.0989, grad_norm: 116.1523 2023-11-26 17:45:47,406 - mmseg - INFO - Iter [53500/160000] lr: 2.540e-06, eta: 11:13:58, time: 0.414, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6989, decode.loss_mask: 0.6812, decode.loss_dice: 1.0488, decode.d0.loss_cls: 2.6942, decode.d0.loss_mask: 0.7472, decode.d0.loss_dice: 1.2555, decode.d1.loss_cls: 0.8841, decode.d1.loss_mask: 0.7216, decode.d1.loss_dice: 1.1548, decode.d2.loss_cls: 0.7752, decode.d2.loss_mask: 0.7009, decode.d2.loss_dice: 1.0972, decode.d3.loss_cls: 0.7322, decode.d3.loss_mask: 0.6967, decode.d3.loss_dice: 1.0611, decode.d4.loss_cls: 0.7214, decode.d4.loss_mask: 0.6907, decode.d4.loss_dice: 1.0601, decode.d5.loss_cls: 0.7061, decode.d5.loss_mask: 0.6935, decode.d5.loss_dice: 1.0614, decode.d6.loss_cls: 0.7076, decode.d6.loss_mask: 0.6896, decode.d6.loss_dice: 1.0518, decode.d7.loss_cls: 0.7033, decode.d7.loss_mask: 0.6853, decode.d7.loss_dice: 1.0495, decode.d8.loss_cls: 0.7029, decode.d8.loss_mask: 0.6844, decode.d8.loss_dice: 1.0502, loss: 27.2074, grad_norm: 117.3681 2023-11-26 17:46:08,469 - mmseg - INFO - Iter [53550/160000] lr: 2.538e-06, eta: 11:13:43, time: 0.421, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7186, decode.loss_mask: 0.7074, decode.loss_dice: 1.0498, decode.d0.loss_cls: 2.6985, decode.d0.loss_mask: 0.7737, decode.d0.loss_dice: 1.2601, decode.d1.loss_cls: 0.8973, decode.d1.loss_mask: 0.7387, decode.d1.loss_dice: 1.1330, decode.d2.loss_cls: 0.7889, decode.d2.loss_mask: 0.7277, decode.d2.loss_dice: 1.0924, decode.d3.loss_cls: 0.7611, decode.d3.loss_mask: 0.7185, decode.d3.loss_dice: 1.0641, decode.d4.loss_cls: 0.7350, decode.d4.loss_mask: 0.7165, decode.d4.loss_dice: 1.0682, decode.d5.loss_cls: 0.7259, decode.d5.loss_mask: 0.7121, decode.d5.loss_dice: 1.0661, decode.d6.loss_cls: 0.7229, decode.d6.loss_mask: 0.7128, decode.d6.loss_dice: 1.0516, decode.d7.loss_cls: 0.7166, decode.d7.loss_mask: 0.7111, decode.d7.loss_dice: 1.0508, decode.d8.loss_cls: 0.7195, decode.d8.loss_mask: 0.7078, decode.d8.loss_dice: 1.0500, loss: 27.5970, grad_norm: 136.9645 2023-11-26 17:46:27,396 - mmseg - INFO - Iter [53600/160000] lr: 2.537e-06, eta: 11:13:24, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6773, decode.loss_mask: 0.6989, decode.loss_dice: 1.0447, decode.d0.loss_cls: 2.6178, decode.d0.loss_mask: 0.7629, decode.d0.loss_dice: 1.2473, decode.d1.loss_cls: 0.8549, decode.d1.loss_mask: 0.7310, decode.d1.loss_dice: 1.1350, decode.d2.loss_cls: 0.7535, decode.d2.loss_mask: 0.7163, decode.d2.loss_dice: 1.0918, decode.d3.loss_cls: 0.7171, decode.d3.loss_mask: 0.7111, decode.d3.loss_dice: 1.0714, decode.d4.loss_cls: 0.6963, decode.d4.loss_mask: 0.7059, decode.d4.loss_dice: 1.0653, decode.d5.loss_cls: 0.6875, decode.d5.loss_mask: 0.7040, decode.d5.loss_dice: 1.0608, decode.d6.loss_cls: 0.6900, decode.d6.loss_mask: 0.7003, decode.d6.loss_dice: 1.0431, decode.d7.loss_cls: 0.6823, decode.d7.loss_mask: 0.7000, decode.d7.loss_dice: 1.0442, decode.d8.loss_cls: 0.6775, decode.d8.loss_mask: 0.7019, decode.d8.loss_dice: 1.0443, loss: 27.0342, grad_norm: 119.1206 2023-11-26 17:46:45,811 - mmseg - INFO - Iter [53650/160000] lr: 2.536e-06, eta: 11:13:04, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7215, decode.loss_mask: 0.7149, decode.loss_dice: 1.0775, decode.d0.loss_cls: 2.7472, decode.d0.loss_mask: 0.7660, decode.d0.loss_dice: 1.2827, decode.d1.loss_cls: 0.9186, decode.d1.loss_mask: 0.7494, decode.d1.loss_dice: 1.1826, decode.d2.loss_cls: 0.8178, decode.d2.loss_mask: 0.7261, decode.d2.loss_dice: 1.1219, decode.d3.loss_cls: 0.7807, decode.d3.loss_mask: 0.7178, decode.d3.loss_dice: 1.0901, decode.d4.loss_cls: 0.7533, decode.d4.loss_mask: 0.7169, decode.d4.loss_dice: 1.0866, decode.d5.loss_cls: 0.7398, decode.d5.loss_mask: 0.7148, decode.d5.loss_dice: 1.0901, decode.d6.loss_cls: 0.7303, decode.d6.loss_mask: 0.7129, decode.d6.loss_dice: 1.0820, decode.d7.loss_cls: 0.7269, decode.d7.loss_mask: 0.7140, decode.d7.loss_dice: 1.0785, decode.d8.loss_cls: 0.7155, decode.d8.loss_mask: 0.7151, decode.d8.loss_dice: 1.0826, loss: 28.0741, grad_norm: 125.3159 2023-11-26 17:47:04,134 - mmseg - INFO - Iter [53700/160000] lr: 2.535e-06, eta: 11:12:44, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6999, decode.loss_mask: 0.7061, decode.loss_dice: 1.0681, decode.d0.loss_cls: 2.6141, decode.d0.loss_mask: 0.7458, decode.d0.loss_dice: 1.2602, decode.d1.loss_cls: 0.8743, decode.d1.loss_mask: 0.7333, decode.d1.loss_dice: 1.1511, decode.d2.loss_cls: 0.7735, decode.d2.loss_mask: 0.7232, decode.d2.loss_dice: 1.0968, decode.d3.loss_cls: 0.7433, decode.d3.loss_mask: 0.7140, decode.d3.loss_dice: 1.0708, decode.d4.loss_cls: 0.7173, decode.d4.loss_mask: 0.7148, decode.d4.loss_dice: 1.0711, decode.d5.loss_cls: 0.7174, decode.d5.loss_mask: 0.7091, decode.d5.loss_dice: 1.0712, decode.d6.loss_cls: 0.7052, decode.d6.loss_mask: 0.7101, decode.d6.loss_dice: 1.0677, decode.d7.loss_cls: 0.7049, decode.d7.loss_mask: 0.7070, decode.d7.loss_dice: 1.0685, decode.d8.loss_cls: 0.7014, decode.d8.loss_mask: 0.7046, decode.d8.loss_dice: 1.0737, loss: 27.4188, grad_norm: 116.6679 2023-11-26 17:47:22,339 - mmseg - INFO - Iter [53750/160000] lr: 2.534e-06, eta: 11:12:23, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6928, decode.loss_mask: 0.6857, decode.loss_dice: 1.0240, decode.d0.loss_cls: 2.6150, decode.d0.loss_mask: 0.7495, decode.d0.loss_dice: 1.2155, decode.d1.loss_cls: 0.8624, decode.d1.loss_mask: 0.7187, decode.d1.loss_dice: 1.1105, decode.d2.loss_cls: 0.7621, decode.d2.loss_mask: 0.7007, decode.d2.loss_dice: 1.0721, decode.d3.loss_cls: 0.7327, decode.d3.loss_mask: 0.6884, decode.d3.loss_dice: 1.0399, decode.d4.loss_cls: 0.7217, decode.d4.loss_mask: 0.6880, decode.d4.loss_dice: 1.0337, decode.d5.loss_cls: 0.7036, decode.d5.loss_mask: 0.6916, decode.d5.loss_dice: 1.0310, decode.d6.loss_cls: 0.6982, decode.d6.loss_mask: 0.6879, decode.d6.loss_dice: 1.0260, decode.d7.loss_cls: 0.6861, decode.d7.loss_mask: 0.6880, decode.d7.loss_dice: 1.0306, decode.d8.loss_cls: 0.6852, decode.d8.loss_mask: 0.6871, decode.d8.loss_dice: 1.0296, loss: 26.7585, grad_norm: 122.2817 2023-11-26 17:47:40,615 - mmseg - INFO - Iter [53800/160000] lr: 2.532e-06, eta: 11:12:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7396, decode.loss_mask: 0.6827, decode.loss_dice: 1.0340, decode.d0.loss_cls: 2.7151, decode.d0.loss_mask: 0.7451, decode.d0.loss_dice: 1.2569, decode.d1.loss_cls: 0.9135, decode.d1.loss_mask: 0.7245, decode.d1.loss_dice: 1.1394, decode.d2.loss_cls: 0.8090, decode.d2.loss_mask: 0.7064, decode.d2.loss_dice: 1.0916, decode.d3.loss_cls: 0.7732, decode.d3.loss_mask: 0.6956, decode.d3.loss_dice: 1.0506, decode.d4.loss_cls: 0.7603, decode.d4.loss_mask: 0.6940, decode.d4.loss_dice: 1.0503, decode.d5.loss_cls: 0.7574, decode.d5.loss_mask: 0.6929, decode.d5.loss_dice: 1.0484, decode.d6.loss_cls: 0.7575, decode.d6.loss_mask: 0.6854, decode.d6.loss_dice: 1.0384, decode.d7.loss_cls: 0.7469, decode.d7.loss_mask: 0.6841, decode.d7.loss_dice: 1.0385, decode.d8.loss_cls: 0.7498, decode.d8.loss_mask: 0.6809, decode.d8.loss_dice: 1.0414, loss: 27.5035, grad_norm: 115.2790 2023-11-26 17:48:00,364 - mmseg - INFO - Iter [53850/160000] lr: 2.531e-06, eta: 11:11:46, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6923, decode.loss_mask: 0.6860, decode.loss_dice: 1.0296, decode.d0.loss_cls: 2.6920, decode.d0.loss_mask: 0.7433, decode.d0.loss_dice: 1.2440, decode.d1.loss_cls: 0.8775, decode.d1.loss_mask: 0.7207, decode.d1.loss_dice: 1.1302, decode.d2.loss_cls: 0.7635, decode.d2.loss_mask: 0.7040, decode.d2.loss_dice: 1.0764, decode.d3.loss_cls: 0.7215, decode.d3.loss_mask: 0.6921, decode.d3.loss_dice: 1.0478, decode.d4.loss_cls: 0.7108, decode.d4.loss_mask: 0.6920, decode.d4.loss_dice: 1.0420, decode.d5.loss_cls: 0.7137, decode.d5.loss_mask: 0.6892, decode.d5.loss_dice: 1.0378, decode.d6.loss_cls: 0.7028, decode.d6.loss_mask: 0.6858, decode.d6.loss_dice: 1.0274, decode.d7.loss_cls: 0.6936, decode.d7.loss_mask: 0.6842, decode.d7.loss_dice: 1.0254, decode.d8.loss_cls: 0.7035, decode.d8.loss_mask: 0.6831, decode.d8.loss_dice: 1.0264, loss: 26.9386, grad_norm: 118.5462 2023-11-26 17:48:18,828 - mmseg - INFO - Iter [53900/160000] lr: 2.530e-06, eta: 11:11:26, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6975, decode.loss_mask: 0.6890, decode.loss_dice: 1.0322, decode.d0.loss_cls: 2.6905, decode.d0.loss_mask: 0.7472, decode.d0.loss_dice: 1.2350, decode.d1.loss_cls: 0.8658, decode.d1.loss_mask: 0.7259, decode.d1.loss_dice: 1.1340, decode.d2.loss_cls: 0.7836, decode.d2.loss_mask: 0.7083, decode.d2.loss_dice: 1.0885, decode.d3.loss_cls: 0.7407, decode.d3.loss_mask: 0.6977, decode.d3.loss_dice: 1.0577, decode.d4.loss_cls: 0.7179, decode.d4.loss_mask: 0.6978, decode.d4.loss_dice: 1.0469, decode.d5.loss_cls: 0.7153, decode.d5.loss_mask: 0.6951, decode.d5.loss_dice: 1.0419, decode.d6.loss_cls: 0.7053, decode.d6.loss_mask: 0.6893, decode.d6.loss_dice: 1.0342, decode.d7.loss_cls: 0.6986, decode.d7.loss_mask: 0.6934, decode.d7.loss_dice: 1.0342, decode.d8.loss_cls: 0.6948, decode.d8.loss_mask: 0.6906, decode.d8.loss_dice: 1.0393, loss: 27.0881, grad_norm: 117.9072 2023-11-26 17:48:37,476 - mmseg - INFO - Iter [53950/160000] lr: 2.529e-06, eta: 11:11:06, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7149, decode.loss_mask: 0.7045, decode.loss_dice: 1.0668, decode.d0.loss_cls: 2.6524, decode.d0.loss_mask: 0.7508, decode.d0.loss_dice: 1.2778, decode.d1.loss_cls: 0.8642, decode.d1.loss_mask: 0.7449, decode.d1.loss_dice: 1.1720, decode.d2.loss_cls: 0.7872, decode.d2.loss_mask: 0.7266, decode.d2.loss_dice: 1.1174, decode.d3.loss_cls: 0.7555, decode.d3.loss_mask: 0.7137, decode.d3.loss_dice: 1.0843, decode.d4.loss_cls: 0.7416, decode.d4.loss_mask: 0.7071, decode.d4.loss_dice: 1.0814, decode.d5.loss_cls: 0.7326, decode.d5.loss_mask: 0.7112, decode.d5.loss_dice: 1.0829, decode.d6.loss_cls: 0.7293, decode.d6.loss_mask: 0.7073, decode.d6.loss_dice: 1.0696, decode.d7.loss_cls: 0.7199, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0723, decode.d8.loss_cls: 0.7156, decode.d8.loss_mask: 0.7073, decode.d8.loss_dice: 1.0745, loss: 27.6915, grad_norm: 121.0394 2023-11-26 17:48:55,888 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:48:55,889 - mmseg - INFO - Iter [54000/160000] lr: 2.528e-06, eta: 11:10:46, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7000, decode.loss_mask: 0.6864, decode.loss_dice: 1.0269, decode.d0.loss_cls: 2.6659, decode.d0.loss_mask: 0.7394, decode.d0.loss_dice: 1.2362, decode.d1.loss_cls: 0.8630, decode.d1.loss_mask: 0.7262, decode.d1.loss_dice: 1.1249, decode.d2.loss_cls: 0.7706, decode.d2.loss_mask: 0.7081, decode.d2.loss_dice: 1.0765, decode.d3.loss_cls: 0.7382, decode.d3.loss_mask: 0.6979, decode.d3.loss_dice: 1.0457, decode.d4.loss_cls: 0.7239, decode.d4.loss_mask: 0.6942, decode.d4.loss_dice: 1.0452, decode.d5.loss_cls: 0.7100, decode.d5.loss_mask: 0.6945, decode.d5.loss_dice: 1.0418, decode.d6.loss_cls: 0.7006, decode.d6.loss_mask: 0.6907, decode.d6.loss_dice: 1.0363, decode.d7.loss_cls: 0.7026, decode.d7.loss_mask: 0.6897, decode.d7.loss_dice: 1.0315, decode.d8.loss_cls: 0.6934, decode.d8.loss_mask: 0.6874, decode.d8.loss_dice: 1.0334, loss: 26.9811, grad_norm: 114.5064 2023-11-26 17:49:14,099 - mmseg - INFO - Iter [54050/160000] lr: 2.526e-06, eta: 11:10:25, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6743, decode.loss_mask: 0.6977, decode.loss_dice: 1.0325, decode.d0.loss_cls: 2.6604, decode.d0.loss_mask: 0.7572, decode.d0.loss_dice: 1.2316, decode.d1.loss_cls: 0.8290, decode.d1.loss_mask: 0.7384, decode.d1.loss_dice: 1.1231, decode.d2.loss_cls: 0.7297, decode.d2.loss_mask: 0.7202, decode.d2.loss_dice: 1.0830, decode.d3.loss_cls: 0.7053, decode.d3.loss_mask: 0.7122, decode.d3.loss_dice: 1.0524, decode.d4.loss_cls: 0.6940, decode.d4.loss_mask: 0.7076, decode.d4.loss_dice: 1.0519, decode.d5.loss_cls: 0.6788, decode.d5.loss_mask: 0.7056, decode.d5.loss_dice: 1.0476, decode.d6.loss_cls: 0.6791, decode.d6.loss_mask: 0.7017, decode.d6.loss_dice: 1.0382, decode.d7.loss_cls: 0.6703, decode.d7.loss_mask: 0.7030, decode.d7.loss_dice: 1.0376, decode.d8.loss_cls: 0.6680, decode.d8.loss_mask: 0.7019, decode.d8.loss_dice: 1.0424, loss: 26.8747, grad_norm: 123.3216 2023-11-26 17:49:33,700 - mmseg - INFO - Iter [54100/160000] lr: 2.525e-06, eta: 11:10:08, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6729, decode.loss_mask: 0.7185, decode.loss_dice: 1.0367, decode.d0.loss_cls: 2.6636, decode.d0.loss_mask: 0.7725, decode.d0.loss_dice: 1.2343, decode.d1.loss_cls: 0.8467, decode.d1.loss_mask: 0.7495, decode.d1.loss_dice: 1.1259, decode.d2.loss_cls: 0.7454, decode.d2.loss_mask: 0.7306, decode.d2.loss_dice: 1.0832, decode.d3.loss_cls: 0.7173, decode.d3.loss_mask: 0.7218, decode.d3.loss_dice: 1.0544, decode.d4.loss_cls: 0.6985, decode.d4.loss_mask: 0.7259, decode.d4.loss_dice: 1.0521, decode.d5.loss_cls: 0.6916, decode.d5.loss_mask: 0.7205, decode.d5.loss_dice: 1.0517, decode.d6.loss_cls: 0.6845, decode.d6.loss_mask: 0.7177, decode.d6.loss_dice: 1.0364, decode.d7.loss_cls: 0.6722, decode.d7.loss_mask: 0.7178, decode.d7.loss_dice: 1.0394, decode.d8.loss_cls: 0.6750, decode.d8.loss_mask: 0.7172, decode.d8.loss_dice: 1.0408, loss: 27.1147, grad_norm: 119.6875 2023-11-26 17:49:52,095 - mmseg - INFO - Iter [54150/160000] lr: 2.524e-06, eta: 11:09:47, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7166, decode.loss_mask: 0.6726, decode.loss_dice: 1.0299, decode.d0.loss_cls: 2.6999, decode.d0.loss_mask: 0.7343, decode.d0.loss_dice: 1.2434, decode.d1.loss_cls: 0.8977, decode.d1.loss_mask: 0.7153, decode.d1.loss_dice: 1.1225, decode.d2.loss_cls: 0.7916, decode.d2.loss_mask: 0.6936, decode.d2.loss_dice: 1.0815, decode.d3.loss_cls: 0.7623, decode.d3.loss_mask: 0.6853, decode.d3.loss_dice: 1.0514, decode.d4.loss_cls: 0.7409, decode.d4.loss_mask: 0.6818, decode.d4.loss_dice: 1.0491, decode.d5.loss_cls: 0.7359, decode.d5.loss_mask: 0.6785, decode.d5.loss_dice: 1.0395, decode.d6.loss_cls: 0.7319, decode.d6.loss_mask: 0.6714, decode.d6.loss_dice: 1.0294, decode.d7.loss_cls: 0.7201, decode.d7.loss_mask: 0.6732, decode.d7.loss_dice: 1.0300, decode.d8.loss_cls: 0.7236, decode.d8.loss_mask: 0.6736, decode.d8.loss_dice: 1.0287, loss: 27.1055, grad_norm: 142.9818 2023-11-26 17:50:10,389 - mmseg - INFO - Iter [54200/160000] lr: 2.523e-06, eta: 11:09:27, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7115, decode.loss_mask: 0.6913, decode.loss_dice: 1.0268, decode.d0.loss_cls: 2.6247, decode.d0.loss_mask: 0.7460, decode.d0.loss_dice: 1.2308, decode.d1.loss_cls: 0.8747, decode.d1.loss_mask: 0.7245, decode.d1.loss_dice: 1.1237, decode.d2.loss_cls: 0.7834, decode.d2.loss_mask: 0.7100, decode.d2.loss_dice: 1.0694, decode.d3.loss_cls: 0.7502, decode.d3.loss_mask: 0.6937, decode.d3.loss_dice: 1.0378, decode.d4.loss_cls: 0.7354, decode.d4.loss_mask: 0.6933, decode.d4.loss_dice: 1.0342, decode.d5.loss_cls: 0.7147, decode.d5.loss_mask: 0.6960, decode.d5.loss_dice: 1.0284, decode.d6.loss_cls: 0.7140, decode.d6.loss_mask: 0.6963, decode.d6.loss_dice: 1.0254, decode.d7.loss_cls: 0.7125, decode.d7.loss_mask: 0.6957, decode.d7.loss_dice: 1.0276, decode.d8.loss_cls: 0.7090, decode.d8.loss_mask: 0.6929, decode.d8.loss_dice: 1.0265, loss: 27.0001, grad_norm: 119.6763 2023-11-26 17:50:28,772 - mmseg - INFO - Iter [54250/160000] lr: 2.522e-06, eta: 11:09:07, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6909, decode.loss_mask: 0.7093, decode.loss_dice: 1.0377, decode.d0.loss_cls: 2.6920, decode.d0.loss_mask: 0.7647, decode.d0.loss_dice: 1.2384, decode.d1.loss_cls: 0.8649, decode.d1.loss_mask: 0.7435, decode.d1.loss_dice: 1.1293, decode.d2.loss_cls: 0.7554, decode.d2.loss_mask: 0.7234, decode.d2.loss_dice: 1.0824, decode.d3.loss_cls: 0.7349, decode.d3.loss_mask: 0.7106, decode.d3.loss_dice: 1.0480, decode.d4.loss_cls: 0.7178, decode.d4.loss_mask: 0.7152, decode.d4.loss_dice: 1.0479, decode.d5.loss_cls: 0.7120, decode.d5.loss_mask: 0.7088, decode.d5.loss_dice: 1.0481, decode.d6.loss_cls: 0.7090, decode.d6.loss_mask: 0.7109, decode.d6.loss_dice: 1.0352, decode.d7.loss_cls: 0.6961, decode.d7.loss_mask: 0.7104, decode.d7.loss_dice: 1.0381, decode.d8.loss_cls: 0.6917, decode.d8.loss_mask: 0.7125, decode.d8.loss_dice: 1.0430, loss: 27.2221, grad_norm: 119.6116 2023-11-26 17:50:47,018 - mmseg - INFO - Iter [54300/160000] lr: 2.520e-06, eta: 11:08:47, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7161, decode.loss_mask: 0.7078, decode.loss_dice: 1.0575, decode.d0.loss_cls: 2.6262, decode.d0.loss_mask: 0.7580, decode.d0.loss_dice: 1.2618, decode.d1.loss_cls: 0.8798, decode.d1.loss_mask: 0.7409, decode.d1.loss_dice: 1.1494, decode.d2.loss_cls: 0.7892, decode.d2.loss_mask: 0.7301, decode.d2.loss_dice: 1.1031, decode.d3.loss_cls: 0.7502, decode.d3.loss_mask: 0.7243, decode.d3.loss_dice: 1.0700, decode.d4.loss_cls: 0.7280, decode.d4.loss_mask: 0.7212, decode.d4.loss_dice: 1.0722, decode.d5.loss_cls: 0.7244, decode.d5.loss_mask: 0.7125, decode.d5.loss_dice: 1.0722, decode.d6.loss_cls: 0.7192, decode.d6.loss_mask: 0.7131, decode.d6.loss_dice: 1.0533, decode.d7.loss_cls: 0.7090, decode.d7.loss_mask: 0.7112, decode.d7.loss_dice: 1.0575, decode.d8.loss_cls: 0.7133, decode.d8.loss_mask: 0.7115, decode.d8.loss_dice: 1.0588, loss: 27.5420, grad_norm: 163.0610 2023-11-26 17:51:07,976 - mmseg - INFO - Iter [54350/160000] lr: 2.519e-06, eta: 11:08:31, time: 0.419, data_time: 0.054, memory: 36416, decode.loss_cls: 0.6875, decode.loss_mask: 0.6882, decode.loss_dice: 1.0317, decode.d0.loss_cls: 2.6243, decode.d0.loss_mask: 0.7470, decode.d0.loss_dice: 1.2264, decode.d1.loss_cls: 0.8604, decode.d1.loss_mask: 0.7268, decode.d1.loss_dice: 1.1242, decode.d2.loss_cls: 0.7612, decode.d2.loss_mask: 0.7100, decode.d2.loss_dice: 1.0786, decode.d3.loss_cls: 0.7318, decode.d3.loss_mask: 0.7008, decode.d3.loss_dice: 1.0440, decode.d4.loss_cls: 0.7199, decode.d4.loss_mask: 0.6976, decode.d4.loss_dice: 1.0382, decode.d5.loss_cls: 0.7100, decode.d5.loss_mask: 0.6939, decode.d5.loss_dice: 1.0418, decode.d6.loss_cls: 0.7043, decode.d6.loss_mask: 0.6903, decode.d6.loss_dice: 1.0296, decode.d7.loss_cls: 0.6952, decode.d7.loss_mask: 0.6910, decode.d7.loss_dice: 1.0246, decode.d8.loss_cls: 0.6928, decode.d8.loss_mask: 0.6880, decode.d8.loss_dice: 1.0305, loss: 26.8905, grad_norm: 109.5720 2023-11-26 17:51:26,561 - mmseg - INFO - Iter [54400/160000] lr: 2.518e-06, eta: 11:08:12, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6629, decode.loss_mask: 0.6820, decode.loss_dice: 1.0241, decode.d0.loss_cls: 2.6311, decode.d0.loss_mask: 0.7372, decode.d0.loss_dice: 1.2338, decode.d1.loss_cls: 0.8347, decode.d1.loss_mask: 0.7180, decode.d1.loss_dice: 1.1266, decode.d2.loss_cls: 0.7304, decode.d2.loss_mask: 0.6963, decode.d2.loss_dice: 1.0694, decode.d3.loss_cls: 0.6978, decode.d3.loss_mask: 0.6859, decode.d3.loss_dice: 1.0443, decode.d4.loss_cls: 0.6839, decode.d4.loss_mask: 0.6847, decode.d4.loss_dice: 1.0429, decode.d5.loss_cls: 0.6803, decode.d5.loss_mask: 0.6852, decode.d5.loss_dice: 1.0410, decode.d6.loss_cls: 0.6788, decode.d6.loss_mask: 0.6809, decode.d6.loss_dice: 1.0232, decode.d7.loss_cls: 0.6668, decode.d7.loss_mask: 0.6822, decode.d7.loss_dice: 1.0220, decode.d8.loss_cls: 0.6671, decode.d8.loss_mask: 0.6811, decode.d8.loss_dice: 1.0212, loss: 26.5157, grad_norm: 121.9140 2023-11-26 17:51:45,175 - mmseg - INFO - Iter [54450/160000] lr: 2.517e-06, eta: 11:07:52, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7112, decode.loss_mask: 0.6870, decode.loss_dice: 1.0261, decode.d0.loss_cls: 2.6736, decode.d0.loss_mask: 0.7478, decode.d0.loss_dice: 1.2488, decode.d1.loss_cls: 0.8765, decode.d1.loss_mask: 0.7190, decode.d1.loss_dice: 1.1321, decode.d2.loss_cls: 0.7899, decode.d2.loss_mask: 0.7037, decode.d2.loss_dice: 1.0785, decode.d3.loss_cls: 0.7507, decode.d3.loss_mask: 0.6970, decode.d3.loss_dice: 1.0531, decode.d4.loss_cls: 0.7374, decode.d4.loss_mask: 0.6920, decode.d4.loss_dice: 1.0440, decode.d5.loss_cls: 0.7251, decode.d5.loss_mask: 0.6904, decode.d5.loss_dice: 1.0478, decode.d6.loss_cls: 0.7186, decode.d6.loss_mask: 0.6888, decode.d6.loss_dice: 1.0332, decode.d7.loss_cls: 0.7131, decode.d7.loss_mask: 0.6901, decode.d7.loss_dice: 1.0340, decode.d8.loss_cls: 0.7036, decode.d8.loss_mask: 0.6908, decode.d8.loss_dice: 1.0346, loss: 27.1384, grad_norm: 132.5055 2023-11-26 17:52:03,958 - mmseg - INFO - Iter [54500/160000] lr: 2.516e-06, eta: 11:07:33, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6678, decode.loss_mask: 0.7050, decode.loss_dice: 1.0471, decode.d0.loss_cls: 2.6196, decode.d0.loss_mask: 0.7685, decode.d0.loss_dice: 1.2519, decode.d1.loss_cls: 0.8384, decode.d1.loss_mask: 0.7476, decode.d1.loss_dice: 1.1460, decode.d2.loss_cls: 0.7368, decode.d2.loss_mask: 0.7281, decode.d2.loss_dice: 1.0944, decode.d3.loss_cls: 0.7108, decode.d3.loss_mask: 0.7179, decode.d3.loss_dice: 1.0634, decode.d4.loss_cls: 0.6938, decode.d4.loss_mask: 0.7153, decode.d4.loss_dice: 1.0664, decode.d5.loss_cls: 0.6918, decode.d5.loss_mask: 0.7124, decode.d5.loss_dice: 1.0593, decode.d6.loss_cls: 0.6789, decode.d6.loss_mask: 0.7087, decode.d6.loss_dice: 1.0545, decode.d7.loss_cls: 0.6785, decode.d7.loss_mask: 0.7088, decode.d7.loss_dice: 1.0537, decode.d8.loss_cls: 0.6691, decode.d8.loss_mask: 0.7113, decode.d8.loss_dice: 1.0537, loss: 27.0995, grad_norm: 115.7468 2023-11-26 17:52:22,478 - mmseg - INFO - Iter [54550/160000] lr: 2.514e-06, eta: 11:07:13, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6445, decode.loss_mask: 0.6921, decode.loss_dice: 1.0077, decode.d0.loss_cls: 2.6084, decode.d0.loss_mask: 0.7530, decode.d0.loss_dice: 1.2205, decode.d1.loss_cls: 0.8422, decode.d1.loss_mask: 0.7263, decode.d1.loss_dice: 1.1093, decode.d2.loss_cls: 0.7250, decode.d2.loss_mask: 0.7044, decode.d2.loss_dice: 1.0590, decode.d3.loss_cls: 0.6901, decode.d3.loss_mask: 0.6963, decode.d3.loss_dice: 1.0302, decode.d4.loss_cls: 0.6716, decode.d4.loss_mask: 0.6970, decode.d4.loss_dice: 1.0278, decode.d5.loss_cls: 0.6692, decode.d5.loss_mask: 0.6957, decode.d5.loss_dice: 1.0227, decode.d6.loss_cls: 0.6577, decode.d6.loss_mask: 0.6935, decode.d6.loss_dice: 1.0099, decode.d7.loss_cls: 0.6501, decode.d7.loss_mask: 0.6905, decode.d7.loss_dice: 1.0133, decode.d8.loss_cls: 0.6469, decode.d8.loss_mask: 0.6890, decode.d8.loss_dice: 1.0101, loss: 26.3543, grad_norm: 116.4687 2023-11-26 17:52:41,153 - mmseg - INFO - Iter [54600/160000] lr: 2.513e-06, eta: 11:06:53, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6672, decode.loss_mask: 0.6886, decode.loss_dice: 1.0398, decode.d0.loss_cls: 2.6062, decode.d0.loss_mask: 0.7558, decode.d0.loss_dice: 1.2576, decode.d1.loss_cls: 0.8446, decode.d1.loss_mask: 0.7299, decode.d1.loss_dice: 1.1328, decode.d2.loss_cls: 0.7418, decode.d2.loss_mask: 0.7105, decode.d2.loss_dice: 1.0929, decode.d3.loss_cls: 0.7104, decode.d3.loss_mask: 0.6977, decode.d3.loss_dice: 1.0550, decode.d4.loss_cls: 0.6908, decode.d4.loss_mask: 0.6942, decode.d4.loss_dice: 1.0588, decode.d5.loss_cls: 0.6873, decode.d5.loss_mask: 0.6910, decode.d5.loss_dice: 1.0529, decode.d6.loss_cls: 0.6731, decode.d6.loss_mask: 0.6884, decode.d6.loss_dice: 1.0413, decode.d7.loss_cls: 0.6693, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 1.0448, decode.d8.loss_cls: 0.6680, decode.d8.loss_mask: 0.6869, decode.d8.loss_dice: 1.0440, loss: 26.8091, grad_norm: 116.1407 2023-11-26 17:52:59,490 - mmseg - INFO - Iter [54650/160000] lr: 2.512e-06, eta: 11:06:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6553, decode.loss_mask: 0.6853, decode.loss_dice: 1.0217, decode.d0.loss_cls: 2.6110, decode.d0.loss_mask: 0.7472, decode.d0.loss_dice: 1.2199, decode.d1.loss_cls: 0.8262, decode.d1.loss_mask: 0.7239, decode.d1.loss_dice: 1.1108, decode.d2.loss_cls: 0.7465, decode.d2.loss_mask: 0.7025, decode.d2.loss_dice: 1.0591, decode.d3.loss_cls: 0.7033, decode.d3.loss_mask: 0.6896, decode.d3.loss_dice: 1.0277, decode.d4.loss_cls: 0.6838, decode.d4.loss_mask: 0.6875, decode.d4.loss_dice: 1.0260, decode.d5.loss_cls: 0.6755, decode.d5.loss_mask: 0.6818, decode.d5.loss_dice: 1.0288, decode.d6.loss_cls: 0.6692, decode.d6.loss_mask: 0.6861, decode.d6.loss_dice: 1.0167, decode.d7.loss_cls: 0.6519, decode.d7.loss_mask: 0.6847, decode.d7.loss_dice: 1.0226, decode.d8.loss_cls: 0.6552, decode.d8.loss_mask: 0.6854, decode.d8.loss_dice: 1.0225, loss: 26.4076, grad_norm: 118.1260 2023-11-26 17:53:18,046 - mmseg - INFO - Iter [54700/160000] lr: 2.511e-06, eta: 11:06:13, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6865, decode.loss_mask: 0.6997, decode.loss_dice: 1.0504, decode.d0.loss_cls: 2.6539, decode.d0.loss_mask: 0.7631, decode.d0.loss_dice: 1.2549, decode.d1.loss_cls: 0.8546, decode.d1.loss_mask: 0.7491, decode.d1.loss_dice: 1.1562, decode.d2.loss_cls: 0.7588, decode.d2.loss_mask: 0.7223, decode.d2.loss_dice: 1.1047, decode.d3.loss_cls: 0.7259, decode.d3.loss_mask: 0.7129, decode.d3.loss_dice: 1.0682, decode.d4.loss_cls: 0.7115, decode.d4.loss_mask: 0.7121, decode.d4.loss_dice: 1.0717, decode.d5.loss_cls: 0.7046, decode.d5.loss_mask: 0.7091, decode.d5.loss_dice: 1.0616, decode.d6.loss_cls: 0.7013, decode.d6.loss_mask: 0.7026, decode.d6.loss_dice: 1.0518, decode.d7.loss_cls: 0.6875, decode.d7.loss_mask: 0.7034, decode.d7.loss_dice: 1.0531, decode.d8.loss_cls: 0.6866, decode.d8.loss_mask: 0.7006, decode.d8.loss_dice: 1.0562, loss: 27.2749, grad_norm: 123.5776 2023-11-26 17:53:38,752 - mmseg - INFO - Iter [54750/160000] lr: 2.510e-06, eta: 11:05:57, time: 0.414, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7518, decode.loss_mask: 0.6813, decode.loss_dice: 1.0271, decode.d0.loss_cls: 2.7046, decode.d0.loss_mask: 0.7444, decode.d0.loss_dice: 1.2373, decode.d1.loss_cls: 0.9148, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.1117, decode.d2.loss_cls: 0.8224, decode.d2.loss_mask: 0.6982, decode.d2.loss_dice: 1.0683, decode.d3.loss_cls: 0.7983, decode.d3.loss_mask: 0.6924, decode.d3.loss_dice: 1.0459, decode.d4.loss_cls: 0.7803, decode.d4.loss_mask: 0.6930, decode.d4.loss_dice: 1.0419, decode.d5.loss_cls: 0.7758, decode.d5.loss_mask: 0.6836, decode.d5.loss_dice: 1.0408, decode.d6.loss_cls: 0.7622, decode.d6.loss_mask: 0.6806, decode.d6.loss_dice: 1.0316, decode.d7.loss_cls: 0.7564, decode.d7.loss_mask: 0.6827, decode.d7.loss_dice: 1.0304, decode.d8.loss_cls: 0.7556, decode.d8.loss_mask: 0.6790, decode.d8.loss_dice: 1.0286, loss: 27.4422, grad_norm: 130.7247 2023-11-26 17:53:58,487 - mmseg - INFO - Iter [54800/160000] lr: 2.509e-06, eta: 11:05:40, time: 0.395, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7193, decode.loss_mask: 0.6765, decode.loss_dice: 1.0477, decode.d0.loss_cls: 2.7078, decode.d0.loss_mask: 0.7291, decode.d0.loss_dice: 1.2603, decode.d1.loss_cls: 0.9114, decode.d1.loss_mask: 0.7136, decode.d1.loss_dice: 1.1469, decode.d2.loss_cls: 0.8024, decode.d2.loss_mask: 0.6954, decode.d2.loss_dice: 1.0961, decode.d3.loss_cls: 0.7701, decode.d3.loss_mask: 0.6870, decode.d3.loss_dice: 1.0643, decode.d4.loss_cls: 0.7413, decode.d4.loss_mask: 0.6845, decode.d4.loss_dice: 1.0596, decode.d5.loss_cls: 0.7304, decode.d5.loss_mask: 0.6823, decode.d5.loss_dice: 1.0608, decode.d6.loss_cls: 0.7384, decode.d6.loss_mask: 0.6800, decode.d6.loss_dice: 1.0466, decode.d7.loss_cls: 0.7226, decode.d7.loss_mask: 0.6791, decode.d7.loss_dice: 1.0474, decode.d8.loss_cls: 0.7137, decode.d8.loss_mask: 0.6804, decode.d8.loss_dice: 1.0505, loss: 27.3454, grad_norm: 116.5264 2023-11-26 17:54:16,912 - mmseg - INFO - Iter [54850/160000] lr: 2.507e-06, eta: 11:05:20, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6869, decode.loss_mask: 0.6823, decode.loss_dice: 1.0267, decode.d0.loss_cls: 2.6611, decode.d0.loss_mask: 0.7404, decode.d0.loss_dice: 1.2297, decode.d1.loss_cls: 0.8515, decode.d1.loss_mask: 0.7245, decode.d1.loss_dice: 1.1323, decode.d2.loss_cls: 0.7557, decode.d2.loss_mask: 0.6989, decode.d2.loss_dice: 1.0761, decode.d3.loss_cls: 0.7315, decode.d3.loss_mask: 0.6888, decode.d3.loss_dice: 1.0451, decode.d4.loss_cls: 0.7130, decode.d4.loss_mask: 0.6858, decode.d4.loss_dice: 1.0410, decode.d5.loss_cls: 0.7015, decode.d5.loss_mask: 0.6862, decode.d5.loss_dice: 1.0433, decode.d6.loss_cls: 0.6993, decode.d6.loss_mask: 0.6871, decode.d6.loss_dice: 1.0308, decode.d7.loss_cls: 0.6939, decode.d7.loss_mask: 0.6842, decode.d7.loss_dice: 1.0267, decode.d8.loss_cls: 0.6901, decode.d8.loss_mask: 0.6804, decode.d8.loss_dice: 1.0293, loss: 26.8241, grad_norm: 124.1442 2023-11-26 17:54:35,154 - mmseg - INFO - Iter [54900/160000] lr: 2.506e-06, eta: 11:04:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7053, decode.loss_mask: 0.6774, decode.loss_dice: 1.0524, decode.d0.loss_cls: 2.6684, decode.d0.loss_mask: 0.7379, decode.d0.loss_dice: 1.2592, decode.d1.loss_cls: 0.8865, decode.d1.loss_mask: 0.7110, decode.d1.loss_dice: 1.1439, decode.d2.loss_cls: 0.7818, decode.d2.loss_mask: 0.6962, decode.d2.loss_dice: 1.0983, decode.d3.loss_cls: 0.7353, decode.d3.loss_mask: 0.6916, decode.d3.loss_dice: 1.0742, decode.d4.loss_cls: 0.7189, decode.d4.loss_mask: 0.6839, decode.d4.loss_dice: 1.0737, decode.d5.loss_cls: 0.7148, decode.d5.loss_mask: 0.6805, decode.d5.loss_dice: 1.0637, decode.d6.loss_cls: 0.7087, decode.d6.loss_mask: 0.6777, decode.d6.loss_dice: 1.0565, decode.d7.loss_cls: 0.7069, decode.d7.loss_mask: 0.6776, decode.d7.loss_dice: 1.0557, decode.d8.loss_cls: 0.7036, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 1.0564, loss: 27.1740, grad_norm: 118.3185 2023-11-26 17:54:53,547 - mmseg - INFO - Iter [54950/160000] lr: 2.505e-06, eta: 11:04:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6980, decode.loss_mask: 0.7049, decode.loss_dice: 1.0721, decode.d0.loss_cls: 2.6801, decode.d0.loss_mask: 0.7680, decode.d0.loss_dice: 1.2890, decode.d1.loss_cls: 0.8677, decode.d1.loss_mask: 0.7428, decode.d1.loss_dice: 1.1691, decode.d2.loss_cls: 0.7770, decode.d2.loss_mask: 0.7209, decode.d2.loss_dice: 1.1271, decode.d3.loss_cls: 0.7377, decode.d3.loss_mask: 0.7113, decode.d3.loss_dice: 1.0889, decode.d4.loss_cls: 0.7224, decode.d4.loss_mask: 0.7086, decode.d4.loss_dice: 1.0842, decode.d5.loss_cls: 0.7113, decode.d5.loss_mask: 0.7078, decode.d5.loss_dice: 1.0829, decode.d6.loss_cls: 0.7018, decode.d6.loss_mask: 0.7079, decode.d6.loss_dice: 1.0689, decode.d7.loss_cls: 0.7045, decode.d7.loss_mask: 0.7056, decode.d7.loss_dice: 1.0730, decode.d8.loss_cls: 0.6953, decode.d8.loss_mask: 0.7065, decode.d8.loss_dice: 1.0722, loss: 27.6075, grad_norm: 116.7239 2023-11-26 17:55:11,760 - mmseg - INFO - Saving checkpoint at 55000 iterations 2023-11-26 17:55:13,445 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:55:13,445 - mmseg - INFO - Iter [55000/160000] lr: 2.504e-06, eta: 11:04:22, time: 0.398, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6542, decode.loss_mask: 0.7037, decode.loss_dice: 1.0328, decode.d0.loss_cls: 2.6342, decode.d0.loss_mask: 0.7682, decode.d0.loss_dice: 1.2231, decode.d1.loss_cls: 0.8127, decode.d1.loss_mask: 0.7442, decode.d1.loss_dice: 1.1258, decode.d2.loss_cls: 0.7323, decode.d2.loss_mask: 0.7231, decode.d2.loss_dice: 1.0714, decode.d3.loss_cls: 0.7053, decode.d3.loss_mask: 0.7109, decode.d3.loss_dice: 1.0373, decode.d4.loss_cls: 0.6878, decode.d4.loss_mask: 0.7093, decode.d4.loss_dice: 1.0402, decode.d5.loss_cls: 0.6739, decode.d5.loss_mask: 0.7073, decode.d5.loss_dice: 1.0419, decode.d6.loss_cls: 0.6621, decode.d6.loss_mask: 0.7060, decode.d6.loss_dice: 1.0297, decode.d7.loss_cls: 0.6584, decode.d7.loss_mask: 0.7063, decode.d7.loss_dice: 1.0339, decode.d8.loss_cls: 0.6446, decode.d8.loss_mask: 0.7097, decode.d8.loss_dice: 1.0356, loss: 26.7259, grad_norm: 138.8559 2023-11-26 17:55:30,405 - mmseg - INFO - per class results: 2023-11-26 17:55:30,410 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.79 | 85.88 | | building | 82.59 | 90.69 | | sky | 94.55 | 96.72 | | floor | 82.5 | 88.36 | | tree | 75.32 | 87.95 | | ceiling | 83.07 | 89.39 | | road | 83.57 | 87.15 | | bed | 90.65 | 95.12 | | windowpane | 61.52 | 80.93 | | grass | 70.56 | 80.72 | | cabinet | 56.37 | 66.52 | | sidewalk | 64.78 | 81.12 | | person | 83.64 | 91.38 | | earth | 38.43 | 67.62 | | door | 51.37 | 72.63 | | table | 61.59 | 76.44 | | mountain | 60.83 | 81.51 | | plant | 53.87 | 67.26 | | curtain | 77.42 | 85.44 | | chair | 58.71 | 71.46 | | car | 85.93 | 93.84 | | water | 45.01 | 61.9 | | painting | 70.02 | 87.71 | | sofa | 70.58 | 89.9 | | shelf | 42.25 | 61.72 | | house | 51.25 | 77.19 | | sea | 51.95 | 76.44 | | mirror | 62.45 | 78.13 | | rug | 63.92 | 79.89 | | field | 24.13 | 26.84 | | armchair | 44.25 | 61.27 | | seat | 61.0 | 82.67 | | fence | 43.89 | 57.25 | | desk | 44.06 | 75.09 | | rock | 43.06 | 62.2 | | wardrobe | 49.39 | 76.2 | | lamp | 66.26 | 76.81 | | bathtub | 81.61 | 86.26 | | railing | 33.36 | 54.33 | | cushion | 58.78 | 80.09 | | base | 35.06 | 68.58 | | box | 25.64 | 34.84 | | column | 41.62 | 54.74 | | signboard | 39.56 | 60.4 | | chest of drawers | 36.98 | 73.87 | | counter | 28.57 | 39.13 | | sand | 38.51 | 45.23 | | sink | 75.54 | 85.27 | | skyscraper | 47.94 | 54.71 | | fireplace | 73.87 | 92.85 | | refrigerator | 68.9 | 84.26 | | grandstand | 42.23 | 71.57 | | path | 27.38 | 37.53 | | stairs | 34.35 | 49.35 | | runway | 74.49 | 94.66 | | case | 49.97 | 62.14 | | pool table | 94.49 | 97.37 | | pillow | 56.03 | 66.75 | | screen door | 58.48 | 85.03 | | stairway | 31.62 | 42.63 | | river | 6.44 | 6.89 | | bridge | 72.56 | 83.98 | | bookcase | 34.06 | 50.25 | | blind | 41.58 | 50.27 | | coffee table | 60.88 | 82.77 | | toilet | 86.82 | 91.64 | | flower | 35.89 | 53.43 | | book | 46.15 | 73.31 | | hill | 10.43 | 14.23 | | bench | 54.59 | 74.75 | | countertop | 50.25 | 70.26 | | stove | 78.48 | 82.46 | | palm | 47.09 | 75.71 | | kitchen island | 45.0 | 90.85 | | computer | 75.65 | 83.02 | | swivel chair | 45.53 | 68.09 | | boat | 62.8 | 89.14 | | bar | 27.24 | 33.14 | | arcade machine | 20.58 | 22.64 | | hovel | 32.95 | 47.92 | | bus | 91.69 | 95.13 | | towel | 72.96 | 86.86 | | light | 57.15 | 79.5 | | truck | 38.3 | 53.99 | | tower | 30.92 | 54.42 | | chandelier | 66.91 | 84.04 | | awning | 35.27 | 52.98 | | streetlight | 32.03 | 52.55 | | booth | 37.55 | 37.94 | | television receiver | 69.61 | 77.36 | | airplane | 50.56 | 67.39 | | dirt track | 4.51 | 13.18 | | apparel | 25.26 | 49.05 | | pole | 19.56 | 26.97 | | land | 0.77 | 0.87 | | bannister | 14.73 | 23.46 | | escalator | 22.76 | 23.42 | | ottoman | 50.71 | 68.01 | | bottle | 23.33 | 29.48 | | buffet | 45.8 | 60.0 | | poster | 26.44 | 55.0 | | stage | 6.7 | 32.94 | | van | 39.04 | 54.58 | | ship | 10.3 | 10.98 | | fountain | 37.16 | 38.53 | | conveyer belt | 37.33 | 64.62 | | canopy | 18.09 | 42.7 | | washer | 68.6 | 77.5 | | plaything | 24.59 | 35.13 | | swimming pool | 63.64 | 80.49 | | stool | 46.15 | 68.25 | | barrel | 36.9 | 75.51 | | basket | 33.61 | 60.06 | | waterfall | 40.88 | 55.52 | | tent | 96.15 | 98.06 | | bag | 17.49 | 24.81 | | minibike | 67.71 | 88.13 | | cradle | 89.01 | 97.92 | | oven | 49.49 | 72.15 | | ball | 44.66 | 68.56 | | food | 69.2 | 80.48 | | step | 13.63 | 22.11 | | tank | 38.41 | 42.15 | | trade name | 33.44 | 43.84 | | microwave | 70.07 | 77.24 | | pot | 34.9 | 42.12 | | animal | 69.14 | 74.73 | | bicycle | 60.56 | 86.34 | | lake | 0.0 | 0.0 | | dishwasher | 81.86 | 89.46 | | screen | 47.08 | 94.71 | | blanket | 35.86 | 54.58 | | sculpture | 51.31 | 89.12 | | hood | 69.43 | 74.02 | | sconce | 44.93 | 70.58 | | vase | 40.19 | 73.21 | | traffic light | 34.25 | 68.15 | | tray | 15.97 | 25.38 | | ashcan | 43.83 | 66.13 | | fan | 55.9 | 82.66 | | pier | 12.58 | 17.53 | | crt screen | 19.08 | 27.32 | | plate | 56.72 | 80.15 | | monitor | 8.22 | 10.27 | | bulletin board | 41.39 | 69.04 | | shower | 17.7 | 25.38 | | radiator | 69.39 | 77.72 | | glass | 20.46 | 23.73 | | clock | 35.23 | 44.29 | | flag | 45.41 | 55.09 | +---------------------+-------+-------+ 2023-11-26 17:55:30,410 - mmseg - INFO - Summary: 2023-11-26 17:55:30,411 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.82 | 48.66 | 63.74 | +-------+-------+-------+ 2023-11-26 17:55:30,411 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 17:55:30,412 - mmseg - INFO - Iter(val) [250] aAcc: 0.8282, mIoU: 0.4866, mAcc: 0.6374, IoU.wall: 0.7779, IoU.building: 0.8259, IoU.sky: 0.9455, IoU.floor: 0.8250, IoU.tree: 0.7532, IoU.ceiling: 0.8307, IoU.road: 0.8357, IoU.bed : 0.9065, IoU.windowpane: 0.6152, IoU.grass: 0.7056, IoU.cabinet: 0.5637, IoU.sidewalk: 0.6478, IoU.person: 0.8364, IoU.earth: 0.3843, IoU.door: 0.5137, IoU.table: 0.6159, IoU.mountain: 0.6083, IoU.plant: 0.5387, IoU.curtain: 0.7742, IoU.chair: 0.5871, IoU.car: 0.8593, IoU.water: 0.4501, IoU.painting: 0.7002, IoU.sofa: 0.7058, IoU.shelf: 0.4225, IoU.house: 0.5125, IoU.sea: 0.5195, IoU.mirror: 0.6245, IoU.rug: 0.6392, IoU.field: 0.2413, IoU.armchair: 0.4425, IoU.seat: 0.6100, IoU.fence: 0.4389, IoU.desk: 0.4406, IoU.rock: 0.4306, IoU.wardrobe: 0.4939, IoU.lamp: 0.6626, IoU.bathtub: 0.8161, IoU.railing: 0.3336, IoU.cushion: 0.5878, IoU.base: 0.3506, IoU.box: 0.2564, IoU.column: 0.4162, IoU.signboard: 0.3956, IoU.chest of drawers: 0.3698, IoU.counter: 0.2857, IoU.sand: 0.3851, IoU.sink: 0.7554, IoU.skyscraper: 0.4794, IoU.fireplace: 0.7387, IoU.refrigerator: 0.6890, IoU.grandstand: 0.4223, IoU.path: 0.2738, IoU.stairs: 0.3435, IoU.runway: 0.7449, IoU.case: 0.4997, IoU.pool table: 0.9449, IoU.pillow: 0.5603, IoU.screen door: 0.5848, IoU.stairway: 0.3162, IoU.river: 0.0644, IoU.bridge: 0.7256, IoU.bookcase: 0.3406, IoU.blind: 0.4158, IoU.coffee table: 0.6088, IoU.toilet: 0.8682, IoU.flower: 0.3589, IoU.book: 0.4615, IoU.hill: 0.1043, IoU.bench: 0.5459, IoU.countertop: 0.5025, IoU.stove: 0.7848, IoU.palm: 0.4709, IoU.kitchen island: 0.4500, IoU.computer: 0.7565, IoU.swivel chair: 0.4553, IoU.boat: 0.6280, IoU.bar: 0.2724, IoU.arcade machine: 0.2058, IoU.hovel: 0.3295, IoU.bus: 0.9169, IoU.towel: 0.7296, IoU.light: 0.5715, IoU.truck: 0.3830, IoU.tower: 0.3092, IoU.chandelier: 0.6691, IoU.awning: 0.3527, IoU.streetlight: 0.3203, IoU.booth: 0.3755, IoU.television receiver: 0.6961, IoU.airplane: 0.5056, IoU.dirt track: 0.0451, IoU.apparel: 0.2526, IoU.pole: 0.1956, IoU.land: 0.0077, IoU.bannister: 0.1473, IoU.escalator: 0.2276, IoU.ottoman: 0.5071, IoU.bottle: 0.2333, IoU.buffet: 0.4580, IoU.poster: 0.2644, IoU.stage: 0.0670, IoU.van: 0.3904, IoU.ship: 0.1030, IoU.fountain: 0.3716, IoU.conveyer belt: 0.3733, IoU.canopy: 0.1809, IoU.washer: 0.6860, IoU.plaything: 0.2459, IoU.swimming pool: 0.6364, IoU.stool: 0.4615, IoU.barrel: 0.3690, IoU.basket: 0.3361, IoU.waterfall: 0.4088, IoU.tent: 0.9615, IoU.bag: 0.1749, IoU.minibike: 0.6771, IoU.cradle: 0.8901, IoU.oven: 0.4949, IoU.ball: 0.4466, IoU.food: 0.6920, IoU.step: 0.1363, IoU.tank: 0.3841, IoU.trade name: 0.3344, IoU.microwave: 0.7007, IoU.pot: 0.3490, IoU.animal: 0.6914, IoU.bicycle: 0.6056, IoU.lake: 0.0000, IoU.dishwasher: 0.8186, IoU.screen: 0.4708, IoU.blanket: 0.3586, IoU.sculpture: 0.5131, IoU.hood: 0.6943, IoU.sconce: 0.4493, IoU.vase: 0.4019, IoU.traffic light: 0.3425, IoU.tray: 0.1597, IoU.ashcan: 0.4383, IoU.fan: 0.5590, IoU.pier: 0.1258, IoU.crt screen: 0.1908, IoU.plate: 0.5672, IoU.monitor: 0.0822, IoU.bulletin board: 0.4139, IoU.shower: 0.1770, IoU.radiator: 0.6939, IoU.glass: 0.2046, IoU.clock: 0.3523, IoU.flag: 0.4541, Acc.wall: 0.8588, Acc.building: 0.9069, Acc.sky: 0.9672, Acc.floor: 0.8836, Acc.tree: 0.8795, Acc.ceiling: 0.8939, Acc.road: 0.8715, Acc.bed : 0.9512, Acc.windowpane: 0.8093, Acc.grass: 0.8072, Acc.cabinet: 0.6652, Acc.sidewalk: 0.8112, Acc.person: 0.9138, Acc.earth: 0.6762, Acc.door: 0.7263, Acc.table: 0.7644, Acc.mountain: 0.8151, Acc.plant: 0.6726, Acc.curtain: 0.8544, Acc.chair: 0.7146, Acc.car: 0.9384, Acc.water: 0.6190, Acc.painting: 0.8771, Acc.sofa: 0.8990, Acc.shelf: 0.6172, Acc.house: 0.7719, Acc.sea: 0.7644, Acc.mirror: 0.7813, Acc.rug: 0.7989, Acc.field: 0.2684, Acc.armchair: 0.6127, Acc.seat: 0.8267, Acc.fence: 0.5725, Acc.desk: 0.7509, Acc.rock: 0.6220, Acc.wardrobe: 0.7620, Acc.lamp: 0.7681, Acc.bathtub: 0.8626, Acc.railing: 0.5433, Acc.cushion: 0.8009, Acc.base: 0.6858, Acc.box: 0.3484, Acc.column: 0.5474, Acc.signboard: 0.6040, Acc.chest of drawers: 0.7387, Acc.counter: 0.3913, Acc.sand: 0.4523, Acc.sink: 0.8527, Acc.skyscraper: 0.5471, Acc.fireplace: 0.9285, Acc.refrigerator: 0.8426, Acc.grandstand: 0.7157, Acc.path: 0.3753, Acc.stairs: 0.4935, Acc.runway: 0.9466, Acc.case: 0.6214, Acc.pool table: 0.9737, Acc.pillow: 0.6675, Acc.screen door: 0.8503, Acc.stairway: 0.4263, Acc.river: 0.0689, Acc.bridge: 0.8398, Acc.bookcase: 0.5025, Acc.blind: 0.5027, Acc.coffee table: 0.8277, Acc.toilet: 0.9164, Acc.flower: 0.5343, Acc.book: 0.7331, Acc.hill: 0.1423, Acc.bench: 0.7475, Acc.countertop: 0.7026, Acc.stove: 0.8246, Acc.palm: 0.7571, Acc.kitchen island: 0.9085, Acc.computer: 0.8302, Acc.swivel chair: 0.6809, Acc.boat: 0.8914, Acc.bar: 0.3314, Acc.arcade machine: 0.2264, Acc.hovel: 0.4792, Acc.bus: 0.9513, Acc.towel: 0.8686, Acc.light: 0.7950, Acc.truck: 0.5399, Acc.tower: 0.5442, Acc.chandelier: 0.8404, Acc.awning: 0.5298, Acc.streetlight: 0.5255, Acc.booth: 0.3794, Acc.television receiver: 0.7736, Acc.airplane: 0.6739, Acc.dirt track: 0.1318, Acc.apparel: 0.4905, Acc.pole: 0.2697, Acc.land: 0.0087, Acc.bannister: 0.2346, Acc.escalator: 0.2342, Acc.ottoman: 0.6801, Acc.bottle: 0.2948, Acc.buffet: 0.6000, Acc.poster: 0.5500, Acc.stage: 0.3294, Acc.van: 0.5458, Acc.ship: 0.1098, Acc.fountain: 0.3853, Acc.conveyer belt: 0.6462, Acc.canopy: 0.4270, Acc.washer: 0.7750, Acc.plaything: 0.3513, Acc.swimming pool: 0.8049, Acc.stool: 0.6825, Acc.barrel: 0.7551, Acc.basket: 0.6006, Acc.waterfall: 0.5552, Acc.tent: 0.9806, Acc.bag: 0.2481, Acc.minibike: 0.8813, Acc.cradle: 0.9792, Acc.oven: 0.7215, Acc.ball: 0.6856, Acc.food: 0.8048, Acc.step: 0.2211, Acc.tank: 0.4215, Acc.trade name: 0.4384, Acc.microwave: 0.7724, Acc.pot: 0.4212, Acc.animal: 0.7473, Acc.bicycle: 0.8634, Acc.lake: 0.0000, Acc.dishwasher: 0.8946, Acc.screen: 0.9471, Acc.blanket: 0.5458, Acc.sculpture: 0.8912, Acc.hood: 0.7402, Acc.sconce: 0.7058, Acc.vase: 0.7321, Acc.traffic light: 0.6815, Acc.tray: 0.2538, Acc.ashcan: 0.6613, Acc.fan: 0.8266, Acc.pier: 0.1753, Acc.crt screen: 0.2732, Acc.plate: 0.8015, Acc.monitor: 0.1027, Acc.bulletin board: 0.6904, Acc.shower: 0.2538, Acc.radiator: 0.7772, Acc.glass: 0.2373, Acc.clock: 0.4429, Acc.flag: 0.5509 2023-11-26 17:55:48,916 - mmseg - INFO - Iter [55050/160000] lr: 2.503e-06, eta: 11:04:35, time: 0.709, data_time: 0.349, memory: 36416, decode.loss_cls: 0.6635, decode.loss_mask: 0.6890, decode.loss_dice: 1.0205, decode.d0.loss_cls: 2.6853, decode.d0.loss_mask: 0.7467, decode.d0.loss_dice: 1.2230, decode.d1.loss_cls: 0.8551, decode.d1.loss_mask: 0.7167, decode.d1.loss_dice: 1.1244, decode.d2.loss_cls: 0.7535, decode.d2.loss_mask: 0.7056, decode.d2.loss_dice: 1.0695, decode.d3.loss_cls: 0.7203, decode.d3.loss_mask: 0.6900, decode.d3.loss_dice: 1.0317, decode.d4.loss_cls: 0.7017, decode.d4.loss_mask: 0.6892, decode.d4.loss_dice: 1.0322, decode.d5.loss_cls: 0.6975, decode.d5.loss_mask: 0.6889, decode.d5.loss_dice: 1.0300, decode.d6.loss_cls: 0.6786, decode.d6.loss_mask: 0.6882, decode.d6.loss_dice: 1.0203, decode.d7.loss_cls: 0.6740, decode.d7.loss_mask: 0.6878, decode.d7.loss_dice: 1.0201, decode.d8.loss_cls: 0.6727, decode.d8.loss_mask: 0.6899, decode.d8.loss_dice: 1.0242, loss: 26.6899, grad_norm: 115.4410 2023-11-26 17:56:07,314 - mmseg - INFO - Iter [55100/160000] lr: 2.501e-06, eta: 11:04:14, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6913, decode.loss_mask: 0.6922, decode.loss_dice: 1.0476, decode.d0.loss_cls: 2.6937, decode.d0.loss_mask: 0.7493, decode.d0.loss_dice: 1.2439, decode.d1.loss_cls: 0.8738, decode.d1.loss_mask: 0.7342, decode.d1.loss_dice: 1.1442, decode.d2.loss_cls: 0.7776, decode.d2.loss_mask: 0.7073, decode.d2.loss_dice: 1.0899, decode.d3.loss_cls: 0.7392, decode.d3.loss_mask: 0.6988, decode.d3.loss_dice: 1.0621, decode.d4.loss_cls: 0.7180, decode.d4.loss_mask: 0.6978, decode.d4.loss_dice: 1.0647, decode.d5.loss_cls: 0.7179, decode.d5.loss_mask: 0.6971, decode.d5.loss_dice: 1.0579, decode.d6.loss_cls: 0.7020, decode.d6.loss_mask: 0.6969, decode.d6.loss_dice: 1.0531, decode.d7.loss_cls: 0.7035, decode.d7.loss_mask: 0.6926, decode.d7.loss_dice: 1.0515, decode.d8.loss_cls: 0.6891, decode.d8.loss_mask: 0.6918, decode.d8.loss_dice: 1.0500, loss: 27.2292, grad_norm: 120.6002 2023-11-26 17:56:26,120 - mmseg - INFO - Iter [55150/160000] lr: 2.500e-06, eta: 11:03:55, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7027, decode.loss_mask: 0.6944, decode.loss_dice: 1.0521, decode.d0.loss_cls: 2.6565, decode.d0.loss_mask: 0.7493, decode.d0.loss_dice: 1.2646, decode.d1.loss_cls: 0.8662, decode.d1.loss_mask: 0.7277, decode.d1.loss_dice: 1.1475, decode.d2.loss_cls: 0.7842, decode.d2.loss_mask: 0.7142, decode.d2.loss_dice: 1.1023, decode.d3.loss_cls: 0.7553, decode.d3.loss_mask: 0.7031, decode.d3.loss_dice: 1.0683, decode.d4.loss_cls: 0.7335, decode.d4.loss_mask: 0.7003, decode.d4.loss_dice: 1.0726, decode.d5.loss_cls: 0.7228, decode.d5.loss_mask: 0.7008, decode.d5.loss_dice: 1.0690, decode.d6.loss_cls: 0.7203, decode.d6.loss_mask: 0.6955, decode.d6.loss_dice: 1.0567, decode.d7.loss_cls: 0.7109, decode.d7.loss_mask: 0.6976, decode.d7.loss_dice: 1.0612, decode.d8.loss_cls: 0.7116, decode.d8.loss_mask: 0.6960, decode.d8.loss_dice: 1.0589, loss: 27.3960, grad_norm: 129.7417 2023-11-26 17:56:44,627 - mmseg - INFO - Iter [55200/160000] lr: 2.499e-06, eta: 11:03:35, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7263, decode.loss_mask: 0.7046, decode.loss_dice: 1.0683, decode.d0.loss_cls: 2.6916, decode.d0.loss_mask: 0.7709, decode.d0.loss_dice: 1.2833, decode.d1.loss_cls: 0.8916, decode.d1.loss_mask: 0.7473, decode.d1.loss_dice: 1.1786, decode.d2.loss_cls: 0.8028, decode.d2.loss_mask: 0.7231, decode.d2.loss_dice: 1.1280, decode.d3.loss_cls: 0.7692, decode.d3.loss_mask: 0.7133, decode.d3.loss_dice: 1.0901, decode.d4.loss_cls: 0.7494, decode.d4.loss_mask: 0.7139, decode.d4.loss_dice: 1.0914, decode.d5.loss_cls: 0.7412, decode.d5.loss_mask: 0.7116, decode.d5.loss_dice: 1.0864, decode.d6.loss_cls: 0.7401, decode.d6.loss_mask: 0.7073, decode.d6.loss_dice: 1.0674, decode.d7.loss_cls: 0.7275, decode.d7.loss_mask: 0.7110, decode.d7.loss_dice: 1.0725, decode.d8.loss_cls: 0.7277, decode.d8.loss_mask: 0.7085, decode.d8.loss_dice: 1.0747, loss: 27.9194, grad_norm: 123.0841 2023-11-26 17:57:02,918 - mmseg - INFO - Iter [55250/160000] lr: 2.498e-06, eta: 11:03:15, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6621, decode.loss_mask: 0.6881, decode.loss_dice: 1.0469, decode.d0.loss_cls: 2.5866, decode.d0.loss_mask: 0.7438, decode.d0.loss_dice: 1.2500, decode.d1.loss_cls: 0.8249, decode.d1.loss_mask: 0.7293, decode.d1.loss_dice: 1.1584, decode.d2.loss_cls: 0.7516, decode.d2.loss_mask: 0.7090, decode.d2.loss_dice: 1.0952, decode.d3.loss_cls: 0.7051, decode.d3.loss_mask: 0.6989, decode.d3.loss_dice: 1.0613, decode.d4.loss_cls: 0.6806, decode.d4.loss_mask: 0.7024, decode.d4.loss_dice: 1.0653, decode.d5.loss_cls: 0.6839, decode.d5.loss_mask: 0.6938, decode.d5.loss_dice: 1.0583, decode.d6.loss_cls: 0.6753, decode.d6.loss_mask: 0.6880, decode.d6.loss_dice: 1.0428, decode.d7.loss_cls: 0.6627, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 1.0497, decode.d8.loss_cls: 0.6618, decode.d8.loss_mask: 0.6889, decode.d8.loss_dice: 1.0467, loss: 26.7987, grad_norm: 123.1060 2023-11-26 17:57:21,229 - mmseg - INFO - Iter [55300/160000] lr: 2.497e-06, eta: 11:02:54, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6896, decode.loss_mask: 0.7092, decode.loss_dice: 1.0503, decode.d0.loss_cls: 2.6529, decode.d0.loss_mask: 0.7722, decode.d0.loss_dice: 1.2467, decode.d1.loss_cls: 0.8619, decode.d1.loss_mask: 0.7427, decode.d1.loss_dice: 1.1523, decode.d2.loss_cls: 0.7607, decode.d2.loss_mask: 0.7196, decode.d2.loss_dice: 1.1014, decode.d3.loss_cls: 0.7368, decode.d3.loss_mask: 0.7073, decode.d3.loss_dice: 1.0613, decode.d4.loss_cls: 0.7186, decode.d4.loss_mask: 0.7082, decode.d4.loss_dice: 1.0632, decode.d5.loss_cls: 0.7170, decode.d5.loss_mask: 0.7060, decode.d5.loss_dice: 1.0623, decode.d6.loss_cls: 0.7013, decode.d6.loss_mask: 0.7048, decode.d6.loss_dice: 1.0490, decode.d7.loss_cls: 0.6936, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0508, decode.d8.loss_cls: 0.6938, decode.d8.loss_mask: 0.7059, decode.d8.loss_dice: 1.0487, loss: 27.2928, grad_norm: 126.9934 2023-11-26 17:57:39,493 - mmseg - INFO - Iter [55350/160000] lr: 2.495e-06, eta: 11:02:34, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6457, decode.loss_mask: 0.6755, decode.loss_dice: 1.0180, decode.d0.loss_cls: 2.6576, decode.d0.loss_mask: 0.7298, decode.d0.loss_dice: 1.2064, decode.d1.loss_cls: 0.8295, decode.d1.loss_mask: 0.7094, decode.d1.loss_dice: 1.1223, decode.d2.loss_cls: 0.7357, decode.d2.loss_mask: 0.6929, decode.d2.loss_dice: 1.0624, decode.d3.loss_cls: 0.6966, decode.d3.loss_mask: 0.6866, decode.d3.loss_dice: 1.0315, decode.d4.loss_cls: 0.6682, decode.d4.loss_mask: 0.6856, decode.d4.loss_dice: 1.0352, decode.d5.loss_cls: 0.6659, decode.d5.loss_mask: 0.6836, decode.d5.loss_dice: 1.0341, decode.d6.loss_cls: 0.6617, decode.d6.loss_mask: 0.6800, decode.d6.loss_dice: 1.0175, decode.d7.loss_cls: 0.6535, decode.d7.loss_mask: 0.6762, decode.d7.loss_dice: 1.0175, decode.d8.loss_cls: 0.6452, decode.d8.loss_mask: 0.6756, decode.d8.loss_dice: 1.0233, loss: 26.3231, grad_norm: 126.3579 2023-11-26 17:57:57,714 - mmseg - INFO - Iter [55400/160000] lr: 2.494e-06, eta: 11:02:14, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7145, decode.loss_mask: 0.7128, decode.loss_dice: 1.0166, decode.d0.loss_cls: 2.6155, decode.d0.loss_mask: 0.7768, decode.d0.loss_dice: 1.2414, decode.d1.loss_cls: 0.8773, decode.d1.loss_mask: 0.7486, decode.d1.loss_dice: 1.1227, decode.d2.loss_cls: 0.7891, decode.d2.loss_mask: 0.7275, decode.d2.loss_dice: 1.0672, decode.d3.loss_cls: 0.7593, decode.d3.loss_mask: 0.7210, decode.d3.loss_dice: 1.0295, decode.d4.loss_cls: 0.7362, decode.d4.loss_mask: 0.7205, decode.d4.loss_dice: 1.0318, decode.d5.loss_cls: 0.7299, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0253, decode.d6.loss_cls: 0.7267, decode.d6.loss_mask: 0.7143, decode.d6.loss_dice: 1.0154, decode.d7.loss_cls: 0.7201, decode.d7.loss_mask: 0.7138, decode.d7.loss_dice: 1.0200, decode.d8.loss_cls: 0.7139, decode.d8.loss_mask: 0.7141, decode.d8.loss_dice: 1.0177, loss: 27.2405, grad_norm: 121.8308 2023-11-26 17:58:16,036 - mmseg - INFO - Iter [55450/160000] lr: 2.493e-06, eta: 11:01:53, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6505, decode.loss_mask: 0.6972, decode.loss_dice: 1.0171, decode.d0.loss_cls: 2.6446, decode.d0.loss_mask: 0.7536, decode.d0.loss_dice: 1.2181, decode.d1.loss_cls: 0.8324, decode.d1.loss_mask: 0.7334, decode.d1.loss_dice: 1.1162, decode.d2.loss_cls: 0.7350, decode.d2.loss_mask: 0.7139, decode.d2.loss_dice: 1.0676, decode.d3.loss_cls: 0.6945, decode.d3.loss_mask: 0.7044, decode.d3.loss_dice: 1.0367, decode.d4.loss_cls: 0.6737, decode.d4.loss_mask: 0.6986, decode.d4.loss_dice: 1.0387, decode.d5.loss_cls: 0.6666, decode.d5.loss_mask: 0.6967, decode.d5.loss_dice: 1.0305, decode.d6.loss_cls: 0.6695, decode.d6.loss_mask: 0.6920, decode.d6.loss_dice: 1.0130, decode.d7.loss_cls: 0.6542, decode.d7.loss_mask: 0.6932, decode.d7.loss_dice: 1.0170, decode.d8.loss_cls: 0.6594, decode.d8.loss_mask: 0.6953, decode.d8.loss_dice: 1.0163, loss: 26.5301, grad_norm: 109.9493 2023-11-26 17:58:34,453 - mmseg - INFO - Iter [55500/160000] lr: 2.492e-06, eta: 11:01:33, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7317, decode.loss_mask: 0.7001, decode.loss_dice: 1.0342, decode.d0.loss_cls: 2.6552, decode.d0.loss_mask: 0.7618, decode.d0.loss_dice: 1.2610, decode.d1.loss_cls: 0.9013, decode.d1.loss_mask: 0.7422, decode.d1.loss_dice: 1.1551, decode.d2.loss_cls: 0.8031, decode.d2.loss_mask: 0.7213, decode.d2.loss_dice: 1.1064, decode.d3.loss_cls: 0.7587, decode.d3.loss_mask: 0.7100, decode.d3.loss_dice: 1.0645, decode.d4.loss_cls: 0.7548, decode.d4.loss_mask: 0.7040, decode.d4.loss_dice: 1.0607, decode.d5.loss_cls: 0.7468, decode.d5.loss_mask: 0.6987, decode.d5.loss_dice: 1.0569, decode.d6.loss_cls: 0.7381, decode.d6.loss_mask: 0.7029, decode.d6.loss_dice: 1.0415, decode.d7.loss_cls: 0.7371, decode.d7.loss_mask: 0.7006, decode.d7.loss_dice: 1.0425, decode.d8.loss_cls: 0.7326, decode.d8.loss_mask: 0.6992, decode.d8.loss_dice: 1.0420, loss: 27.5650, grad_norm: 123.8758 2023-11-26 17:58:53,196 - mmseg - INFO - Iter [55550/160000] lr: 2.491e-06, eta: 11:01:14, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7013, decode.loss_mask: 0.6812, decode.loss_dice: 1.0050, decode.d0.loss_cls: 2.6418, decode.d0.loss_mask: 0.7341, decode.d0.loss_dice: 1.2070, decode.d1.loss_cls: 0.8690, decode.d1.loss_mask: 0.7218, decode.d1.loss_dice: 1.1079, decode.d2.loss_cls: 0.7666, decode.d2.loss_mask: 0.6999, decode.d2.loss_dice: 1.0663, decode.d3.loss_cls: 0.7476, decode.d3.loss_mask: 0.6918, decode.d3.loss_dice: 1.0223, decode.d4.loss_cls: 0.7226, decode.d4.loss_mask: 0.6894, decode.d4.loss_dice: 1.0235, decode.d5.loss_cls: 0.7209, decode.d5.loss_mask: 0.6860, decode.d5.loss_dice: 1.0236, decode.d6.loss_cls: 0.7210, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 1.0103, decode.d7.loss_cls: 0.7143, decode.d7.loss_mask: 0.6797, decode.d7.loss_dice: 1.0113, decode.d8.loss_cls: 0.7046, decode.d8.loss_mask: 0.6806, decode.d8.loss_dice: 1.0085, loss: 26.7414, grad_norm: 127.2813 2023-11-26 17:59:13,781 - mmseg - INFO - Iter [55600/160000] lr: 2.489e-06, eta: 11:00:58, time: 0.414, data_time: 0.055, memory: 36416, decode.loss_cls: 0.6502, decode.loss_mask: 0.6969, decode.loss_dice: 1.0158, decode.d0.loss_cls: 2.6191, decode.d0.loss_mask: 0.7556, decode.d0.loss_dice: 1.2288, decode.d1.loss_cls: 0.8455, decode.d1.loss_mask: 0.7342, decode.d1.loss_dice: 1.1131, decode.d2.loss_cls: 0.7364, decode.d2.loss_mask: 0.7133, decode.d2.loss_dice: 1.0648, decode.d3.loss_cls: 0.6895, decode.d3.loss_mask: 0.7059, decode.d3.loss_dice: 1.0378, decode.d4.loss_cls: 0.6840, decode.d4.loss_mask: 0.7032, decode.d4.loss_dice: 1.0321, decode.d5.loss_cls: 0.6725, decode.d5.loss_mask: 0.7053, decode.d5.loss_dice: 1.0315, decode.d6.loss_cls: 0.6545, decode.d6.loss_mask: 0.6989, decode.d6.loss_dice: 1.0210, decode.d7.loss_cls: 0.6515, decode.d7.loss_mask: 0.7000, decode.d7.loss_dice: 1.0194, decode.d8.loss_cls: 0.6511, decode.d8.loss_mask: 0.6979, decode.d8.loss_dice: 1.0189, loss: 26.5487, grad_norm: 123.7964 2023-11-26 17:59:32,081 - mmseg - INFO - Iter [55650/160000] lr: 2.488e-06, eta: 11:00:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6515, decode.loss_mask: 0.7089, decode.loss_dice: 1.0265, decode.d0.loss_cls: 2.6582, decode.d0.loss_mask: 0.7660, decode.d0.loss_dice: 1.2368, decode.d1.loss_cls: 0.8422, decode.d1.loss_mask: 0.7441, decode.d1.loss_dice: 1.1237, decode.d2.loss_cls: 0.7323, decode.d2.loss_mask: 0.7233, decode.d2.loss_dice: 1.0729, decode.d3.loss_cls: 0.6936, decode.d3.loss_mask: 0.7164, decode.d3.loss_dice: 1.0368, decode.d4.loss_cls: 0.6779, decode.d4.loss_mask: 0.7148, decode.d4.loss_dice: 1.0337, decode.d5.loss_cls: 0.6764, decode.d5.loss_mask: 0.7095, decode.d5.loss_dice: 1.0343, decode.d6.loss_cls: 0.6603, decode.d6.loss_mask: 0.7099, decode.d6.loss_dice: 1.0301, decode.d7.loss_cls: 0.6544, decode.d7.loss_mask: 0.7065, decode.d7.loss_dice: 1.0254, decode.d8.loss_cls: 0.6503, decode.d8.loss_mask: 0.7075, decode.d8.loss_dice: 1.0273, loss: 26.7515, grad_norm: 127.6588 2023-11-26 17:59:50,316 - mmseg - INFO - Iter [55700/160000] lr: 2.487e-06, eta: 11:00:17, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6754, decode.loss_mask: 0.6825, decode.loss_dice: 1.0114, decode.d0.loss_cls: 2.6236, decode.d0.loss_mask: 0.7505, decode.d0.loss_dice: 1.2276, decode.d1.loss_cls: 0.8592, decode.d1.loss_mask: 0.7178, decode.d1.loss_dice: 1.1127, decode.d2.loss_cls: 0.7717, decode.d2.loss_mask: 0.7008, decode.d2.loss_dice: 1.0645, decode.d3.loss_cls: 0.7180, decode.d3.loss_mask: 0.6906, decode.d3.loss_dice: 1.0314, decode.d4.loss_cls: 0.6943, decode.d4.loss_mask: 0.6898, decode.d4.loss_dice: 1.0286, decode.d5.loss_cls: 0.6858, decode.d5.loss_mask: 0.6888, decode.d5.loss_dice: 1.0322, decode.d6.loss_cls: 0.6790, decode.d6.loss_mask: 0.6822, decode.d6.loss_dice: 1.0130, decode.d7.loss_cls: 0.6787, decode.d7.loss_mask: 0.6779, decode.d7.loss_dice: 1.0186, decode.d8.loss_cls: 0.6818, decode.d8.loss_mask: 0.6779, decode.d8.loss_dice: 1.0108, loss: 26.5771, grad_norm: 115.4301 2023-11-26 18:00:08,574 - mmseg - INFO - Iter [55750/160000] lr: 2.486e-06, eta: 10:59:57, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7015, decode.loss_mask: 0.6790, decode.loss_dice: 1.0253, decode.d0.loss_cls: 2.7080, decode.d0.loss_mask: 0.7374, decode.d0.loss_dice: 1.2541, decode.d1.loss_cls: 0.8915, decode.d1.loss_mask: 0.7137, decode.d1.loss_dice: 1.1317, decode.d2.loss_cls: 0.7819, decode.d2.loss_mask: 0.6952, decode.d2.loss_dice: 1.0816, decode.d3.loss_cls: 0.7442, decode.d3.loss_mask: 0.6843, decode.d3.loss_dice: 1.0466, decode.d4.loss_cls: 0.7278, decode.d4.loss_mask: 0.6851, decode.d4.loss_dice: 1.0475, decode.d5.loss_cls: 0.7162, decode.d5.loss_mask: 0.6831, decode.d5.loss_dice: 1.0447, decode.d6.loss_cls: 0.7171, decode.d6.loss_mask: 0.6807, decode.d6.loss_dice: 1.0314, decode.d7.loss_cls: 0.7085, decode.d7.loss_mask: 0.6789, decode.d7.loss_dice: 1.0321, decode.d8.loss_cls: 0.7025, decode.d8.loss_mask: 0.6788, decode.d8.loss_dice: 1.0276, loss: 27.0380, grad_norm: 131.0304 2023-11-26 18:00:26,839 - mmseg - INFO - Iter [55800/160000] lr: 2.485e-06, eta: 10:59:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6592, decode.loss_mask: 0.6724, decode.loss_dice: 1.0245, decode.d0.loss_cls: 2.6441, decode.d0.loss_mask: 0.7345, decode.d0.loss_dice: 1.2321, decode.d1.loss_cls: 0.8502, decode.d1.loss_mask: 0.7149, decode.d1.loss_dice: 1.1181, decode.d2.loss_cls: 0.7522, decode.d2.loss_mask: 0.6943, decode.d2.loss_dice: 1.0665, decode.d3.loss_cls: 0.7126, decode.d3.loss_mask: 0.6853, decode.d3.loss_dice: 1.0399, decode.d4.loss_cls: 0.7010, decode.d4.loss_mask: 0.6814, decode.d4.loss_dice: 1.0328, decode.d5.loss_cls: 0.6872, decode.d5.loss_mask: 0.6803, decode.d5.loss_dice: 1.0340, decode.d6.loss_cls: 0.6776, decode.d6.loss_mask: 0.6736, decode.d6.loss_dice: 1.0265, decode.d7.loss_cls: 0.6719, decode.d7.loss_mask: 0.6730, decode.d7.loss_dice: 1.0292, decode.d8.loss_cls: 0.6659, decode.d8.loss_mask: 0.6724, decode.d8.loss_dice: 1.0270, loss: 26.5345, grad_norm: 131.5542 2023-11-26 18:00:45,198 - mmseg - INFO - Iter [55850/160000] lr: 2.483e-06, eta: 10:59:16, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6690, decode.loss_mask: 0.7030, decode.loss_dice: 1.0194, decode.d0.loss_cls: 2.6479, decode.d0.loss_mask: 0.7655, decode.d0.loss_dice: 1.2322, decode.d1.loss_cls: 0.8380, decode.d1.loss_mask: 0.7419, decode.d1.loss_dice: 1.1312, decode.d2.loss_cls: 0.7409, decode.d2.loss_mask: 0.7175, decode.d2.loss_dice: 1.0714, decode.d3.loss_cls: 0.7024, decode.d3.loss_mask: 0.7078, decode.d3.loss_dice: 1.0425, decode.d4.loss_cls: 0.6825, decode.d4.loss_mask: 0.7087, decode.d4.loss_dice: 1.0436, decode.d5.loss_cls: 0.6732, decode.d5.loss_mask: 0.7108, decode.d5.loss_dice: 1.0390, decode.d6.loss_cls: 0.6652, decode.d6.loss_mask: 0.7048, decode.d6.loss_dice: 1.0302, decode.d7.loss_cls: 0.6678, decode.d7.loss_mask: 0.7025, decode.d7.loss_dice: 1.0225, decode.d8.loss_cls: 0.6621, decode.d8.loss_mask: 0.7020, decode.d8.loss_dice: 1.0216, loss: 26.7673, grad_norm: 121.2754 2023-11-26 18:01:03,432 - mmseg - INFO - Iter [55900/160000] lr: 2.482e-06, eta: 10:58:56, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6800, decode.loss_mask: 0.6700, decode.loss_dice: 1.0192, decode.d0.loss_cls: 2.6429, decode.d0.loss_mask: 0.7378, decode.d0.loss_dice: 1.2429, decode.d1.loss_cls: 0.8759, decode.d1.loss_mask: 0.7191, decode.d1.loss_dice: 1.1263, decode.d2.loss_cls: 0.7687, decode.d2.loss_mask: 0.6906, decode.d2.loss_dice: 1.0730, decode.d3.loss_cls: 0.7268, decode.d3.loss_mask: 0.6784, decode.d3.loss_dice: 1.0341, decode.d4.loss_cls: 0.7145, decode.d4.loss_mask: 0.6798, decode.d4.loss_dice: 1.0339, decode.d5.loss_cls: 0.7083, decode.d5.loss_mask: 0.6744, decode.d5.loss_dice: 1.0280, decode.d6.loss_cls: 0.6956, decode.d6.loss_mask: 0.6714, decode.d6.loss_dice: 1.0166, decode.d7.loss_cls: 0.6926, decode.d7.loss_mask: 0.6705, decode.d7.loss_dice: 1.0168, decode.d8.loss_cls: 0.6812, decode.d8.loss_mask: 0.6698, decode.d8.loss_dice: 1.0208, loss: 26.6601, grad_norm: 110.8321 2023-11-26 18:01:22,120 - mmseg - INFO - Iter [55950/160000] lr: 2.481e-06, eta: 10:58:36, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7151, decode.loss_mask: 0.7024, decode.loss_dice: 1.0378, decode.d0.loss_cls: 2.6711, decode.d0.loss_mask: 0.7614, decode.d0.loss_dice: 1.2628, decode.d1.loss_cls: 0.8913, decode.d1.loss_mask: 0.7401, decode.d1.loss_dice: 1.1434, decode.d2.loss_cls: 0.7808, decode.d2.loss_mask: 0.7235, decode.d2.loss_dice: 1.0980, decode.d3.loss_cls: 0.7579, decode.d3.loss_mask: 0.7094, decode.d3.loss_dice: 1.0608, decode.d4.loss_cls: 0.7343, decode.d4.loss_mask: 0.7107, decode.d4.loss_dice: 1.0610, decode.d5.loss_cls: 0.7310, decode.d5.loss_mask: 0.7088, decode.d5.loss_dice: 1.0651, decode.d6.loss_cls: 0.7181, decode.d6.loss_mask: 0.7038, decode.d6.loss_dice: 1.0489, decode.d7.loss_cls: 0.7093, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0495, decode.d8.loss_cls: 0.7110, decode.d8.loss_mask: 0.7020, decode.d8.loss_dice: 1.0481, loss: 27.4620, grad_norm: 132.1570 2023-11-26 18:01:40,671 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:01:40,671 - mmseg - INFO - Iter [56000/160000] lr: 2.480e-06, eta: 10:58:17, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6644, decode.loss_mask: 0.7009, decode.loss_dice: 1.0364, decode.d0.loss_cls: 2.6442, decode.d0.loss_mask: 0.7537, decode.d0.loss_dice: 1.2476, decode.d1.loss_cls: 0.8421, decode.d1.loss_mask: 0.7408, decode.d1.loss_dice: 1.1289, decode.d2.loss_cls: 0.7456, decode.d2.loss_mask: 0.7198, decode.d2.loss_dice: 1.0813, decode.d3.loss_cls: 0.7011, decode.d3.loss_mask: 0.7077, decode.d3.loss_dice: 1.0621, decode.d4.loss_cls: 0.6866, decode.d4.loss_mask: 0.7070, decode.d4.loss_dice: 1.0533, decode.d5.loss_cls: 0.6756, decode.d5.loss_mask: 0.7072, decode.d5.loss_dice: 1.0517, decode.d6.loss_cls: 0.6775, decode.d6.loss_mask: 0.6985, decode.d6.loss_dice: 1.0400, decode.d7.loss_cls: 0.6685, decode.d7.loss_mask: 0.7000, decode.d7.loss_dice: 1.0421, decode.d8.loss_cls: 0.6628, decode.d8.loss_mask: 0.7007, decode.d8.loss_dice: 1.0399, loss: 26.8875, grad_norm: 117.2366 2023-11-26 18:01:59,054 - mmseg - INFO - Iter [56050/160000] lr: 2.479e-06, eta: 10:57:56, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6638, decode.loss_mask: 0.6836, decode.loss_dice: 1.0058, decode.d0.loss_cls: 2.6196, decode.d0.loss_mask: 0.7411, decode.d0.loss_dice: 1.2093, decode.d1.loss_cls: 0.8485, decode.d1.loss_mask: 0.7222, decode.d1.loss_dice: 1.1038, decode.d2.loss_cls: 0.7433, decode.d2.loss_mask: 0.7035, decode.d2.loss_dice: 1.0578, decode.d3.loss_cls: 0.7086, decode.d3.loss_mask: 0.6932, decode.d3.loss_dice: 1.0350, decode.d4.loss_cls: 0.6858, decode.d4.loss_mask: 0.6895, decode.d4.loss_dice: 1.0282, decode.d5.loss_cls: 0.6894, decode.d5.loss_mask: 0.6861, decode.d5.loss_dice: 1.0243, decode.d6.loss_cls: 0.6742, decode.d6.loss_mask: 0.6850, decode.d6.loss_dice: 1.0089, decode.d7.loss_cls: 0.6638, decode.d7.loss_mask: 0.6861, decode.d7.loss_dice: 1.0095, decode.d8.loss_cls: 0.6612, decode.d8.loss_mask: 0.6850, decode.d8.loss_dice: 1.0096, loss: 26.4257, grad_norm: 115.4584 2023-11-26 18:02:17,743 - mmseg - INFO - Iter [56100/160000] lr: 2.478e-06, eta: 10:57:37, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6663, decode.loss_mask: 0.6569, decode.loss_dice: 1.0087, decode.d0.loss_cls: 2.6710, decode.d0.loss_mask: 0.7129, decode.d0.loss_dice: 1.2101, decode.d1.loss_cls: 0.8440, decode.d1.loss_mask: 0.6946, decode.d1.loss_dice: 1.1063, decode.d2.loss_cls: 0.7423, decode.d2.loss_mask: 0.6773, decode.d2.loss_dice: 1.0595, decode.d3.loss_cls: 0.7128, decode.d3.loss_mask: 0.6680, decode.d3.loss_dice: 1.0268, decode.d4.loss_cls: 0.6825, decode.d4.loss_mask: 0.6668, decode.d4.loss_dice: 1.0294, decode.d5.loss_cls: 0.6794, decode.d5.loss_mask: 0.6632, decode.d5.loss_dice: 1.0231, decode.d6.loss_cls: 0.6786, decode.d6.loss_mask: 0.6566, decode.d6.loss_dice: 1.0036, decode.d7.loss_cls: 0.6728, decode.d7.loss_mask: 0.6550, decode.d7.loss_dice: 1.0098, decode.d8.loss_cls: 0.6647, decode.d8.loss_mask: 0.6566, decode.d8.loss_dice: 1.0142, loss: 26.2137, grad_norm: 119.8015 2023-11-26 18:02:36,280 - mmseg - INFO - Iter [56150/160000] lr: 2.476e-06, eta: 10:57:17, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6878, decode.loss_mask: 0.6723, decode.loss_dice: 1.0451, decode.d0.loss_cls: 2.6273, decode.d0.loss_mask: 0.7388, decode.d0.loss_dice: 1.2579, decode.d1.loss_cls: 0.8757, decode.d1.loss_mask: 0.7054, decode.d1.loss_dice: 1.1443, decode.d2.loss_cls: 0.7730, decode.d2.loss_mask: 0.6869, decode.d2.loss_dice: 1.0939, decode.d3.loss_cls: 0.7382, decode.d3.loss_mask: 0.6782, decode.d3.loss_dice: 1.0596, decode.d4.loss_cls: 0.7191, decode.d4.loss_mask: 0.6745, decode.d4.loss_dice: 1.0608, decode.d5.loss_cls: 0.7109, decode.d5.loss_mask: 0.6735, decode.d5.loss_dice: 1.0547, decode.d6.loss_cls: 0.7077, decode.d6.loss_mask: 0.6728, decode.d6.loss_dice: 1.0491, decode.d7.loss_cls: 0.6989, decode.d7.loss_mask: 0.6733, decode.d7.loss_dice: 1.0490, decode.d8.loss_cls: 0.6957, decode.d8.loss_mask: 0.6725, decode.d8.loss_dice: 1.0483, loss: 26.9450, grad_norm: 110.5713 2023-11-26 18:02:54,803 - mmseg - INFO - Iter [56200/160000] lr: 2.475e-06, eta: 10:56:57, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6509, decode.loss_mask: 0.6931, decode.loss_dice: 1.0273, decode.d0.loss_cls: 2.6347, decode.d0.loss_mask: 0.7410, decode.d0.loss_dice: 1.2314, decode.d1.loss_cls: 0.8426, decode.d1.loss_mask: 0.7240, decode.d1.loss_dice: 1.1232, decode.d2.loss_cls: 0.7309, decode.d2.loss_mask: 0.7063, decode.d2.loss_dice: 1.0772, decode.d3.loss_cls: 0.6936, decode.d3.loss_mask: 0.7014, decode.d3.loss_dice: 1.0407, decode.d4.loss_cls: 0.6707, decode.d4.loss_mask: 0.6979, decode.d4.loss_dice: 1.0451, decode.d5.loss_cls: 0.6763, decode.d5.loss_mask: 0.6985, decode.d5.loss_dice: 1.0388, decode.d6.loss_cls: 0.6652, decode.d6.loss_mask: 0.6947, decode.d6.loss_dice: 1.0235, decode.d7.loss_cls: 0.6602, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 1.0252, decode.d8.loss_cls: 0.6567, decode.d8.loss_mask: 0.6954, decode.d8.loss_dice: 1.0278, loss: 26.5881, grad_norm: 110.1779 2023-11-26 18:03:13,106 - mmseg - INFO - Iter [56250/160000] lr: 2.474e-06, eta: 10:56:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6603, decode.loss_mask: 0.6674, decode.loss_dice: 1.0305, decode.d0.loss_cls: 2.5580, decode.d0.loss_mask: 0.7224, decode.d0.loss_dice: 1.2314, decode.d1.loss_cls: 0.8284, decode.d1.loss_mask: 0.7008, decode.d1.loss_dice: 1.1300, decode.d2.loss_cls: 0.7452, decode.d2.loss_mask: 0.6854, decode.d2.loss_dice: 1.0869, decode.d3.loss_cls: 0.6929, decode.d3.loss_mask: 0.6788, decode.d3.loss_dice: 1.0494, decode.d4.loss_cls: 0.6823, decode.d4.loss_mask: 0.6763, decode.d4.loss_dice: 1.0524, decode.d5.loss_cls: 0.6666, decode.d5.loss_mask: 0.6749, decode.d5.loss_dice: 1.0522, decode.d6.loss_cls: 0.6625, decode.d6.loss_mask: 0.6701, decode.d6.loss_dice: 1.0318, decode.d7.loss_cls: 0.6591, decode.d7.loss_mask: 0.6685, decode.d7.loss_dice: 1.0351, decode.d8.loss_cls: 0.6575, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 1.0345, loss: 26.3623, grad_norm: 107.2148 2023-11-26 18:03:31,552 - mmseg - INFO - Iter [56300/160000] lr: 2.473e-06, eta: 10:56:17, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7195, decode.loss_mask: 0.7061, decode.loss_dice: 1.0535, decode.d0.loss_cls: 2.7396, decode.d0.loss_mask: 0.7671, decode.d0.loss_dice: 1.2654, decode.d1.loss_cls: 0.9175, decode.d1.loss_mask: 0.7446, decode.d1.loss_dice: 1.1497, decode.d2.loss_cls: 0.8158, decode.d2.loss_mask: 0.7240, decode.d2.loss_dice: 1.0929, decode.d3.loss_cls: 0.7761, decode.d3.loss_mask: 0.7198, decode.d3.loss_dice: 1.0633, decode.d4.loss_cls: 0.7497, decode.d4.loss_mask: 0.7150, decode.d4.loss_dice: 1.0649, decode.d5.loss_cls: 0.7358, decode.d5.loss_mask: 0.7117, decode.d5.loss_dice: 1.0665, decode.d6.loss_cls: 0.7287, decode.d6.loss_mask: 0.7115, decode.d6.loss_dice: 1.0538, decode.d7.loss_cls: 0.7185, decode.d7.loss_mask: 0.7096, decode.d7.loss_dice: 1.0551, decode.d8.loss_cls: 0.7126, decode.d8.loss_mask: 0.7095, decode.d8.loss_dice: 1.0564, loss: 27.7543, grad_norm: 113.4465 2023-11-26 18:03:50,229 - mmseg - INFO - Iter [56350/160000] lr: 2.472e-06, eta: 10:55:57, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6710, decode.loss_mask: 0.6953, decode.loss_dice: 1.0240, decode.d0.loss_cls: 2.6238, decode.d0.loss_mask: 0.7488, decode.d0.loss_dice: 1.2395, decode.d1.loss_cls: 0.8433, decode.d1.loss_mask: 0.7214, decode.d1.loss_dice: 1.1288, decode.d2.loss_cls: 0.7405, decode.d2.loss_mask: 0.7110, decode.d2.loss_dice: 1.0781, decode.d3.loss_cls: 0.7018, decode.d3.loss_mask: 0.7063, decode.d3.loss_dice: 1.0474, decode.d4.loss_cls: 0.6915, decode.d4.loss_mask: 0.6996, decode.d4.loss_dice: 1.0461, decode.d5.loss_cls: 0.6832, decode.d5.loss_mask: 0.6973, decode.d5.loss_dice: 1.0429, decode.d6.loss_cls: 0.6729, decode.d6.loss_mask: 0.6959, decode.d6.loss_dice: 1.0279, decode.d7.loss_cls: 0.6655, decode.d7.loss_mask: 0.6972, decode.d7.loss_dice: 1.0300, decode.d8.loss_cls: 0.6669, decode.d8.loss_mask: 0.6947, decode.d8.loss_dice: 1.0273, loss: 26.7201, grad_norm: 123.8912 2023-11-26 18:04:08,767 - mmseg - INFO - Iter [56400/160000] lr: 2.470e-06, eta: 10:55:38, time: 0.373, data_time: 0.012, memory: 36416, decode.loss_cls: 0.6893, decode.loss_mask: 0.6718, decode.loss_dice: 1.0324, decode.d0.loss_cls: 2.6630, decode.d0.loss_mask: 0.7430, decode.d0.loss_dice: 1.2585, decode.d1.loss_cls: 0.8734, decode.d1.loss_mask: 0.7115, decode.d1.loss_dice: 1.1248, decode.d2.loss_cls: 0.7671, decode.d2.loss_mask: 0.6931, decode.d2.loss_dice: 1.0752, decode.d3.loss_cls: 0.7383, decode.d3.loss_mask: 0.6806, decode.d3.loss_dice: 1.0556, decode.d4.loss_cls: 0.7122, decode.d4.loss_mask: 0.6836, decode.d4.loss_dice: 1.0528, decode.d5.loss_cls: 0.7058, decode.d5.loss_mask: 0.6798, decode.d5.loss_dice: 1.0475, decode.d6.loss_cls: 0.7075, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 1.0350, decode.d7.loss_cls: 0.7058, decode.d7.loss_mask: 0.6708, decode.d7.loss_dice: 1.0378, decode.d8.loss_cls: 0.6986, decode.d8.loss_mask: 0.6682, decode.d8.loss_dice: 1.0363, loss: 26.8928, grad_norm: 132.3362 2023-11-26 18:04:27,107 - mmseg - INFO - Iter [56450/160000] lr: 2.469e-06, eta: 10:55:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6732, decode.loss_mask: 0.6904, decode.loss_dice: 1.0125, decode.d0.loss_cls: 2.6158, decode.d0.loss_mask: 0.7477, decode.d0.loss_dice: 1.2139, decode.d1.loss_cls: 0.8386, decode.d1.loss_mask: 0.7302, decode.d1.loss_dice: 1.1122, decode.d2.loss_cls: 0.7456, decode.d2.loss_mask: 0.7076, decode.d2.loss_dice: 1.0600, decode.d3.loss_cls: 0.7163, decode.d3.loss_mask: 0.6954, decode.d3.loss_dice: 1.0292, decode.d4.loss_cls: 0.7018, decode.d4.loss_mask: 0.6908, decode.d4.loss_dice: 1.0335, decode.d5.loss_cls: 0.6892, decode.d5.loss_mask: 0.6927, decode.d5.loss_dice: 1.0279, decode.d6.loss_cls: 0.6858, decode.d6.loss_mask: 0.6917, decode.d6.loss_dice: 1.0158, decode.d7.loss_cls: 0.6814, decode.d7.loss_mask: 0.6881, decode.d7.loss_dice: 1.0208, decode.d8.loss_cls: 0.6824, decode.d8.loss_mask: 0.6886, decode.d8.loss_dice: 1.0175, loss: 26.5966, grad_norm: 139.6534 2023-11-26 18:04:45,410 - mmseg - INFO - Iter [56500/160000] lr: 2.468e-06, eta: 10:54:57, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6658, decode.loss_mask: 0.6630, decode.loss_dice: 1.0010, decode.d0.loss_cls: 2.6183, decode.d0.loss_mask: 0.7220, decode.d0.loss_dice: 1.2001, decode.d1.loss_cls: 0.8416, decode.d1.loss_mask: 0.7007, decode.d1.loss_dice: 1.0975, decode.d2.loss_cls: 0.7393, decode.d2.loss_mask: 0.6791, decode.d2.loss_dice: 1.0481, decode.d3.loss_cls: 0.7053, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 1.0199, decode.d4.loss_cls: 0.6850, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 1.0173, decode.d5.loss_cls: 0.6753, decode.d5.loss_mask: 0.6695, decode.d5.loss_dice: 1.0112, decode.d6.loss_cls: 0.6693, decode.d6.loss_mask: 0.6658, decode.d6.loss_dice: 0.9992, decode.d7.loss_cls: 0.6661, decode.d7.loss_mask: 0.6674, decode.d7.loss_dice: 1.0059, decode.d8.loss_cls: 0.6546, decode.d8.loss_mask: 0.6625, decode.d8.loss_dice: 1.0020, loss: 26.1028, grad_norm: 131.1291 2023-11-26 18:05:04,364 - mmseg - INFO - Iter [56550/160000] lr: 2.467e-06, eta: 10:54:38, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6831, decode.loss_mask: 0.6706, decode.loss_dice: 1.0284, decode.d0.loss_cls: 2.6649, decode.d0.loss_mask: 0.7288, decode.d0.loss_dice: 1.2411, decode.d1.loss_cls: 0.8817, decode.d1.loss_mask: 0.7009, decode.d1.loss_dice: 1.1359, decode.d2.loss_cls: 0.7828, decode.d2.loss_mask: 0.6856, decode.d2.loss_dice: 1.0808, decode.d3.loss_cls: 0.7256, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 1.0456, decode.d4.loss_cls: 0.7143, decode.d4.loss_mask: 0.6755, decode.d4.loss_dice: 1.0450, decode.d5.loss_cls: 0.7107, decode.d5.loss_mask: 0.6732, decode.d5.loss_dice: 1.0408, decode.d6.loss_cls: 0.6960, decode.d6.loss_mask: 0.6722, decode.d6.loss_dice: 1.0331, decode.d7.loss_cls: 0.6875, decode.d7.loss_mask: 0.6711, decode.d7.loss_dice: 1.0345, decode.d8.loss_cls: 0.6870, decode.d8.loss_mask: 0.6720, decode.d8.loss_dice: 1.0328, loss: 26.7770, grad_norm: 118.0179 2023-11-26 18:05:22,672 - mmseg - INFO - Iter [56600/160000] lr: 2.466e-06, eta: 10:54:18, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6738, decode.loss_mask: 0.6893, decode.loss_dice: 1.0475, decode.d0.loss_cls: 2.6743, decode.d0.loss_mask: 0.7522, decode.d0.loss_dice: 1.2548, decode.d1.loss_cls: 0.8435, decode.d1.loss_mask: 0.7335, decode.d1.loss_dice: 1.1582, decode.d2.loss_cls: 0.7573, decode.d2.loss_mask: 0.7060, decode.d2.loss_dice: 1.0951, decode.d3.loss_cls: 0.7270, decode.d3.loss_mask: 0.6938, decode.d3.loss_dice: 1.0584, decode.d4.loss_cls: 0.7147, decode.d4.loss_mask: 0.6937, decode.d4.loss_dice: 1.0593, decode.d5.loss_cls: 0.7025, decode.d5.loss_mask: 0.6951, decode.d5.loss_dice: 1.0573, decode.d6.loss_cls: 0.6991, decode.d6.loss_mask: 0.6895, decode.d6.loss_dice: 1.0463, decode.d7.loss_cls: 0.6840, decode.d7.loss_mask: 0.6886, decode.d7.loss_dice: 1.0544, decode.d8.loss_cls: 0.6765, decode.d8.loss_mask: 0.6881, decode.d8.loss_dice: 1.0509, loss: 27.0646, grad_norm: 117.3049 2023-11-26 18:05:41,901 - mmseg - INFO - Iter [56650/160000] lr: 2.464e-06, eta: 10:53:59, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6858, decode.loss_mask: 0.6987, decode.loss_dice: 1.0460, decode.d0.loss_cls: 2.6313, decode.d0.loss_mask: 0.7546, decode.d0.loss_dice: 1.2424, decode.d1.loss_cls: 0.8637, decode.d1.loss_mask: 0.7362, decode.d1.loss_dice: 1.1386, decode.d2.loss_cls: 0.7669, decode.d2.loss_mask: 0.7161, decode.d2.loss_dice: 1.0904, decode.d3.loss_cls: 0.7341, decode.d3.loss_mask: 0.7102, decode.d3.loss_dice: 1.0621, decode.d4.loss_cls: 0.7132, decode.d4.loss_mask: 0.7062, decode.d4.loss_dice: 1.0561, decode.d5.loss_cls: 0.7065, decode.d5.loss_mask: 0.7077, decode.d5.loss_dice: 1.0535, decode.d6.loss_cls: 0.6917, decode.d6.loss_mask: 0.7054, decode.d6.loss_dice: 1.0455, decode.d7.loss_cls: 0.6856, decode.d7.loss_mask: 0.7026, decode.d7.loss_dice: 1.0503, decode.d8.loss_cls: 0.6855, decode.d8.loss_mask: 0.7029, decode.d8.loss_dice: 1.0476, loss: 27.1374, grad_norm: 112.3400 2023-11-26 18:06:00,981 - mmseg - INFO - Iter [56700/160000] lr: 2.463e-06, eta: 10:53:41, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6914, decode.loss_mask: 0.6985, decode.loss_dice: 1.0247, decode.d0.loss_cls: 2.5894, decode.d0.loss_mask: 0.7642, decode.d0.loss_dice: 1.2326, decode.d1.loss_cls: 0.8555, decode.d1.loss_mask: 0.7485, decode.d1.loss_dice: 1.1235, decode.d2.loss_cls: 0.7582, decode.d2.loss_mask: 0.7216, decode.d2.loss_dice: 1.0755, decode.d3.loss_cls: 0.7347, decode.d3.loss_mask: 0.7094, decode.d3.loss_dice: 1.0423, decode.d4.loss_cls: 0.7140, decode.d4.loss_mask: 0.7070, decode.d4.loss_dice: 1.0448, decode.d5.loss_cls: 0.7027, decode.d5.loss_mask: 0.7077, decode.d5.loss_dice: 1.0389, decode.d6.loss_cls: 0.7118, decode.d6.loss_mask: 0.7023, decode.d6.loss_dice: 1.0264, decode.d7.loss_cls: 0.7047, decode.d7.loss_mask: 0.7012, decode.d7.loss_dice: 1.0248, decode.d8.loss_cls: 0.6930, decode.d8.loss_mask: 0.7048, decode.d8.loss_dice: 1.0223, loss: 26.9767, grad_norm: 123.4397 2023-11-26 18:06:21,282 - mmseg - INFO - Iter [56750/160000] lr: 2.462e-06, eta: 10:53:24, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6791, decode.loss_mask: 0.6941, decode.loss_dice: 1.0257, decode.d0.loss_cls: 2.6661, decode.d0.loss_mask: 0.7447, decode.d0.loss_dice: 1.2195, decode.d1.loss_cls: 0.8629, decode.d1.loss_mask: 0.7226, decode.d1.loss_dice: 1.1188, decode.d2.loss_cls: 0.7632, decode.d2.loss_mask: 0.7081, decode.d2.loss_dice: 1.0677, decode.d3.loss_cls: 0.7229, decode.d3.loss_mask: 0.6961, decode.d3.loss_dice: 1.0388, decode.d4.loss_cls: 0.7118, decode.d4.loss_mask: 0.6969, decode.d4.loss_dice: 1.0367, decode.d5.loss_cls: 0.6951, decode.d5.loss_mask: 0.6959, decode.d5.loss_dice: 1.0372, decode.d6.loss_cls: 0.6886, decode.d6.loss_mask: 0.6968, decode.d6.loss_dice: 1.0277, decode.d7.loss_cls: 0.6852, decode.d7.loss_mask: 0.6962, decode.d7.loss_dice: 1.0287, decode.d8.loss_cls: 0.6827, decode.d8.loss_mask: 0.6952, decode.d8.loss_dice: 1.0249, loss: 26.8300, grad_norm: 120.6587 2023-11-26 18:06:40,169 - mmseg - INFO - Iter [56800/160000] lr: 2.461e-06, eta: 10:53:05, time: 0.378, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7043, decode.loss_mask: 0.7200, decode.loss_dice: 1.0444, decode.d0.loss_cls: 2.6400, decode.d0.loss_mask: 0.7890, decode.d0.loss_dice: 1.2597, decode.d1.loss_cls: 0.8713, decode.d1.loss_mask: 0.7567, decode.d1.loss_dice: 1.1463, decode.d2.loss_cls: 0.7678, decode.d2.loss_mask: 0.7412, decode.d2.loss_dice: 1.1051, decode.d3.loss_cls: 0.7384, decode.d3.loss_mask: 0.7337, decode.d3.loss_dice: 1.0706, decode.d4.loss_cls: 0.7257, decode.d4.loss_mask: 0.7302, decode.d4.loss_dice: 1.0637, decode.d5.loss_cls: 0.7159, decode.d5.loss_mask: 0.7282, decode.d5.loss_dice: 1.0616, decode.d6.loss_cls: 0.7106, decode.d6.loss_mask: 0.7241, decode.d6.loss_dice: 1.0491, decode.d7.loss_cls: 0.7007, decode.d7.loss_mask: 0.7234, decode.d7.loss_dice: 1.0480, decode.d8.loss_cls: 0.6994, decode.d8.loss_mask: 0.7218, decode.d8.loss_dice: 1.0472, loss: 27.5380, grad_norm: 124.0510 2023-11-26 18:07:01,424 - mmseg - INFO - Iter [56850/160000] lr: 2.460e-06, eta: 10:52:50, time: 0.425, data_time: 0.057, memory: 36416, decode.loss_cls: 0.7126, decode.loss_mask: 0.6857, decode.loss_dice: 1.0638, decode.d0.loss_cls: 2.6457, decode.d0.loss_mask: 0.7487, decode.d0.loss_dice: 1.2782, decode.d1.loss_cls: 0.8903, decode.d1.loss_mask: 0.7255, decode.d1.loss_dice: 1.1684, decode.d2.loss_cls: 0.8015, decode.d2.loss_mask: 0.7052, decode.d2.loss_dice: 1.1083, decode.d3.loss_cls: 0.7643, decode.d3.loss_mask: 0.6928, decode.d3.loss_dice: 1.0738, decode.d4.loss_cls: 0.7385, decode.d4.loss_mask: 0.6977, decode.d4.loss_dice: 1.0734, decode.d5.loss_cls: 0.7311, decode.d5.loss_mask: 0.6916, decode.d5.loss_dice: 1.0688, decode.d6.loss_cls: 0.7166, decode.d6.loss_mask: 0.6904, decode.d6.loss_dice: 1.0638, decode.d7.loss_cls: 0.7129, decode.d7.loss_mask: 0.6892, decode.d7.loss_dice: 1.0625, decode.d8.loss_cls: 0.7076, decode.d8.loss_mask: 0.6897, decode.d8.loss_dice: 1.0670, loss: 27.4654, grad_norm: 110.7710 2023-11-26 18:07:19,874 - mmseg - INFO - Iter [56900/160000] lr: 2.458e-06, eta: 10:52:30, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7236, decode.loss_mask: 0.6945, decode.loss_dice: 1.0622, decode.d0.loss_cls: 2.6605, decode.d0.loss_mask: 0.7588, decode.d0.loss_dice: 1.2701, decode.d1.loss_cls: 0.8932, decode.d1.loss_mask: 0.7356, decode.d1.loss_dice: 1.1642, decode.d2.loss_cls: 0.7939, decode.d2.loss_mask: 0.7149, decode.d2.loss_dice: 1.1168, decode.d3.loss_cls: 0.7502, decode.d3.loss_mask: 0.7100, decode.d3.loss_dice: 1.0803, decode.d4.loss_cls: 0.7445, decode.d4.loss_mask: 0.7036, decode.d4.loss_dice: 1.0786, decode.d5.loss_cls: 0.7389, decode.d5.loss_mask: 0.7026, decode.d5.loss_dice: 1.0768, decode.d6.loss_cls: 0.7266, decode.d6.loss_mask: 0.6996, decode.d6.loss_dice: 1.0648, decode.d7.loss_cls: 0.7324, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0640, decode.d8.loss_cls: 0.7216, decode.d8.loss_mask: 0.7011, decode.d8.loss_dice: 1.0698, loss: 27.6509, grad_norm: 114.6392 2023-11-26 18:07:38,161 - mmseg - INFO - Iter [56950/160000] lr: 2.457e-06, eta: 10:52:10, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6569, decode.loss_mask: 0.6706, decode.loss_dice: 1.0143, decode.d0.loss_cls: 2.6274, decode.d0.loss_mask: 0.7256, decode.d0.loss_dice: 1.2099, decode.d1.loss_cls: 0.8332, decode.d1.loss_mask: 0.7008, decode.d1.loss_dice: 1.1078, decode.d2.loss_cls: 0.7274, decode.d2.loss_mask: 0.6850, decode.d2.loss_dice: 1.0646, decode.d3.loss_cls: 0.6861, decode.d3.loss_mask: 0.6813, decode.d3.loss_dice: 1.0358, decode.d4.loss_cls: 0.6750, decode.d4.loss_mask: 0.6776, decode.d4.loss_dice: 1.0348, decode.d5.loss_cls: 0.6670, decode.d5.loss_mask: 0.6714, decode.d5.loss_dice: 1.0273, decode.d6.loss_cls: 0.6651, decode.d6.loss_mask: 0.6705, decode.d6.loss_dice: 1.0159, decode.d7.loss_cls: 0.6551, decode.d7.loss_mask: 0.6720, decode.d7.loss_dice: 1.0167, decode.d8.loss_cls: 0.6532, decode.d8.loss_mask: 0.6723, decode.d8.loss_dice: 1.0232, loss: 26.2239, grad_norm: 121.8740 2023-11-26 18:07:57,507 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:07:57,507 - mmseg - INFO - Iter [57000/160000] lr: 2.456e-06, eta: 10:51:51, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6934, decode.loss_mask: 0.6795, decode.loss_dice: 1.0409, decode.d0.loss_cls: 2.6476, decode.d0.loss_mask: 0.7425, decode.d0.loss_dice: 1.2612, decode.d1.loss_cls: 0.8689, decode.d1.loss_mask: 0.7226, decode.d1.loss_dice: 1.1467, decode.d2.loss_cls: 0.7849, decode.d2.loss_mask: 0.7003, decode.d2.loss_dice: 1.0858, decode.d3.loss_cls: 0.7333, decode.d3.loss_mask: 0.6924, decode.d3.loss_dice: 1.0617, decode.d4.loss_cls: 0.7126, decode.d4.loss_mask: 0.6909, decode.d4.loss_dice: 1.0653, decode.d5.loss_cls: 0.7073, decode.d5.loss_mask: 0.6893, decode.d5.loss_dice: 1.0616, decode.d6.loss_cls: 0.6981, decode.d6.loss_mask: 0.6843, decode.d6.loss_dice: 1.0489, decode.d7.loss_cls: 0.6898, decode.d7.loss_mask: 0.6842, decode.d7.loss_dice: 1.0497, decode.d8.loss_cls: 0.6811, decode.d8.loss_mask: 0.6847, decode.d8.loss_dice: 1.0486, loss: 27.0578, grad_norm: 117.5320 2023-11-26 18:08:16,596 - mmseg - INFO - Iter [57050/160000] lr: 2.455e-06, eta: 10:51:33, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6291, decode.loss_mask: 0.6574, decode.loss_dice: 1.0127, decode.d0.loss_cls: 2.5803, decode.d0.loss_mask: 0.7143, decode.d0.loss_dice: 1.2046, decode.d1.loss_cls: 0.8034, decode.d1.loss_mask: 0.6915, decode.d1.loss_dice: 1.1063, decode.d2.loss_cls: 0.7178, decode.d2.loss_mask: 0.6706, decode.d2.loss_dice: 1.0661, decode.d3.loss_cls: 0.6694, decode.d3.loss_mask: 0.6646, decode.d3.loss_dice: 1.0371, decode.d4.loss_cls: 0.6634, decode.d4.loss_mask: 0.6638, decode.d4.loss_dice: 1.0357, decode.d5.loss_cls: 0.6444, decode.d5.loss_mask: 0.6627, decode.d5.loss_dice: 1.0276, decode.d6.loss_cls: 0.6314, decode.d6.loss_mask: 0.6647, decode.d6.loss_dice: 1.0199, decode.d7.loss_cls: 0.6320, decode.d7.loss_mask: 0.6616, decode.d7.loss_dice: 1.0179, decode.d8.loss_cls: 0.6294, decode.d8.loss_mask: 0.6575, decode.d8.loss_dice: 1.0205, loss: 25.8578, grad_norm: 108.6300 2023-11-26 18:08:35,226 - mmseg - INFO - Iter [57100/160000] lr: 2.454e-06, eta: 10:51:13, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6344, decode.loss_mask: 0.6825, decode.loss_dice: 1.0246, decode.d0.loss_cls: 2.5842, decode.d0.loss_mask: 0.7474, decode.d0.loss_dice: 1.2415, decode.d1.loss_cls: 0.8303, decode.d1.loss_mask: 0.7260, decode.d1.loss_dice: 1.1206, decode.d2.loss_cls: 0.7190, decode.d2.loss_mask: 0.7018, decode.d2.loss_dice: 1.0739, decode.d3.loss_cls: 0.6699, decode.d3.loss_mask: 0.6916, decode.d3.loss_dice: 1.0438, decode.d4.loss_cls: 0.6564, decode.d4.loss_mask: 0.6912, decode.d4.loss_dice: 1.0435, decode.d5.loss_cls: 0.6496, decode.d5.loss_mask: 0.6884, decode.d5.loss_dice: 1.0376, decode.d6.loss_cls: 0.6383, decode.d6.loss_mask: 0.6889, decode.d6.loss_dice: 1.0313, decode.d7.loss_cls: 0.6401, decode.d7.loss_mask: 0.6865, decode.d7.loss_dice: 1.0276, decode.d8.loss_cls: 0.6422, decode.d8.loss_mask: 0.6853, decode.d8.loss_dice: 1.0299, loss: 26.3281, grad_norm: 115.9698 2023-11-26 18:08:53,948 - mmseg - INFO - Iter [57150/160000] lr: 2.452e-06, eta: 10:50:53, time: 0.374, data_time: 0.011, memory: 36416, decode.loss_cls: 0.6593, decode.loss_mask: 0.6918, decode.loss_dice: 1.0434, decode.d0.loss_cls: 2.6348, decode.d0.loss_mask: 0.7465, decode.d0.loss_dice: 1.2519, decode.d1.loss_cls: 0.8436, decode.d1.loss_mask: 0.7267, decode.d1.loss_dice: 1.1411, decode.d2.loss_cls: 0.7410, decode.d2.loss_mask: 0.7101, decode.d2.loss_dice: 1.0930, decode.d3.loss_cls: 0.7068, decode.d3.loss_mask: 0.7000, decode.d3.loss_dice: 1.0623, decode.d4.loss_cls: 0.6801, decode.d4.loss_mask: 0.6999, decode.d4.loss_dice: 1.0580, decode.d5.loss_cls: 0.6633, decode.d5.loss_mask: 0.6988, decode.d5.loss_dice: 1.0552, decode.d6.loss_cls: 0.6657, decode.d6.loss_mask: 0.6934, decode.d6.loss_dice: 1.0487, decode.d7.loss_cls: 0.6627, decode.d7.loss_mask: 0.6915, decode.d7.loss_dice: 1.0485, decode.d8.loss_cls: 0.6587, decode.d8.loss_mask: 0.6926, decode.d8.loss_dice: 1.0494, loss: 26.8190, grad_norm: 118.9434 2023-11-26 18:09:12,900 - mmseg - INFO - Iter [57200/160000] lr: 2.451e-06, eta: 10:50:34, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6403, decode.loss_mask: 0.6806, decode.loss_dice: 1.0277, decode.d0.loss_cls: 2.6503, decode.d0.loss_mask: 0.7349, decode.d0.loss_dice: 1.2222, decode.d1.loss_cls: 0.8264, decode.d1.loss_mask: 0.7106, decode.d1.loss_dice: 1.1090, decode.d2.loss_cls: 0.7240, decode.d2.loss_mask: 0.6917, decode.d2.loss_dice: 1.0734, decode.d3.loss_cls: 0.6807, decode.d3.loss_mask: 0.6828, decode.d3.loss_dice: 1.0435, decode.d4.loss_cls: 0.6714, decode.d4.loss_mask: 0.6828, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6646, decode.d5.loss_mask: 0.6803, decode.d5.loss_dice: 1.0355, decode.d6.loss_cls: 0.6585, decode.d6.loss_mask: 0.6783, decode.d6.loss_dice: 1.0283, decode.d7.loss_cls: 0.6499, decode.d7.loss_mask: 0.6803, decode.d7.loss_dice: 1.0319, decode.d8.loss_cls: 0.6430, decode.d8.loss_mask: 0.6805, decode.d8.loss_dice: 1.0336, loss: 26.3553, grad_norm: 111.7410 2023-11-26 18:09:32,001 - mmseg - INFO - Iter [57250/160000] lr: 2.450e-06, eta: 10:50:16, time: 0.382, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6569, decode.loss_mask: 0.6918, decode.loss_dice: 1.0372, decode.d0.loss_cls: 2.6391, decode.d0.loss_mask: 0.7501, decode.d0.loss_dice: 1.2292, decode.d1.loss_cls: 0.8290, decode.d1.loss_mask: 0.7315, decode.d1.loss_dice: 1.1337, decode.d2.loss_cls: 0.7337, decode.d2.loss_mask: 0.7086, decode.d2.loss_dice: 1.0811, decode.d3.loss_cls: 0.6925, decode.d3.loss_mask: 0.7037, decode.d3.loss_dice: 1.0569, decode.d4.loss_cls: 0.6862, decode.d4.loss_mask: 0.7001, decode.d4.loss_dice: 1.0511, decode.d5.loss_cls: 0.6701, decode.d5.loss_mask: 0.6931, decode.d5.loss_dice: 1.0494, decode.d6.loss_cls: 0.6644, decode.d6.loss_mask: 0.6951, decode.d6.loss_dice: 1.0381, decode.d7.loss_cls: 0.6477, decode.d7.loss_mask: 0.6928, decode.d7.loss_dice: 1.0364, decode.d8.loss_cls: 0.6516, decode.d8.loss_mask: 0.6910, decode.d8.loss_dice: 1.0377, loss: 26.6798, grad_norm: 118.1053 2023-11-26 18:09:51,059 - mmseg - INFO - Iter [57300/160000] lr: 2.449e-06, eta: 10:49:57, time: 0.381, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6997, decode.loss_mask: 0.6780, decode.loss_dice: 1.0226, decode.d0.loss_cls: 2.7004, decode.d0.loss_mask: 0.7225, decode.d0.loss_dice: 1.2451, decode.d1.loss_cls: 0.8999, decode.d1.loss_mask: 0.7081, decode.d1.loss_dice: 1.1269, decode.d2.loss_cls: 0.7798, decode.d2.loss_mask: 0.6975, decode.d2.loss_dice: 1.0840, decode.d3.loss_cls: 0.7433, decode.d3.loss_mask: 0.6890, decode.d3.loss_dice: 1.0483, decode.d4.loss_cls: 0.7139, decode.d4.loss_mask: 0.6932, decode.d4.loss_dice: 1.0522, decode.d5.loss_cls: 0.7076, decode.d5.loss_mask: 0.6869, decode.d5.loss_dice: 1.0417, decode.d6.loss_cls: 0.6965, decode.d6.loss_mask: 0.6839, decode.d6.loss_dice: 1.0357, decode.d7.loss_cls: 0.6883, decode.d7.loss_mask: 0.6833, decode.d7.loss_dice: 1.0332, decode.d8.loss_cls: 0.6935, decode.d8.loss_mask: 0.6807, decode.d8.loss_dice: 1.0327, loss: 26.9684, grad_norm: 120.9326 2023-11-26 18:10:12,019 - mmseg - INFO - Iter [57350/160000] lr: 2.448e-06, eta: 10:49:41, time: 0.419, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6721, decode.loss_mask: 0.6903, decode.loss_dice: 1.0269, decode.d0.loss_cls: 2.6536, decode.d0.loss_mask: 0.7546, decode.d0.loss_dice: 1.2324, decode.d1.loss_cls: 0.8329, decode.d1.loss_mask: 0.7325, decode.d1.loss_dice: 1.1268, decode.d2.loss_cls: 0.7491, decode.d2.loss_mask: 0.7076, decode.d2.loss_dice: 1.0761, decode.d3.loss_cls: 0.7192, decode.d3.loss_mask: 0.6986, decode.d3.loss_dice: 1.0432, decode.d4.loss_cls: 0.6990, decode.d4.loss_mask: 0.6969, decode.d4.loss_dice: 1.0419, decode.d5.loss_cls: 0.6883, decode.d5.loss_mask: 0.6980, decode.d5.loss_dice: 1.0343, decode.d6.loss_cls: 0.6784, decode.d6.loss_mask: 0.6940, decode.d6.loss_dice: 1.0197, decode.d7.loss_cls: 0.6708, decode.d7.loss_mask: 0.6931, decode.d7.loss_dice: 1.0243, decode.d8.loss_cls: 0.6715, decode.d8.loss_mask: 0.6913, decode.d8.loss_dice: 1.0277, loss: 26.7450, grad_norm: 129.8832 2023-11-26 18:10:31,216 - mmseg - INFO - Iter [57400/160000] lr: 2.447e-06, eta: 10:49:23, time: 0.384, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6956, decode.loss_mask: 0.7002, decode.loss_dice: 1.0199, decode.d0.loss_cls: 2.6280, decode.d0.loss_mask: 0.7613, decode.d0.loss_dice: 1.2240, decode.d1.loss_cls: 0.8590, decode.d1.loss_mask: 0.7368, decode.d1.loss_dice: 1.1220, decode.d2.loss_cls: 0.7630, decode.d2.loss_mask: 0.7208, decode.d2.loss_dice: 1.0721, decode.d3.loss_cls: 0.7251, decode.d3.loss_mask: 0.7153, decode.d3.loss_dice: 1.0371, decode.d4.loss_cls: 0.7173, decode.d4.loss_mask: 0.7044, decode.d4.loss_dice: 1.0397, decode.d5.loss_cls: 0.7059, decode.d5.loss_mask: 0.7030, decode.d5.loss_dice: 1.0322, decode.d6.loss_cls: 0.7015, decode.d6.loss_mask: 0.7010, decode.d6.loss_dice: 1.0240, decode.d7.loss_cls: 0.6937, decode.d7.loss_mask: 0.6998, decode.d7.loss_dice: 1.0317, decode.d8.loss_cls: 0.6897, decode.d8.loss_mask: 0.6998, decode.d8.loss_dice: 1.0287, loss: 26.9525, grad_norm: 125.6053 2023-11-26 18:10:50,237 - mmseg - INFO - Iter [57450/160000] lr: 2.445e-06, eta: 10:49:04, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6591, decode.loss_mask: 0.7033, decode.loss_dice: 1.0133, decode.d0.loss_cls: 2.6040, decode.d0.loss_mask: 0.7631, decode.d0.loss_dice: 1.2083, decode.d1.loss_cls: 0.8231, decode.d1.loss_mask: 0.7370, decode.d1.loss_dice: 1.1065, decode.d2.loss_cls: 0.7270, decode.d2.loss_mask: 0.7262, decode.d2.loss_dice: 1.0621, decode.d3.loss_cls: 0.6957, decode.d3.loss_mask: 0.7153, decode.d3.loss_dice: 1.0283, decode.d4.loss_cls: 0.6744, decode.d4.loss_mask: 0.7081, decode.d4.loss_dice: 1.0320, decode.d5.loss_cls: 0.6719, decode.d5.loss_mask: 0.7080, decode.d5.loss_dice: 1.0290, decode.d6.loss_cls: 0.6677, decode.d6.loss_mask: 0.7022, decode.d6.loss_dice: 1.0189, decode.d7.loss_cls: 0.6553, decode.d7.loss_mask: 0.7059, decode.d7.loss_dice: 1.0175, decode.d8.loss_cls: 0.6569, decode.d8.loss_mask: 0.7034, decode.d8.loss_dice: 1.0142, loss: 26.5376, grad_norm: 135.9342 2023-11-26 18:11:08,924 - mmseg - INFO - Iter [57500/160000] lr: 2.444e-06, eta: 10:48:44, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6424, decode.loss_mask: 0.6974, decode.loss_dice: 1.0220, decode.d0.loss_cls: 2.6214, decode.d0.loss_mask: 0.7617, decode.d0.loss_dice: 1.2254, decode.d1.loss_cls: 0.8192, decode.d1.loss_mask: 0.7387, decode.d1.loss_dice: 1.1236, decode.d2.loss_cls: 0.7286, decode.d2.loss_mask: 0.7192, decode.d2.loss_dice: 1.0690, decode.d3.loss_cls: 0.6883, decode.d3.loss_mask: 0.7100, decode.d3.loss_dice: 1.0393, decode.d4.loss_cls: 0.6620, decode.d4.loss_mask: 0.7059, decode.d4.loss_dice: 1.0437, decode.d5.loss_cls: 0.6695, decode.d5.loss_mask: 0.7051, decode.d5.loss_dice: 1.0344, decode.d6.loss_cls: 0.6578, decode.d6.loss_mask: 0.7010, decode.d6.loss_dice: 1.0230, decode.d7.loss_cls: 0.6507, decode.d7.loss_mask: 0.6965, decode.d7.loss_dice: 1.0203, decode.d8.loss_cls: 0.6397, decode.d8.loss_mask: 0.6987, decode.d8.loss_dice: 1.0220, loss: 26.5363, grad_norm: 112.0147 2023-11-26 18:11:27,352 - mmseg - INFO - Iter [57550/160000] lr: 2.443e-06, eta: 10:48:24, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6904, decode.loss_mask: 0.6930, decode.loss_dice: 1.0087, decode.d0.loss_cls: 2.6568, decode.d0.loss_mask: 0.7419, decode.d0.loss_dice: 1.2097, decode.d1.loss_cls: 0.8667, decode.d1.loss_mask: 0.7355, decode.d1.loss_dice: 1.1142, decode.d2.loss_cls: 0.7684, decode.d2.loss_mask: 0.7143, decode.d2.loss_dice: 1.0649, decode.d3.loss_cls: 0.7358, decode.d3.loss_mask: 0.7028, decode.d3.loss_dice: 1.0350, decode.d4.loss_cls: 0.7153, decode.d4.loss_mask: 0.7018, decode.d4.loss_dice: 1.0293, decode.d5.loss_cls: 0.7068, decode.d5.loss_mask: 0.6967, decode.d5.loss_dice: 1.0306, decode.d6.loss_cls: 0.6973, decode.d6.loss_mask: 0.6938, decode.d6.loss_dice: 1.0181, decode.d7.loss_cls: 0.6870, decode.d7.loss_mask: 0.6962, decode.d7.loss_dice: 1.0197, decode.d8.loss_cls: 0.6883, decode.d8.loss_mask: 0.6968, decode.d8.loss_dice: 1.0146, loss: 26.8303, grad_norm: 134.8314 2023-11-26 18:11:46,209 - mmseg - INFO - Iter [57600/160000] lr: 2.442e-06, eta: 10:48:05, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6562, decode.loss_mask: 0.6803, decode.loss_dice: 1.0111, decode.d0.loss_cls: 2.6207, decode.d0.loss_mask: 0.7291, decode.d0.loss_dice: 1.2099, decode.d1.loss_cls: 0.8237, decode.d1.loss_mask: 0.7108, decode.d1.loss_dice: 1.1003, decode.d2.loss_cls: 0.7245, decode.d2.loss_mask: 0.6944, decode.d2.loss_dice: 1.0590, decode.d3.loss_cls: 0.6874, decode.d3.loss_mask: 0.6825, decode.d3.loss_dice: 1.0332, decode.d4.loss_cls: 0.6753, decode.d4.loss_mask: 0.6846, decode.d4.loss_dice: 1.0327, decode.d5.loss_cls: 0.6633, decode.d5.loss_mask: 0.6823, decode.d5.loss_dice: 1.0303, decode.d6.loss_cls: 0.6654, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 1.0152, decode.d7.loss_cls: 0.6594, decode.d7.loss_mask: 0.6832, decode.d7.loss_dice: 1.0160, decode.d8.loss_cls: 0.6562, decode.d8.loss_mask: 0.6787, decode.d8.loss_dice: 1.0153, loss: 26.2630, grad_norm: 112.1244 2023-11-26 18:12:04,751 - mmseg - INFO - Iter [57650/160000] lr: 2.441e-06, eta: 10:47:45, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6536, decode.loss_mask: 0.6734, decode.loss_dice: 1.0184, decode.d0.loss_cls: 2.6647, decode.d0.loss_mask: 0.7298, decode.d0.loss_dice: 1.2106, decode.d1.loss_cls: 0.8408, decode.d1.loss_mask: 0.7118, decode.d1.loss_dice: 1.1049, decode.d2.loss_cls: 0.7295, decode.d2.loss_mask: 0.6871, decode.d2.loss_dice: 1.0737, decode.d3.loss_cls: 0.6975, decode.d3.loss_mask: 0.6800, decode.d3.loss_dice: 1.0351, decode.d4.loss_cls: 0.6845, decode.d4.loss_mask: 0.6807, decode.d4.loss_dice: 1.0344, decode.d5.loss_cls: 0.6644, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 1.0338, decode.d6.loss_cls: 0.6560, decode.d6.loss_mask: 0.6770, decode.d6.loss_dice: 1.0209, decode.d7.loss_cls: 0.6625, decode.d7.loss_mask: 0.6758, decode.d7.loss_dice: 1.0209, decode.d8.loss_cls: 0.6563, decode.d8.loss_mask: 0.6748, decode.d8.loss_dice: 1.0206, loss: 26.3537, grad_norm: 135.0662 2023-11-26 18:12:23,253 - mmseg - INFO - Iter [57700/160000] lr: 2.439e-06, eta: 10:47:25, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6854, decode.loss_mask: 0.6768, decode.loss_dice: 1.0223, decode.d0.loss_cls: 2.6377, decode.d0.loss_mask: 0.7374, decode.d0.loss_dice: 1.2343, decode.d1.loss_cls: 0.8542, decode.d1.loss_mask: 0.7178, decode.d1.loss_dice: 1.1189, decode.d2.loss_cls: 0.7502, decode.d2.loss_mask: 0.6966, decode.d2.loss_dice: 1.0727, decode.d3.loss_cls: 0.7090, decode.d3.loss_mask: 0.6834, decode.d3.loss_dice: 1.0391, decode.d4.loss_cls: 0.7057, decode.d4.loss_mask: 0.6814, decode.d4.loss_dice: 1.0422, decode.d5.loss_cls: 0.7002, decode.d5.loss_mask: 0.6803, decode.d5.loss_dice: 1.0313, decode.d6.loss_cls: 0.6884, decode.d6.loss_mask: 0.6782, decode.d6.loss_dice: 1.0256, decode.d7.loss_cls: 0.6799, decode.d7.loss_mask: 0.6797, decode.d7.loss_dice: 1.0287, decode.d8.loss_cls: 0.6931, decode.d8.loss_mask: 0.6783, decode.d8.loss_dice: 1.0239, loss: 26.6528, grad_norm: 125.3583 2023-11-26 18:12:41,546 - mmseg - INFO - Iter [57750/160000] lr: 2.438e-06, eta: 10:47:05, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6581, decode.loss_mask: 0.6886, decode.loss_dice: 1.0042, decode.d0.loss_cls: 2.5980, decode.d0.loss_mask: 0.7354, decode.d0.loss_dice: 1.2040, decode.d1.loss_cls: 0.8127, decode.d1.loss_mask: 0.7227, decode.d1.loss_dice: 1.1043, decode.d2.loss_cls: 0.7251, decode.d2.loss_mask: 0.7024, decode.d2.loss_dice: 1.0563, decode.d3.loss_cls: 0.6898, decode.d3.loss_mask: 0.6915, decode.d3.loss_dice: 1.0218, decode.d4.loss_cls: 0.6774, decode.d4.loss_mask: 0.6921, decode.d4.loss_dice: 1.0242, decode.d5.loss_cls: 0.6721, decode.d5.loss_mask: 0.6911, decode.d5.loss_dice: 1.0211, decode.d6.loss_cls: 0.6653, decode.d6.loss_mask: 0.6840, decode.d6.loss_dice: 1.0083, decode.d7.loss_cls: 0.6636, decode.d7.loss_mask: 0.6868, decode.d7.loss_dice: 1.0029, decode.d8.loss_cls: 0.6619, decode.d8.loss_mask: 0.6902, decode.d8.loss_dice: 1.0024, loss: 26.2583, grad_norm: 123.2482 2023-11-26 18:13:00,035 - mmseg - INFO - Iter [57800/160000] lr: 2.437e-06, eta: 10:46:45, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6735, decode.loss_mask: 0.6806, decode.loss_dice: 1.0236, decode.d0.loss_cls: 2.6568, decode.d0.loss_mask: 0.7402, decode.d0.loss_dice: 1.2198, decode.d1.loss_cls: 0.8407, decode.d1.loss_mask: 0.7256, decode.d1.loss_dice: 1.1180, decode.d2.loss_cls: 0.7428, decode.d2.loss_mask: 0.7028, decode.d2.loss_dice: 1.0702, decode.d3.loss_cls: 0.7122, decode.d3.loss_mask: 0.6926, decode.d3.loss_dice: 1.0381, decode.d4.loss_cls: 0.6878, decode.d4.loss_mask: 0.6883, decode.d4.loss_dice: 1.0457, decode.d5.loss_cls: 0.6866, decode.d5.loss_mask: 0.6844, decode.d5.loss_dice: 1.0384, decode.d6.loss_cls: 0.6745, decode.d6.loss_mask: 0.6801, decode.d6.loss_dice: 1.0254, decode.d7.loss_cls: 0.6699, decode.d7.loss_mask: 0.6805, decode.d7.loss_dice: 1.0292, decode.d8.loss_cls: 0.6689, decode.d8.loss_mask: 0.6796, decode.d8.loss_dice: 1.0264, loss: 26.6030, grad_norm: 115.4421 2023-11-26 18:13:18,555 - mmseg - INFO - Iter [57850/160000] lr: 2.436e-06, eta: 10:46:26, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6486, decode.loss_mask: 0.6642, decode.loss_dice: 1.0082, decode.d0.loss_cls: 2.6216, decode.d0.loss_mask: 0.7296, decode.d0.loss_dice: 1.2200, decode.d1.loss_cls: 0.8184, decode.d1.loss_mask: 0.7031, decode.d1.loss_dice: 1.1050, decode.d2.loss_cls: 0.7397, decode.d2.loss_mask: 0.6848, decode.d2.loss_dice: 1.0456, decode.d3.loss_cls: 0.6977, decode.d3.loss_mask: 0.6732, decode.d3.loss_dice: 1.0185, decode.d4.loss_cls: 0.6740, decode.d4.loss_mask: 0.6737, decode.d4.loss_dice: 1.0208, decode.d5.loss_cls: 0.6753, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 1.0142, decode.d6.loss_cls: 0.6587, decode.d6.loss_mask: 0.6681, decode.d6.loss_dice: 1.0121, decode.d7.loss_cls: 0.6549, decode.d7.loss_mask: 0.6662, decode.d7.loss_dice: 1.0094, decode.d8.loss_cls: 0.6482, decode.d8.loss_mask: 0.6647, decode.d8.loss_dice: 1.0108, loss: 26.0969, grad_norm: 117.8824 2023-11-26 18:13:38,338 - mmseg - INFO - Iter [57900/160000] lr: 2.435e-06, eta: 10:46:08, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6995, decode.loss_mask: 0.7176, decode.loss_dice: 1.0554, decode.d0.loss_cls: 2.6475, decode.d0.loss_mask: 0.7767, decode.d0.loss_dice: 1.2388, decode.d1.loss_cls: 0.8836, decode.d1.loss_mask: 0.7469, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.7767, decode.d2.loss_mask: 0.7303, decode.d2.loss_dice: 1.0876, decode.d3.loss_cls: 0.7387, decode.d3.loss_mask: 0.7207, decode.d3.loss_dice: 1.0558, decode.d4.loss_cls: 0.7304, decode.d4.loss_mask: 0.7239, decode.d4.loss_dice: 1.0567, decode.d5.loss_cls: 0.7108, decode.d5.loss_mask: 0.7194, decode.d5.loss_dice: 1.0556, decode.d6.loss_cls: 0.7039, decode.d6.loss_mask: 0.7153, decode.d6.loss_dice: 1.0492, decode.d7.loss_cls: 0.6929, decode.d7.loss_mask: 0.7174, decode.d7.loss_dice: 1.0488, decode.d8.loss_cls: 0.6928, decode.d8.loss_mask: 0.7154, decode.d8.loss_dice: 1.0540, loss: 27.4000, grad_norm: 112.8517 2023-11-26 18:13:58,346 - mmseg - INFO - Iter [57950/160000] lr: 2.433e-06, eta: 10:45:51, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6594, decode.loss_mask: 0.6979, decode.loss_dice: 1.0348, decode.d0.loss_cls: 2.6546, decode.d0.loss_mask: 0.7585, decode.d0.loss_dice: 1.2378, decode.d1.loss_cls: 0.8630, decode.d1.loss_mask: 0.7371, decode.d1.loss_dice: 1.1271, decode.d2.loss_cls: 0.7478, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.0754, decode.d3.loss_cls: 0.7128, decode.d3.loss_mask: 0.7107, decode.d3.loss_dice: 1.0466, decode.d4.loss_cls: 0.6956, decode.d4.loss_mask: 0.7072, decode.d4.loss_dice: 1.0432, decode.d5.loss_cls: 0.6838, decode.d5.loss_mask: 0.7071, decode.d5.loss_dice: 1.0473, decode.d6.loss_cls: 0.6852, decode.d6.loss_mask: 0.7014, decode.d6.loss_dice: 1.0307, decode.d7.loss_cls: 0.6684, decode.d7.loss_mask: 0.7032, decode.d7.loss_dice: 1.0277, decode.d8.loss_cls: 0.6680, decode.d8.loss_mask: 0.7006, decode.d8.loss_dice: 1.0341, loss: 26.8838, grad_norm: 117.2785 2023-11-26 18:14:17,187 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:14:17,187 - mmseg - INFO - Iter [58000/160000] lr: 2.432e-06, eta: 10:45:32, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6777, decode.loss_mask: 0.7142, decode.loss_dice: 1.0291, decode.d0.loss_cls: 2.6141, decode.d0.loss_mask: 0.7809, decode.d0.loss_dice: 1.2395, decode.d1.loss_cls: 0.8320, decode.d1.loss_mask: 0.7513, decode.d1.loss_dice: 1.1339, decode.d2.loss_cls: 0.7472, decode.d2.loss_mask: 0.7433, decode.d2.loss_dice: 1.0808, decode.d3.loss_cls: 0.7181, decode.d3.loss_mask: 0.7275, decode.d3.loss_dice: 1.0472, decode.d4.loss_cls: 0.7007, decode.d4.loss_mask: 0.7289, decode.d4.loss_dice: 1.0434, decode.d5.loss_cls: 0.6889, decode.d5.loss_mask: 0.7270, decode.d5.loss_dice: 1.0382, decode.d6.loss_cls: 0.6807, decode.d6.loss_mask: 0.7258, decode.d6.loss_dice: 1.0289, decode.d7.loss_cls: 0.6710, decode.d7.loss_mask: 0.7222, decode.d7.loss_dice: 1.0269, decode.d8.loss_cls: 0.6799, decode.d8.loss_mask: 0.7180, decode.d8.loss_dice: 1.0299, loss: 27.0474, grad_norm: 125.5888 2023-11-26 18:14:35,750 - mmseg - INFO - Iter [58050/160000] lr: 2.431e-06, eta: 10:45:12, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.7336, decode.loss_mask: 0.6810, decode.loss_dice: 1.0399, decode.d0.loss_cls: 2.6818, decode.d0.loss_mask: 0.7383, decode.d0.loss_dice: 1.2476, decode.d1.loss_cls: 0.9166, decode.d1.loss_mask: 0.7205, decode.d1.loss_dice: 1.1338, decode.d2.loss_cls: 0.8128, decode.d2.loss_mask: 0.6956, decode.d2.loss_dice: 1.0819, decode.d3.loss_cls: 0.7797, decode.d3.loss_mask: 0.6835, decode.d3.loss_dice: 1.0519, decode.d4.loss_cls: 0.7536, decode.d4.loss_mask: 0.6870, decode.d4.loss_dice: 1.0580, decode.d5.loss_cls: 0.7492, decode.d5.loss_mask: 0.6849, decode.d5.loss_dice: 1.0561, decode.d6.loss_cls: 0.7430, decode.d6.loss_mask: 0.6814, decode.d6.loss_dice: 1.0400, decode.d7.loss_cls: 0.7330, decode.d7.loss_mask: 0.6818, decode.d7.loss_dice: 1.0408, decode.d8.loss_cls: 0.7316, decode.d8.loss_mask: 0.6810, decode.d8.loss_dice: 1.0431, loss: 27.3630, grad_norm: 116.8646 2023-11-26 18:14:56,318 - mmseg - INFO - Iter [58100/160000] lr: 2.430e-06, eta: 10:44:56, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.6499, decode.loss_mask: 0.6793, decode.loss_dice: 1.0231, decode.d0.loss_cls: 2.5623, decode.d0.loss_mask: 0.7379, decode.d0.loss_dice: 1.2258, decode.d1.loss_cls: 0.8378, decode.d1.loss_mask: 0.7165, decode.d1.loss_dice: 1.1158, decode.d2.loss_cls: 0.7415, decode.d2.loss_mask: 0.7006, decode.d2.loss_dice: 1.0706, decode.d3.loss_cls: 0.6939, decode.d3.loss_mask: 0.6947, decode.d3.loss_dice: 1.0349, decode.d4.loss_cls: 0.6824, decode.d4.loss_mask: 0.6934, decode.d4.loss_dice: 1.0356, decode.d5.loss_cls: 0.6678, decode.d5.loss_mask: 0.6879, decode.d5.loss_dice: 1.0314, decode.d6.loss_cls: 0.6618, decode.d6.loss_mask: 0.6852, decode.d6.loss_dice: 1.0217, decode.d7.loss_cls: 0.6632, decode.d7.loss_mask: 0.6825, decode.d7.loss_dice: 1.0273, decode.d8.loss_cls: 0.6511, decode.d8.loss_mask: 0.6838, decode.d8.loss_dice: 1.0264, loss: 26.3860, grad_norm: 126.7653 2023-11-26 18:15:15,919 - mmseg - INFO - Iter [58150/160000] lr: 2.429e-06, eta: 10:44:38, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6584, decode.loss_mask: 0.6887, decode.loss_dice: 1.0439, decode.d0.loss_cls: 2.6306, decode.d0.loss_mask: 0.7454, decode.d0.loss_dice: 1.2441, decode.d1.loss_cls: 0.8510, decode.d1.loss_mask: 0.7281, decode.d1.loss_dice: 1.1472, decode.d2.loss_cls: 0.7516, decode.d2.loss_mask: 0.7066, decode.d2.loss_dice: 1.0970, decode.d3.loss_cls: 0.7011, decode.d3.loss_mask: 0.6976, decode.d3.loss_dice: 1.0632, decode.d4.loss_cls: 0.6944, decode.d4.loss_mask: 0.6923, decode.d4.loss_dice: 1.0561, decode.d5.loss_cls: 0.6887, decode.d5.loss_mask: 0.6870, decode.d5.loss_dice: 1.0544, decode.d6.loss_cls: 0.6809, decode.d6.loss_mask: 0.6841, decode.d6.loss_dice: 1.0430, decode.d7.loss_cls: 0.6689, decode.d7.loss_mask: 0.6873, decode.d7.loss_dice: 1.0465, decode.d8.loss_cls: 0.6687, decode.d8.loss_mask: 0.6881, decode.d8.loss_dice: 1.0435, loss: 26.8383, grad_norm: 119.7430 2023-11-26 18:15:34,830 - mmseg - INFO - Iter [58200/160000] lr: 2.427e-06, eta: 10:44:19, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6687, decode.loss_mask: 0.6802, decode.loss_dice: 1.0223, decode.d0.loss_cls: 2.6333, decode.d0.loss_mask: 0.7342, decode.d0.loss_dice: 1.2235, decode.d1.loss_cls: 0.8542, decode.d1.loss_mask: 0.7153, decode.d1.loss_dice: 1.1206, decode.d2.loss_cls: 0.7611, decode.d2.loss_mask: 0.6875, decode.d2.loss_dice: 1.0605, decode.d3.loss_cls: 0.7332, decode.d3.loss_mask: 0.6762, decode.d3.loss_dice: 1.0300, decode.d4.loss_cls: 0.7004, decode.d4.loss_mask: 0.6792, decode.d4.loss_dice: 1.0352, decode.d5.loss_cls: 0.6926, decode.d5.loss_mask: 0.6807, decode.d5.loss_dice: 1.0336, decode.d6.loss_cls: 0.6985, decode.d6.loss_mask: 0.6745, decode.d6.loss_dice: 1.0212, decode.d7.loss_cls: 0.6838, decode.d7.loss_mask: 0.6779, decode.d7.loss_dice: 1.0210, decode.d8.loss_cls: 0.6785, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 1.0191, loss: 26.5741, grad_norm: 115.1696 2023-11-26 18:15:53,086 - mmseg - INFO - Iter [58250/160000] lr: 2.426e-06, eta: 10:43:58, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6745, decode.loss_mask: 0.6750, decode.loss_dice: 1.0327, decode.d0.loss_cls: 2.6751, decode.d0.loss_mask: 0.7321, decode.d0.loss_dice: 1.2377, decode.d1.loss_cls: 0.8834, decode.d1.loss_mask: 0.7118, decode.d1.loss_dice: 1.1281, decode.d2.loss_cls: 0.7558, decode.d2.loss_mask: 0.6892, decode.d2.loss_dice: 1.0760, decode.d3.loss_cls: 0.7157, decode.d3.loss_mask: 0.6798, decode.d3.loss_dice: 1.0538, decode.d4.loss_cls: 0.7004, decode.d4.loss_mask: 0.6837, decode.d4.loss_dice: 1.0517, decode.d5.loss_cls: 0.6879, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 1.0480, decode.d6.loss_cls: 0.6817, decode.d6.loss_mask: 0.6770, decode.d6.loss_dice: 1.0356, decode.d7.loss_cls: 0.6779, decode.d7.loss_mask: 0.6761, decode.d7.loss_dice: 1.0303, decode.d8.loss_cls: 0.6715, decode.d8.loss_mask: 0.6749, decode.d8.loss_dice: 1.0337, loss: 26.7310, grad_norm: 112.3472 2023-11-26 18:16:11,550 - mmseg - INFO - Iter [58300/160000] lr: 2.425e-06, eta: 10:43:38, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6257, decode.loss_mask: 0.6675, decode.loss_dice: 0.9971, decode.d0.loss_cls: 2.5178, decode.d0.loss_mask: 0.7334, decode.d0.loss_dice: 1.1956, decode.d1.loss_cls: 0.7935, decode.d1.loss_mask: 0.7084, decode.d1.loss_dice: 1.0905, decode.d2.loss_cls: 0.7053, decode.d2.loss_mask: 0.6878, decode.d2.loss_dice: 1.0446, decode.d3.loss_cls: 0.6647, decode.d3.loss_mask: 0.6811, decode.d3.loss_dice: 1.0141, decode.d4.loss_cls: 0.6490, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 1.0193, decode.d5.loss_cls: 0.6491, decode.d5.loss_mask: 0.6737, decode.d5.loss_dice: 1.0136, decode.d6.loss_cls: 0.6379, decode.d6.loss_mask: 0.6696, decode.d6.loss_dice: 0.9944, decode.d7.loss_cls: 0.6288, decode.d7.loss_mask: 0.6707, decode.d7.loss_dice: 1.0011, decode.d8.loss_cls: 0.6268, decode.d8.loss_mask: 0.6670, decode.d8.loss_dice: 0.9999, loss: 25.7056, grad_norm: 118.4368 2023-11-26 18:16:29,826 - mmseg - INFO - Iter [58350/160000] lr: 2.424e-06, eta: 10:43:18, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6667, decode.loss_mask: 0.7214, decode.loss_dice: 1.0385, decode.d0.loss_cls: 2.6018, decode.d0.loss_mask: 0.7684, decode.d0.loss_dice: 1.2267, decode.d1.loss_cls: 0.8293, decode.d1.loss_mask: 0.7468, decode.d1.loss_dice: 1.1232, decode.d2.loss_cls: 0.7447, decode.d2.loss_mask: 0.7253, decode.d2.loss_dice: 1.0731, decode.d3.loss_cls: 0.7137, decode.d3.loss_mask: 0.7248, decode.d3.loss_dice: 1.0465, decode.d4.loss_cls: 0.6905, decode.d4.loss_mask: 0.7172, decode.d4.loss_dice: 1.0446, decode.d5.loss_cls: 0.6739, decode.d5.loss_mask: 0.7243, decode.d5.loss_dice: 1.0488, decode.d6.loss_cls: 0.6856, decode.d6.loss_mask: 0.7195, decode.d6.loss_dice: 1.0365, decode.d7.loss_cls: 0.6660, decode.d7.loss_mask: 0.7244, decode.d7.loss_dice: 1.0383, decode.d8.loss_cls: 0.6692, decode.d8.loss_mask: 0.7216, decode.d8.loss_dice: 1.0350, loss: 26.9464, grad_norm: 122.7652 2023-11-26 18:16:48,360 - mmseg - INFO - Iter [58400/160000] lr: 2.423e-06, eta: 10:42:58, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6435, decode.loss_mask: 0.6813, decode.loss_dice: 1.0279, decode.d0.loss_cls: 2.6289, decode.d0.loss_mask: 0.7437, decode.d0.loss_dice: 1.2224, decode.d1.loss_cls: 0.8241, decode.d1.loss_mask: 0.7277, decode.d1.loss_dice: 1.1147, decode.d2.loss_cls: 0.7129, decode.d2.loss_mask: 0.7009, decode.d2.loss_dice: 1.0655, decode.d3.loss_cls: 0.6833, decode.d3.loss_mask: 0.6942, decode.d3.loss_dice: 1.0400, decode.d4.loss_cls: 0.6650, decode.d4.loss_mask: 0.6938, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6598, decode.d5.loss_mask: 0.6918, decode.d5.loss_dice: 1.0356, decode.d6.loss_cls: 0.6588, decode.d6.loss_mask: 0.6880, decode.d6.loss_dice: 1.0319, decode.d7.loss_cls: 0.6483, decode.d7.loss_mask: 0.6847, decode.d7.loss_dice: 1.0352, decode.d8.loss_cls: 0.6509, decode.d8.loss_mask: 0.6851, decode.d8.loss_dice: 1.0337, loss: 26.4120, grad_norm: 118.2869 2023-11-26 18:17:07,053 - mmseg - INFO - Iter [58450/160000] lr: 2.421e-06, eta: 10:42:39, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6624, decode.loss_mask: 0.6631, decode.loss_dice: 1.0093, decode.d0.loss_cls: 2.6127, decode.d0.loss_mask: 0.7299, decode.d0.loss_dice: 1.2310, decode.d1.loss_cls: 0.8268, decode.d1.loss_mask: 0.7001, decode.d1.loss_dice: 1.1034, decode.d2.loss_cls: 0.7288, decode.d2.loss_mask: 0.6816, decode.d2.loss_dice: 1.0566, decode.d3.loss_cls: 0.6935, decode.d3.loss_mask: 0.6686, decode.d3.loss_dice: 1.0273, decode.d4.loss_cls: 0.6721, decode.d4.loss_mask: 0.6718, decode.d4.loss_dice: 1.0304, decode.d5.loss_cls: 0.6778, decode.d5.loss_mask: 0.6643, decode.d5.loss_dice: 1.0213, decode.d6.loss_cls: 0.6608, decode.d6.loss_mask: 0.6677, decode.d6.loss_dice: 1.0106, decode.d7.loss_cls: 0.6459, decode.d7.loss_mask: 0.6652, decode.d7.loss_dice: 1.0146, decode.d8.loss_cls: 0.6590, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 1.0158, loss: 26.1358, grad_norm: 124.5460 2023-11-26 18:17:25,430 - mmseg - INFO - Iter [58500/160000] lr: 2.420e-06, eta: 10:42:19, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6750, decode.loss_mask: 0.6654, decode.loss_dice: 1.0170, decode.d0.loss_cls: 2.6360, decode.d0.loss_mask: 0.7293, decode.d0.loss_dice: 1.2235, decode.d1.loss_cls: 0.8756, decode.d1.loss_mask: 0.7024, decode.d1.loss_dice: 1.1112, decode.d2.loss_cls: 0.7686, decode.d2.loss_mask: 0.6810, decode.d2.loss_dice: 1.0634, decode.d3.loss_cls: 0.7254, decode.d3.loss_mask: 0.6777, decode.d3.loss_dice: 1.0418, decode.d4.loss_cls: 0.7099, decode.d4.loss_mask: 0.6756, decode.d4.loss_dice: 1.0388, decode.d5.loss_cls: 0.7133, decode.d5.loss_mask: 0.6718, decode.d5.loss_dice: 1.0270, decode.d6.loss_cls: 0.7014, decode.d6.loss_mask: 0.6687, decode.d6.loss_dice: 1.0194, decode.d7.loss_cls: 0.6853, decode.d7.loss_mask: 0.6667, decode.d7.loss_dice: 1.0207, decode.d8.loss_cls: 0.6745, decode.d8.loss_mask: 0.6673, decode.d8.loss_dice: 1.0220, loss: 26.5558, grad_norm: 123.4316 2023-11-26 18:17:43,789 - mmseg - INFO - Iter [58550/160000] lr: 2.419e-06, eta: 10:41:59, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6462, decode.loss_mask: 0.6958, decode.loss_dice: 1.0208, decode.d0.loss_cls: 2.6087, decode.d0.loss_mask: 0.7552, decode.d0.loss_dice: 1.2216, decode.d1.loss_cls: 0.8146, decode.d1.loss_mask: 0.7357, decode.d1.loss_dice: 1.1182, decode.d2.loss_cls: 0.7215, decode.d2.loss_mask: 0.7180, decode.d2.loss_dice: 1.0696, decode.d3.loss_cls: 0.6861, decode.d3.loss_mask: 0.7037, decode.d3.loss_dice: 1.0408, decode.d4.loss_cls: 0.6714, decode.d4.loss_mask: 0.7018, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6661, decode.d5.loss_mask: 0.6991, decode.d5.loss_dice: 1.0376, decode.d6.loss_cls: 0.6575, decode.d6.loss_mask: 0.6958, decode.d6.loss_dice: 1.0265, decode.d7.loss_cls: 0.6477, decode.d7.loss_mask: 0.6977, decode.d7.loss_dice: 1.0260, decode.d8.loss_cls: 0.6493, decode.d8.loss_mask: 0.6980, decode.d8.loss_dice: 1.0282, loss: 26.4973, grad_norm: 129.2803 2023-11-26 18:18:02,080 - mmseg - INFO - Iter [58600/160000] lr: 2.418e-06, eta: 10:41:39, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6982, decode.loss_mask: 0.6938, decode.loss_dice: 1.0415, decode.d0.loss_cls: 2.6763, decode.d0.loss_mask: 0.7518, decode.d0.loss_dice: 1.2375, decode.d1.loss_cls: 0.8688, decode.d1.loss_mask: 0.7298, decode.d1.loss_dice: 1.1379, decode.d2.loss_cls: 0.7713, decode.d2.loss_mask: 0.7178, decode.d2.loss_dice: 1.0896, decode.d3.loss_cls: 0.7359, decode.d3.loss_mask: 0.7042, decode.d3.loss_dice: 1.0563, decode.d4.loss_cls: 0.7078, decode.d4.loss_mask: 0.7021, decode.d4.loss_dice: 1.0592, decode.d5.loss_cls: 0.7057, decode.d5.loss_mask: 0.7026, decode.d5.loss_dice: 1.0576, decode.d6.loss_cls: 0.7048, decode.d6.loss_mask: 0.6957, decode.d6.loss_dice: 1.0423, decode.d7.loss_cls: 0.6934, decode.d7.loss_mask: 0.6948, decode.d7.loss_dice: 1.0444, decode.d8.loss_cls: 0.6980, decode.d8.loss_mask: 0.6962, decode.d8.loss_dice: 1.0443, loss: 27.1596, grad_norm: 125.9638 2023-11-26 18:18:20,391 - mmseg - INFO - Iter [58650/160000] lr: 2.417e-06, eta: 10:41:18, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6474, decode.loss_mask: 0.6658, decode.loss_dice: 1.0151, decode.d0.loss_cls: 2.6670, decode.d0.loss_mask: 0.7222, decode.d0.loss_dice: 1.2023, decode.d1.loss_cls: 0.8163, decode.d1.loss_mask: 0.7076, decode.d1.loss_dice: 1.1007, decode.d2.loss_cls: 0.7208, decode.d2.loss_mask: 0.6841, decode.d2.loss_dice: 1.0546, decode.d3.loss_cls: 0.6830, decode.d3.loss_mask: 0.6777, decode.d3.loss_dice: 1.0234, decode.d4.loss_cls: 0.6703, decode.d4.loss_mask: 0.6770, decode.d4.loss_dice: 1.0281, decode.d5.loss_cls: 0.6607, decode.d5.loss_mask: 0.6745, decode.d5.loss_dice: 1.0295, decode.d6.loss_cls: 0.6482, decode.d6.loss_mask: 0.6700, decode.d6.loss_dice: 1.0168, decode.d7.loss_cls: 0.6406, decode.d7.loss_mask: 0.6672, decode.d7.loss_dice: 1.0108, decode.d8.loss_cls: 0.6434, decode.d8.loss_mask: 0.6688, decode.d8.loss_dice: 1.0201, loss: 26.1141, grad_norm: 120.3236 2023-11-26 18:18:38,767 - mmseg - INFO - Iter [58700/160000] lr: 2.416e-06, eta: 10:40:58, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6670, decode.loss_mask: 0.6731, decode.loss_dice: 1.0314, decode.d0.loss_cls: 2.6199, decode.d0.loss_mask: 0.7307, decode.d0.loss_dice: 1.2386, decode.d1.loss_cls: 0.8583, decode.d1.loss_mask: 0.7069, decode.d1.loss_dice: 1.1289, decode.d2.loss_cls: 0.7386, decode.d2.loss_mask: 0.6890, decode.d2.loss_dice: 1.0832, decode.d3.loss_cls: 0.7182, decode.d3.loss_mask: 0.6768, decode.d3.loss_dice: 1.0474, decode.d4.loss_cls: 0.6986, decode.d4.loss_mask: 0.6780, decode.d4.loss_dice: 1.0492, decode.d5.loss_cls: 0.6891, decode.d5.loss_mask: 0.6769, decode.d5.loss_dice: 1.0473, decode.d6.loss_cls: 0.6817, decode.d6.loss_mask: 0.6710, decode.d6.loss_dice: 1.0346, decode.d7.loss_cls: 0.6693, decode.d7.loss_mask: 0.6725, decode.d7.loss_dice: 1.0321, decode.d8.loss_cls: 0.6645, decode.d8.loss_mask: 0.6746, decode.d8.loss_dice: 1.0317, loss: 26.5793, grad_norm: 121.2672 2023-11-26 18:18:57,131 - mmseg - INFO - Iter [58750/160000] lr: 2.414e-06, eta: 10:40:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6738, decode.loss_mask: 0.6787, decode.loss_dice: 1.0104, decode.d0.loss_cls: 2.6734, decode.d0.loss_mask: 0.7464, decode.d0.loss_dice: 1.2219, decode.d1.loss_cls: 0.8546, decode.d1.loss_mask: 0.7190, decode.d1.loss_dice: 1.1198, decode.d2.loss_cls: 0.7648, decode.d2.loss_mask: 0.6925, decode.d2.loss_dice: 1.0704, decode.d3.loss_cls: 0.7231, decode.d3.loss_mask: 0.6805, decode.d3.loss_dice: 1.0274, decode.d4.loss_cls: 0.7049, decode.d4.loss_mask: 0.6832, decode.d4.loss_dice: 1.0285, decode.d5.loss_cls: 0.6926, decode.d5.loss_mask: 0.6813, decode.d5.loss_dice: 1.0246, decode.d6.loss_cls: 0.6906, decode.d6.loss_mask: 0.6755, decode.d6.loss_dice: 1.0178, decode.d7.loss_cls: 0.6801, decode.d7.loss_mask: 0.6741, decode.d7.loss_dice: 1.0173, decode.d8.loss_cls: 0.6779, decode.d8.loss_mask: 0.6792, decode.d8.loss_dice: 1.0165, loss: 26.6009, grad_norm: 109.5943 2023-11-26 18:19:15,709 - mmseg - INFO - Iter [58800/160000] lr: 2.413e-06, eta: 10:40:19, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6705, decode.loss_mask: 0.6685, decode.loss_dice: 1.0035, decode.d0.loss_cls: 2.6168, decode.d0.loss_mask: 0.7407, decode.d0.loss_dice: 1.2188, decode.d1.loss_cls: 0.8324, decode.d1.loss_mask: 0.7073, decode.d1.loss_dice: 1.1003, decode.d2.loss_cls: 0.7377, decode.d2.loss_mask: 0.6886, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.7060, decode.d3.loss_mask: 0.6794, decode.d3.loss_dice: 1.0194, decode.d4.loss_cls: 0.6851, decode.d4.loss_mask: 0.6764, decode.d4.loss_dice: 1.0210, decode.d5.loss_cls: 0.6770, decode.d5.loss_mask: 0.6733, decode.d5.loss_dice: 1.0221, decode.d6.loss_cls: 0.6763, decode.d6.loss_mask: 0.6682, decode.d6.loss_dice: 1.0054, decode.d7.loss_cls: 0.6743, decode.d7.loss_mask: 0.6719, decode.d7.loss_dice: 1.0055, decode.d8.loss_cls: 0.6712, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 1.0027, loss: 26.2472, grad_norm: 118.6720 2023-11-26 18:19:34,338 - mmseg - INFO - Iter [58850/160000] lr: 2.412e-06, eta: 10:39:59, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6647, decode.loss_mask: 0.6990, decode.loss_dice: 1.0079, decode.d0.loss_cls: 2.6226, decode.d0.loss_mask: 0.7595, decode.d0.loss_dice: 1.2226, decode.d1.loss_cls: 0.8524, decode.d1.loss_mask: 0.7268, decode.d1.loss_dice: 1.1117, decode.d2.loss_cls: 0.7394, decode.d2.loss_mask: 0.7100, decode.d2.loss_dice: 1.0577, decode.d3.loss_cls: 0.6997, decode.d3.loss_mask: 0.7006, decode.d3.loss_dice: 1.0242, decode.d4.loss_cls: 0.6937, decode.d4.loss_mask: 0.6969, decode.d4.loss_dice: 1.0204, decode.d5.loss_cls: 0.6828, decode.d5.loss_mask: 0.6967, decode.d5.loss_dice: 1.0221, decode.d6.loss_cls: 0.6704, decode.d6.loss_mask: 0.6948, decode.d6.loss_dice: 1.0113, decode.d7.loss_cls: 0.6706, decode.d7.loss_mask: 0.6953, decode.d7.loss_dice: 1.0114, decode.d8.loss_cls: 0.6651, decode.d8.loss_mask: 0.6950, decode.d8.loss_dice: 1.0081, loss: 26.5335, grad_norm: 128.2176 2023-11-26 18:19:52,844 - mmseg - INFO - Iter [58900/160000] lr: 2.411e-06, eta: 10:39:39, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6651, decode.loss_mask: 0.6798, decode.loss_dice: 1.0292, decode.d0.loss_cls: 2.6096, decode.d0.loss_mask: 0.7425, decode.d0.loss_dice: 1.2304, decode.d1.loss_cls: 0.8380, decode.d1.loss_mask: 0.7172, decode.d1.loss_dice: 1.1190, decode.d2.loss_cls: 0.7464, decode.d2.loss_mask: 0.7007, decode.d2.loss_dice: 1.0758, decode.d3.loss_cls: 0.7035, decode.d3.loss_mask: 0.6929, decode.d3.loss_dice: 1.0488, decode.d4.loss_cls: 0.7010, decode.d4.loss_mask: 0.6905, decode.d4.loss_dice: 1.0465, decode.d5.loss_cls: 0.6819, decode.d5.loss_mask: 0.6910, decode.d5.loss_dice: 1.0462, decode.d6.loss_cls: 0.6835, decode.d6.loss_mask: 0.6823, decode.d6.loss_dice: 1.0259, decode.d7.loss_cls: 0.6707, decode.d7.loss_mask: 0.6818, decode.d7.loss_dice: 1.0292, decode.d8.loss_cls: 0.6730, decode.d8.loss_mask: 0.6799, decode.d8.loss_dice: 1.0332, loss: 26.6154, grad_norm: 122.3935 2023-11-26 18:20:11,214 - mmseg - INFO - Iter [58950/160000] lr: 2.410e-06, eta: 10:39:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6659, decode.loss_mask: 0.6849, decode.loss_dice: 1.0345, decode.d0.loss_cls: 2.6037, decode.d0.loss_mask: 0.7385, decode.d0.loss_dice: 1.2336, decode.d1.loss_cls: 0.8166, decode.d1.loss_mask: 0.7276, decode.d1.loss_dice: 1.1245, decode.d2.loss_cls: 0.7410, decode.d2.loss_mask: 0.7030, decode.d2.loss_dice: 1.0812, decode.d3.loss_cls: 0.7015, decode.d3.loss_mask: 0.6934, decode.d3.loss_dice: 1.0484, decode.d4.loss_cls: 0.6842, decode.d4.loss_mask: 0.6894, decode.d4.loss_dice: 1.0476, decode.d5.loss_cls: 0.6749, decode.d5.loss_mask: 0.6868, decode.d5.loss_dice: 1.0509, decode.d6.loss_cls: 0.6751, decode.d6.loss_mask: 0.6860, decode.d6.loss_dice: 1.0371, decode.d7.loss_cls: 0.6679, decode.d7.loss_mask: 0.6872, decode.d7.loss_dice: 1.0345, decode.d8.loss_cls: 0.6619, decode.d8.loss_mask: 0.6868, decode.d8.loss_dice: 1.0386, loss: 26.6071, grad_norm: 114.5825 2023-11-26 18:20:29,621 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:20:29,621 - mmseg - INFO - Iter [59000/160000] lr: 2.408e-06, eta: 10:38:59, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6490, decode.loss_mask: 0.6738, decode.loss_dice: 1.0270, decode.d0.loss_cls: 2.6099, decode.d0.loss_mask: 0.7320, decode.d0.loss_dice: 1.2195, decode.d1.loss_cls: 0.8257, decode.d1.loss_mask: 0.6991, decode.d1.loss_dice: 1.1093, decode.d2.loss_cls: 0.7235, decode.d2.loss_mask: 0.6864, decode.d2.loss_dice: 1.0708, decode.d3.loss_cls: 0.6844, decode.d3.loss_mask: 0.6818, decode.d3.loss_dice: 1.0427, decode.d4.loss_cls: 0.6716, decode.d4.loss_mask: 0.6791, decode.d4.loss_dice: 1.0399, decode.d5.loss_cls: 0.6679, decode.d5.loss_mask: 0.6761, decode.d5.loss_dice: 1.0375, decode.d6.loss_cls: 0.6576, decode.d6.loss_mask: 0.6773, decode.d6.loss_dice: 1.0276, decode.d7.loss_cls: 0.6510, decode.d7.loss_mask: 0.6760, decode.d7.loss_dice: 1.0284, decode.d8.loss_cls: 0.6473, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 1.0287, loss: 26.2779, grad_norm: 133.2486 2023-11-26 18:20:48,007 - mmseg - INFO - Iter [59050/160000] lr: 2.407e-06, eta: 10:38:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6690, decode.loss_mask: 0.6950, decode.loss_dice: 1.0214, decode.d0.loss_cls: 2.5983, decode.d0.loss_mask: 0.7462, decode.d0.loss_dice: 1.2237, decode.d1.loss_cls: 0.8385, decode.d1.loss_mask: 0.7285, decode.d1.loss_dice: 1.1152, decode.d2.loss_cls: 0.7503, decode.d2.loss_mask: 0.7101, decode.d2.loss_dice: 1.0681, decode.d3.loss_cls: 0.7106, decode.d3.loss_mask: 0.6984, decode.d3.loss_dice: 1.0351, decode.d4.loss_cls: 0.6901, decode.d4.loss_mask: 0.6970, decode.d4.loss_dice: 1.0312, decode.d5.loss_cls: 0.6880, decode.d5.loss_mask: 0.6964, decode.d5.loss_dice: 1.0264, decode.d6.loss_cls: 0.6869, decode.d6.loss_mask: 0.6952, decode.d6.loss_dice: 1.0165, decode.d7.loss_cls: 0.6761, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 1.0193, decode.d8.loss_cls: 0.6743, decode.d8.loss_mask: 0.6948, decode.d8.loss_dice: 1.0197, loss: 26.6142, grad_norm: 125.4952 2023-11-26 18:21:06,320 - mmseg - INFO - Iter [59100/160000] lr: 2.406e-06, eta: 10:38:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6827, decode.loss_mask: 0.6968, decode.loss_dice: 1.0049, decode.d0.loss_cls: 2.6285, decode.d0.loss_mask: 0.7581, decode.d0.loss_dice: 1.2054, decode.d1.loss_cls: 0.8506, decode.d1.loss_mask: 0.7335, decode.d1.loss_dice: 1.0999, decode.d2.loss_cls: 0.7578, decode.d2.loss_mask: 0.7121, decode.d2.loss_dice: 1.0514, decode.d3.loss_cls: 0.7216, decode.d3.loss_mask: 0.6966, decode.d3.loss_dice: 1.0261, decode.d4.loss_cls: 0.7009, decode.d4.loss_mask: 0.6992, decode.d4.loss_dice: 1.0259, decode.d5.loss_cls: 0.6951, decode.d5.loss_mask: 0.6998, decode.d5.loss_dice: 1.0216, decode.d6.loss_cls: 0.6919, decode.d6.loss_mask: 0.6937, decode.d6.loss_dice: 1.0187, decode.d7.loss_cls: 0.6773, decode.d7.loss_mask: 0.6918, decode.d7.loss_dice: 1.0158, decode.d8.loss_cls: 0.6749, decode.d8.loss_mask: 0.6938, decode.d8.loss_dice: 1.0123, loss: 26.6384, grad_norm: 135.3500 2023-11-26 18:21:24,528 - mmseg - INFO - Iter [59150/160000] lr: 2.405e-06, eta: 10:37:59, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7194, decode.loss_mask: 0.6810, decode.loss_dice: 1.0378, decode.d0.loss_cls: 2.6701, decode.d0.loss_mask: 0.7451, decode.d0.loss_dice: 1.2610, decode.d1.loss_cls: 0.8887, decode.d1.loss_mask: 0.7208, decode.d1.loss_dice: 1.1540, decode.d2.loss_cls: 0.7915, decode.d2.loss_mask: 0.6993, decode.d2.loss_dice: 1.0902, decode.d3.loss_cls: 0.7613, decode.d3.loss_mask: 0.6882, decode.d3.loss_dice: 1.0539, decode.d4.loss_cls: 0.7371, decode.d4.loss_mask: 0.6871, decode.d4.loss_dice: 1.0560, decode.d5.loss_cls: 0.7258, decode.d5.loss_mask: 0.6882, decode.d5.loss_dice: 1.0551, decode.d6.loss_cls: 0.7158, decode.d6.loss_mask: 0.6842, decode.d6.loss_dice: 1.0477, decode.d7.loss_cls: 0.7096, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 1.0472, decode.d8.loss_cls: 0.7146, decode.d8.loss_mask: 0.6829, decode.d8.loss_dice: 1.0477, loss: 27.2427, grad_norm: 123.8692 2023-11-26 18:21:43,035 - mmseg - INFO - Iter [59200/160000] lr: 2.404e-06, eta: 10:37:39, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6536, decode.loss_mask: 0.6936, decode.loss_dice: 1.0350, decode.d0.loss_cls: 2.5509, decode.d0.loss_mask: 0.7528, decode.d0.loss_dice: 1.2284, decode.d1.loss_cls: 0.8179, decode.d1.loss_mask: 0.7315, decode.d1.loss_dice: 1.1224, decode.d2.loss_cls: 0.7186, decode.d2.loss_mask: 0.7124, decode.d2.loss_dice: 1.0791, decode.d3.loss_cls: 0.6901, decode.d3.loss_mask: 0.6990, decode.d3.loss_dice: 1.0501, decode.d4.loss_cls: 0.6730, decode.d4.loss_mask: 0.7010, decode.d4.loss_dice: 1.0495, decode.d5.loss_cls: 0.6591, decode.d5.loss_mask: 0.6997, decode.d5.loss_dice: 1.0482, decode.d6.loss_cls: 0.6573, decode.d6.loss_mask: 0.6963, decode.d6.loss_dice: 1.0355, decode.d7.loss_cls: 0.6563, decode.d7.loss_mask: 0.6935, decode.d7.loss_dice: 1.0326, decode.d8.loss_cls: 0.6541, decode.d8.loss_mask: 0.6931, decode.d8.loss_dice: 1.0357, loss: 26.5204, grad_norm: 117.0667 2023-11-26 18:22:01,608 - mmseg - INFO - Iter [59250/160000] lr: 2.402e-06, eta: 10:37:19, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6417, decode.loss_mask: 0.6701, decode.loss_dice: 0.9804, decode.d0.loss_cls: 2.5818, decode.d0.loss_mask: 0.7334, decode.d0.loss_dice: 1.1687, decode.d1.loss_cls: 0.8030, decode.d1.loss_mask: 0.7094, decode.d1.loss_dice: 1.0679, decode.d2.loss_cls: 0.7144, decode.d2.loss_mask: 0.6843, decode.d2.loss_dice: 1.0247, decode.d3.loss_cls: 0.6812, decode.d3.loss_mask: 0.6752, decode.d3.loss_dice: 0.9891, decode.d4.loss_cls: 0.6647, decode.d4.loss_mask: 0.6745, decode.d4.loss_dice: 0.9865, decode.d5.loss_cls: 0.6570, decode.d5.loss_mask: 0.6765, decode.d5.loss_dice: 0.9861, decode.d6.loss_cls: 0.6544, decode.d6.loss_mask: 0.6730, decode.d6.loss_dice: 0.9765, decode.d7.loss_cls: 0.6522, decode.d7.loss_mask: 0.6699, decode.d7.loss_dice: 0.9776, decode.d8.loss_cls: 0.6471, decode.d8.loss_mask: 0.6698, decode.d8.loss_dice: 0.9812, loss: 25.6723, grad_norm: 125.6572 2023-11-26 18:22:20,191 - mmseg - INFO - Iter [59300/160000] lr: 2.401e-06, eta: 10:37:00, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6403, decode.loss_mask: 0.6595, decode.loss_dice: 1.0032, decode.d0.loss_cls: 2.6238, decode.d0.loss_mask: 0.7152, decode.d0.loss_dice: 1.2013, decode.d1.loss_cls: 0.8131, decode.d1.loss_mask: 0.6922, decode.d1.loss_dice: 1.0981, decode.d2.loss_cls: 0.7112, decode.d2.loss_mask: 0.6831, decode.d2.loss_dice: 1.0536, decode.d3.loss_cls: 0.6756, decode.d3.loss_mask: 0.6711, decode.d3.loss_dice: 1.0208, decode.d4.loss_cls: 0.6567, decode.d4.loss_mask: 0.6676, decode.d4.loss_dice: 1.0232, decode.d5.loss_cls: 0.6557, decode.d5.loss_mask: 0.6637, decode.d5.loss_dice: 1.0206, decode.d6.loss_cls: 0.6455, decode.d6.loss_mask: 0.6597, decode.d6.loss_dice: 1.0090, decode.d7.loss_cls: 0.6310, decode.d7.loss_mask: 0.6613, decode.d7.loss_dice: 1.0105, decode.d8.loss_cls: 0.6393, decode.d8.loss_mask: 0.6572, decode.d8.loss_dice: 1.0019, loss: 25.8650, grad_norm: 122.7505 2023-11-26 18:22:40,509 - mmseg - INFO - Iter [59350/160000] lr: 2.400e-06, eta: 10:36:43, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6552, decode.loss_mask: 0.7084, decode.loss_dice: 1.0252, decode.d0.loss_cls: 2.5724, decode.d0.loss_mask: 0.7733, decode.d0.loss_dice: 1.2293, decode.d1.loss_cls: 0.8097, decode.d1.loss_mask: 0.7457, decode.d1.loss_dice: 1.1299, decode.d2.loss_cls: 0.7301, decode.d2.loss_mask: 0.7260, decode.d2.loss_dice: 1.0693, decode.d3.loss_cls: 0.6970, decode.d3.loss_mask: 0.7170, decode.d3.loss_dice: 1.0310, decode.d4.loss_cls: 0.6764, decode.d4.loss_mask: 0.7191, decode.d4.loss_dice: 1.0369, decode.d5.loss_cls: 0.6689, decode.d5.loss_mask: 0.7124, decode.d5.loss_dice: 1.0313, decode.d6.loss_cls: 0.6631, decode.d6.loss_mask: 0.7063, decode.d6.loss_dice: 1.0212, decode.d7.loss_cls: 0.6504, decode.d7.loss_mask: 0.7078, decode.d7.loss_dice: 1.0213, decode.d8.loss_cls: 0.6564, decode.d8.loss_mask: 0.7108, decode.d8.loss_dice: 1.0248, loss: 26.6265, grad_norm: 138.5529 2023-11-26 18:23:01,385 - mmseg - INFO - Iter [59400/160000] lr: 2.399e-06, eta: 10:36:27, time: 0.418, data_time: 0.055, memory: 36416, decode.loss_cls: 0.6441, decode.loss_mask: 0.6739, decode.loss_dice: 1.0085, decode.d0.loss_cls: 2.6019, decode.d0.loss_mask: 0.7340, decode.d0.loss_dice: 1.1929, decode.d1.loss_cls: 0.8147, decode.d1.loss_mask: 0.7064, decode.d1.loss_dice: 1.0987, decode.d2.loss_cls: 0.7166, decode.d2.loss_mask: 0.6892, decode.d2.loss_dice: 1.0511, decode.d3.loss_cls: 0.6812, decode.d3.loss_mask: 0.6825, decode.d3.loss_dice: 1.0177, decode.d4.loss_cls: 0.6655, decode.d4.loss_mask: 0.6832, decode.d4.loss_dice: 1.0167, decode.d5.loss_cls: 0.6634, decode.d5.loss_mask: 0.6766, decode.d5.loss_dice: 1.0164, decode.d6.loss_cls: 0.6525, decode.d6.loss_mask: 0.6782, decode.d6.loss_dice: 1.0057, decode.d7.loss_cls: 0.6501, decode.d7.loss_mask: 0.6787, decode.d7.loss_dice: 1.0087, decode.d8.loss_cls: 0.6378, decode.d8.loss_mask: 0.6803, decode.d8.loss_dice: 1.0110, loss: 26.0383, grad_norm: 124.4605 2023-11-26 18:23:20,728 - mmseg - INFO - Iter [59450/160000] lr: 2.398e-06, eta: 10:36:09, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6530, decode.loss_mask: 0.6852, decode.loss_dice: 1.0087, decode.d0.loss_cls: 2.6425, decode.d0.loss_mask: 0.7489, decode.d0.loss_dice: 1.2030, decode.d1.loss_cls: 0.8260, decode.d1.loss_mask: 0.7316, decode.d1.loss_dice: 1.1083, decode.d2.loss_cls: 0.7396, decode.d2.loss_mask: 0.7071, decode.d2.loss_dice: 1.0555, decode.d3.loss_cls: 0.6901, decode.d3.loss_mask: 0.7002, decode.d3.loss_dice: 1.0239, decode.d4.loss_cls: 0.6834, decode.d4.loss_mask: 0.6951, decode.d4.loss_dice: 1.0228, decode.d5.loss_cls: 0.6788, decode.d5.loss_mask: 0.6892, decode.d5.loss_dice: 1.0237, decode.d6.loss_cls: 0.6650, decode.d6.loss_mask: 0.6916, decode.d6.loss_dice: 1.0165, decode.d7.loss_cls: 0.6625, decode.d7.loss_mask: 0.6903, decode.d7.loss_dice: 1.0126, decode.d8.loss_cls: 0.6535, decode.d8.loss_mask: 0.6889, decode.d8.loss_dice: 1.0139, loss: 26.4115, grad_norm: 128.5481 2023-11-26 18:23:39,415 - mmseg - INFO - Iter [59500/160000] lr: 2.396e-06, eta: 10:35:50, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6923, decode.loss_mask: 0.6583, decode.loss_dice: 1.0106, decode.d0.loss_cls: 2.6879, decode.d0.loss_mask: 0.7134, decode.d0.loss_dice: 1.2192, decode.d1.loss_cls: 0.8764, decode.d1.loss_mask: 0.6949, decode.d1.loss_dice: 1.1040, decode.d2.loss_cls: 0.7652, decode.d2.loss_mask: 0.6765, decode.d2.loss_dice: 1.0629, decode.d3.loss_cls: 0.7352, decode.d3.loss_mask: 0.6715, decode.d3.loss_dice: 1.0310, decode.d4.loss_cls: 0.7130, decode.d4.loss_mask: 0.6687, decode.d4.loss_dice: 1.0293, decode.d5.loss_cls: 0.6986, decode.d5.loss_mask: 0.6675, decode.d5.loss_dice: 1.0259, decode.d6.loss_cls: 0.6976, decode.d6.loss_mask: 0.6652, decode.d6.loss_dice: 1.0156, decode.d7.loss_cls: 0.6937, decode.d7.loss_mask: 0.6623, decode.d7.loss_dice: 1.0158, decode.d8.loss_cls: 0.7008, decode.d8.loss_mask: 0.6610, decode.d8.loss_dice: 1.0130, loss: 26.5273, grad_norm: 116.4367 2023-11-26 18:23:58,286 - mmseg - INFO - Iter [59550/160000] lr: 2.395e-06, eta: 10:35:30, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6675, decode.loss_mask: 0.6824, decode.loss_dice: 1.0191, decode.d0.loss_cls: 2.5887, decode.d0.loss_mask: 0.7445, decode.d0.loss_dice: 1.2114, decode.d1.loss_cls: 0.8308, decode.d1.loss_mask: 0.7288, decode.d1.loss_dice: 1.1095, decode.d2.loss_cls: 0.7430, decode.d2.loss_mask: 0.7037, decode.d2.loss_dice: 1.0682, decode.d3.loss_cls: 0.7010, decode.d3.loss_mask: 0.6893, decode.d3.loss_dice: 1.0323, decode.d4.loss_cls: 0.6980, decode.d4.loss_mask: 0.6900, decode.d4.loss_dice: 1.0350, decode.d5.loss_cls: 0.6786, decode.d5.loss_mask: 0.6909, decode.d5.loss_dice: 1.0347, decode.d6.loss_cls: 0.6724, decode.d6.loss_mask: 0.6870, decode.d6.loss_dice: 1.0222, decode.d7.loss_cls: 0.6641, decode.d7.loss_mask: 0.6847, decode.d7.loss_dice: 1.0191, decode.d8.loss_cls: 0.6641, decode.d8.loss_mask: 0.6848, decode.d8.loss_dice: 1.0195, loss: 26.4651, grad_norm: 133.7414 2023-11-26 18:24:18,068 - mmseg - INFO - Iter [59600/160000] lr: 2.394e-06, eta: 10:35:13, time: 0.395, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6738, decode.loss_mask: 0.6977, decode.loss_dice: 1.0440, decode.d0.loss_cls: 2.5935, decode.d0.loss_mask: 0.7475, decode.d0.loss_dice: 1.2408, decode.d1.loss_cls: 0.8369, decode.d1.loss_mask: 0.7332, decode.d1.loss_dice: 1.1314, decode.d2.loss_cls: 0.7487, decode.d2.loss_mask: 0.7123, decode.d2.loss_dice: 1.0859, decode.d3.loss_cls: 0.7130, decode.d3.loss_mask: 0.7043, decode.d3.loss_dice: 1.0601, decode.d4.loss_cls: 0.6958, decode.d4.loss_mask: 0.7010, decode.d4.loss_dice: 1.0588, decode.d5.loss_cls: 0.6892, decode.d5.loss_mask: 0.7041, decode.d5.loss_dice: 1.0597, decode.d6.loss_cls: 0.6879, decode.d6.loss_mask: 0.7022, decode.d6.loss_dice: 1.0441, decode.d7.loss_cls: 0.6748, decode.d7.loss_mask: 0.7015, decode.d7.loss_dice: 1.0487, decode.d8.loss_cls: 0.6786, decode.d8.loss_mask: 0.6996, decode.d8.loss_dice: 1.0438, loss: 26.9131, grad_norm: 124.5757 2023-11-26 18:24:38,990 - mmseg - INFO - Iter [59650/160000] lr: 2.393e-06, eta: 10:34:57, time: 0.418, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6281, decode.loss_mask: 0.6700, decode.loss_dice: 1.0047, decode.d0.loss_cls: 2.5868, decode.d0.loss_mask: 0.7281, decode.d0.loss_dice: 1.1994, decode.d1.loss_cls: 0.7908, decode.d1.loss_mask: 0.7063, decode.d1.loss_dice: 1.0901, decode.d2.loss_cls: 0.7251, decode.d2.loss_mask: 0.6818, decode.d2.loss_dice: 1.0462, decode.d3.loss_cls: 0.6767, decode.d3.loss_mask: 0.6743, decode.d3.loss_dice: 1.0151, decode.d4.loss_cls: 0.6502, decode.d4.loss_mask: 0.6768, decode.d4.loss_dice: 1.0216, decode.d5.loss_cls: 0.6481, decode.d5.loss_mask: 0.6745, decode.d5.loss_dice: 1.0197, decode.d6.loss_cls: 0.6386, decode.d6.loss_mask: 0.6748, decode.d6.loss_dice: 1.0035, decode.d7.loss_cls: 0.6201, decode.d7.loss_mask: 0.6727, decode.d7.loss_dice: 1.0087, decode.d8.loss_cls: 0.6204, decode.d8.loss_mask: 0.6705, decode.d8.loss_dice: 1.0066, loss: 25.8303, grad_norm: 113.3736 2023-11-26 18:24:59,409 - mmseg - INFO - Iter [59700/160000] lr: 2.392e-06, eta: 10:34:40, time: 0.409, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6862, decode.loss_mask: 0.6703, decode.loss_dice: 1.0320, decode.d0.loss_cls: 2.6320, decode.d0.loss_mask: 0.7214, decode.d0.loss_dice: 1.2422, decode.d1.loss_cls: 0.8586, decode.d1.loss_mask: 0.7055, decode.d1.loss_dice: 1.1231, decode.d2.loss_cls: 0.7566, decode.d2.loss_mask: 0.6937, decode.d2.loss_dice: 1.0880, decode.d3.loss_cls: 0.7249, decode.d3.loss_mask: 0.6809, decode.d3.loss_dice: 1.0529, decode.d4.loss_cls: 0.7111, decode.d4.loss_mask: 0.6762, decode.d4.loss_dice: 1.0484, decode.d5.loss_cls: 0.7039, decode.d5.loss_mask: 0.6759, decode.d5.loss_dice: 1.0442, decode.d6.loss_cls: 0.6946, decode.d6.loss_mask: 0.6707, decode.d6.loss_dice: 1.0373, decode.d7.loss_cls: 0.6898, decode.d7.loss_mask: 0.6725, decode.d7.loss_dice: 1.0353, decode.d8.loss_cls: 0.6843, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 1.0379, loss: 26.7214, grad_norm: 124.2033 2023-11-26 18:25:18,656 - mmseg - INFO - Iter [59750/160000] lr: 2.390e-06, eta: 10:34:22, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6769, decode.loss_mask: 0.6831, decode.loss_dice: 1.0466, decode.d0.loss_cls: 2.6588, decode.d0.loss_mask: 0.7487, decode.d0.loss_dice: 1.2548, decode.d1.loss_cls: 0.8682, decode.d1.loss_mask: 0.7159, decode.d1.loss_dice: 1.1395, decode.d2.loss_cls: 0.7710, decode.d2.loss_mask: 0.6992, decode.d2.loss_dice: 1.1001, decode.d3.loss_cls: 0.7287, decode.d3.loss_mask: 0.6928, decode.d3.loss_dice: 1.0681, decode.d4.loss_cls: 0.7144, decode.d4.loss_mask: 0.6907, decode.d4.loss_dice: 1.0613, decode.d5.loss_cls: 0.7017, decode.d5.loss_mask: 0.6851, decode.d5.loss_dice: 1.0564, decode.d6.loss_cls: 0.7026, decode.d6.loss_mask: 0.6866, decode.d6.loss_dice: 1.0438, decode.d7.loss_cls: 0.6916, decode.d7.loss_mask: 0.6829, decode.d7.loss_dice: 1.0436, decode.d8.loss_cls: 0.6811, decode.d8.loss_mask: 0.6803, decode.d8.loss_dice: 1.0494, loss: 27.0241, grad_norm: 122.8061 2023-11-26 18:25:38,018 - mmseg - INFO - Iter [59800/160000] lr: 2.389e-06, eta: 10:34:04, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6459, decode.loss_mask: 0.6752, decode.loss_dice: 0.9891, decode.d0.loss_cls: 2.5796, decode.d0.loss_mask: 0.7448, decode.d0.loss_dice: 1.1932, decode.d1.loss_cls: 0.8286, decode.d1.loss_mask: 0.7075, decode.d1.loss_dice: 1.0742, decode.d2.loss_cls: 0.7375, decode.d2.loss_mask: 0.6931, decode.d2.loss_dice: 1.0256, decode.d3.loss_cls: 0.7043, decode.d3.loss_mask: 0.6822, decode.d3.loss_dice: 0.9946, decode.d4.loss_cls: 0.6841, decode.d4.loss_mask: 0.6818, decode.d4.loss_dice: 0.9975, decode.d5.loss_cls: 0.6786, decode.d5.loss_mask: 0.6756, decode.d5.loss_dice: 0.9943, decode.d6.loss_cls: 0.6622, decode.d6.loss_mask: 0.6781, decode.d6.loss_dice: 0.9828, decode.d7.loss_cls: 0.6552, decode.d7.loss_mask: 0.6757, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.6491, decode.d8.loss_mask: 0.6734, decode.d8.loss_dice: 0.9920, loss: 25.9440, grad_norm: 135.9669 2023-11-26 18:25:57,129 - mmseg - INFO - Iter [59850/160000] lr: 2.388e-06, eta: 10:33:45, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6933, decode.loss_mask: 0.6623, decode.loss_dice: 1.0295, decode.d0.loss_cls: 2.6926, decode.d0.loss_mask: 0.7286, decode.d0.loss_dice: 1.2334, decode.d1.loss_cls: 0.8870, decode.d1.loss_mask: 0.7063, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.7820, decode.d2.loss_mask: 0.6823, decode.d2.loss_dice: 1.0681, decode.d3.loss_cls: 0.7385, decode.d3.loss_mask: 0.6734, decode.d3.loss_dice: 1.0430, decode.d4.loss_cls: 0.7150, decode.d4.loss_mask: 0.6786, decode.d4.loss_dice: 1.0467, decode.d5.loss_cls: 0.7064, decode.d5.loss_mask: 0.6740, decode.d5.loss_dice: 1.0412, decode.d6.loss_cls: 0.7008, decode.d6.loss_mask: 0.6671, decode.d6.loss_dice: 1.0230, decode.d7.loss_cls: 0.6932, decode.d7.loss_mask: 0.6671, decode.d7.loss_dice: 1.0272, decode.d8.loss_cls: 0.6868, decode.d8.loss_mask: 0.6660, decode.d8.loss_dice: 1.0335, loss: 26.7848, grad_norm: 122.5556 2023-11-26 18:26:16,002 - mmseg - INFO - Iter [59900/160000] lr: 2.387e-06, eta: 10:33:26, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6654, decode.loss_mask: 0.6819, decode.loss_dice: 1.0127, decode.d0.loss_cls: 2.5624, decode.d0.loss_mask: 0.7426, decode.d0.loss_dice: 1.2257, decode.d1.loss_cls: 0.8225, decode.d1.loss_mask: 0.7264, decode.d1.loss_dice: 1.1245, decode.d2.loss_cls: 0.7347, decode.d2.loss_mask: 0.7040, decode.d2.loss_dice: 1.0701, decode.d3.loss_cls: 0.6925, decode.d3.loss_mask: 0.6917, decode.d3.loss_dice: 1.0349, decode.d4.loss_cls: 0.6850, decode.d4.loss_mask: 0.6918, decode.d4.loss_dice: 1.0376, decode.d5.loss_cls: 0.6792, decode.d5.loss_mask: 0.6876, decode.d5.loss_dice: 1.0296, decode.d6.loss_cls: 0.6737, decode.d6.loss_mask: 0.6887, decode.d6.loss_dice: 1.0153, decode.d7.loss_cls: 0.6611, decode.d7.loss_mask: 0.6852, decode.d7.loss_dice: 1.0154, decode.d8.loss_cls: 0.6594, decode.d8.loss_mask: 0.6828, decode.d8.loss_dice: 1.0130, loss: 26.3974, grad_norm: 133.3220 2023-11-26 18:26:34,386 - mmseg - INFO - Iter [59950/160000] lr: 2.386e-06, eta: 10:33:06, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6620, decode.loss_mask: 0.6663, decode.loss_dice: 1.0215, decode.d0.loss_cls: 2.6598, decode.d0.loss_mask: 0.7183, decode.d0.loss_dice: 1.2087, decode.d1.loss_cls: 0.8436, decode.d1.loss_mask: 0.6963, decode.d1.loss_dice: 1.1050, decode.d2.loss_cls: 0.7268, decode.d2.loss_mask: 0.6819, decode.d2.loss_dice: 1.0691, decode.d3.loss_cls: 0.7035, decode.d3.loss_mask: 0.6721, decode.d3.loss_dice: 1.0343, decode.d4.loss_cls: 0.6725, decode.d4.loss_mask: 0.6744, decode.d4.loss_dice: 1.0439, decode.d5.loss_cls: 0.6667, decode.d5.loss_mask: 0.6729, decode.d5.loss_dice: 1.0372, decode.d6.loss_cls: 0.6660, decode.d6.loss_mask: 0.6683, decode.d6.loss_dice: 1.0267, decode.d7.loss_cls: 0.6574, decode.d7.loss_mask: 0.6662, decode.d7.loss_dice: 1.0244, decode.d8.loss_cls: 0.6638, decode.d8.loss_mask: 0.6656, decode.d8.loss_dice: 1.0234, loss: 26.2988, grad_norm: 108.0738 2023-11-26 18:26:52,914 - mmseg - INFO - Saving checkpoint at 60000 iterations 2023-11-26 18:26:54,540 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:26:54,540 - mmseg - INFO - Iter [60000/160000] lr: 2.385e-06, eta: 10:32:49, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6767, decode.loss_mask: 0.6957, decode.loss_dice: 1.0217, decode.d0.loss_cls: 2.6326, decode.d0.loss_mask: 0.7579, decode.d0.loss_dice: 1.2247, decode.d1.loss_cls: 0.8409, decode.d1.loss_mask: 0.7367, decode.d1.loss_dice: 1.1259, decode.d2.loss_cls: 0.7551, decode.d2.loss_mask: 0.7072, decode.d2.loss_dice: 1.0777, decode.d3.loss_cls: 0.7242, decode.d3.loss_mask: 0.6954, decode.d3.loss_dice: 1.0388, decode.d4.loss_cls: 0.7000, decode.d4.loss_mask: 0.7012, decode.d4.loss_dice: 1.0435, decode.d5.loss_cls: 0.6999, decode.d5.loss_mask: 0.6970, decode.d5.loss_dice: 1.0349, decode.d6.loss_cls: 0.6887, decode.d6.loss_mask: 0.6977, decode.d6.loss_dice: 1.0261, decode.d7.loss_cls: 0.6844, decode.d7.loss_mask: 0.6946, decode.d7.loss_dice: 1.0235, decode.d8.loss_cls: 0.6718, decode.d8.loss_mask: 0.6967, decode.d8.loss_dice: 1.0250, loss: 26.7966, grad_norm: 138.3726 2023-11-26 18:27:11,586 - mmseg - INFO - per class results: 2023-11-26 18:27:11,591 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.12 | 83.97 | | building | 82.73 | 89.61 | | sky | 94.74 | 96.92 | | floor | 82.23 | 90.71 | | tree | 75.38 | 88.16 | | ceiling | 83.38 | 92.69 | | road | 84.94 | 89.92 | | bed | 90.38 | 95.4 | | windowpane | 59.52 | 81.57 | | grass | 71.32 | 84.39 | | cabinet | 61.59 | 74.23 | | sidewalk | 68.61 | 83.98 | | person | 83.11 | 89.76 | | earth | 32.5 | 40.77 | | door | 51.74 | 73.67 | | table | 57.97 | 68.11 | | mountain | 65.95 | 78.35 | | plant | 54.47 | 70.95 | | curtain | 75.7 | 85.59 | | chair | 59.39 | 72.94 | | car | 86.48 | 93.54 | | water | 44.27 | 58.18 | | painting | 67.66 | 89.83 | | sofa | 70.98 | 88.84 | | shelf | 42.22 | 64.9 | | house | 45.25 | 79.54 | | sea | 54.5 | 76.79 | | mirror | 64.5 | 81.56 | | rug | 63.67 | 84.79 | | field | 30.5 | 52.41 | | armchair | 40.45 | 54.21 | | seat | 62.21 | 84.59 | | fence | 48.31 | 63.87 | | desk | 45.73 | 70.02 | | rock | 52.94 | 80.64 | | wardrobe | 58.77 | 68.82 | | lamp | 67.16 | 81.27 | | bathtub | 82.48 | 86.25 | | railing | 32.54 | 49.74 | | cushion | 64.1 | 79.66 | | base | 37.83 | 56.48 | | box | 25.62 | 46.74 | | column | 45.75 | 66.05 | | signboard | 39.94 | 56.37 | | chest of drawers | 38.16 | 74.8 | | counter | 39.9 | 55.33 | | sand | 32.78 | 45.12 | | sink | 74.03 | 84.22 | | skyscraper | 46.9 | 60.07 | | fireplace | 71.85 | 93.66 | | refrigerator | 73.34 | 85.58 | | grandstand | 38.89 | 72.07 | | path | 24.46 | 39.04 | | stairs | 26.3 | 32.5 | | runway | 73.9 | 95.55 | | case | 42.94 | 66.78 | | pool table | 95.31 | 97.19 | | pillow | 59.95 | 73.56 | | screen door | 64.69 | 85.93 | | stairway | 29.97 | 45.36 | | river | 14.62 | 23.19 | | bridge | 72.41 | 89.32 | | bookcase | 32.44 | 51.05 | | blind | 41.51 | 44.78 | | coffee table | 50.17 | 87.27 | | toilet | 88.51 | 93.47 | | flower | 37.69 | 55.81 | | book | 51.11 | 74.83 | | hill | 7.25 | 11.51 | | bench | 53.68 | 66.28 | | countertop | 55.12 | 67.42 | | stove | 79.23 | 87.2 | | palm | 48.13 | 78.28 | | kitchen island | 42.21 | 78.98 | | computer | 76.67 | 86.34 | | swivel chair | 46.56 | 74.54 | | boat | 64.22 | 85.46 | | bar | 52.27 | 63.3 | | arcade machine | 46.63 | 51.8 | | hovel | 7.19 | 8.45 | | bus | 89.51 | 92.91 | | towel | 70.9 | 82.84 | | light | 58.93 | 74.21 | | truck | 37.51 | 51.12 | | tower | 24.89 | 39.74 | | chandelier | 68.22 | 83.03 | | awning | 34.98 | 44.68 | | streetlight | 35.77 | 55.92 | | booth | 43.61 | 56.87 | | television receiver | 69.46 | 82.52 | | airplane | 53.01 | 67.22 | | dirt track | 4.96 | 11.24 | | apparel | 27.46 | 49.31 | | pole | 29.42 | 43.0 | | land | 2.95 | 8.15 | | bannister | 11.34 | 27.86 | | escalator | 23.12 | 25.09 | | ottoman | 53.44 | 78.29 | | bottle | 20.55 | 26.51 | | buffet | 41.6 | 51.41 | | poster | 29.38 | 53.97 | | stage | 6.72 | 36.03 | | van | 49.45 | 66.7 | | ship | 9.75 | 10.86 | | fountain | 57.57 | 68.31 | | conveyer belt | 57.8 | 86.8 | | canopy | 25.7 | 41.69 | | washer | 70.39 | 78.27 | | plaything | 27.97 | 41.22 | | swimming pool | 49.06 | 62.83 | | stool | 41.22 | 70.31 | | barrel | 38.89 | 74.8 | | basket | 28.64 | 53.9 | | waterfall | 59.59 | 86.45 | | tent | 95.04 | 97.77 | | bag | 21.18 | 31.81 | | minibike | 64.87 | 87.67 | | cradle | 72.22 | 78.6 | | oven | 56.54 | 69.41 | | ball | 38.64 | 51.22 | | food | 68.08 | 81.41 | | step | 4.1 | 7.31 | | tank | 32.65 | 40.29 | | trade name | 35.97 | 45.87 | | microwave | 83.53 | 92.44 | | pot | 35.57 | 44.44 | | animal | 74.78 | 77.76 | | bicycle | 59.44 | 84.88 | | lake | 6.92 | 14.73 | | dishwasher | 76.28 | 89.09 | | screen | 63.92 | 89.32 | | blanket | 31.77 | 36.75 | | sculpture | 53.19 | 85.27 | | hood | 64.09 | 78.55 | | sconce | 50.83 | 65.34 | | vase | 43.18 | 71.82 | | traffic light | 32.11 | 68.34 | | tray | 11.5 | 28.59 | | ashcan | 43.71 | 62.02 | | fan | 62.82 | 80.75 | | pier | 4.22 | 16.48 | | crt screen | 5.12 | 13.2 | | plate | 59.19 | 74.87 | | monitor | 3.27 | 4.22 | | bulletin board | 29.12 | 55.51 | | shower | 11.41 | 25.59 | | radiator | 56.29 | 82.31 | | glass | 21.41 | 26.65 | | clock | 40.89 | 70.3 | | flag | 47.05 | 55.13 | +---------------------+-------+-------+ 2023-11-26 18:27:11,591 - mmseg - INFO - Summary: 2023-11-26 18:27:11,591 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.94 | 49.35 | 64.68 | +-------+-------+-------+ 2023-11-26 18:27:11,592 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:27:11,592 - mmseg - INFO - Iter(val) [250] aAcc: 0.8294, mIoU: 0.4935, mAcc: 0.6468, IoU.wall: 0.7712, IoU.building: 0.8273, IoU.sky: 0.9474, IoU.floor: 0.8223, IoU.tree: 0.7538, IoU.ceiling: 0.8338, IoU.road: 0.8494, IoU.bed : 0.9038, IoU.windowpane: 0.5952, IoU.grass: 0.7132, IoU.cabinet: 0.6159, IoU.sidewalk: 0.6861, IoU.person: 0.8311, IoU.earth: 0.3250, IoU.door: 0.5174, IoU.table: 0.5797, IoU.mountain: 0.6595, IoU.plant: 0.5447, IoU.curtain: 0.7570, IoU.chair: 0.5939, IoU.car: 0.8648, IoU.water: 0.4427, IoU.painting: 0.6766, IoU.sofa: 0.7098, IoU.shelf: 0.4222, IoU.house: 0.4525, IoU.sea: 0.5450, IoU.mirror: 0.6450, IoU.rug: 0.6367, IoU.field: 0.3050, IoU.armchair: 0.4045, IoU.seat: 0.6221, IoU.fence: 0.4831, IoU.desk: 0.4573, IoU.rock: 0.5294, IoU.wardrobe: 0.5877, IoU.lamp: 0.6716, IoU.bathtub: 0.8248, IoU.railing: 0.3254, IoU.cushion: 0.6410, IoU.base: 0.3783, IoU.box: 0.2562, IoU.column: 0.4575, IoU.signboard: 0.3994, IoU.chest of drawers: 0.3816, IoU.counter: 0.3990, IoU.sand: 0.3278, IoU.sink: 0.7403, IoU.skyscraper: 0.4690, IoU.fireplace: 0.7185, IoU.refrigerator: 0.7334, IoU.grandstand: 0.3889, IoU.path: 0.2446, IoU.stairs: 0.2630, IoU.runway: 0.7390, IoU.case: 0.4294, IoU.pool table: 0.9531, IoU.pillow: 0.5995, IoU.screen door: 0.6469, IoU.stairway: 0.2997, IoU.river: 0.1462, IoU.bridge: 0.7241, IoU.bookcase: 0.3244, IoU.blind: 0.4151, IoU.coffee table: 0.5017, IoU.toilet: 0.8851, IoU.flower: 0.3769, IoU.book: 0.5111, IoU.hill: 0.0725, IoU.bench: 0.5368, IoU.countertop: 0.5512, IoU.stove: 0.7923, IoU.palm: 0.4813, IoU.kitchen island: 0.4221, IoU.computer: 0.7667, IoU.swivel chair: 0.4656, IoU.boat: 0.6422, IoU.bar: 0.5227, IoU.arcade machine: 0.4663, IoU.hovel: 0.0719, IoU.bus: 0.8951, IoU.towel: 0.7090, IoU.light: 0.5893, IoU.truck: 0.3751, IoU.tower: 0.2489, IoU.chandelier: 0.6822, IoU.awning: 0.3498, IoU.streetlight: 0.3577, IoU.booth: 0.4361, IoU.television receiver: 0.6946, IoU.airplane: 0.5301, IoU.dirt track: 0.0496, IoU.apparel: 0.2746, IoU.pole: 0.2942, IoU.land: 0.0295, IoU.bannister: 0.1134, IoU.escalator: 0.2312, IoU.ottoman: 0.5344, IoU.bottle: 0.2055, IoU.buffet: 0.4160, IoU.poster: 0.2938, IoU.stage: 0.0672, IoU.van: 0.4945, IoU.ship: 0.0975, IoU.fountain: 0.5757, IoU.conveyer belt: 0.5780, IoU.canopy: 0.2570, IoU.washer: 0.7039, IoU.plaything: 0.2797, IoU.swimming pool: 0.4906, IoU.stool: 0.4122, IoU.barrel: 0.3889, IoU.basket: 0.2864, IoU.waterfall: 0.5959, IoU.tent: 0.9504, IoU.bag: 0.2118, IoU.minibike: 0.6487, IoU.cradle: 0.7222, IoU.oven: 0.5654, IoU.ball: 0.3864, IoU.food: 0.6808, IoU.step: 0.0410, IoU.tank: 0.3265, IoU.trade name: 0.3597, IoU.microwave: 0.8353, IoU.pot: 0.3557, IoU.animal: 0.7478, IoU.bicycle: 0.5944, IoU.lake: 0.0692, IoU.dishwasher: 0.7628, IoU.screen: 0.6392, IoU.blanket: 0.3177, IoU.sculpture: 0.5319, IoU.hood: 0.6409, IoU.sconce: 0.5083, IoU.vase: 0.4318, IoU.traffic light: 0.3211, IoU.tray: 0.1150, IoU.ashcan: 0.4371, IoU.fan: 0.6282, IoU.pier: 0.0422, IoU.crt screen: 0.0512, IoU.plate: 0.5919, IoU.monitor: 0.0327, IoU.bulletin board: 0.2912, IoU.shower: 0.1141, IoU.radiator: 0.5629, IoU.glass: 0.2141, IoU.clock: 0.4089, IoU.flag: 0.4705, Acc.wall: 0.8397, Acc.building: 0.8961, Acc.sky: 0.9692, Acc.floor: 0.9071, Acc.tree: 0.8816, Acc.ceiling: 0.9269, Acc.road: 0.8992, Acc.bed : 0.9540, Acc.windowpane: 0.8157, Acc.grass: 0.8439, Acc.cabinet: 0.7423, Acc.sidewalk: 0.8398, Acc.person: 0.8976, Acc.earth: 0.4077, Acc.door: 0.7367, Acc.table: 0.6811, Acc.mountain: 0.7835, Acc.plant: 0.7095, Acc.curtain: 0.8559, Acc.chair: 0.7294, Acc.car: 0.9354, Acc.water: 0.5818, Acc.painting: 0.8983, Acc.sofa: 0.8884, Acc.shelf: 0.6490, Acc.house: 0.7954, Acc.sea: 0.7679, Acc.mirror: 0.8156, Acc.rug: 0.8479, Acc.field: 0.5241, Acc.armchair: 0.5421, Acc.seat: 0.8459, Acc.fence: 0.6387, Acc.desk: 0.7002, Acc.rock: 0.8064, Acc.wardrobe: 0.6882, Acc.lamp: 0.8127, Acc.bathtub: 0.8625, Acc.railing: 0.4974, Acc.cushion: 0.7966, Acc.base: 0.5648, Acc.box: 0.4674, Acc.column: 0.6605, Acc.signboard: 0.5637, Acc.chest of drawers: 0.7480, Acc.counter: 0.5533, Acc.sand: 0.4512, Acc.sink: 0.8422, Acc.skyscraper: 0.6007, Acc.fireplace: 0.9366, Acc.refrigerator: 0.8558, Acc.grandstand: 0.7207, Acc.path: 0.3904, Acc.stairs: 0.3250, Acc.runway: 0.9555, Acc.case: 0.6678, Acc.pool table: 0.9719, Acc.pillow: 0.7356, Acc.screen door: 0.8593, Acc.stairway: 0.4536, Acc.river: 0.2319, Acc.bridge: 0.8932, Acc.bookcase: 0.5105, Acc.blind: 0.4478, Acc.coffee table: 0.8727, Acc.toilet: 0.9347, Acc.flower: 0.5581, Acc.book: 0.7483, Acc.hill: 0.1151, Acc.bench: 0.6628, Acc.countertop: 0.6742, Acc.stove: 0.8720, Acc.palm: 0.7828, Acc.kitchen island: 0.7898, Acc.computer: 0.8634, Acc.swivel chair: 0.7454, Acc.boat: 0.8546, Acc.bar: 0.6330, Acc.arcade machine: 0.5180, Acc.hovel: 0.0845, Acc.bus: 0.9291, Acc.towel: 0.8284, Acc.light: 0.7421, Acc.truck: 0.5112, Acc.tower: 0.3974, Acc.chandelier: 0.8303, Acc.awning: 0.4468, Acc.streetlight: 0.5592, Acc.booth: 0.5687, Acc.television receiver: 0.8252, Acc.airplane: 0.6722, Acc.dirt track: 0.1124, Acc.apparel: 0.4931, Acc.pole: 0.4300, Acc.land: 0.0815, Acc.bannister: 0.2786, Acc.escalator: 0.2509, Acc.ottoman: 0.7829, Acc.bottle: 0.2651, Acc.buffet: 0.5141, Acc.poster: 0.5397, Acc.stage: 0.3603, Acc.van: 0.6670, Acc.ship: 0.1086, Acc.fountain: 0.6831, Acc.conveyer belt: 0.8680, Acc.canopy: 0.4169, Acc.washer: 0.7827, Acc.plaything: 0.4122, Acc.swimming pool: 0.6283, Acc.stool: 0.7031, Acc.barrel: 0.7480, Acc.basket: 0.5390, Acc.waterfall: 0.8645, Acc.tent: 0.9777, Acc.bag: 0.3181, Acc.minibike: 0.8767, Acc.cradle: 0.7860, Acc.oven: 0.6941, Acc.ball: 0.5122, Acc.food: 0.8141, Acc.step: 0.0731, Acc.tank: 0.4029, Acc.trade name: 0.4587, Acc.microwave: 0.9244, Acc.pot: 0.4444, Acc.animal: 0.7776, Acc.bicycle: 0.8488, Acc.lake: 0.1473, Acc.dishwasher: 0.8909, Acc.screen: 0.8932, Acc.blanket: 0.3675, Acc.sculpture: 0.8527, Acc.hood: 0.7855, Acc.sconce: 0.6534, Acc.vase: 0.7182, Acc.traffic light: 0.6834, Acc.tray: 0.2859, Acc.ashcan: 0.6202, Acc.fan: 0.8075, Acc.pier: 0.1648, Acc.crt screen: 0.1320, Acc.plate: 0.7487, Acc.monitor: 0.0422, Acc.bulletin board: 0.5551, Acc.shower: 0.2559, Acc.radiator: 0.8231, Acc.glass: 0.2665, Acc.clock: 0.7030, Acc.flag: 0.5513 2023-11-26 18:27:30,988 - mmseg - INFO - Iter [60050/160000] lr: 2.383e-06, eta: 10:32:59, time: 0.729, data_time: 0.350, memory: 36416, decode.loss_cls: 0.6612, decode.loss_mask: 0.7060, decode.loss_dice: 1.0465, decode.d0.loss_cls: 2.6457, decode.d0.loss_mask: 0.7617, decode.d0.loss_dice: 1.2450, decode.d1.loss_cls: 0.8338, decode.d1.loss_mask: 0.7398, decode.d1.loss_dice: 1.1355, decode.d2.loss_cls: 0.7303, decode.d2.loss_mask: 0.7188, decode.d2.loss_dice: 1.0962, decode.d3.loss_cls: 0.6998, decode.d3.loss_mask: 0.7150, decode.d3.loss_dice: 1.0681, decode.d4.loss_cls: 0.6808, decode.d4.loss_mask: 0.7123, decode.d4.loss_dice: 1.0699, decode.d5.loss_cls: 0.6749, decode.d5.loss_mask: 0.7114, decode.d5.loss_dice: 1.0651, decode.d6.loss_cls: 0.6680, decode.d6.loss_mask: 0.7065, decode.d6.loss_dice: 1.0504, decode.d7.loss_cls: 0.6617, decode.d7.loss_mask: 0.7055, decode.d7.loss_dice: 1.0499, decode.d8.loss_cls: 0.6632, decode.d8.loss_mask: 0.7066, decode.d8.loss_dice: 1.0512, loss: 26.9809, grad_norm: 125.6756 2023-11-26 18:27:49,967 - mmseg - INFO - Iter [60100/160000] lr: 2.382e-06, eta: 10:32:40, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6520, decode.loss_mask: 0.6918, decode.loss_dice: 1.0209, decode.d0.loss_cls: 2.5639, decode.d0.loss_mask: 0.7484, decode.d0.loss_dice: 1.2011, decode.d1.loss_cls: 0.8145, decode.d1.loss_mask: 0.7241, decode.d1.loss_dice: 1.1007, decode.d2.loss_cls: 0.7179, decode.d2.loss_mask: 0.7098, decode.d2.loss_dice: 1.0643, decode.d3.loss_cls: 0.6897, decode.d3.loss_mask: 0.7002, decode.d3.loss_dice: 1.0342, decode.d4.loss_cls: 0.6726, decode.d4.loss_mask: 0.6960, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6655, decode.d5.loss_mask: 0.6986, decode.d5.loss_dice: 1.0360, decode.d6.loss_cls: 0.6559, decode.d6.loss_mask: 0.6966, decode.d6.loss_dice: 1.0190, decode.d7.loss_cls: 0.6512, decode.d7.loss_mask: 0.6913, decode.d7.loss_dice: 1.0197, decode.d8.loss_cls: 0.6403, decode.d8.loss_mask: 0.6900, decode.d8.loss_dice: 1.0196, loss: 26.3240, grad_norm: 128.0537 2023-11-26 18:28:09,109 - mmseg - INFO - Iter [60150/160000] lr: 2.381e-06, eta: 10:32:21, time: 0.383, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6659, decode.loss_mask: 0.6846, decode.loss_dice: 1.0210, decode.d0.loss_cls: 2.5933, decode.d0.loss_mask: 0.7331, decode.d0.loss_dice: 1.2161, decode.d1.loss_cls: 0.8391, decode.d1.loss_mask: 0.7177, decode.d1.loss_dice: 1.1072, decode.d2.loss_cls: 0.7440, decode.d2.loss_mask: 0.6932, decode.d2.loss_dice: 1.0593, decode.d3.loss_cls: 0.7027, decode.d3.loss_mask: 0.6915, decode.d3.loss_dice: 1.0314, decode.d4.loss_cls: 0.6906, decode.d4.loss_mask: 0.6863, decode.d4.loss_dice: 1.0332, decode.d5.loss_cls: 0.6829, decode.d5.loss_mask: 0.6853, decode.d5.loss_dice: 1.0287, decode.d6.loss_cls: 0.6806, decode.d6.loss_mask: 0.6845, decode.d6.loss_dice: 1.0157, decode.d7.loss_cls: 0.6736, decode.d7.loss_mask: 0.6844, decode.d7.loss_dice: 1.0224, decode.d8.loss_cls: 0.6627, decode.d8.loss_mask: 0.6880, decode.d8.loss_dice: 1.0221, loss: 26.4412, grad_norm: 135.2259 2023-11-26 18:28:27,460 - mmseg - INFO - Iter [60200/160000] lr: 2.380e-06, eta: 10:32:01, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6695, decode.loss_mask: 0.6665, decode.loss_dice: 1.0140, decode.d0.loss_cls: 2.7017, decode.d0.loss_mask: 0.7316, decode.d0.loss_dice: 1.2267, decode.d1.loss_cls: 0.8578, decode.d1.loss_mask: 0.7052, decode.d1.loss_dice: 1.1119, decode.d2.loss_cls: 0.7525, decode.d2.loss_mask: 0.6868, decode.d2.loss_dice: 1.0653, decode.d3.loss_cls: 0.7139, decode.d3.loss_mask: 0.6734, decode.d3.loss_dice: 1.0309, decode.d4.loss_cls: 0.6993, decode.d4.loss_mask: 0.6686, decode.d4.loss_dice: 1.0276, decode.d5.loss_cls: 0.6855, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 1.0235, decode.d6.loss_cls: 0.6732, decode.d6.loss_mask: 0.6668, decode.d6.loss_dice: 1.0121, decode.d7.loss_cls: 0.6647, decode.d7.loss_mask: 0.6689, decode.d7.loss_dice: 1.0160, decode.d8.loss_cls: 0.6631, decode.d8.loss_mask: 0.6673, decode.d8.loss_dice: 1.0109, loss: 26.4222, grad_norm: 109.8089 2023-11-26 18:28:45,743 - mmseg - INFO - Iter [60250/160000] lr: 2.379e-06, eta: 10:31:41, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6692, decode.loss_mask: 0.6798, decode.loss_dice: 1.0176, decode.d0.loss_cls: 2.5554, decode.d0.loss_mask: 0.7408, decode.d0.loss_dice: 1.2122, decode.d1.loss_cls: 0.8237, decode.d1.loss_mask: 0.7223, decode.d1.loss_dice: 1.1087, decode.d2.loss_cls: 0.7337, decode.d2.loss_mask: 0.7042, decode.d2.loss_dice: 1.0587, decode.d3.loss_cls: 0.7021, decode.d3.loss_mask: 0.6925, decode.d3.loss_dice: 1.0348, decode.d4.loss_cls: 0.6960, decode.d4.loss_mask: 0.6901, decode.d4.loss_dice: 1.0324, decode.d5.loss_cls: 0.6819, decode.d5.loss_mask: 0.6840, decode.d5.loss_dice: 1.0311, decode.d6.loss_cls: 0.6767, decode.d6.loss_mask: 0.6822, decode.d6.loss_dice: 1.0169, decode.d7.loss_cls: 0.6720, decode.d7.loss_mask: 0.6838, decode.d7.loss_dice: 1.0223, decode.d8.loss_cls: 0.6698, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 1.0200, loss: 26.3948, grad_norm: 125.6813 2023-11-26 18:29:04,093 - mmseg - INFO - Iter [60300/160000] lr: 2.377e-06, eta: 10:31:21, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6356, decode.loss_mask: 0.6932, decode.loss_dice: 1.0037, decode.d0.loss_cls: 2.5549, decode.d0.loss_mask: 0.7446, decode.d0.loss_dice: 1.1966, decode.d1.loss_cls: 0.8081, decode.d1.loss_mask: 0.7236, decode.d1.loss_dice: 1.1024, decode.d2.loss_cls: 0.7007, decode.d2.loss_mask: 0.7083, decode.d2.loss_dice: 1.0544, decode.d3.loss_cls: 0.6802, decode.d3.loss_mask: 0.7002, decode.d3.loss_dice: 1.0248, decode.d4.loss_cls: 0.6526, decode.d4.loss_mask: 0.6995, decode.d4.loss_dice: 1.0171, decode.d5.loss_cls: 0.6431, decode.d5.loss_mask: 0.6980, decode.d5.loss_dice: 1.0178, decode.d6.loss_cls: 0.6373, decode.d6.loss_mask: 0.6953, decode.d6.loss_dice: 1.0078, decode.d7.loss_cls: 0.6301, decode.d7.loss_mask: 0.6966, decode.d7.loss_dice: 1.0037, decode.d8.loss_cls: 0.6282, decode.d8.loss_mask: 0.6965, decode.d8.loss_dice: 1.0084, loss: 26.0632, grad_norm: 110.4564 2023-11-26 18:29:22,403 - mmseg - INFO - Iter [60350/160000] lr: 2.376e-06, eta: 10:31:00, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6501, decode.loss_mask: 0.6720, decode.loss_dice: 1.0154, decode.d0.loss_cls: 2.5612, decode.d0.loss_mask: 0.7260, decode.d0.loss_dice: 1.2180, decode.d1.loss_cls: 0.8114, decode.d1.loss_mask: 0.7048, decode.d1.loss_dice: 1.1171, decode.d2.loss_cls: 0.7245, decode.d2.loss_mask: 0.6855, decode.d2.loss_dice: 1.0591, decode.d3.loss_cls: 0.6876, decode.d3.loss_mask: 0.6805, decode.d3.loss_dice: 1.0392, decode.d4.loss_cls: 0.6724, decode.d4.loss_mask: 0.6793, decode.d4.loss_dice: 1.0370, decode.d5.loss_cls: 0.6613, decode.d5.loss_mask: 0.6749, decode.d5.loss_dice: 1.0291, decode.d6.loss_cls: 0.6611, decode.d6.loss_mask: 0.6733, decode.d6.loss_dice: 1.0170, decode.d7.loss_cls: 0.6509, decode.d7.loss_mask: 0.6717, decode.d7.loss_dice: 1.0182, decode.d8.loss_cls: 0.6532, decode.d8.loss_mask: 0.6697, decode.d8.loss_dice: 1.0184, loss: 26.1398, grad_norm: 118.9790 2023-11-26 18:29:40,930 - mmseg - INFO - Iter [60400/160000] lr: 2.375e-06, eta: 10:30:41, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6772, decode.loss_mask: 0.6701, decode.loss_dice: 1.0089, decode.d0.loss_cls: 2.6666, decode.d0.loss_mask: 0.7285, decode.d0.loss_dice: 1.2072, decode.d1.loss_cls: 0.8533, decode.d1.loss_mask: 0.7088, decode.d1.loss_dice: 1.1086, decode.d2.loss_cls: 0.7674, decode.d2.loss_mask: 0.6858, decode.d2.loss_dice: 1.0561, decode.d3.loss_cls: 0.7313, decode.d3.loss_mask: 0.6754, decode.d3.loss_dice: 1.0344, decode.d4.loss_cls: 0.7118, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 1.0256, decode.d5.loss_cls: 0.6967, decode.d5.loss_mask: 0.6734, decode.d5.loss_dice: 1.0188, decode.d6.loss_cls: 0.6815, decode.d6.loss_mask: 0.6710, decode.d6.loss_dice: 1.0156, decode.d7.loss_cls: 0.6788, decode.d7.loss_mask: 0.6714, decode.d7.loss_dice: 1.0127, decode.d8.loss_cls: 0.6757, decode.d8.loss_mask: 0.6707, decode.d8.loss_dice: 1.0140, loss: 26.4716, grad_norm: 117.1650 2023-11-26 18:29:59,719 - mmseg - INFO - Iter [60450/160000] lr: 2.374e-06, eta: 10:30:21, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6888, decode.loss_mask: 0.6772, decode.loss_dice: 1.0184, decode.d0.loss_cls: 2.6288, decode.d0.loss_mask: 0.7384, decode.d0.loss_dice: 1.2408, decode.d1.loss_cls: 0.8496, decode.d1.loss_mask: 0.7152, decode.d1.loss_dice: 1.1199, decode.d2.loss_cls: 0.7600, decode.d2.loss_mask: 0.6934, decode.d2.loss_dice: 1.0728, decode.d3.loss_cls: 0.7335, decode.d3.loss_mask: 0.6829, decode.d3.loss_dice: 1.0316, decode.d4.loss_cls: 0.7164, decode.d4.loss_mask: 0.6815, decode.d4.loss_dice: 1.0321, decode.d5.loss_cls: 0.7163, decode.d5.loss_mask: 0.6785, decode.d5.loss_dice: 1.0354, decode.d6.loss_cls: 0.7020, decode.d6.loss_mask: 0.6795, decode.d6.loss_dice: 1.0247, decode.d7.loss_cls: 0.6956, decode.d7.loss_mask: 0.6791, decode.d7.loss_dice: 1.0256, decode.d8.loss_cls: 0.6918, decode.d8.loss_mask: 0.6795, decode.d8.loss_dice: 1.0227, loss: 26.7122, grad_norm: 126.8374 2023-11-26 18:30:18,239 - mmseg - INFO - Iter [60500/160000] lr: 2.373e-06, eta: 10:30:02, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6636, decode.loss_mask: 0.7008, decode.loss_dice: 1.0454, decode.d0.loss_cls: 2.6382, decode.d0.loss_mask: 0.7509, decode.d0.loss_dice: 1.2354, decode.d1.loss_cls: 0.8288, decode.d1.loss_mask: 0.7367, decode.d1.loss_dice: 1.1333, decode.d2.loss_cls: 0.7438, decode.d2.loss_mask: 0.7171, decode.d2.loss_dice: 1.0821, decode.d3.loss_cls: 0.7114, decode.d3.loss_mask: 0.7073, decode.d3.loss_dice: 1.0517, decode.d4.loss_cls: 0.6965, decode.d4.loss_mask: 0.7048, decode.d4.loss_dice: 1.0535, decode.d5.loss_cls: 0.6809, decode.d5.loss_mask: 0.7024, decode.d5.loss_dice: 1.0551, decode.d6.loss_cls: 0.6769, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0398, decode.d7.loss_cls: 0.6683, decode.d7.loss_mask: 0.6987, decode.d7.loss_dice: 1.0403, decode.d8.loss_cls: 0.6659, decode.d8.loss_mask: 0.6994, decode.d8.loss_dice: 1.0396, loss: 26.8684, grad_norm: 131.8738 2023-11-26 18:30:36,548 - mmseg - INFO - Iter [60550/160000] lr: 2.371e-06, eta: 10:29:41, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6622, decode.loss_mask: 0.6723, decode.loss_dice: 1.0283, decode.d0.loss_cls: 2.6143, decode.d0.loss_mask: 0.7253, decode.d0.loss_dice: 1.2268, decode.d1.loss_cls: 0.8388, decode.d1.loss_mask: 0.7099, decode.d1.loss_dice: 1.1229, decode.d2.loss_cls: 0.7382, decode.d2.loss_mask: 0.6934, decode.d2.loss_dice: 1.0761, decode.d3.loss_cls: 0.7101, decode.d3.loss_mask: 0.6869, decode.d3.loss_dice: 1.0427, decode.d4.loss_cls: 0.6923, decode.d4.loss_mask: 0.6850, decode.d4.loss_dice: 1.0426, decode.d5.loss_cls: 0.6807, decode.d5.loss_mask: 0.6797, decode.d5.loss_dice: 1.0409, decode.d6.loss_cls: 0.6775, decode.d6.loss_mask: 0.6773, decode.d6.loss_dice: 1.0304, decode.d7.loss_cls: 0.6673, decode.d7.loss_mask: 0.6764, decode.d7.loss_dice: 1.0330, decode.d8.loss_cls: 0.6611, decode.d8.loss_mask: 0.6747, decode.d8.loss_dice: 1.0336, loss: 26.5006, grad_norm: 124.0347 2023-11-26 18:30:54,859 - mmseg - INFO - Iter [60600/160000] lr: 2.370e-06, eta: 10:29:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6242, decode.loss_mask: 0.6568, decode.loss_dice: 0.9856, decode.d0.loss_cls: 2.5073, decode.d0.loss_mask: 0.7123, decode.d0.loss_dice: 1.1868, decode.d1.loss_cls: 0.7579, decode.d1.loss_mask: 0.6957, decode.d1.loss_dice: 1.0798, decode.d2.loss_cls: 0.6775, decode.d2.loss_mask: 0.6756, decode.d2.loss_dice: 1.0362, decode.d3.loss_cls: 0.6419, decode.d3.loss_mask: 0.6666, decode.d3.loss_dice: 1.0048, decode.d4.loss_cls: 0.6376, decode.d4.loss_mask: 0.6659, decode.d4.loss_dice: 1.0000, decode.d5.loss_cls: 0.6295, decode.d5.loss_mask: 0.6630, decode.d5.loss_dice: 1.0007, decode.d6.loss_cls: 0.6260, decode.d6.loss_mask: 0.6599, decode.d6.loss_dice: 0.9888, decode.d7.loss_cls: 0.6150, decode.d7.loss_mask: 0.6613, decode.d7.loss_dice: 0.9892, decode.d8.loss_cls: 0.6208, decode.d8.loss_mask: 0.6622, decode.d8.loss_dice: 0.9900, loss: 25.3188, grad_norm: 118.8209 2023-11-26 18:31:15,394 - mmseg - INFO - Iter [60650/160000] lr: 2.369e-06, eta: 10:29:05, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.6507, decode.loss_mask: 0.6706, decode.loss_dice: 0.9979, decode.d0.loss_cls: 2.5721, decode.d0.loss_mask: 0.7349, decode.d0.loss_dice: 1.2046, decode.d1.loss_cls: 0.8243, decode.d1.loss_mask: 0.7030, decode.d1.loss_dice: 1.0915, decode.d2.loss_cls: 0.7320, decode.d2.loss_mask: 0.6886, decode.d2.loss_dice: 1.0488, decode.d3.loss_cls: 0.6953, decode.d3.loss_mask: 0.6853, decode.d3.loss_dice: 1.0183, decode.d4.loss_cls: 0.6870, decode.d4.loss_mask: 0.6786, decode.d4.loss_dice: 1.0151, decode.d5.loss_cls: 0.6779, decode.d5.loss_mask: 0.6778, decode.d5.loss_dice: 1.0152, decode.d6.loss_cls: 0.6642, decode.d6.loss_mask: 0.6729, decode.d6.loss_dice: 1.0047, decode.d7.loss_cls: 0.6582, decode.d7.loss_mask: 0.6731, decode.d7.loss_dice: 1.0040, decode.d8.loss_cls: 0.6500, decode.d8.loss_mask: 0.6731, decode.d8.loss_dice: 1.0050, loss: 26.0747, grad_norm: 133.2281 2023-11-26 18:31:35,765 - mmseg - INFO - Iter [60700/160000] lr: 2.368e-06, eta: 10:28:48, time: 0.407, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6677, decode.loss_mask: 0.6908, decode.loss_dice: 1.0064, decode.d0.loss_cls: 2.6235, decode.d0.loss_mask: 0.7509, decode.d0.loss_dice: 1.2128, decode.d1.loss_cls: 0.8251, decode.d1.loss_mask: 0.7276, decode.d1.loss_dice: 1.0963, decode.d2.loss_cls: 0.7453, decode.d2.loss_mask: 0.7048, decode.d2.loss_dice: 1.0473, decode.d3.loss_cls: 0.7038, decode.d3.loss_mask: 0.6969, decode.d3.loss_dice: 1.0114, decode.d4.loss_cls: 0.6840, decode.d4.loss_mask: 0.6917, decode.d4.loss_dice: 1.0102, decode.d5.loss_cls: 0.6789, decode.d5.loss_mask: 0.6934, decode.d5.loss_dice: 1.0142, decode.d6.loss_cls: 0.6733, decode.d6.loss_mask: 0.6916, decode.d6.loss_dice: 1.0012, decode.d7.loss_cls: 0.6660, decode.d7.loss_mask: 0.6902, decode.d7.loss_dice: 1.0031, decode.d8.loss_cls: 0.6700, decode.d8.loss_mask: 0.6898, decode.d8.loss_dice: 1.0068, loss: 26.3749, grad_norm: 124.3717 2023-11-26 18:31:54,208 - mmseg - INFO - Iter [60750/160000] lr: 2.367e-06, eta: 10:28:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6401, decode.loss_mask: 0.6735, decode.loss_dice: 1.0227, decode.d0.loss_cls: 2.5598, decode.d0.loss_mask: 0.7337, decode.d0.loss_dice: 1.2174, decode.d1.loss_cls: 0.8084, decode.d1.loss_mask: 0.7056, decode.d1.loss_dice: 1.1105, decode.d2.loss_cls: 0.7034, decode.d2.loss_mask: 0.6927, decode.d2.loss_dice: 1.0662, decode.d3.loss_cls: 0.6904, decode.d3.loss_mask: 0.6848, decode.d3.loss_dice: 1.0325, decode.d4.loss_cls: 0.6743, decode.d4.loss_mask: 0.6803, decode.d4.loss_dice: 1.0333, decode.d5.loss_cls: 0.6590, decode.d5.loss_mask: 0.6796, decode.d5.loss_dice: 1.0331, decode.d6.loss_cls: 0.6554, decode.d6.loss_mask: 0.6775, decode.d6.loss_dice: 1.0175, decode.d7.loss_cls: 0.6374, decode.d7.loss_mask: 0.6758, decode.d7.loss_dice: 1.0242, decode.d8.loss_cls: 0.6342, decode.d8.loss_mask: 0.6745, decode.d8.loss_dice: 1.0240, loss: 26.1217, grad_norm: 123.2521 2023-11-26 18:32:12,604 - mmseg - INFO - Iter [60800/160000] lr: 2.365e-06, eta: 10:28:08, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5939, decode.loss_mask: 0.6804, decode.loss_dice: 1.0002, decode.d0.loss_cls: 2.5849, decode.d0.loss_mask: 0.7278, decode.d0.loss_dice: 1.1911, decode.d1.loss_cls: 0.7686, decode.d1.loss_mask: 0.7139, decode.d1.loss_dice: 1.0991, decode.d2.loss_cls: 0.6707, decode.d2.loss_mask: 0.6942, decode.d2.loss_dice: 1.0457, decode.d3.loss_cls: 0.6421, decode.d3.loss_mask: 0.6898, decode.d3.loss_dice: 1.0221, decode.d4.loss_cls: 0.6299, decode.d4.loss_mask: 0.6858, decode.d4.loss_dice: 1.0178, decode.d5.loss_cls: 0.6136, decode.d5.loss_mask: 0.6852, decode.d5.loss_dice: 1.0167, decode.d6.loss_cls: 0.6066, decode.d6.loss_mask: 0.6832, decode.d6.loss_dice: 1.0066, decode.d7.loss_cls: 0.5979, decode.d7.loss_mask: 0.6782, decode.d7.loss_dice: 1.0052, decode.d8.loss_cls: 0.6008, decode.d8.loss_mask: 0.6769, decode.d8.loss_dice: 1.0075, loss: 25.6364, grad_norm: 129.2053 2023-11-26 18:32:31,304 - mmseg - INFO - Iter [60850/160000] lr: 2.364e-06, eta: 10:27:49, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6524, decode.loss_mask: 0.6752, decode.loss_dice: 1.0406, decode.d0.loss_cls: 2.6202, decode.d0.loss_mask: 0.7397, decode.d0.loss_dice: 1.2346, decode.d1.loss_cls: 0.8361, decode.d1.loss_mask: 0.7177, decode.d1.loss_dice: 1.1407, decode.d2.loss_cls: 0.7369, decode.d2.loss_mask: 0.6962, decode.d2.loss_dice: 1.0822, decode.d3.loss_cls: 0.7039, decode.d3.loss_mask: 0.6814, decode.d3.loss_dice: 1.0525, decode.d4.loss_cls: 0.6755, decode.d4.loss_mask: 0.6791, decode.d4.loss_dice: 1.0580, decode.d5.loss_cls: 0.6738, decode.d5.loss_mask: 0.6748, decode.d5.loss_dice: 1.0535, decode.d6.loss_cls: 0.6608, decode.d6.loss_mask: 0.6767, decode.d6.loss_dice: 1.0435, decode.d7.loss_cls: 0.6505, decode.d7.loss_mask: 0.6747, decode.d7.loss_dice: 1.0441, decode.d8.loss_cls: 0.6556, decode.d8.loss_mask: 0.6727, decode.d8.loss_dice: 1.0396, loss: 26.5433, grad_norm: 126.2323 2023-11-26 18:32:49,722 - mmseg - INFO - Iter [60900/160000] lr: 2.363e-06, eta: 10:27:29, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6309, decode.loss_mask: 0.6679, decode.loss_dice: 0.9979, decode.d0.loss_cls: 2.5687, decode.d0.loss_mask: 0.7183, decode.d0.loss_dice: 1.1924, decode.d1.loss_cls: 0.8136, decode.d1.loss_mask: 0.7074, decode.d1.loss_dice: 1.0901, decode.d2.loss_cls: 0.7104, decode.d2.loss_mask: 0.6882, decode.d2.loss_dice: 1.0446, decode.d3.loss_cls: 0.6695, decode.d3.loss_mask: 0.6802, decode.d3.loss_dice: 1.0155, decode.d4.loss_cls: 0.6548, decode.d4.loss_mask: 0.6734, decode.d4.loss_dice: 1.0150, decode.d5.loss_cls: 0.6524, decode.d5.loss_mask: 0.6728, decode.d5.loss_dice: 1.0068, decode.d6.loss_cls: 0.6376, decode.d6.loss_mask: 0.6695, decode.d6.loss_dice: 0.9982, decode.d7.loss_cls: 0.6346, decode.d7.loss_mask: 0.6708, decode.d7.loss_dice: 1.0004, decode.d8.loss_cls: 0.6336, decode.d8.loss_mask: 0.6665, decode.d8.loss_dice: 0.9992, loss: 25.7813, grad_norm: 121.1857 2023-11-26 18:33:07,925 - mmseg - INFO - Iter [60950/160000] lr: 2.362e-06, eta: 10:27:08, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6684, decode.loss_mask: 0.6573, decode.loss_dice: 1.0076, decode.d0.loss_cls: 2.6385, decode.d0.loss_mask: 0.7152, decode.d0.loss_dice: 1.2212, decode.d1.loss_cls: 0.8696, decode.d1.loss_mask: 0.6914, decode.d1.loss_dice: 1.1094, decode.d2.loss_cls: 0.7522, decode.d2.loss_mask: 0.6771, decode.d2.loss_dice: 1.0646, decode.d3.loss_cls: 0.7104, decode.d3.loss_mask: 0.6665, decode.d3.loss_dice: 1.0274, decode.d4.loss_cls: 0.6907, decode.d4.loss_mask: 0.6628, decode.d4.loss_dice: 1.0259, decode.d5.loss_cls: 0.6834, decode.d5.loss_mask: 0.6624, decode.d5.loss_dice: 1.0226, decode.d6.loss_cls: 0.6745, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 1.0104, decode.d7.loss_cls: 0.6721, decode.d7.loss_mask: 0.6587, decode.d7.loss_dice: 1.0083, decode.d8.loss_cls: 0.6601, decode.d8.loss_mask: 0.6587, decode.d8.loss_dice: 1.0150, loss: 26.2419, grad_norm: 109.2923 2023-11-26 18:33:26,451 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:33:26,451 - mmseg - INFO - Iter [61000/160000] lr: 2.361e-06, eta: 10:26:49, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6728, decode.loss_mask: 0.7112, decode.loss_dice: 1.0626, decode.d0.loss_cls: 2.5882, decode.d0.loss_mask: 0.7819, decode.d0.loss_dice: 1.2641, decode.d1.loss_cls: 0.8530, decode.d1.loss_mask: 0.7507, decode.d1.loss_dice: 1.1532, decode.d2.loss_cls: 0.7560, decode.d2.loss_mask: 0.7278, decode.d2.loss_dice: 1.1060, decode.d3.loss_cls: 0.7174, decode.d3.loss_mask: 0.7178, decode.d3.loss_dice: 1.0782, decode.d4.loss_cls: 0.6930, decode.d4.loss_mask: 0.7211, decode.d4.loss_dice: 1.0843, decode.d5.loss_cls: 0.6844, decode.d5.loss_mask: 0.7159, decode.d5.loss_dice: 1.0789, decode.d6.loss_cls: 0.6768, decode.d6.loss_mask: 0.7135, decode.d6.loss_dice: 1.0630, decode.d7.loss_cls: 0.6735, decode.d7.loss_mask: 0.7103, decode.d7.loss_dice: 1.0631, decode.d8.loss_cls: 0.6728, decode.d8.loss_mask: 0.7103, decode.d8.loss_dice: 1.0627, loss: 27.2645, grad_norm: 133.6624 2023-11-26 18:33:45,432 - mmseg - INFO - Iter [61050/160000] lr: 2.359e-06, eta: 10:26:30, time: 0.380, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6753, decode.loss_mask: 0.6623, decode.loss_dice: 1.0018, decode.d0.loss_cls: 2.6706, decode.d0.loss_mask: 0.7278, decode.d0.loss_dice: 1.2209, decode.d1.loss_cls: 0.8648, decode.d1.loss_mask: 0.6996, decode.d1.loss_dice: 1.1064, decode.d2.loss_cls: 0.7585, decode.d2.loss_mask: 0.6798, decode.d2.loss_dice: 1.0564, decode.d3.loss_cls: 0.7111, decode.d3.loss_mask: 0.6716, decode.d3.loss_dice: 1.0292, decode.d4.loss_cls: 0.6948, decode.d4.loss_mask: 0.6691, decode.d4.loss_dice: 1.0257, decode.d5.loss_cls: 0.6893, decode.d5.loss_mask: 0.6681, decode.d5.loss_dice: 1.0215, decode.d6.loss_cls: 0.6838, decode.d6.loss_mask: 0.6690, decode.d6.loss_dice: 1.0085, decode.d7.loss_cls: 0.6775, decode.d7.loss_mask: 0.6654, decode.d7.loss_dice: 1.0060, decode.d8.loss_cls: 0.6753, decode.d8.loss_mask: 0.6670, decode.d8.loss_dice: 1.0109, loss: 26.3681, grad_norm: 112.9364 2023-11-26 18:34:04,153 - mmseg - INFO - Iter [61100/160000] lr: 2.358e-06, eta: 10:26:10, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6605, decode.loss_mask: 0.6627, decode.loss_dice: 1.0196, decode.d0.loss_cls: 2.6408, decode.d0.loss_mask: 0.7206, decode.d0.loss_dice: 1.2247, decode.d1.loss_cls: 0.8305, decode.d1.loss_mask: 0.6988, decode.d1.loss_dice: 1.1163, decode.d2.loss_cls: 0.7416, decode.d2.loss_mask: 0.6793, decode.d2.loss_dice: 1.0633, decode.d3.loss_cls: 0.7017, decode.d3.loss_mask: 0.6702, decode.d3.loss_dice: 1.0299, decode.d4.loss_cls: 0.6769, decode.d4.loss_mask: 0.6687, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6791, decode.d5.loss_mask: 0.6690, decode.d5.loss_dice: 1.0330, decode.d6.loss_cls: 0.6725, decode.d6.loss_mask: 0.6676, decode.d6.loss_dice: 1.0205, decode.d7.loss_cls: 0.6610, decode.d7.loss_mask: 0.6659, decode.d7.loss_dice: 1.0215, decode.d8.loss_cls: 0.6612, decode.d8.loss_mask: 0.6629, decode.d8.loss_dice: 1.0271, loss: 26.2852, grad_norm: 117.1227 2023-11-26 18:34:22,392 - mmseg - INFO - Iter [61150/160000] lr: 2.357e-06, eta: 10:25:50, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6501, decode.loss_mask: 0.6980, decode.loss_dice: 1.0281, decode.d0.loss_cls: 2.5036, decode.d0.loss_mask: 0.7653, decode.d0.loss_dice: 1.2152, decode.d1.loss_cls: 0.7995, decode.d1.loss_mask: 0.7396, decode.d1.loss_dice: 1.1119, decode.d2.loss_cls: 0.7174, decode.d2.loss_mask: 0.7161, decode.d2.loss_dice: 1.0658, decode.d3.loss_cls: 0.6813, decode.d3.loss_mask: 0.7032, decode.d3.loss_dice: 1.0405, decode.d4.loss_cls: 0.6650, decode.d4.loss_mask: 0.7033, decode.d4.loss_dice: 1.0384, decode.d5.loss_cls: 0.6506, decode.d5.loss_mask: 0.7011, decode.d5.loss_dice: 1.0381, decode.d6.loss_cls: 0.6482, decode.d6.loss_mask: 0.6996, decode.d6.loss_dice: 1.0206, decode.d7.loss_cls: 0.6419, decode.d7.loss_mask: 0.6983, decode.d7.loss_dice: 1.0268, decode.d8.loss_cls: 0.6396, decode.d8.loss_mask: 0.6968, decode.d8.loss_dice: 1.0259, loss: 26.3298, grad_norm: 132.2602 2023-11-26 18:34:40,838 - mmseg - INFO - Iter [61200/160000] lr: 2.356e-06, eta: 10:25:30, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6545, decode.loss_mask: 0.6717, decode.loss_dice: 1.0317, decode.d0.loss_cls: 2.6473, decode.d0.loss_mask: 0.7346, decode.d0.loss_dice: 1.2231, decode.d1.loss_cls: 0.8183, decode.d1.loss_mask: 0.7108, decode.d1.loss_dice: 1.1217, decode.d2.loss_cls: 0.7229, decode.d2.loss_mask: 0.6940, decode.d2.loss_dice: 1.0776, decode.d3.loss_cls: 0.6905, decode.d3.loss_mask: 0.6813, decode.d3.loss_dice: 1.0406, decode.d4.loss_cls: 0.6694, decode.d4.loss_mask: 0.6797, decode.d4.loss_dice: 1.0460, decode.d5.loss_cls: 0.6639, decode.d5.loss_mask: 0.6778, decode.d5.loss_dice: 1.0483, decode.d6.loss_cls: 0.6583, decode.d6.loss_mask: 0.6712, decode.d6.loss_dice: 1.0305, decode.d7.loss_cls: 0.6534, decode.d7.loss_mask: 0.6680, decode.d7.loss_dice: 1.0332, decode.d8.loss_cls: 0.6521, decode.d8.loss_mask: 0.6695, decode.d8.loss_dice: 1.0341, loss: 26.3760, grad_norm: 117.0030 2023-11-26 18:34:59,570 - mmseg - INFO - Iter [61250/160000] lr: 2.355e-06, eta: 10:25:11, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6544, decode.loss_mask: 0.6912, decode.loss_dice: 1.0194, decode.d0.loss_cls: 2.5909, decode.d0.loss_mask: 0.7442, decode.d0.loss_dice: 1.2226, decode.d1.loss_cls: 0.8237, decode.d1.loss_mask: 0.7270, decode.d1.loss_dice: 1.1222, decode.d2.loss_cls: 0.7412, decode.d2.loss_mask: 0.7045, decode.d2.loss_dice: 1.0660, decode.d3.loss_cls: 0.7003, decode.d3.loss_mask: 0.6974, decode.d3.loss_dice: 1.0362, decode.d4.loss_cls: 0.6797, decode.d4.loss_mask: 0.6938, decode.d4.loss_dice: 1.0392, decode.d5.loss_cls: 0.6770, decode.d5.loss_mask: 0.6948, decode.d5.loss_dice: 1.0355, decode.d6.loss_cls: 0.6666, decode.d6.loss_mask: 0.6931, decode.d6.loss_dice: 1.0270, decode.d7.loss_cls: 0.6660, decode.d7.loss_mask: 0.6902, decode.d7.loss_dice: 1.0263, decode.d8.loss_cls: 0.6542, decode.d8.loss_mask: 0.6915, decode.d8.loss_dice: 1.0216, loss: 26.4978, grad_norm: 120.1606 2023-11-26 18:35:18,371 - mmseg - INFO - Iter [61300/160000] lr: 2.354e-06, eta: 10:24:51, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6240, decode.loss_mask: 0.6573, decode.loss_dice: 0.9964, decode.d0.loss_cls: 2.5280, decode.d0.loss_mask: 0.7130, decode.d0.loss_dice: 1.1789, decode.d1.loss_cls: 0.8029, decode.d1.loss_mask: 0.6890, decode.d1.loss_dice: 1.0770, decode.d2.loss_cls: 0.6968, decode.d2.loss_mask: 0.6752, decode.d2.loss_dice: 1.0355, decode.d3.loss_cls: 0.6697, decode.d3.loss_mask: 0.6668, decode.d3.loss_dice: 1.0016, decode.d4.loss_cls: 0.6495, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 1.0021, decode.d5.loss_cls: 0.6387, decode.d5.loss_mask: 0.6631, decode.d5.loss_dice: 1.0032, decode.d6.loss_cls: 0.6314, decode.d6.loss_mask: 0.6597, decode.d6.loss_dice: 0.9918, decode.d7.loss_cls: 0.6321, decode.d7.loss_mask: 0.6581, decode.d7.loss_dice: 0.9930, decode.d8.loss_cls: 0.6295, decode.d8.loss_mask: 0.6595, decode.d8.loss_dice: 0.9916, loss: 25.4779, grad_norm: 140.1005 2023-11-26 18:35:37,196 - mmseg - INFO - Iter [61350/160000] lr: 2.352e-06, eta: 10:24:32, time: 0.378, data_time: 0.011, memory: 36416, decode.loss_cls: 0.6274, decode.loss_mask: 0.6738, decode.loss_dice: 1.0089, decode.d0.loss_cls: 2.5587, decode.d0.loss_mask: 0.7436, decode.d0.loss_dice: 1.2187, decode.d1.loss_cls: 0.7922, decode.d1.loss_mask: 0.7160, decode.d1.loss_dice: 1.1092, decode.d2.loss_cls: 0.7074, decode.d2.loss_mask: 0.6948, decode.d2.loss_dice: 1.0605, decode.d3.loss_cls: 0.6748, decode.d3.loss_mask: 0.6875, decode.d3.loss_dice: 1.0317, decode.d4.loss_cls: 0.6533, decode.d4.loss_mask: 0.6826, decode.d4.loss_dice: 1.0255, decode.d5.loss_cls: 0.6432, decode.d5.loss_mask: 0.6837, decode.d5.loss_dice: 1.0271, decode.d6.loss_cls: 0.6361, decode.d6.loss_mask: 0.6740, decode.d6.loss_dice: 1.0084, decode.d7.loss_cls: 0.6225, decode.d7.loss_mask: 0.6761, decode.d7.loss_dice: 1.0127, decode.d8.loss_cls: 0.6212, decode.d8.loss_mask: 0.6759, decode.d8.loss_dice: 1.0138, loss: 25.9612, grad_norm: 130.1231 2023-11-26 18:35:57,874 - mmseg - INFO - Iter [61400/160000] lr: 2.351e-06, eta: 10:24:16, time: 0.414, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6604, decode.loss_mask: 0.6666, decode.loss_dice: 0.9922, decode.d0.loss_cls: 2.6104, decode.d0.loss_mask: 0.7227, decode.d0.loss_dice: 1.1991, decode.d1.loss_cls: 0.8306, decode.d1.loss_mask: 0.6976, decode.d1.loss_dice: 1.0930, decode.d2.loss_cls: 0.7406, decode.d2.loss_mask: 0.6765, decode.d2.loss_dice: 1.0430, decode.d3.loss_cls: 0.7005, decode.d3.loss_mask: 0.6677, decode.d3.loss_dice: 1.0075, decode.d4.loss_cls: 0.6893, decode.d4.loss_mask: 0.6670, decode.d4.loss_dice: 1.0081, decode.d5.loss_cls: 0.6836, decode.d5.loss_mask: 0.6670, decode.d5.loss_dice: 1.0017, decode.d6.loss_cls: 0.6786, decode.d6.loss_mask: 0.6657, decode.d6.loss_dice: 0.9909, decode.d7.loss_cls: 0.6631, decode.d7.loss_mask: 0.6663, decode.d7.loss_dice: 0.9907, decode.d8.loss_cls: 0.6581, decode.d8.loss_mask: 0.6669, decode.d8.loss_dice: 0.9934, loss: 25.9989, grad_norm: 125.3602 2023-11-26 18:36:18,316 - mmseg - INFO - Iter [61450/160000] lr: 2.350e-06, eta: 10:23:59, time: 0.409, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6678, decode.loss_mask: 0.7118, decode.loss_dice: 1.0027, decode.d0.loss_cls: 2.5775, decode.d0.loss_mask: 0.7777, decode.d0.loss_dice: 1.2038, decode.d1.loss_cls: 0.8390, decode.d1.loss_mask: 0.7576, decode.d1.loss_dice: 1.1121, decode.d2.loss_cls: 0.7499, decode.d2.loss_mask: 0.7313, decode.d2.loss_dice: 1.0517, decode.d3.loss_cls: 0.7017, decode.d3.loss_mask: 0.7220, decode.d3.loss_dice: 1.0213, decode.d4.loss_cls: 0.6891, decode.d4.loss_mask: 0.7185, decode.d4.loss_dice: 1.0184, decode.d5.loss_cls: 0.6800, decode.d5.loss_mask: 0.7162, decode.d5.loss_dice: 1.0177, decode.d6.loss_cls: 0.6761, decode.d6.loss_mask: 0.7121, decode.d6.loss_dice: 1.0022, decode.d7.loss_cls: 0.6717, decode.d7.loss_mask: 0.7112, decode.d7.loss_dice: 1.0035, decode.d8.loss_cls: 0.6656, decode.d8.loss_mask: 0.7120, decode.d8.loss_dice: 1.0030, loss: 26.6252, grad_norm: 132.4990 2023-11-26 18:36:36,536 - mmseg - INFO - Iter [61500/160000] lr: 2.349e-06, eta: 10:23:39, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6625, decode.loss_mask: 0.6745, decode.loss_dice: 1.0277, decode.d0.loss_cls: 2.5999, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.2328, decode.d1.loss_cls: 0.8333, decode.d1.loss_mask: 0.7100, decode.d1.loss_dice: 1.1247, decode.d2.loss_cls: 0.7538, decode.d2.loss_mask: 0.6919, decode.d2.loss_dice: 1.0718, decode.d3.loss_cls: 0.7132, decode.d3.loss_mask: 0.6811, decode.d3.loss_dice: 1.0396, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.6793, decode.d4.loss_dice: 1.0417, decode.d5.loss_cls: 0.6839, decode.d5.loss_mask: 0.6791, decode.d5.loss_dice: 1.0426, decode.d6.loss_cls: 0.6831, decode.d6.loss_mask: 0.6739, decode.d6.loss_dice: 1.0362, decode.d7.loss_cls: 0.6665, decode.d7.loss_mask: 0.6753, decode.d7.loss_dice: 1.0324, decode.d8.loss_cls: 0.6615, decode.d8.loss_mask: 0.6739, decode.d8.loss_dice: 1.0265, loss: 26.4876, grad_norm: 124.0550 2023-11-26 18:36:54,855 - mmseg - INFO - Iter [61550/160000] lr: 2.348e-06, eta: 10:23:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6771, decode.loss_mask: 0.6550, decode.loss_dice: 0.9966, decode.d0.loss_cls: 2.7073, decode.d0.loss_mask: 0.7166, decode.d0.loss_dice: 1.2067, decode.d1.loss_cls: 0.8601, decode.d1.loss_mask: 0.6875, decode.d1.loss_dice: 1.0971, decode.d2.loss_cls: 0.7640, decode.d2.loss_mask: 0.6748, decode.d2.loss_dice: 1.0439, decode.d3.loss_cls: 0.7301, decode.d3.loss_mask: 0.6645, decode.d3.loss_dice: 1.0191, decode.d4.loss_cls: 0.7130, decode.d4.loss_mask: 0.6608, decode.d4.loss_dice: 1.0137, decode.d5.loss_cls: 0.6996, decode.d5.loss_mask: 0.6553, decode.d5.loss_dice: 1.0080, decode.d6.loss_cls: 0.6983, decode.d6.loss_mask: 0.6573, decode.d6.loss_dice: 0.9997, decode.d7.loss_cls: 0.6884, decode.d7.loss_mask: 0.6537, decode.d7.loss_dice: 1.0006, decode.d8.loss_cls: 0.6875, decode.d8.loss_mask: 0.6529, decode.d8.loss_dice: 0.9986, loss: 26.2879, grad_norm: 121.1423 2023-11-26 18:37:13,586 - mmseg - INFO - Iter [61600/160000] lr: 2.346e-06, eta: 10:23:00, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6872, decode.loss_mask: 0.6901, decode.loss_dice: 1.0429, decode.d0.loss_cls: 2.5962, decode.d0.loss_mask: 0.7578, decode.d0.loss_dice: 1.2438, decode.d1.loss_cls: 0.8453, decode.d1.loss_mask: 0.7252, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.7680, decode.d2.loss_mask: 0.7067, decode.d2.loss_dice: 1.0859, decode.d3.loss_cls: 0.7215, decode.d3.loss_mask: 0.6972, decode.d3.loss_dice: 1.0538, decode.d4.loss_cls: 0.7111, decode.d4.loss_mask: 0.6952, decode.d4.loss_dice: 1.0484, decode.d5.loss_cls: 0.6902, decode.d5.loss_mask: 0.6929, decode.d5.loss_dice: 1.0525, decode.d6.loss_cls: 0.6987, decode.d6.loss_mask: 0.6904, decode.d6.loss_dice: 1.0397, decode.d7.loss_cls: 0.6884, decode.d7.loss_mask: 0.6953, decode.d7.loss_dice: 1.0461, decode.d8.loss_cls: 0.6873, decode.d8.loss_mask: 0.6894, decode.d8.loss_dice: 1.0454, loss: 26.9306, grad_norm: 133.4006 2023-11-26 18:37:33,542 - mmseg - INFO - Iter [61650/160000] lr: 2.345e-06, eta: 10:22:42, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5995, decode.loss_mask: 0.6594, decode.loss_dice: 0.9942, decode.d0.loss_cls: 2.5577, decode.d0.loss_mask: 0.7139, decode.d0.loss_dice: 1.1871, decode.d1.loss_cls: 0.7922, decode.d1.loss_mask: 0.6864, decode.d1.loss_dice: 1.0742, decode.d2.loss_cls: 0.6876, decode.d2.loss_mask: 0.6734, decode.d2.loss_dice: 1.0345, decode.d3.loss_cls: 0.6580, decode.d3.loss_mask: 0.6691, decode.d3.loss_dice: 1.0021, decode.d4.loss_cls: 0.6334, decode.d4.loss_mask: 0.6643, decode.d4.loss_dice: 0.9965, decode.d5.loss_cls: 0.6186, decode.d5.loss_mask: 0.6639, decode.d5.loss_dice: 0.9953, decode.d6.loss_cls: 0.6158, decode.d6.loss_mask: 0.6590, decode.d6.loss_dice: 0.9908, decode.d7.loss_cls: 0.6197, decode.d7.loss_mask: 0.6595, decode.d7.loss_dice: 0.9935, decode.d8.loss_cls: 0.6073, decode.d8.loss_mask: 0.6608, decode.d8.loss_dice: 0.9957, loss: 25.3634, grad_norm: 116.5317 2023-11-26 18:37:52,210 - mmseg - INFO - Iter [61700/160000] lr: 2.344e-06, eta: 10:22:23, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6613, decode.loss_mask: 0.6846, decode.loss_dice: 1.0207, decode.d0.loss_cls: 2.6132, decode.d0.loss_mask: 0.7430, decode.d0.loss_dice: 1.2360, decode.d1.loss_cls: 0.8525, decode.d1.loss_mask: 0.7124, decode.d1.loss_dice: 1.1251, decode.d2.loss_cls: 0.7594, decode.d2.loss_mask: 0.6950, decode.d2.loss_dice: 1.0721, decode.d3.loss_cls: 0.7257, decode.d3.loss_mask: 0.6925, decode.d3.loss_dice: 1.0341, decode.d4.loss_cls: 0.7096, decode.d4.loss_mask: 0.6887, decode.d4.loss_dice: 1.0341, decode.d5.loss_cls: 0.6936, decode.d5.loss_mask: 0.6848, decode.d5.loss_dice: 1.0295, decode.d6.loss_cls: 0.6776, decode.d6.loss_mask: 0.6848, decode.d6.loss_dice: 1.0236, decode.d7.loss_cls: 0.6771, decode.d7.loss_mask: 0.6837, decode.d7.loss_dice: 1.0210, decode.d8.loss_cls: 0.6679, decode.d8.loss_mask: 0.6841, decode.d8.loss_dice: 1.0232, loss: 26.6109, grad_norm: 123.7028 2023-11-26 18:38:10,708 - mmseg - INFO - Iter [61750/160000] lr: 2.343e-06, eta: 10:22:03, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5901, decode.loss_mask: 0.6658, decode.loss_dice: 0.9905, decode.d0.loss_cls: 2.5934, decode.d0.loss_mask: 0.7104, decode.d0.loss_dice: 1.1704, decode.d1.loss_cls: 0.7636, decode.d1.loss_mask: 0.6953, decode.d1.loss_dice: 1.0783, decode.d2.loss_cls: 0.6708, decode.d2.loss_mask: 0.6819, decode.d2.loss_dice: 1.0297, decode.d3.loss_cls: 0.6411, decode.d3.loss_mask: 0.6717, decode.d3.loss_dice: 1.0054, decode.d4.loss_cls: 0.6266, decode.d4.loss_mask: 0.6699, decode.d4.loss_dice: 1.0001, decode.d5.loss_cls: 0.6192, decode.d5.loss_mask: 0.6710, decode.d5.loss_dice: 0.9992, decode.d6.loss_cls: 0.6125, decode.d6.loss_mask: 0.6649, decode.d6.loss_dice: 0.9890, decode.d7.loss_cls: 0.6006, decode.d7.loss_mask: 0.6682, decode.d7.loss_dice: 0.9914, decode.d8.loss_cls: 0.5978, decode.d8.loss_mask: 0.6664, decode.d8.loss_dice: 0.9949, loss: 25.3302, grad_norm: 109.2621 2023-11-26 18:38:29,018 - mmseg - INFO - Iter [61800/160000] lr: 2.342e-06, eta: 10:21:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6649, decode.loss_mask: 0.6794, decode.loss_dice: 0.9965, decode.d0.loss_cls: 2.6166, decode.d0.loss_mask: 0.7469, decode.d0.loss_dice: 1.1888, decode.d1.loss_cls: 0.8260, decode.d1.loss_mask: 0.7214, decode.d1.loss_dice: 1.0857, decode.d2.loss_cls: 0.7269, decode.d2.loss_mask: 0.6951, decode.d2.loss_dice: 1.0399, decode.d3.loss_cls: 0.6918, decode.d3.loss_mask: 0.6922, decode.d3.loss_dice: 1.0150, decode.d4.loss_cls: 0.6799, decode.d4.loss_mask: 0.6851, decode.d4.loss_dice: 1.0104, decode.d5.loss_cls: 0.6729, decode.d5.loss_mask: 0.6838, decode.d5.loss_dice: 1.0119, decode.d6.loss_cls: 0.6709, decode.d6.loss_mask: 0.6812, decode.d6.loss_dice: 1.0009, decode.d7.loss_cls: 0.6621, decode.d7.loss_mask: 0.6816, decode.d7.loss_dice: 1.0044, decode.d8.loss_cls: 0.6543, decode.d8.loss_mask: 0.6826, decode.d8.loss_dice: 1.0021, loss: 26.1710, grad_norm: 118.3651 2023-11-26 18:38:47,293 - mmseg - INFO - Iter [61850/160000] lr: 2.340e-06, eta: 10:21:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6658, decode.loss_mask: 0.6553, decode.loss_dice: 0.9909, decode.d0.loss_cls: 2.6298, decode.d0.loss_mask: 0.7177, decode.d0.loss_dice: 1.1883, decode.d1.loss_cls: 0.8511, decode.d1.loss_mask: 0.6909, decode.d1.loss_dice: 1.0817, decode.d2.loss_cls: 0.7602, decode.d2.loss_mask: 0.6675, decode.d2.loss_dice: 1.0280, decode.d3.loss_cls: 0.7218, decode.d3.loss_mask: 0.6572, decode.d3.loss_dice: 1.0019, decode.d4.loss_cls: 0.6991, decode.d4.loss_mask: 0.6577, decode.d4.loss_dice: 1.0045, decode.d5.loss_cls: 0.6848, decode.d5.loss_mask: 0.6568, decode.d5.loss_dice: 1.0014, decode.d6.loss_cls: 0.6829, decode.d6.loss_mask: 0.6546, decode.d6.loss_dice: 0.9892, decode.d7.loss_cls: 0.6732, decode.d7.loss_mask: 0.6589, decode.d7.loss_dice: 0.9917, decode.d8.loss_cls: 0.6745, decode.d8.loss_mask: 0.6574, decode.d8.loss_dice: 0.9965, loss: 25.9911, grad_norm: 111.1081 2023-11-26 18:39:07,841 - mmseg - INFO - Iter [61900/160000] lr: 2.339e-06, eta: 10:21:06, time: 0.411, data_time: 0.055, memory: 36416, decode.loss_cls: 0.6631, decode.loss_mask: 0.6533, decode.loss_dice: 1.0056, decode.d0.loss_cls: 2.6230, decode.d0.loss_mask: 0.7139, decode.d0.loss_dice: 1.2186, decode.d1.loss_cls: 0.8379, decode.d1.loss_mask: 0.6899, decode.d1.loss_dice: 1.1006, decode.d2.loss_cls: 0.7377, decode.d2.loss_mask: 0.6794, decode.d2.loss_dice: 1.0546, decode.d3.loss_cls: 0.6950, decode.d3.loss_mask: 0.6705, decode.d3.loss_dice: 1.0227, decode.d4.loss_cls: 0.6826, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 1.0176, decode.d5.loss_cls: 0.6738, decode.d5.loss_mask: 0.6594, decode.d5.loss_dice: 1.0164, decode.d6.loss_cls: 0.6678, decode.d6.loss_mask: 0.6565, decode.d6.loss_dice: 1.0061, decode.d7.loss_cls: 0.6567, decode.d7.loss_mask: 0.6535, decode.d7.loss_dice: 1.0034, decode.d8.loss_cls: 0.6552, decode.d8.loss_mask: 0.6543, decode.d8.loss_dice: 1.0072, loss: 26.0386, grad_norm: 147.3488 2023-11-26 18:39:26,215 - mmseg - INFO - Iter [61950/160000] lr: 2.338e-06, eta: 10:20:46, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6150, decode.loss_mask: 0.6606, decode.loss_dice: 1.0042, decode.d0.loss_cls: 2.5410, decode.d0.loss_mask: 0.7204, decode.d0.loss_dice: 1.1957, decode.d1.loss_cls: 0.7884, decode.d1.loss_mask: 0.6977, decode.d1.loss_dice: 1.1044, decode.d2.loss_cls: 0.6895, decode.d2.loss_mask: 0.6806, decode.d2.loss_dice: 1.0507, decode.d3.loss_cls: 0.6568, decode.d3.loss_mask: 0.6734, decode.d3.loss_dice: 1.0260, decode.d4.loss_cls: 0.6418, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 1.0245, decode.d5.loss_cls: 0.6323, decode.d5.loss_mask: 0.6679, decode.d5.loss_dice: 1.0134, decode.d6.loss_cls: 0.6249, decode.d6.loss_mask: 0.6631, decode.d6.loss_dice: 1.0032, decode.d7.loss_cls: 0.6316, decode.d7.loss_mask: 0.6601, decode.d7.loss_dice: 0.9999, decode.d8.loss_cls: 0.6124, decode.d8.loss_mask: 0.6583, decode.d8.loss_dice: 1.0091, loss: 25.6210, grad_norm: 118.7714 2023-11-26 18:39:44,503 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:39:44,503 - mmseg - INFO - Iter [62000/160000] lr: 2.337e-06, eta: 10:20:26, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6101, decode.loss_mask: 0.6506, decode.loss_dice: 0.9874, decode.d0.loss_cls: 2.5806, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1887, decode.d1.loss_cls: 0.7680, decode.d1.loss_mask: 0.6942, decode.d1.loss_dice: 1.0847, decode.d2.loss_cls: 0.6726, decode.d2.loss_mask: 0.6783, decode.d2.loss_dice: 1.0374, decode.d3.loss_cls: 0.6415, decode.d3.loss_mask: 0.6631, decode.d3.loss_dice: 1.0045, decode.d4.loss_cls: 0.6243, decode.d4.loss_mask: 0.6600, decode.d4.loss_dice: 1.0017, decode.d5.loss_cls: 0.6150, decode.d5.loss_mask: 0.6579, decode.d5.loss_dice: 1.0046, decode.d6.loss_cls: 0.6123, decode.d6.loss_mask: 0.6562, decode.d6.loss_dice: 0.9888, decode.d7.loss_cls: 0.6095, decode.d7.loss_mask: 0.6532, decode.d7.loss_dice: 0.9953, decode.d8.loss_cls: 0.6002, decode.d8.loss_mask: 0.6528, decode.d8.loss_dice: 0.9922, loss: 25.3022, grad_norm: 129.1946 2023-11-26 18:40:03,718 - mmseg - INFO - Iter [62050/160000] lr: 2.336e-06, eta: 10:20:07, time: 0.384, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6329, decode.loss_mask: 0.6747, decode.loss_dice: 1.0084, decode.d0.loss_cls: 2.5773, decode.d0.loss_mask: 0.7372, decode.d0.loss_dice: 1.2127, decode.d1.loss_cls: 0.8191, decode.d1.loss_mask: 0.7076, decode.d1.loss_dice: 1.1025, decode.d2.loss_cls: 0.7268, decode.d2.loss_mask: 0.6831, decode.d2.loss_dice: 1.0533, decode.d3.loss_cls: 0.6800, decode.d3.loss_mask: 0.6777, decode.d3.loss_dice: 1.0224, decode.d4.loss_cls: 0.6624, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 1.0210, decode.d5.loss_cls: 0.6592, decode.d5.loss_mask: 0.6753, decode.d5.loss_dice: 1.0217, decode.d6.loss_cls: 0.6390, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 1.0092, decode.d7.loss_cls: 0.6412, decode.d7.loss_mask: 0.6718, decode.d7.loss_dice: 1.0061, decode.d8.loss_cls: 0.6371, decode.d8.loss_mask: 0.6744, decode.d8.loss_dice: 1.0110, loss: 25.9961, grad_norm: 119.5431 2023-11-26 18:40:22,373 - mmseg - INFO - Iter [62100/160000] lr: 2.334e-06, eta: 10:19:48, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6234, decode.loss_mask: 0.6489, decode.loss_dice: 0.9947, decode.d0.loss_cls: 2.5845, decode.d0.loss_mask: 0.7088, decode.d0.loss_dice: 1.1875, decode.d1.loss_cls: 0.8035, decode.d1.loss_mask: 0.6811, decode.d1.loss_dice: 1.0942, decode.d2.loss_cls: 0.7037, decode.d2.loss_mask: 0.6693, decode.d2.loss_dice: 1.0529, decode.d3.loss_cls: 0.6609, decode.d3.loss_mask: 0.6577, decode.d3.loss_dice: 1.0154, decode.d4.loss_cls: 0.6459, decode.d4.loss_mask: 0.6599, decode.d4.loss_dice: 1.0186, decode.d5.loss_cls: 0.6328, decode.d5.loss_mask: 0.6541, decode.d5.loss_dice: 1.0125, decode.d6.loss_cls: 0.6292, decode.d6.loss_mask: 0.6501, decode.d6.loss_dice: 0.9966, decode.d7.loss_cls: 0.6225, decode.d7.loss_mask: 0.6468, decode.d7.loss_dice: 0.9957, decode.d8.loss_cls: 0.6152, decode.d8.loss_mask: 0.6479, decode.d8.loss_dice: 1.0033, loss: 25.5176, grad_norm: 123.1115 2023-11-26 18:40:40,863 - mmseg - INFO - Iter [62150/160000] lr: 2.333e-06, eta: 10:19:28, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6353, decode.loss_mask: 0.6732, decode.loss_dice: 1.0210, decode.d0.loss_cls: 2.5601, decode.d0.loss_mask: 0.7295, decode.d0.loss_dice: 1.2053, decode.d1.loss_cls: 0.8164, decode.d1.loss_mask: 0.7084, decode.d1.loss_dice: 1.1136, decode.d2.loss_cls: 0.7139, decode.d2.loss_mask: 0.6856, decode.d2.loss_dice: 1.0688, decode.d3.loss_cls: 0.6931, decode.d3.loss_mask: 0.6826, decode.d3.loss_dice: 1.0385, decode.d4.loss_cls: 0.6681, decode.d4.loss_mask: 0.6766, decode.d4.loss_dice: 1.0388, decode.d5.loss_cls: 0.6690, decode.d5.loss_mask: 0.6741, decode.d5.loss_dice: 1.0319, decode.d6.loss_cls: 0.6535, decode.d6.loss_mask: 0.6692, decode.d6.loss_dice: 1.0221, decode.d7.loss_cls: 0.6442, decode.d7.loss_mask: 0.6703, decode.d7.loss_dice: 1.0184, decode.d8.loss_cls: 0.6387, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 1.0195, loss: 26.1114, grad_norm: 117.9661 2023-11-26 18:40:59,216 - mmseg - INFO - Iter [62200/160000] lr: 2.332e-06, eta: 10:19:08, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6169, decode.loss_mask: 0.6582, decode.loss_dice: 0.9763, decode.d0.loss_cls: 2.6200, decode.d0.loss_mask: 0.7250, decode.d0.loss_dice: 1.1750, decode.d1.loss_cls: 0.8059, decode.d1.loss_mask: 0.6923, decode.d1.loss_dice: 1.0722, decode.d2.loss_cls: 0.6997, decode.d2.loss_mask: 0.6709, decode.d2.loss_dice: 1.0158, decode.d3.loss_cls: 0.6583, decode.d3.loss_mask: 0.6641, decode.d3.loss_dice: 0.9886, decode.d4.loss_cls: 0.6372, decode.d4.loss_mask: 0.6634, decode.d4.loss_dice: 0.9835, decode.d5.loss_cls: 0.6287, decode.d5.loss_mask: 0.6611, decode.d5.loss_dice: 0.9828, decode.d6.loss_cls: 0.6257, decode.d6.loss_mask: 0.6592, decode.d6.loss_dice: 0.9720, decode.d7.loss_cls: 0.6215, decode.d7.loss_mask: 0.6572, decode.d7.loss_dice: 0.9756, decode.d8.loss_cls: 0.6181, decode.d8.loss_mask: 0.6617, decode.d8.loss_dice: 0.9751, loss: 25.3620, grad_norm: 123.7119 2023-11-26 18:41:17,450 - mmseg - INFO - Iter [62250/160000] lr: 2.331e-06, eta: 10:18:48, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6491, decode.loss_mask: 0.6629, decode.loss_dice: 0.9808, decode.d0.loss_cls: 2.5646, decode.d0.loss_mask: 0.7189, decode.d0.loss_dice: 1.1818, decode.d1.loss_cls: 0.8141, decode.d1.loss_mask: 0.7000, decode.d1.loss_dice: 1.0821, decode.d2.loss_cls: 0.7138, decode.d2.loss_mask: 0.6801, decode.d2.loss_dice: 1.0318, decode.d3.loss_cls: 0.6807, decode.d3.loss_mask: 0.6722, decode.d3.loss_dice: 1.0039, decode.d4.loss_cls: 0.6659, decode.d4.loss_mask: 0.6683, decode.d4.loss_dice: 0.9983, decode.d5.loss_cls: 0.6687, decode.d5.loss_mask: 0.6633, decode.d5.loss_dice: 0.9946, decode.d6.loss_cls: 0.6538, decode.d6.loss_mask: 0.6616, decode.d6.loss_dice: 0.9853, decode.d7.loss_cls: 0.6493, decode.d7.loss_mask: 0.6650, decode.d7.loss_dice: 0.9839, decode.d8.loss_cls: 0.6444, decode.d8.loss_mask: 0.6603, decode.d8.loss_dice: 0.9887, loss: 25.6880, grad_norm: 133.7075 2023-11-26 18:41:35,731 - mmseg - INFO - Iter [62300/160000] lr: 2.330e-06, eta: 10:18:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6619, decode.loss_mask: 0.7013, decode.loss_dice: 1.0262, decode.d0.loss_cls: 2.5831, decode.d0.loss_mask: 0.7746, decode.d0.loss_dice: 1.2119, decode.d1.loss_cls: 0.8270, decode.d1.loss_mask: 0.7353, decode.d1.loss_dice: 1.1088, decode.d2.loss_cls: 0.7417, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.0636, decode.d3.loss_cls: 0.7107, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0317, decode.d4.loss_cls: 0.6859, decode.d4.loss_mask: 0.7076, decode.d4.loss_dice: 1.0253, decode.d5.loss_cls: 0.6708, decode.d5.loss_mask: 0.7053, decode.d5.loss_dice: 1.0264, decode.d6.loss_cls: 0.6655, decode.d6.loss_mask: 0.7038, decode.d6.loss_dice: 1.0200, decode.d7.loss_cls: 0.6577, decode.d7.loss_mask: 0.7030, decode.d7.loss_dice: 1.0176, decode.d8.loss_cls: 0.6539, decode.d8.loss_mask: 0.7043, decode.d8.loss_dice: 1.0256, loss: 26.5746, grad_norm: 122.7105 2023-11-26 18:41:54,481 - mmseg - INFO - Iter [62350/160000] lr: 2.328e-06, eta: 10:18:08, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6334, decode.loss_mask: 0.6765, decode.loss_dice: 0.9997, decode.d0.loss_cls: 2.5581, decode.d0.loss_mask: 0.7440, decode.d0.loss_dice: 1.2111, decode.d1.loss_cls: 0.8153, decode.d1.loss_mask: 0.7138, decode.d1.loss_dice: 1.1015, decode.d2.loss_cls: 0.7168, decode.d2.loss_mask: 0.6948, decode.d2.loss_dice: 1.0462, decode.d3.loss_cls: 0.6747, decode.d3.loss_mask: 0.6861, decode.d3.loss_dice: 1.0195, decode.d4.loss_cls: 0.6607, decode.d4.loss_mask: 0.6860, decode.d4.loss_dice: 1.0190, decode.d5.loss_cls: 0.6501, decode.d5.loss_mask: 0.6826, decode.d5.loss_dice: 1.0186, decode.d6.loss_cls: 0.6376, decode.d6.loss_mask: 0.6826, decode.d6.loss_dice: 1.0072, decode.d7.loss_cls: 0.6398, decode.d7.loss_mask: 0.6793, decode.d7.loss_dice: 1.0080, decode.d8.loss_cls: 0.6342, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 1.0035, loss: 25.9802, grad_norm: 125.8663 2023-11-26 18:42:13,179 - mmseg - INFO - Iter [62400/160000] lr: 2.327e-06, eta: 10:17:49, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6357, decode.loss_mask: 0.6768, decode.loss_dice: 0.9913, decode.d0.loss_cls: 2.5944, decode.d0.loss_mask: 0.7345, decode.d0.loss_dice: 1.1865, decode.d1.loss_cls: 0.8137, decode.d1.loss_mask: 0.7156, decode.d1.loss_dice: 1.0740, decode.d2.loss_cls: 0.7177, decode.d2.loss_mask: 0.6962, decode.d2.loss_dice: 1.0318, decode.d3.loss_cls: 0.6847, decode.d3.loss_mask: 0.6902, decode.d3.loss_dice: 0.9957, decode.d4.loss_cls: 0.6634, decode.d4.loss_mask: 0.6836, decode.d4.loss_dice: 1.0038, decode.d5.loss_cls: 0.6522, decode.d5.loss_mask: 0.6812, decode.d5.loss_dice: 0.9992, decode.d6.loss_cls: 0.6542, decode.d6.loss_mask: 0.6759, decode.d6.loss_dice: 0.9895, decode.d7.loss_cls: 0.6423, decode.d7.loss_mask: 0.6763, decode.d7.loss_dice: 0.9852, decode.d8.loss_cls: 0.6329, decode.d8.loss_mask: 0.6779, decode.d8.loss_dice: 0.9904, loss: 25.8467, grad_norm: 137.5985 2023-11-26 18:42:31,402 - mmseg - INFO - Iter [62450/160000] lr: 2.326e-06, eta: 10:17:29, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6087, decode.loss_mask: 0.6585, decode.loss_dice: 0.9818, decode.d0.loss_cls: 2.5573, decode.d0.loss_mask: 0.7209, decode.d0.loss_dice: 1.1892, decode.d1.loss_cls: 0.7906, decode.d1.loss_mask: 0.6956, decode.d1.loss_dice: 1.0741, decode.d2.loss_cls: 0.6925, decode.d2.loss_mask: 0.6758, decode.d2.loss_dice: 1.0307, decode.d3.loss_cls: 0.6622, decode.d3.loss_mask: 0.6631, decode.d3.loss_dice: 0.9990, decode.d4.loss_cls: 0.6426, decode.d4.loss_mask: 0.6614, decode.d4.loss_dice: 0.9968, decode.d5.loss_cls: 0.6251, decode.d5.loss_mask: 0.6625, decode.d5.loss_dice: 0.9949, decode.d6.loss_cls: 0.6236, decode.d6.loss_mask: 0.6577, decode.d6.loss_dice: 0.9824, decode.d7.loss_cls: 0.6144, decode.d7.loss_mask: 0.6593, decode.d7.loss_dice: 0.9831, decode.d8.loss_cls: 0.6040, decode.d8.loss_mask: 0.6595, decode.d8.loss_dice: 0.9832, loss: 25.3504, grad_norm: 124.5373 2023-11-26 18:42:50,034 - mmseg - INFO - Iter [62500/160000] lr: 2.325e-06, eta: 10:17:09, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6056, decode.loss_mask: 0.7006, decode.loss_dice: 1.0376, decode.d0.loss_cls: 2.5065, decode.d0.loss_mask: 0.7646, decode.d0.loss_dice: 1.2266, decode.d1.loss_cls: 0.7845, decode.d1.loss_mask: 0.7431, decode.d1.loss_dice: 1.1295, decode.d2.loss_cls: 0.6905, decode.d2.loss_mask: 0.7165, decode.d2.loss_dice: 1.0822, decode.d3.loss_cls: 0.6532, decode.d3.loss_mask: 0.7123, decode.d3.loss_dice: 1.0506, decode.d4.loss_cls: 0.6347, decode.d4.loss_mask: 0.7077, decode.d4.loss_dice: 1.0494, decode.d5.loss_cls: 0.6293, decode.d5.loss_mask: 0.7046, decode.d5.loss_dice: 1.0493, decode.d6.loss_cls: 0.6158, decode.d6.loss_mask: 0.7038, decode.d6.loss_dice: 1.0368, decode.d7.loss_cls: 0.6068, decode.d7.loss_mask: 0.7033, decode.d7.loss_dice: 1.0417, decode.d8.loss_cls: 0.6006, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 1.0442, loss: 26.2329, grad_norm: 125.2244 2023-11-26 18:43:08,540 - mmseg - INFO - Iter [62550/160000] lr: 2.324e-06, eta: 10:16:49, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6557, decode.loss_mask: 0.6946, decode.loss_dice: 1.0029, decode.d0.loss_cls: 2.6355, decode.d0.loss_mask: 0.7631, decode.d0.loss_dice: 1.2061, decode.d1.loss_cls: 0.8345, decode.d1.loss_mask: 0.7323, decode.d1.loss_dice: 1.0976, decode.d2.loss_cls: 0.7467, decode.d2.loss_mask: 0.7104, decode.d2.loss_dice: 1.0507, decode.d3.loss_cls: 0.7180, decode.d3.loss_mask: 0.7027, decode.d3.loss_dice: 1.0119, decode.d4.loss_cls: 0.6928, decode.d4.loss_mask: 0.7037, decode.d4.loss_dice: 1.0171, decode.d5.loss_cls: 0.6774, decode.d5.loss_mask: 0.7004, decode.d5.loss_dice: 1.0212, decode.d6.loss_cls: 0.6693, decode.d6.loss_mask: 0.6960, decode.d6.loss_dice: 1.0044, decode.d7.loss_cls: 0.6606, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0073, decode.d8.loss_cls: 0.6577, decode.d8.loss_mask: 0.6971, decode.d8.loss_dice: 1.0017, loss: 26.4666, grad_norm: 118.5116 2023-11-26 18:43:27,283 - mmseg - INFO - Iter [62600/160000] lr: 2.323e-06, eta: 10:16:30, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6641, decode.loss_mask: 0.6789, decode.loss_dice: 1.0232, decode.d0.loss_cls: 2.6436, decode.d0.loss_mask: 0.7362, decode.d0.loss_dice: 1.2375, decode.d1.loss_cls: 0.8558, decode.d1.loss_mask: 0.7151, decode.d1.loss_dice: 1.1187, decode.d2.loss_cls: 0.7458, decode.d2.loss_mask: 0.6957, decode.d2.loss_dice: 1.0730, decode.d3.loss_cls: 0.7067, decode.d3.loss_mask: 0.6828, decode.d3.loss_dice: 1.0393, decode.d4.loss_cls: 0.6928, decode.d4.loss_mask: 0.6839, decode.d4.loss_dice: 1.0336, decode.d5.loss_cls: 0.6907, decode.d5.loss_mask: 0.6823, decode.d5.loss_dice: 1.0377, decode.d6.loss_cls: 0.6756, decode.d6.loss_mask: 0.6808, decode.d6.loss_dice: 1.0229, decode.d7.loss_cls: 0.6698, decode.d7.loss_mask: 0.6794, decode.d7.loss_dice: 1.0238, decode.d8.loss_cls: 0.6605, decode.d8.loss_mask: 0.6768, decode.d8.loss_dice: 1.0248, loss: 26.5520, grad_norm: 114.8469 2023-11-26 18:43:45,698 - mmseg - INFO - Iter [62650/160000] lr: 2.321e-06, eta: 10:16:10, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6324, decode.loss_mask: 0.6839, decode.loss_dice: 1.0040, decode.d0.loss_cls: 2.5487, decode.d0.loss_mask: 0.7432, decode.d0.loss_dice: 1.1872, decode.d1.loss_cls: 0.8068, decode.d1.loss_mask: 0.7118, decode.d1.loss_dice: 1.0909, decode.d2.loss_cls: 0.7056, decode.d2.loss_mask: 0.6981, decode.d2.loss_dice: 1.0421, decode.d3.loss_cls: 0.6806, decode.d3.loss_mask: 0.6856, decode.d3.loss_dice: 1.0099, decode.d4.loss_cls: 0.6581, decode.d4.loss_mask: 0.6881, decode.d4.loss_dice: 1.0114, decode.d5.loss_cls: 0.6399, decode.d5.loss_mask: 0.6864, decode.d5.loss_dice: 1.0100, decode.d6.loss_cls: 0.6440, decode.d6.loss_mask: 0.6834, decode.d6.loss_dice: 1.0019, decode.d7.loss_cls: 0.6265, decode.d7.loss_mask: 0.6873, decode.d7.loss_dice: 1.0058, decode.d8.loss_cls: 0.6271, decode.d8.loss_mask: 0.6862, decode.d8.loss_dice: 1.0067, loss: 25.8937, grad_norm: 114.0389 2023-11-26 18:44:05,669 - mmseg - INFO - Iter [62700/160000] lr: 2.320e-06, eta: 10:15:53, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6733, decode.loss_mask: 0.6748, decode.loss_dice: 1.0367, decode.d0.loss_cls: 2.6520, decode.d0.loss_mask: 0.7313, decode.d0.loss_dice: 1.2259, decode.d1.loss_cls: 0.8658, decode.d1.loss_mask: 0.7060, decode.d1.loss_dice: 1.1260, decode.d2.loss_cls: 0.7662, decode.d2.loss_mask: 0.6932, decode.d2.loss_dice: 1.0764, decode.d3.loss_cls: 0.7194, decode.d3.loss_mask: 0.6866, decode.d3.loss_dice: 1.0471, decode.d4.loss_cls: 0.6989, decode.d4.loss_mask: 0.6846, decode.d4.loss_dice: 1.0417, decode.d5.loss_cls: 0.6908, decode.d5.loss_mask: 0.6821, decode.d5.loss_dice: 1.0500, decode.d6.loss_cls: 0.6853, decode.d6.loss_mask: 0.6781, decode.d6.loss_dice: 1.0418, decode.d7.loss_cls: 0.6699, decode.d7.loss_mask: 0.6786, decode.d7.loss_dice: 1.0390, decode.d8.loss_cls: 0.6730, decode.d8.loss_mask: 0.6790, decode.d8.loss_dice: 1.0404, loss: 26.7141, grad_norm: 124.2207 2023-11-26 18:44:24,231 - mmseg - INFO - Iter [62750/160000] lr: 2.319e-06, eta: 10:15:33, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6286, decode.loss_mask: 0.6607, decode.loss_dice: 1.0051, decode.d0.loss_cls: 2.5671, decode.d0.loss_mask: 0.7226, decode.d0.loss_dice: 1.2026, decode.d1.loss_cls: 0.8083, decode.d1.loss_mask: 0.6957, decode.d1.loss_dice: 1.0933, decode.d2.loss_cls: 0.7108, decode.d2.loss_mask: 0.6760, decode.d2.loss_dice: 1.0526, decode.d3.loss_cls: 0.6635, decode.d3.loss_mask: 0.6672, decode.d3.loss_dice: 1.0239, decode.d4.loss_cls: 0.6412, decode.d4.loss_mask: 0.6685, decode.d4.loss_dice: 1.0250, decode.d5.loss_cls: 0.6412, decode.d5.loss_mask: 0.6655, decode.d5.loss_dice: 1.0185, decode.d6.loss_cls: 0.6360, decode.d6.loss_mask: 0.6639, decode.d6.loss_dice: 1.0085, decode.d7.loss_cls: 0.6247, decode.d7.loss_mask: 0.6623, decode.d7.loss_dice: 1.0082, decode.d8.loss_cls: 0.6192, decode.d8.loss_mask: 0.6622, decode.d8.loss_dice: 1.0093, loss: 25.7324, grad_norm: 138.1731 2023-11-26 18:44:42,715 - mmseg - INFO - Iter [62800/160000] lr: 2.318e-06, eta: 10:15:13, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6173, decode.loss_mask: 0.6659, decode.loss_dice: 1.0130, decode.d0.loss_cls: 2.5263, decode.d0.loss_mask: 0.7260, decode.d0.loss_dice: 1.2095, decode.d1.loss_cls: 0.7823, decode.d1.loss_mask: 0.7046, decode.d1.loss_dice: 1.1052, decode.d2.loss_cls: 0.7045, decode.d2.loss_mask: 0.6831, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.6609, decode.d3.loss_mask: 0.6760, decode.d3.loss_dice: 1.0230, decode.d4.loss_cls: 0.6428, decode.d4.loss_mask: 0.6755, decode.d4.loss_dice: 1.0302, decode.d5.loss_cls: 0.6271, decode.d5.loss_mask: 0.6693, decode.d5.loss_dice: 1.0227, decode.d6.loss_cls: 0.6199, decode.d6.loss_mask: 0.6701, decode.d6.loss_dice: 1.0111, decode.d7.loss_cls: 0.6213, decode.d7.loss_mask: 0.6656, decode.d7.loss_dice: 1.0092, decode.d8.loss_cls: 0.6226, decode.d8.loss_mask: 0.6673, decode.d8.loss_dice: 1.0154, loss: 25.7230, grad_norm: 118.7431 2023-11-26 18:45:01,114 - mmseg - INFO - Iter [62850/160000] lr: 2.317e-06, eta: 10:14:53, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6251, decode.loss_mask: 0.6614, decode.loss_dice: 0.9937, decode.d0.loss_cls: 2.5263, decode.d0.loss_mask: 0.7203, decode.d0.loss_dice: 1.1849, decode.d1.loss_cls: 0.7980, decode.d1.loss_mask: 0.6959, decode.d1.loss_dice: 1.0809, decode.d2.loss_cls: 0.7141, decode.d2.loss_mask: 0.6793, decode.d2.loss_dice: 1.0371, decode.d3.loss_cls: 0.6707, decode.d3.loss_mask: 0.6710, decode.d3.loss_dice: 1.0065, decode.d4.loss_cls: 0.6565, decode.d4.loss_mask: 0.6670, decode.d4.loss_dice: 1.0089, decode.d5.loss_cls: 0.6401, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 1.0066, decode.d6.loss_cls: 0.6368, decode.d6.loss_mask: 0.6651, decode.d6.loss_dice: 0.9974, decode.d7.loss_cls: 0.6303, decode.d7.loss_mask: 0.6626, decode.d7.loss_dice: 0.9964, decode.d8.loss_cls: 0.6247, decode.d8.loss_mask: 0.6609, decode.d8.loss_dice: 0.9968, loss: 25.5821, grad_norm: 119.5104 2023-11-26 18:45:19,761 - mmseg - INFO - Iter [62900/160000] lr: 2.315e-06, eta: 10:14:34, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.7018, decode.loss_mask: 0.6710, decode.loss_dice: 1.0543, decode.d0.loss_cls: 2.6713, decode.d0.loss_mask: 0.7335, decode.d0.loss_dice: 1.2610, decode.d1.loss_cls: 0.8905, decode.d1.loss_mask: 0.7100, decode.d1.loss_dice: 1.1530, decode.d2.loss_cls: 0.7880, decode.d2.loss_mask: 0.6879, decode.d2.loss_dice: 1.0988, decode.d3.loss_cls: 0.7571, decode.d3.loss_mask: 0.6797, decode.d3.loss_dice: 1.0659, decode.d4.loss_cls: 0.7483, decode.d4.loss_mask: 0.6767, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.7375, decode.d5.loss_mask: 0.6747, decode.d5.loss_dice: 1.0650, decode.d6.loss_cls: 0.7212, decode.d6.loss_mask: 0.6745, decode.d6.loss_dice: 1.0583, decode.d7.loss_cls: 0.7099, decode.d7.loss_mask: 0.6745, decode.d7.loss_dice: 1.0554, decode.d8.loss_cls: 0.7031, decode.d8.loss_mask: 0.6737, decode.d8.loss_dice: 1.0526, loss: 27.2135, grad_norm: 140.3382 2023-11-26 18:45:38,350 - mmseg - INFO - Iter [62950/160000] lr: 2.314e-06, eta: 10:14:14, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5915, decode.loss_mask: 0.7083, decode.loss_dice: 0.9996, decode.d0.loss_cls: 2.5126, decode.d0.loss_mask: 0.7770, decode.d0.loss_dice: 1.1741, decode.d1.loss_cls: 0.7687, decode.d1.loss_mask: 0.7480, decode.d1.loss_dice: 1.0845, decode.d2.loss_cls: 0.6681, decode.d2.loss_mask: 0.7267, decode.d2.loss_dice: 1.0377, decode.d3.loss_cls: 0.6345, decode.d3.loss_mask: 0.7216, decode.d3.loss_dice: 1.0084, decode.d4.loss_cls: 0.6211, decode.d4.loss_mask: 0.7191, decode.d4.loss_dice: 1.0092, decode.d5.loss_cls: 0.6115, decode.d5.loss_mask: 0.7158, decode.d5.loss_dice: 1.0088, decode.d6.loss_cls: 0.6123, decode.d6.loss_mask: 0.7138, decode.d6.loss_dice: 0.9992, decode.d7.loss_cls: 0.5928, decode.d7.loss_mask: 0.7113, decode.d7.loss_dice: 1.0012, decode.d8.loss_cls: 0.5980, decode.d8.loss_mask: 0.7090, decode.d8.loss_dice: 0.9984, loss: 25.7829, grad_norm: 115.4966 2023-11-26 18:45:56,897 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:45:56,898 - mmseg - INFO - Iter [63000/160000] lr: 2.313e-06, eta: 10:13:55, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6387, decode.loss_mask: 0.6511, decode.loss_dice: 1.0089, decode.d0.loss_cls: 2.6271, decode.d0.loss_mask: 0.7061, decode.d0.loss_dice: 1.2093, decode.d1.loss_cls: 0.8194, decode.d1.loss_mask: 0.6880, decode.d1.loss_dice: 1.1009, decode.d2.loss_cls: 0.7308, decode.d2.loss_mask: 0.6724, decode.d2.loss_dice: 1.0564, decode.d3.loss_cls: 0.6804, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 1.0286, decode.d4.loss_cls: 0.6557, decode.d4.loss_mask: 0.6598, decode.d4.loss_dice: 1.0349, decode.d5.loss_cls: 0.6483, decode.d5.loss_mask: 0.6543, decode.d5.loss_dice: 1.0251, decode.d6.loss_cls: 0.6486, decode.d6.loss_mask: 0.6516, decode.d6.loss_dice: 1.0118, decode.d7.loss_cls: 0.6314, decode.d7.loss_mask: 0.6528, decode.d7.loss_dice: 1.0139, decode.d8.loss_cls: 0.6359, decode.d8.loss_mask: 0.6551, decode.d8.loss_dice: 1.0177, loss: 25.8753, grad_norm: 120.1979 2023-11-26 18:46:15,599 - mmseg - INFO - Iter [63050/160000] lr: 2.312e-06, eta: 10:13:35, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6352, decode.loss_mask: 0.6889, decode.loss_dice: 1.0105, decode.d0.loss_cls: 2.5893, decode.d0.loss_mask: 0.7459, decode.d0.loss_dice: 1.2017, decode.d1.loss_cls: 0.7968, decode.d1.loss_mask: 0.7217, decode.d1.loss_dice: 1.1032, decode.d2.loss_cls: 0.7073, decode.d2.loss_mask: 0.7037, decode.d2.loss_dice: 1.0551, decode.d3.loss_cls: 0.6830, decode.d3.loss_mask: 0.6923, decode.d3.loss_dice: 1.0187, decode.d4.loss_cls: 0.6625, decode.d4.loss_mask: 0.6897, decode.d4.loss_dice: 1.0207, decode.d5.loss_cls: 0.6490, decode.d5.loss_mask: 0.6899, decode.d5.loss_dice: 1.0179, decode.d6.loss_cls: 0.6427, decode.d6.loss_mask: 0.6891, decode.d6.loss_dice: 1.0071, decode.d7.loss_cls: 0.6419, decode.d7.loss_mask: 0.6882, decode.d7.loss_dice: 1.0126, decode.d8.loss_cls: 0.6364, decode.d8.loss_mask: 0.6859, decode.d8.loss_dice: 1.0119, loss: 26.0987, grad_norm: 128.7557 2023-11-26 18:46:34,243 - mmseg - INFO - Iter [63100/160000] lr: 2.311e-06, eta: 10:13:16, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6519, decode.loss_mask: 0.6953, decode.loss_dice: 1.0302, decode.d0.loss_cls: 2.5713, decode.d0.loss_mask: 0.7600, decode.d0.loss_dice: 1.2394, decode.d1.loss_cls: 0.8183, decode.d1.loss_mask: 0.7326, decode.d1.loss_dice: 1.1293, decode.d2.loss_cls: 0.7351, decode.d2.loss_mask: 0.7127, decode.d2.loss_dice: 1.0837, decode.d3.loss_cls: 0.7042, decode.d3.loss_mask: 0.7061, decode.d3.loss_dice: 1.0482, decode.d4.loss_cls: 0.6871, decode.d4.loss_mask: 0.7036, decode.d4.loss_dice: 1.0464, decode.d5.loss_cls: 0.6821, decode.d5.loss_mask: 0.6991, decode.d5.loss_dice: 1.0429, decode.d6.loss_cls: 0.6724, decode.d6.loss_mask: 0.6965, decode.d6.loss_dice: 1.0304, decode.d7.loss_cls: 0.6603, decode.d7.loss_mask: 0.6951, decode.d7.loss_dice: 1.0335, decode.d8.loss_cls: 0.6525, decode.d8.loss_mask: 0.6953, decode.d8.loss_dice: 1.0306, loss: 26.6463, grad_norm: 121.0511 2023-11-26 18:46:52,440 - mmseg - INFO - Iter [63150/160000] lr: 2.309e-06, eta: 10:12:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6105, decode.loss_mask: 0.6804, decode.loss_dice: 1.0021, decode.d0.loss_cls: 2.5474, decode.d0.loss_mask: 0.7417, decode.d0.loss_dice: 1.1977, decode.d1.loss_cls: 0.7806, decode.d1.loss_mask: 0.7182, decode.d1.loss_dice: 1.0973, decode.d2.loss_cls: 0.6888, decode.d2.loss_mask: 0.6987, decode.d2.loss_dice: 1.0479, decode.d3.loss_cls: 0.6524, decode.d3.loss_mask: 0.6912, decode.d3.loss_dice: 1.0142, decode.d4.loss_cls: 0.6352, decode.d4.loss_mask: 0.6853, decode.d4.loss_dice: 1.0142, decode.d5.loss_cls: 0.6190, decode.d5.loss_mask: 0.6833, decode.d5.loss_dice: 1.0184, decode.d6.loss_cls: 0.6194, decode.d6.loss_mask: 0.6799, decode.d6.loss_dice: 1.0006, decode.d7.loss_cls: 0.6108, decode.d7.loss_mask: 0.6787, decode.d7.loss_dice: 1.0021, decode.d8.loss_cls: 0.6077, decode.d8.loss_mask: 0.6782, decode.d8.loss_dice: 1.0008, loss: 25.7025, grad_norm: 125.1108 2023-11-26 18:47:13,203 - mmseg - INFO - Iter [63200/160000] lr: 2.308e-06, eta: 10:12:39, time: 0.415, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5894, decode.loss_mask: 0.6630, decode.loss_dice: 0.9804, decode.d0.loss_cls: 2.5362, decode.d0.loss_mask: 0.7238, decode.d0.loss_dice: 1.1729, decode.d1.loss_cls: 0.7699, decode.d1.loss_mask: 0.7024, decode.d1.loss_dice: 1.0662, decode.d2.loss_cls: 0.6732, decode.d2.loss_mask: 0.6773, decode.d2.loss_dice: 1.0240, decode.d3.loss_cls: 0.6237, decode.d3.loss_mask: 0.6765, decode.d3.loss_dice: 1.0009, decode.d4.loss_cls: 0.6106, decode.d4.loss_mask: 0.6695, decode.d4.loss_dice: 0.9973, decode.d5.loss_cls: 0.6052, decode.d5.loss_mask: 0.6685, decode.d5.loss_dice: 0.9928, decode.d6.loss_cls: 0.5990, decode.d6.loss_mask: 0.6673, decode.d6.loss_dice: 0.9836, decode.d7.loss_cls: 0.5903, decode.d7.loss_mask: 0.6670, decode.d7.loss_dice: 0.9824, decode.d8.loss_cls: 0.5844, decode.d8.loss_mask: 0.6656, decode.d8.loss_dice: 0.9782, loss: 25.1417, grad_norm: 122.1874 2023-11-26 18:47:31,508 - mmseg - INFO - Iter [63250/160000] lr: 2.307e-06, eta: 10:12:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6604, decode.loss_mask: 0.6411, decode.loss_dice: 1.0237, decode.d0.loss_cls: 2.6181, decode.d0.loss_mask: 0.6968, decode.d0.loss_dice: 1.2263, decode.d1.loss_cls: 0.8396, decode.d1.loss_mask: 0.6692, decode.d1.loss_dice: 1.1221, decode.d2.loss_cls: 0.7477, decode.d2.loss_mask: 0.6539, decode.d2.loss_dice: 1.0740, decode.d3.loss_cls: 0.7089, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 1.0379, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 1.0380, decode.d5.loss_cls: 0.6837, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 1.0410, decode.d6.loss_cls: 0.6668, decode.d6.loss_mask: 0.6447, decode.d6.loss_dice: 1.0216, decode.d7.loss_cls: 0.6693, decode.d7.loss_mask: 0.6381, decode.d7.loss_dice: 1.0254, decode.d8.loss_cls: 0.6681, decode.d8.loss_mask: 0.6417, decode.d8.loss_dice: 1.0277, loss: 26.1128, grad_norm: 124.5423 2023-11-26 18:47:50,053 - mmseg - INFO - Iter [63300/160000] lr: 2.306e-06, eta: 10:11:59, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6464, decode.loss_mask: 0.6738, decode.loss_dice: 1.0275, decode.d0.loss_cls: 2.5981, decode.d0.loss_mask: 0.7330, decode.d0.loss_dice: 1.2336, decode.d1.loss_cls: 0.8232, decode.d1.loss_mask: 0.7117, decode.d1.loss_dice: 1.1225, decode.d2.loss_cls: 0.7292, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.0671, decode.d3.loss_cls: 0.6916, decode.d3.loss_mask: 0.6832, decode.d3.loss_dice: 1.0382, decode.d4.loss_cls: 0.6823, decode.d4.loss_mask: 0.6791, decode.d4.loss_dice: 1.0391, decode.d5.loss_cls: 0.6627, decode.d5.loss_mask: 0.6782, decode.d5.loss_dice: 1.0340, decode.d6.loss_cls: 0.6623, decode.d6.loss_mask: 0.6745, decode.d6.loss_dice: 1.0268, decode.d7.loss_cls: 0.6495, decode.d7.loss_mask: 0.6752, decode.d7.loss_dice: 1.0307, decode.d8.loss_cls: 0.6444, decode.d8.loss_mask: 0.6754, decode.d8.loss_dice: 1.0313, loss: 26.3166, grad_norm: 121.7441 2023-11-26 18:48:08,616 - mmseg - INFO - Iter [63350/160000] lr: 2.305e-06, eta: 10:11:40, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6580, decode.loss_mask: 0.6630, decode.loss_dice: 1.0184, decode.d0.loss_cls: 2.6369, decode.d0.loss_mask: 0.7169, decode.d0.loss_dice: 1.2145, decode.d1.loss_cls: 0.8612, decode.d1.loss_mask: 0.7047, decode.d1.loss_dice: 1.1162, decode.d2.loss_cls: 0.7455, decode.d2.loss_mask: 0.6846, decode.d2.loss_dice: 1.0647, decode.d3.loss_cls: 0.7056, decode.d3.loss_mask: 0.6715, decode.d3.loss_dice: 1.0322, decode.d4.loss_cls: 0.6908, decode.d4.loss_mask: 0.6706, decode.d4.loss_dice: 1.0294, decode.d5.loss_cls: 0.6750, decode.d5.loss_mask: 0.6696, decode.d5.loss_dice: 1.0353, decode.d6.loss_cls: 0.6679, decode.d6.loss_mask: 0.6671, decode.d6.loss_dice: 1.0235, decode.d7.loss_cls: 0.6672, decode.d7.loss_mask: 0.6638, decode.d7.loss_dice: 1.0172, decode.d8.loss_cls: 0.6634, decode.d8.loss_mask: 0.6606, decode.d8.loss_dice: 1.0214, loss: 26.3167, grad_norm: 119.4290 2023-11-26 18:48:27,096 - mmseg - INFO - Iter [63400/160000] lr: 2.303e-06, eta: 10:11:20, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6328, decode.loss_mask: 0.6493, decode.loss_dice: 0.9981, decode.d0.loss_cls: 2.5333, decode.d0.loss_mask: 0.7125, decode.d0.loss_dice: 1.2056, decode.d1.loss_cls: 0.7928, decode.d1.loss_mask: 0.6880, decode.d1.loss_dice: 1.0910, decode.d2.loss_cls: 0.7153, decode.d2.loss_mask: 0.6697, decode.d2.loss_dice: 1.0488, decode.d3.loss_cls: 0.6863, decode.d3.loss_mask: 0.6558, decode.d3.loss_dice: 1.0137, decode.d4.loss_cls: 0.6720, decode.d4.loss_mask: 0.6520, decode.d4.loss_dice: 1.0133, decode.d5.loss_cls: 0.6639, decode.d5.loss_mask: 0.6533, decode.d5.loss_dice: 1.0128, decode.d6.loss_cls: 0.6455, decode.d6.loss_mask: 0.6511, decode.d6.loss_dice: 0.9974, decode.d7.loss_cls: 0.6428, decode.d7.loss_mask: 0.6494, decode.d7.loss_dice: 0.9961, decode.d8.loss_cls: 0.6354, decode.d8.loss_mask: 0.6505, decode.d8.loss_dice: 0.9961, loss: 25.6244, grad_norm: 135.8679 2023-11-26 18:48:45,582 - mmseg - INFO - Iter [63450/160000] lr: 2.302e-06, eta: 10:11:00, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6072, decode.loss_mask: 0.6654, decode.loss_dice: 0.9823, decode.d0.loss_cls: 2.5759, decode.d0.loss_mask: 0.7214, decode.d0.loss_dice: 1.1753, decode.d1.loss_cls: 0.7898, decode.d1.loss_mask: 0.6960, decode.d1.loss_dice: 1.0621, decode.d2.loss_cls: 0.6994, decode.d2.loss_mask: 0.6763, decode.d2.loss_dice: 1.0319, decode.d3.loss_cls: 0.6495, decode.d3.loss_mask: 0.6702, decode.d3.loss_dice: 1.0016, decode.d4.loss_cls: 0.6282, decode.d4.loss_mask: 0.6693, decode.d4.loss_dice: 1.0015, decode.d5.loss_cls: 0.6199, decode.d5.loss_mask: 0.6717, decode.d5.loss_dice: 0.9948, decode.d6.loss_cls: 0.6101, decode.d6.loss_mask: 0.6660, decode.d6.loss_dice: 0.9897, decode.d7.loss_cls: 0.6046, decode.d7.loss_mask: 0.6649, decode.d7.loss_dice: 0.9889, decode.d8.loss_cls: 0.6085, decode.d8.loss_mask: 0.6650, decode.d8.loss_dice: 0.9883, loss: 25.3757, grad_norm: 117.3709 2023-11-26 18:49:04,179 - mmseg - INFO - Iter [63500/160000] lr: 2.301e-06, eta: 10:10:41, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6071, decode.loss_mask: 0.6776, decode.loss_dice: 1.0170, decode.d0.loss_cls: 2.5843, decode.d0.loss_mask: 0.7344, decode.d0.loss_dice: 1.2218, decode.d1.loss_cls: 0.8005, decode.d1.loss_mask: 0.7154, decode.d1.loss_dice: 1.1113, decode.d2.loss_cls: 0.6912, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0614, decode.d3.loss_cls: 0.6485, decode.d3.loss_mask: 0.6863, decode.d3.loss_dice: 1.0316, decode.d4.loss_cls: 0.6356, decode.d4.loss_mask: 0.6806, decode.d4.loss_dice: 1.0328, decode.d5.loss_cls: 0.6201, decode.d5.loss_mask: 0.6840, decode.d5.loss_dice: 1.0279, decode.d6.loss_cls: 0.6055, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 1.0167, decode.d7.loss_cls: 0.6054, decode.d7.loss_mask: 0.6794, decode.d7.loss_dice: 1.0175, decode.d8.loss_cls: 0.6056, decode.d8.loss_mask: 0.6777, decode.d8.loss_dice: 1.0141, loss: 25.8710, grad_norm: 106.9028 2023-11-26 18:49:23,026 - mmseg - INFO - Iter [63550/160000] lr: 2.300e-06, eta: 10:10:22, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5763, decode.loss_mask: 0.6726, decode.loss_dice: 1.0034, decode.d0.loss_cls: 2.5175, decode.d0.loss_mask: 0.7347, decode.d0.loss_dice: 1.1895, decode.d1.loss_cls: 0.7605, decode.d1.loss_mask: 0.7093, decode.d1.loss_dice: 1.0887, decode.d2.loss_cls: 0.6514, decode.d2.loss_mask: 0.6927, decode.d2.loss_dice: 1.0490, decode.d3.loss_cls: 0.6294, decode.d3.loss_mask: 0.6838, decode.d3.loss_dice: 1.0213, decode.d4.loss_cls: 0.6050, decode.d4.loss_mask: 0.6825, decode.d4.loss_dice: 1.0199, decode.d5.loss_cls: 0.6060, decode.d5.loss_mask: 0.6785, decode.d5.loss_dice: 1.0158, decode.d6.loss_cls: 0.5908, decode.d6.loss_mask: 0.6718, decode.d6.loss_dice: 1.0053, decode.d7.loss_cls: 0.5824, decode.d7.loss_mask: 0.6712, decode.d7.loss_dice: 1.0054, decode.d8.loss_cls: 0.5804, decode.d8.loss_mask: 0.6720, decode.d8.loss_dice: 1.0040, loss: 25.3711, grad_norm: 112.9978 2023-11-26 18:49:42,955 - mmseg - INFO - Iter [63600/160000] lr: 2.299e-06, eta: 10:10:04, time: 0.399, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6451, decode.loss_mask: 0.6726, decode.loss_dice: 1.0128, decode.d0.loss_cls: 2.5668, decode.d0.loss_mask: 0.7286, decode.d0.loss_dice: 1.2071, decode.d1.loss_cls: 0.8217, decode.d1.loss_mask: 0.7031, decode.d1.loss_dice: 1.1048, decode.d2.loss_cls: 0.7374, decode.d2.loss_mask: 0.6861, decode.d2.loss_dice: 1.0580, decode.d3.loss_cls: 0.6941, decode.d3.loss_mask: 0.6770, decode.d3.loss_dice: 1.0318, decode.d4.loss_cls: 0.6884, decode.d4.loss_mask: 0.6727, decode.d4.loss_dice: 1.0270, decode.d5.loss_cls: 0.6675, decode.d5.loss_mask: 0.6723, decode.d5.loss_dice: 1.0264, decode.d6.loss_cls: 0.6671, decode.d6.loss_mask: 0.6735, decode.d6.loss_dice: 1.0130, decode.d7.loss_cls: 0.6574, decode.d7.loss_mask: 0.6714, decode.d7.loss_dice: 1.0150, decode.d8.loss_cls: 0.6588, decode.d8.loss_mask: 0.6713, decode.d8.loss_dice: 1.0103, loss: 26.1391, grad_norm: 131.3289 2023-11-26 18:50:01,202 - mmseg - INFO - Iter [63650/160000] lr: 2.297e-06, eta: 10:09:44, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6513, decode.loss_mask: 0.6895, decode.loss_dice: 1.0413, decode.d0.loss_cls: 2.5908, decode.d0.loss_mask: 0.7419, decode.d0.loss_dice: 1.2369, decode.d1.loss_cls: 0.8228, decode.d1.loss_mask: 0.7213, decode.d1.loss_dice: 1.1319, decode.d2.loss_cls: 0.7307, decode.d2.loss_mask: 0.7042, decode.d2.loss_dice: 1.0831, decode.d3.loss_cls: 0.6888, decode.d3.loss_mask: 0.6968, decode.d3.loss_dice: 1.0569, decode.d4.loss_cls: 0.6857, decode.d4.loss_mask: 0.6951, decode.d4.loss_dice: 1.0550, decode.d5.loss_cls: 0.6760, decode.d5.loss_mask: 0.6903, decode.d5.loss_dice: 1.0511, decode.d6.loss_cls: 0.6622, decode.d6.loss_mask: 0.6918, decode.d6.loss_dice: 1.0435, decode.d7.loss_cls: 0.6555, decode.d7.loss_mask: 0.6914, decode.d7.loss_dice: 1.0379, decode.d8.loss_cls: 0.6441, decode.d8.loss_mask: 0.6905, decode.d8.loss_dice: 1.0416, loss: 26.6001, grad_norm: 117.4207 2023-11-26 18:50:19,677 - mmseg - INFO - Iter [63700/160000] lr: 2.296e-06, eta: 10:09:24, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6241, decode.loss_mask: 0.6564, decode.loss_dice: 1.0002, decode.d0.loss_cls: 2.5547, decode.d0.loss_mask: 0.7212, decode.d0.loss_dice: 1.1896, decode.d1.loss_cls: 0.7841, decode.d1.loss_mask: 0.6921, decode.d1.loss_dice: 1.0874, decode.d2.loss_cls: 0.7044, decode.d2.loss_mask: 0.6767, decode.d2.loss_dice: 1.0402, decode.d3.loss_cls: 0.6645, decode.d3.loss_mask: 0.6653, decode.d3.loss_dice: 1.0091, decode.d4.loss_cls: 0.6471, decode.d4.loss_mask: 0.6655, decode.d4.loss_dice: 1.0124, decode.d5.loss_cls: 0.6426, decode.d5.loss_mask: 0.6649, decode.d5.loss_dice: 1.0051, decode.d6.loss_cls: 0.6427, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 0.9961, decode.d7.loss_cls: 0.6275, decode.d7.loss_mask: 0.6603, decode.d7.loss_dice: 1.0030, decode.d8.loss_cls: 0.6269, decode.d8.loss_mask: 0.6587, decode.d8.loss_dice: 1.0002, loss: 25.5823, grad_norm: 115.6230 2023-11-26 18:50:38,233 - mmseg - INFO - Iter [63750/160000] lr: 2.295e-06, eta: 10:09:05, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6467, decode.loss_mask: 0.6688, decode.loss_dice: 1.0051, decode.d0.loss_cls: 2.6636, decode.d0.loss_mask: 0.7319, decode.d0.loss_dice: 1.2085, decode.d1.loss_cls: 0.8362, decode.d1.loss_mask: 0.7015, decode.d1.loss_dice: 1.0898, decode.d2.loss_cls: 0.7406, decode.d2.loss_mask: 0.6808, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.6968, decode.d3.loss_mask: 0.6763, decode.d3.loss_dice: 1.0257, decode.d4.loss_cls: 0.6830, decode.d4.loss_mask: 0.6715, decode.d4.loss_dice: 1.0224, decode.d5.loss_cls: 0.6690, decode.d5.loss_mask: 0.6733, decode.d5.loss_dice: 1.0190, decode.d6.loss_cls: 0.6558, decode.d6.loss_mask: 0.6714, decode.d6.loss_dice: 1.0113, decode.d7.loss_cls: 0.6519, decode.d7.loss_mask: 0.6682, decode.d7.loss_dice: 1.0096, decode.d8.loss_cls: 0.6464, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 1.0063, loss: 26.1576, grad_norm: 128.1509 2023-11-26 18:50:56,587 - mmseg - INFO - Iter [63800/160000] lr: 2.294e-06, eta: 10:08:45, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6239, decode.loss_mask: 0.6640, decode.loss_dice: 0.9941, decode.d0.loss_cls: 2.5851, decode.d0.loss_mask: 0.7202, decode.d0.loss_dice: 1.1830, decode.d1.loss_cls: 0.8011, decode.d1.loss_mask: 0.6992, decode.d1.loss_dice: 1.0718, decode.d2.loss_cls: 0.7237, decode.d2.loss_mask: 0.6781, decode.d2.loss_dice: 1.0329, decode.d3.loss_cls: 0.6778, decode.d3.loss_mask: 0.6713, decode.d3.loss_dice: 1.0066, decode.d4.loss_cls: 0.6599, decode.d4.loss_mask: 0.6710, decode.d4.loss_dice: 1.0074, decode.d5.loss_cls: 0.6598, decode.d5.loss_mask: 0.6683, decode.d5.loss_dice: 1.0029, decode.d6.loss_cls: 0.6391, decode.d6.loss_mask: 0.6653, decode.d6.loss_dice: 0.9941, decode.d7.loss_cls: 0.6334, decode.d7.loss_mask: 0.6636, decode.d7.loss_dice: 0.9928, decode.d8.loss_cls: 0.6261, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 0.9924, loss: 25.6723, grad_norm: 124.1873 2023-11-26 18:51:14,978 - mmseg - INFO - Iter [63850/160000] lr: 2.293e-06, eta: 10:08:25, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6349, decode.loss_mask: 0.6973, decode.loss_dice: 1.0142, decode.d0.loss_cls: 2.5910, decode.d0.loss_mask: 0.7557, decode.d0.loss_dice: 1.2128, decode.d1.loss_cls: 0.8251, decode.d1.loss_mask: 0.7360, decode.d1.loss_dice: 1.1141, decode.d2.loss_cls: 0.7234, decode.d2.loss_mask: 0.7167, decode.d2.loss_dice: 1.0680, decode.d3.loss_cls: 0.6813, decode.d3.loss_mask: 0.7094, decode.d3.loss_dice: 1.0283, decode.d4.loss_cls: 0.6665, decode.d4.loss_mask: 0.7064, decode.d4.loss_dice: 1.0307, decode.d5.loss_cls: 0.6560, decode.d5.loss_mask: 0.7024, decode.d5.loss_dice: 1.0278, decode.d6.loss_cls: 0.6522, decode.d6.loss_mask: 0.7004, decode.d6.loss_dice: 1.0212, decode.d7.loss_cls: 0.6413, decode.d7.loss_mask: 0.7035, decode.d7.loss_dice: 1.0193, decode.d8.loss_cls: 0.6374, decode.d8.loss_mask: 0.7010, decode.d8.loss_dice: 1.0168, loss: 26.3910, grad_norm: 127.5969 2023-11-26 18:51:34,219 - mmseg - INFO - Iter [63900/160000] lr: 2.292e-06, eta: 10:08:06, time: 0.384, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6075, decode.loss_mask: 0.6873, decode.loss_dice: 0.9973, decode.d0.loss_cls: 2.5832, decode.d0.loss_mask: 0.7502, decode.d0.loss_dice: 1.1982, decode.d1.loss_cls: 0.7975, decode.d1.loss_mask: 0.7261, decode.d1.loss_dice: 1.0971, decode.d2.loss_cls: 0.6943, decode.d2.loss_mask: 0.7023, decode.d2.loss_dice: 1.0422, decode.d3.loss_cls: 0.6590, decode.d3.loss_mask: 0.6921, decode.d3.loss_dice: 1.0130, decode.d4.loss_cls: 0.6395, decode.d4.loss_mask: 0.6920, decode.d4.loss_dice: 1.0132, decode.d5.loss_cls: 0.6249, decode.d5.loss_mask: 0.6935, decode.d5.loss_dice: 1.0136, decode.d6.loss_cls: 0.6232, decode.d6.loss_mask: 0.6899, decode.d6.loss_dice: 0.9937, decode.d7.loss_cls: 0.6132, decode.d7.loss_mask: 0.6929, decode.d7.loss_dice: 0.9986, decode.d8.loss_cls: 0.6052, decode.d8.loss_mask: 0.6891, decode.d8.loss_dice: 1.0042, loss: 25.8343, grad_norm: 118.9841 2023-11-26 18:51:53,325 - mmseg - INFO - Iter [63950/160000] lr: 2.290e-06, eta: 10:07:47, time: 0.382, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6278, decode.loss_mask: 0.6718, decode.loss_dice: 0.9940, decode.d0.loss_cls: 2.5682, decode.d0.loss_mask: 0.7317, decode.d0.loss_dice: 1.1928, decode.d1.loss_cls: 0.8118, decode.d1.loss_mask: 0.6999, decode.d1.loss_dice: 1.0810, decode.d2.loss_cls: 0.7074, decode.d2.loss_mask: 0.6858, decode.d2.loss_dice: 1.0379, decode.d3.loss_cls: 0.6707, decode.d3.loss_mask: 0.6802, decode.d3.loss_dice: 1.0054, decode.d4.loss_cls: 0.6510, decode.d4.loss_mask: 0.6766, decode.d4.loss_dice: 1.0024, decode.d5.loss_cls: 0.6381, decode.d5.loss_mask: 0.6790, decode.d5.loss_dice: 1.0055, decode.d6.loss_cls: 0.6407, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 0.9982, decode.d7.loss_cls: 0.6320, decode.d7.loss_mask: 0.6758, decode.d7.loss_dice: 0.9977, decode.d8.loss_cls: 0.6335, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 0.9987, loss: 25.7459, grad_norm: 118.4688 2023-11-26 18:52:13,672 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:52:13,672 - mmseg - INFO - Iter [64000/160000] lr: 2.289e-06, eta: 10:07:30, time: 0.407, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6208, decode.loss_mask: 0.6795, decode.loss_dice: 0.9987, decode.d0.loss_cls: 2.5716, decode.d0.loss_mask: 0.7406, decode.d0.loss_dice: 1.1820, decode.d1.loss_cls: 0.7980, decode.d1.loss_mask: 0.7115, decode.d1.loss_dice: 1.0875, decode.d2.loss_cls: 0.7119, decode.d2.loss_mask: 0.6905, decode.d2.loss_dice: 1.0356, decode.d3.loss_cls: 0.6795, decode.d3.loss_mask: 0.6825, decode.d3.loss_dice: 1.0049, decode.d4.loss_cls: 0.6553, decode.d4.loss_mask: 0.6842, decode.d4.loss_dice: 1.0116, decode.d5.loss_cls: 0.6509, decode.d5.loss_mask: 0.6796, decode.d5.loss_dice: 1.0104, decode.d6.loss_cls: 0.6376, decode.d6.loss_mask: 0.6819, decode.d6.loss_dice: 0.9960, decode.d7.loss_cls: 0.6285, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 0.9932, decode.d8.loss_cls: 0.6286, decode.d8.loss_mask: 0.6814, decode.d8.loss_dice: 1.0013, loss: 25.8170, grad_norm: 123.6795 2023-11-26 18:52:32,355 - mmseg - INFO - Iter [64050/160000] lr: 2.288e-06, eta: 10:07:11, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6164, decode.loss_mask: 0.6713, decode.loss_dice: 0.9982, decode.d0.loss_cls: 2.5374, decode.d0.loss_mask: 0.7329, decode.d0.loss_dice: 1.2002, decode.d1.loss_cls: 0.7847, decode.d1.loss_mask: 0.7025, decode.d1.loss_dice: 1.0907, decode.d2.loss_cls: 0.6855, decode.d2.loss_mask: 0.6907, decode.d2.loss_dice: 1.0446, decode.d3.loss_cls: 0.6551, decode.d3.loss_mask: 0.6826, decode.d3.loss_dice: 1.0161, decode.d4.loss_cls: 0.6424, decode.d4.loss_mask: 0.6787, decode.d4.loss_dice: 1.0151, decode.d5.loss_cls: 0.6289, decode.d5.loss_mask: 0.6746, decode.d5.loss_dice: 1.0139, decode.d6.loss_cls: 0.6260, decode.d6.loss_mask: 0.6740, decode.d6.loss_dice: 1.0024, decode.d7.loss_cls: 0.6152, decode.d7.loss_mask: 0.6710, decode.d7.loss_dice: 1.0024, decode.d8.loss_cls: 0.6228, decode.d8.loss_mask: 0.6716, decode.d8.loss_dice: 0.9937, loss: 25.6419, grad_norm: 111.5162 2023-11-26 18:52:52,812 - mmseg - INFO - Iter [64100/160000] lr: 2.287e-06, eta: 10:06:54, time: 0.409, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6179, decode.loss_mask: 0.6747, decode.loss_dice: 0.9937, decode.d0.loss_cls: 2.5471, decode.d0.loss_mask: 0.7403, decode.d0.loss_dice: 1.2014, decode.d1.loss_cls: 0.7834, decode.d1.loss_mask: 0.7183, decode.d1.loss_dice: 1.0940, decode.d2.loss_cls: 0.6927, decode.d2.loss_mask: 0.7010, decode.d2.loss_dice: 1.0485, decode.d3.loss_cls: 0.6495, decode.d3.loss_mask: 0.6874, decode.d3.loss_dice: 1.0134, decode.d4.loss_cls: 0.6385, decode.d4.loss_mask: 0.6874, decode.d4.loss_dice: 1.0118, decode.d5.loss_cls: 0.6333, decode.d5.loss_mask: 0.6829, decode.d5.loss_dice: 1.0085, decode.d6.loss_cls: 0.6265, decode.d6.loss_mask: 0.6800, decode.d6.loss_dice: 0.9941, decode.d7.loss_cls: 0.6178, decode.d7.loss_mask: 0.6761, decode.d7.loss_dice: 0.9919, decode.d8.loss_cls: 0.6220, decode.d8.loss_mask: 0.6743, decode.d8.loss_dice: 0.9964, loss: 25.7050, grad_norm: 113.6217 2023-11-26 18:53:12,747 - mmseg - INFO - Iter [64150/160000] lr: 2.286e-06, eta: 10:06:37, time: 0.399, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6368, decode.loss_mask: 0.6969, decode.loss_dice: 1.0232, decode.d0.loss_cls: 2.5271, decode.d0.loss_mask: 0.7560, decode.d0.loss_dice: 1.2178, decode.d1.loss_cls: 0.8034, decode.d1.loss_mask: 0.7279, decode.d1.loss_dice: 1.1200, decode.d2.loss_cls: 0.7069, decode.d2.loss_mask: 0.7163, decode.d2.loss_dice: 1.0767, decode.d3.loss_cls: 0.6813, decode.d3.loss_mask: 0.7063, decode.d3.loss_dice: 1.0431, decode.d4.loss_cls: 0.6615, decode.d4.loss_mask: 0.7007, decode.d4.loss_dice: 1.0432, decode.d5.loss_cls: 0.6548, decode.d5.loss_mask: 0.6962, decode.d5.loss_dice: 1.0416, decode.d6.loss_cls: 0.6456, decode.d6.loss_mask: 0.7000, decode.d6.loss_dice: 1.0285, decode.d7.loss_cls: 0.6461, decode.d7.loss_mask: 0.6998, decode.d7.loss_dice: 1.0243, decode.d8.loss_cls: 0.6333, decode.d8.loss_mask: 0.6990, decode.d8.loss_dice: 1.0262, loss: 26.3408, grad_norm: 126.8460 2023-11-26 18:53:31,256 - mmseg - INFO - Iter [64200/160000] lr: 2.284e-06, eta: 10:06:17, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6229, decode.loss_mask: 0.6861, decode.loss_dice: 1.0243, decode.d0.loss_cls: 2.5906, decode.d0.loss_mask: 0.7422, decode.d0.loss_dice: 1.2282, decode.d1.loss_cls: 0.8116, decode.d1.loss_mask: 0.7148, decode.d1.loss_dice: 1.1134, decode.d2.loss_cls: 0.7106, decode.d2.loss_mask: 0.6988, decode.d2.loss_dice: 1.0692, decode.d3.loss_cls: 0.6792, decode.d3.loss_mask: 0.6923, decode.d3.loss_dice: 1.0403, decode.d4.loss_cls: 0.6519, decode.d4.loss_mask: 0.6923, decode.d4.loss_dice: 1.0381, decode.d5.loss_cls: 0.6391, decode.d5.loss_mask: 0.6915, decode.d5.loss_dice: 1.0369, decode.d6.loss_cls: 0.6414, decode.d6.loss_mask: 0.6886, decode.d6.loss_dice: 1.0279, decode.d7.loss_cls: 0.6331, decode.d7.loss_mask: 0.6912, decode.d7.loss_dice: 1.0280, decode.d8.loss_cls: 0.6316, decode.d8.loss_mask: 0.6878, decode.d8.loss_dice: 1.0254, loss: 26.2294, grad_norm: 116.3663 2023-11-26 18:53:49,681 - mmseg - INFO - Iter [64250/160000] lr: 2.283e-06, eta: 10:05:57, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6548, decode.loss_mask: 0.6710, decode.loss_dice: 1.0158, decode.d0.loss_cls: 2.6154, decode.d0.loss_mask: 0.7301, decode.d0.loss_dice: 1.2152, decode.d1.loss_cls: 0.8308, decode.d1.loss_mask: 0.7070, decode.d1.loss_dice: 1.1112, decode.d2.loss_cls: 0.7379, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0598, decode.d3.loss_cls: 0.6904, decode.d3.loss_mask: 0.6815, decode.d3.loss_dice: 1.0313, decode.d4.loss_cls: 0.6847, decode.d4.loss_mask: 0.6795, decode.d4.loss_dice: 1.0270, decode.d5.loss_cls: 0.6730, decode.d5.loss_mask: 0.6809, decode.d5.loss_dice: 1.0267, decode.d6.loss_cls: 0.6650, decode.d6.loss_mask: 0.6772, decode.d6.loss_dice: 1.0186, decode.d7.loss_cls: 0.6582, decode.d7.loss_mask: 0.6747, decode.d7.loss_dice: 1.0172, decode.d8.loss_cls: 0.6575, decode.d8.loss_mask: 0.6760, decode.d8.loss_dice: 1.0171, loss: 26.2732, grad_norm: 123.0342 2023-11-26 18:54:08,045 - mmseg - INFO - Iter [64300/160000] lr: 2.282e-06, eta: 10:05:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6046, decode.loss_mask: 0.6529, decode.loss_dice: 1.0116, decode.d0.loss_cls: 2.5405, decode.d0.loss_mask: 0.7106, decode.d0.loss_dice: 1.1934, decode.d1.loss_cls: 0.7837, decode.d1.loss_mask: 0.6902, decode.d1.loss_dice: 1.0996, decode.d2.loss_cls: 0.6849, decode.d2.loss_mask: 0.6700, decode.d2.loss_dice: 1.0578, decode.d3.loss_cls: 0.6475, decode.d3.loss_mask: 0.6562, decode.d3.loss_dice: 1.0292, decode.d4.loss_cls: 0.6233, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 1.0301, decode.d5.loss_cls: 0.6139, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 1.0237, decode.d6.loss_cls: 0.6144, decode.d6.loss_mask: 0.6533, decode.d6.loss_dice: 1.0173, decode.d7.loss_cls: 0.6166, decode.d7.loss_mask: 0.6497, decode.d7.loss_dice: 1.0146, decode.d8.loss_cls: 0.6116, decode.d8.loss_mask: 0.6523, decode.d8.loss_dice: 1.0181, loss: 25.4903, grad_norm: 117.4159 2023-11-26 18:54:26,335 - mmseg - INFO - Iter [64350/160000] lr: 2.281e-06, eta: 10:05:17, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6552, decode.loss_mask: 0.6593, decode.loss_dice: 1.0078, decode.d0.loss_cls: 2.5943, decode.d0.loss_mask: 0.7152, decode.d0.loss_dice: 1.2049, decode.d1.loss_cls: 0.8379, decode.d1.loss_mask: 0.6930, decode.d1.loss_dice: 1.1020, decode.d2.loss_cls: 0.7291, decode.d2.loss_mask: 0.6687, decode.d2.loss_dice: 1.0647, decode.d3.loss_cls: 0.7056, decode.d3.loss_mask: 0.6602, decode.d3.loss_dice: 1.0202, decode.d4.loss_cls: 0.6834, decode.d4.loss_mask: 0.6643, decode.d4.loss_dice: 1.0234, decode.d5.loss_cls: 0.6731, decode.d5.loss_mask: 0.6628, decode.d5.loss_dice: 1.0207, decode.d6.loss_cls: 0.6687, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 1.0134, decode.d7.loss_cls: 0.6582, decode.d7.loss_mask: 0.6609, decode.d7.loss_dice: 1.0114, decode.d8.loss_cls: 0.6578, decode.d8.loss_mask: 0.6601, decode.d8.loss_dice: 1.0114, loss: 26.0473, grad_norm: 134.4058 2023-11-26 18:54:45,810 - mmseg - INFO - Iter [64400/160000] lr: 2.280e-06, eta: 10:04:59, time: 0.389, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6527, decode.loss_mask: 0.6367, decode.loss_dice: 0.9700, decode.d0.loss_cls: 2.5583, decode.d0.loss_mask: 0.6962, decode.d0.loss_dice: 1.1595, decode.d1.loss_cls: 0.8090, decode.d1.loss_mask: 0.6771, decode.d1.loss_dice: 1.0694, decode.d2.loss_cls: 0.7209, decode.d2.loss_mask: 0.6509, decode.d2.loss_dice: 1.0180, decode.d3.loss_cls: 0.6865, decode.d3.loss_mask: 0.6451, decode.d3.loss_dice: 0.9878, decode.d4.loss_cls: 0.6563, decode.d4.loss_mask: 0.6417, decode.d4.loss_dice: 0.9844, decode.d5.loss_cls: 0.6594, decode.d5.loss_mask: 0.6372, decode.d5.loss_dice: 0.9837, decode.d6.loss_cls: 0.6532, decode.d6.loss_mask: 0.6364, decode.d6.loss_dice: 0.9723, decode.d7.loss_cls: 0.6530, decode.d7.loss_mask: 0.6367, decode.d7.loss_dice: 0.9731, decode.d8.loss_cls: 0.6520, decode.d8.loss_mask: 0.6343, decode.d8.loss_dice: 0.9728, loss: 25.2846, grad_norm: 126.8249 2023-11-26 18:55:07,320 - mmseg - INFO - Iter [64450/160000] lr: 2.278e-06, eta: 10:04:44, time: 0.430, data_time: 0.059, memory: 36416, decode.loss_cls: 0.6418, decode.loss_mask: 0.6826, decode.loss_dice: 1.0033, decode.d0.loss_cls: 2.6100, decode.d0.loss_mask: 0.7357, decode.d0.loss_dice: 1.2076, decode.d1.loss_cls: 0.8363, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.1010, decode.d2.loss_cls: 0.7261, decode.d2.loss_mask: 0.6956, decode.d2.loss_dice: 1.0515, decode.d3.loss_cls: 0.6817, decode.d3.loss_mask: 0.6890, decode.d3.loss_dice: 1.0230, decode.d4.loss_cls: 0.6687, decode.d4.loss_mask: 0.6885, decode.d4.loss_dice: 1.0213, decode.d5.loss_cls: 0.6554, decode.d5.loss_mask: 0.6889, decode.d5.loss_dice: 1.0158, decode.d6.loss_cls: 0.6389, decode.d6.loss_mask: 0.6868, decode.d6.loss_dice: 1.0119, decode.d7.loss_cls: 0.6397, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 1.0103, decode.d8.loss_cls: 0.6362, decode.d8.loss_mask: 0.6853, decode.d8.loss_dice: 1.0096, loss: 26.1442, grad_norm: 113.3318 2023-11-26 18:55:25,852 - mmseg - INFO - Iter [64500/160000] lr: 2.277e-06, eta: 10:04:24, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5958, decode.loss_mask: 0.6551, decode.loss_dice: 0.9964, decode.d0.loss_cls: 2.5546, decode.d0.loss_mask: 0.7080, decode.d0.loss_dice: 1.1841, decode.d1.loss_cls: 0.7744, decode.d1.loss_mask: 0.6866, decode.d1.loss_dice: 1.0830, decode.d2.loss_cls: 0.6783, decode.d2.loss_mask: 0.6706, decode.d2.loss_dice: 1.0362, decode.d3.loss_cls: 0.6453, decode.d3.loss_mask: 0.6599, decode.d3.loss_dice: 1.0137, decode.d4.loss_cls: 0.6169, decode.d4.loss_mask: 0.6572, decode.d4.loss_dice: 1.0107, decode.d5.loss_cls: 0.6116, decode.d5.loss_mask: 0.6565, decode.d5.loss_dice: 1.0067, decode.d6.loss_cls: 0.6107, decode.d6.loss_mask: 0.6601, decode.d6.loss_dice: 0.9968, decode.d7.loss_cls: 0.5942, decode.d7.loss_mask: 0.6558, decode.d7.loss_dice: 0.9968, decode.d8.loss_cls: 0.5942, decode.d8.loss_mask: 0.6565, decode.d8.loss_dice: 0.9973, loss: 25.2642, grad_norm: 129.1028 2023-11-26 18:55:44,692 - mmseg - INFO - Iter [64550/160000] lr: 2.276e-06, eta: 10:04:05, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6481, decode.loss_mask: 0.6879, decode.loss_dice: 1.0333, decode.d0.loss_cls: 2.6074, decode.d0.loss_mask: 0.7474, decode.d0.loss_dice: 1.2331, decode.d1.loss_cls: 0.8435, decode.d1.loss_mask: 0.7228, decode.d1.loss_dice: 1.1257, decode.d2.loss_cls: 0.7350, decode.d2.loss_mask: 0.7013, decode.d2.loss_dice: 1.0752, decode.d3.loss_cls: 0.6970, decode.d3.loss_mask: 0.6891, decode.d3.loss_dice: 1.0467, decode.d4.loss_cls: 0.6757, decode.d4.loss_mask: 0.6916, decode.d4.loss_dice: 1.0508, decode.d5.loss_cls: 0.6662, decode.d5.loss_mask: 0.6890, decode.d5.loss_dice: 1.0440, decode.d6.loss_cls: 0.6454, decode.d6.loss_mask: 0.6898, decode.d6.loss_dice: 1.0400, decode.d7.loss_cls: 0.6385, decode.d7.loss_mask: 0.6898, decode.d7.loss_dice: 1.0385, decode.d8.loss_cls: 0.6429, decode.d8.loss_mask: 0.6899, decode.d8.loss_dice: 1.0330, loss: 26.5185, grad_norm: 122.0339 2023-11-26 18:56:03,522 - mmseg - INFO - Iter [64600/160000] lr: 2.275e-06, eta: 10:03:46, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6467, decode.loss_mask: 0.6788, decode.loss_dice: 1.0035, decode.d0.loss_cls: 2.6253, decode.d0.loss_mask: 0.7446, decode.d0.loss_dice: 1.2152, decode.d1.loss_cls: 0.8443, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.1012, decode.d2.loss_cls: 0.7285, decode.d2.loss_mask: 0.6907, decode.d2.loss_dice: 1.0522, decode.d3.loss_cls: 0.6841, decode.d3.loss_mask: 0.6902, decode.d3.loss_dice: 1.0181, decode.d4.loss_cls: 0.6713, decode.d4.loss_mask: 0.6867, decode.d4.loss_dice: 1.0203, decode.d5.loss_cls: 0.6588, decode.d5.loss_mask: 0.6849, decode.d5.loss_dice: 1.0168, decode.d6.loss_cls: 0.6568, decode.d6.loss_mask: 0.6801, decode.d6.loss_dice: 1.0039, decode.d7.loss_cls: 0.6517, decode.d7.loss_mask: 0.6785, decode.d7.loss_dice: 1.0044, decode.d8.loss_cls: 0.6324, decode.d8.loss_mask: 0.6799, decode.d8.loss_dice: 1.0120, loss: 26.1765, grad_norm: 122.2337 2023-11-26 18:56:22,292 - mmseg - INFO - Iter [64650/160000] lr: 2.274e-06, eta: 10:03:26, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6281, decode.loss_mask: 0.6627, decode.loss_dice: 1.0323, decode.d0.loss_cls: 2.6586, decode.d0.loss_mask: 0.7361, decode.d0.loss_dice: 1.2426, decode.d1.loss_cls: 0.8333, decode.d1.loss_mask: 0.7045, decode.d1.loss_dice: 1.1294, decode.d2.loss_cls: 0.7227, decode.d2.loss_mask: 0.6817, decode.d2.loss_dice: 1.0852, decode.d3.loss_cls: 0.6834, decode.d3.loss_mask: 0.6723, decode.d3.loss_dice: 1.0508, decode.d4.loss_cls: 0.6547, decode.d4.loss_mask: 0.6710, decode.d4.loss_dice: 1.0467, decode.d5.loss_cls: 0.6448, decode.d5.loss_mask: 0.6654, decode.d5.loss_dice: 1.0500, decode.d6.loss_cls: 0.6403, decode.d6.loss_mask: 0.6609, decode.d6.loss_dice: 1.0332, decode.d7.loss_cls: 0.6348, decode.d7.loss_mask: 0.6628, decode.d7.loss_dice: 1.0372, decode.d8.loss_cls: 0.6367, decode.d8.loss_mask: 0.6602, decode.d8.loss_dice: 1.0293, loss: 26.2516, grad_norm: 124.1116 2023-11-26 18:56:41,309 - mmseg - INFO - Iter [64700/160000] lr: 2.272e-06, eta: 10:03:07, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6578, decode.loss_mask: 0.6680, decode.loss_dice: 1.0114, decode.d0.loss_cls: 2.6435, decode.d0.loss_mask: 0.7227, decode.d0.loss_dice: 1.2156, decode.d1.loss_cls: 0.8398, decode.d1.loss_mask: 0.7044, decode.d1.loss_dice: 1.1152, decode.d2.loss_cls: 0.7376, decode.d2.loss_mask: 0.6900, decode.d2.loss_dice: 1.0664, decode.d3.loss_cls: 0.7052, decode.d3.loss_mask: 0.6773, decode.d3.loss_dice: 1.0279, decode.d4.loss_cls: 0.6820, decode.d4.loss_mask: 0.6761, decode.d4.loss_dice: 1.0288, decode.d5.loss_cls: 0.6771, decode.d5.loss_mask: 0.6684, decode.d5.loss_dice: 1.0303, decode.d6.loss_cls: 0.6673, decode.d6.loss_mask: 0.6675, decode.d6.loss_dice: 1.0139, decode.d7.loss_cls: 0.6592, decode.d7.loss_mask: 0.6703, decode.d7.loss_dice: 1.0123, decode.d8.loss_cls: 0.6638, decode.d8.loss_mask: 0.6685, decode.d8.loss_dice: 1.0113, loss: 26.2795, grad_norm: 113.3460 2023-11-26 18:57:00,215 - mmseg - INFO - Iter [64750/160000] lr: 2.271e-06, eta: 10:02:48, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6128, decode.loss_mask: 0.6737, decode.loss_dice: 1.0120, decode.d0.loss_cls: 2.5698, decode.d0.loss_mask: 0.7327, decode.d0.loss_dice: 1.2037, decode.d1.loss_cls: 0.7983, decode.d1.loss_mask: 0.7078, decode.d1.loss_dice: 1.1091, decode.d2.loss_cls: 0.7039, decode.d2.loss_mask: 0.6932, decode.d2.loss_dice: 1.0653, decode.d3.loss_cls: 0.6648, decode.d3.loss_mask: 0.6855, decode.d3.loss_dice: 1.0255, decode.d4.loss_cls: 0.6409, decode.d4.loss_mask: 0.6843, decode.d4.loss_dice: 1.0326, decode.d5.loss_cls: 0.6320, decode.d5.loss_mask: 0.6813, decode.d5.loss_dice: 1.0266, decode.d6.loss_cls: 0.6272, decode.d6.loss_mask: 0.6764, decode.d6.loss_dice: 1.0181, decode.d7.loss_cls: 0.6144, decode.d7.loss_mask: 0.6750, decode.d7.loss_dice: 1.0117, decode.d8.loss_cls: 0.6184, decode.d8.loss_mask: 0.6759, decode.d8.loss_dice: 1.0145, loss: 25.8872, grad_norm: 128.3870 2023-11-26 18:57:18,795 - mmseg - INFO - Iter [64800/160000] lr: 2.270e-06, eta: 10:02:29, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6036, decode.loss_mask: 0.6781, decode.loss_dice: 1.0165, decode.d0.loss_cls: 2.5714, decode.d0.loss_mask: 0.7428, decode.d0.loss_dice: 1.2204, decode.d1.loss_cls: 0.7859, decode.d1.loss_mask: 0.7180, decode.d1.loss_dice: 1.1066, decode.d2.loss_cls: 0.6821, decode.d2.loss_mask: 0.7004, decode.d2.loss_dice: 1.0681, decode.d3.loss_cls: 0.6535, decode.d3.loss_mask: 0.6894, decode.d3.loss_dice: 1.0391, decode.d4.loss_cls: 0.6383, decode.d4.loss_mask: 0.6871, decode.d4.loss_dice: 1.0328, decode.d5.loss_cls: 0.6226, decode.d5.loss_mask: 0.6832, decode.d5.loss_dice: 1.0309, decode.d6.loss_cls: 0.6185, decode.d6.loss_mask: 0.6786, decode.d6.loss_dice: 1.0213, decode.d7.loss_cls: 0.6121, decode.d7.loss_mask: 0.6790, decode.d7.loss_dice: 1.0193, decode.d8.loss_cls: 0.6046, decode.d8.loss_mask: 0.6791, decode.d8.loss_dice: 1.0206, loss: 25.9038, grad_norm: 121.2365 2023-11-26 18:57:37,147 - mmseg - INFO - Iter [64850/160000] lr: 2.269e-06, eta: 10:02:09, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6072, decode.loss_mask: 0.6575, decode.loss_dice: 0.9903, decode.d0.loss_cls: 2.5030, decode.d0.loss_mask: 0.7183, decode.d0.loss_dice: 1.1724, decode.d1.loss_cls: 0.7475, decode.d1.loss_mask: 0.7005, decode.d1.loss_dice: 1.0800, decode.d2.loss_cls: 0.6748, decode.d2.loss_mask: 0.6714, decode.d2.loss_dice: 1.0295, decode.d3.loss_cls: 0.6451, decode.d3.loss_mask: 0.6606, decode.d3.loss_dice: 1.0047, decode.d4.loss_cls: 0.6304, decode.d4.loss_mask: 0.6591, decode.d4.loss_dice: 1.0036, decode.d5.loss_cls: 0.6235, decode.d5.loss_mask: 0.6612, decode.d5.loss_dice: 0.9990, decode.d6.loss_cls: 0.6177, decode.d6.loss_mask: 0.6577, decode.d6.loss_dice: 0.9936, decode.d7.loss_cls: 0.6082, decode.d7.loss_mask: 0.6584, decode.d7.loss_dice: 0.9951, decode.d8.loss_cls: 0.6043, decode.d8.loss_mask: 0.6580, decode.d8.loss_dice: 0.9940, loss: 25.2265, grad_norm: 120.1060 2023-11-26 18:57:55,599 - mmseg - INFO - Iter [64900/160000] lr: 2.268e-06, eta: 10:01:49, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6604, decode.loss_mask: 0.6720, decode.loss_dice: 1.0029, decode.d0.loss_cls: 2.6103, decode.d0.loss_mask: 0.7323, decode.d0.loss_dice: 1.2188, decode.d1.loss_cls: 0.8331, decode.d1.loss_mask: 0.7077, decode.d1.loss_dice: 1.1079, decode.d2.loss_cls: 0.7562, decode.d2.loss_mask: 0.6912, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.7127, decode.d3.loss_mask: 0.6802, decode.d3.loss_dice: 1.0259, decode.d4.loss_cls: 0.6954, decode.d4.loss_mask: 0.6800, decode.d4.loss_dice: 1.0229, decode.d5.loss_cls: 0.6818, decode.d5.loss_mask: 0.6778, decode.d5.loss_dice: 1.0185, decode.d6.loss_cls: 0.6693, decode.d6.loss_mask: 0.6705, decode.d6.loss_dice: 1.0044, decode.d7.loss_cls: 0.6650, decode.d7.loss_mask: 0.6728, decode.d7.loss_dice: 1.0070, decode.d8.loss_cls: 0.6596, decode.d8.loss_mask: 0.6723, decode.d8.loss_dice: 1.0042, loss: 26.2682, grad_norm: 130.6132 2023-11-26 18:58:14,384 - mmseg - INFO - Iter [64950/160000] lr: 2.266e-06, eta: 10:01:30, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6399, decode.loss_mask: 0.6663, decode.loss_dice: 1.0147, decode.d0.loss_cls: 2.5982, decode.d0.loss_mask: 0.7259, decode.d0.loss_dice: 1.2242, decode.d1.loss_cls: 0.8215, decode.d1.loss_mask: 0.6938, decode.d1.loss_dice: 1.1173, decode.d2.loss_cls: 0.7297, decode.d2.loss_mask: 0.6785, decode.d2.loss_dice: 1.0596, decode.d3.loss_cls: 0.6838, decode.d3.loss_mask: 0.6750, decode.d3.loss_dice: 1.0368, decode.d4.loss_cls: 0.6599, decode.d4.loss_mask: 0.6707, decode.d4.loss_dice: 1.0405, decode.d5.loss_cls: 0.6561, decode.d5.loss_mask: 0.6688, decode.d5.loss_dice: 1.0274, decode.d6.loss_cls: 0.6420, decode.d6.loss_mask: 0.6678, decode.d6.loss_dice: 1.0242, decode.d7.loss_cls: 0.6300, decode.d7.loss_mask: 0.6679, decode.d7.loss_dice: 1.0198, decode.d8.loss_cls: 0.6367, decode.d8.loss_mask: 0.6662, decode.d8.loss_dice: 1.0165, loss: 26.0594, grad_norm: 118.2384 2023-11-26 18:58:33,045 - mmseg - INFO - Saving checkpoint at 65000 iterations 2023-11-26 18:58:34,767 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:58:34,767 - mmseg - INFO - Iter [65000/160000] lr: 2.265e-06, eta: 10:01:13, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6133, decode.loss_mask: 0.6664, decode.loss_dice: 0.9778, decode.d0.loss_cls: 2.5503, decode.d0.loss_mask: 0.7284, decode.d0.loss_dice: 1.1830, decode.d1.loss_cls: 0.7696, decode.d1.loss_mask: 0.7045, decode.d1.loss_dice: 1.0722, decode.d2.loss_cls: 0.7016, decode.d2.loss_mask: 0.6850, decode.d2.loss_dice: 1.0192, decode.d3.loss_cls: 0.6565, decode.d3.loss_mask: 0.6774, decode.d3.loss_dice: 0.9925, decode.d4.loss_cls: 0.6477, decode.d4.loss_mask: 0.6710, decode.d4.loss_dice: 0.9864, decode.d5.loss_cls: 0.6413, decode.d5.loss_mask: 0.6717, decode.d5.loss_dice: 0.9865, decode.d6.loss_cls: 0.6232, decode.d6.loss_mask: 0.6695, decode.d6.loss_dice: 0.9782, decode.d7.loss_cls: 0.6231, decode.d7.loss_mask: 0.6684, decode.d7.loss_dice: 0.9800, decode.d8.loss_cls: 0.6249, decode.d8.loss_mask: 0.6658, decode.d8.loss_dice: 0.9778, loss: 25.4133, grad_norm: 121.9466 2023-11-26 18:58:51,584 - mmseg - INFO - per class results: 2023-11-26 18:58:51,589 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.15 | 86.66 | | building | 82.3 | 91.51 | | sky | 94.66 | 97.59 | | floor | 81.79 | 89.43 | | tree | 74.63 | 84.59 | | ceiling | 82.94 | 88.42 | | road | 85.01 | 89.93 | | bed | 90.8 | 95.83 | | windowpane | 61.53 | 77.63 | | grass | 71.65 | 84.04 | | cabinet | 64.02 | 77.24 | | sidewalk | 66.44 | 79.82 | | person | 84.25 | 91.36 | | earth | 35.08 | 49.61 | | door | 48.79 | 77.28 | | table | 62.96 | 76.53 | | mountain | 57.82 | 81.73 | | plant | 53.29 | 65.33 | | curtain | 75.21 | 88.99 | | chair | 60.65 | 78.08 | | car | 85.34 | 93.6 | | water | 42.87 | 56.52 | | painting | 70.94 | 90.89 | | sofa | 69.43 | 87.96 | | shelf | 37.59 | 53.15 | | house | 44.23 | 76.55 | | sea | 49.22 | 77.33 | | mirror | 64.4 | 81.04 | | rug | 65.92 | 81.43 | | field | 28.69 | 41.99 | | armchair | 41.82 | 58.58 | | seat | 62.87 | 84.99 | | fence | 41.8 | 55.96 | | desk | 49.22 | 70.35 | | rock | 45.99 | 64.74 | | wardrobe | 55.12 | 65.07 | | lamp | 66.38 | 79.69 | | bathtub | 82.19 | 85.81 | | railing | 34.17 | 49.79 | | cushion | 59.29 | 66.08 | | base | 32.87 | 47.1 | | box | 25.39 | 39.5 | | column | 44.02 | 63.68 | | signboard | 39.59 | 59.21 | | chest of drawers | 41.82 | 74.64 | | counter | 34.54 | 44.9 | | sand | 29.42 | 45.92 | | sink | 72.81 | 84.39 | | skyscraper | 24.61 | 26.79 | | fireplace | 73.3 | 92.77 | | refrigerator | 82.66 | 93.36 | | grandstand | 55.13 | 67.09 | | path | 31.06 | 46.23 | | stairs | 52.55 | 77.21 | | runway | 76.15 | 96.49 | | case | 37.91 | 64.05 | | pool table | 94.63 | 96.93 | | pillow | 60.63 | 78.16 | | screen door | 39.16 | 56.7 | | stairway | 33.68 | 40.56 | | river | 13.37 | 23.08 | | bridge | 76.83 | 88.52 | | bookcase | 30.47 | 55.41 | | blind | 41.8 | 46.12 | | coffee table | 61.46 | 81.4 | | toilet | 88.01 | 91.64 | | flower | 42.98 | 56.96 | | book | 45.72 | 74.7 | | hill | 9.61 | 14.63 | | bench | 55.68 | 65.63 | | countertop | 58.34 | 66.66 | | stove | 81.15 | 87.0 | | palm | 50.35 | 70.23 | | kitchen island | 49.79 | 80.42 | | computer | 66.88 | 74.62 | | swivel chair | 46.02 | 62.81 | | boat | 56.72 | 89.95 | | bar | 51.56 | 63.62 | | arcade machine | 30.22 | 33.15 | | hovel | 17.82 | 28.95 | | bus | 87.7 | 95.06 | | towel | 71.28 | 86.85 | | light | 55.84 | 80.34 | | truck | 38.08 | 52.66 | | tower | 36.34 | 52.39 | | chandelier | 66.54 | 83.64 | | awning | 31.82 | 41.41 | | streetlight | 31.56 | 49.26 | | booth | 42.96 | 43.37 | | television receiver | 76.07 | 87.28 | | airplane | 59.71 | 67.6 | | dirt track | 7.35 | 18.98 | | apparel | 30.39 | 52.46 | | pole | 22.78 | 32.92 | | land | 2.78 | 7.33 | | bannister | 10.33 | 23.75 | | escalator | 21.29 | 25.09 | | ottoman | 55.99 | 66.98 | | bottle | 21.96 | 28.43 | | buffet | 43.12 | 52.91 | | poster | 34.96 | 48.78 | | stage | 17.95 | 28.72 | | van | 40.75 | 54.1 | | ship | 13.15 | 14.32 | | fountain | 43.02 | 46.63 | | conveyer belt | 73.83 | 87.56 | | canopy | 24.18 | 30.33 | | washer | 73.34 | 76.65 | | plaything | 21.64 | 29.79 | | swimming pool | 49.76 | 78.02 | | stool | 49.06 | 68.59 | | barrel | 62.04 | 74.89 | | basket | 31.27 | 54.97 | | waterfall | 59.62 | 86.83 | | tent | 95.83 | 97.82 | | bag | 15.54 | 19.53 | | minibike | 72.72 | 86.7 | | cradle | 87.12 | 96.24 | | oven | 60.83 | 71.11 | | ball | 38.7 | 49.67 | | food | 67.8 | 77.57 | | step | 15.82 | 22.17 | | tank | 32.19 | 35.06 | | trade name | 31.7 | 39.42 | | microwave | 83.63 | 92.01 | | pot | 34.86 | 39.4 | | animal | 68.67 | 72.45 | | bicycle | 61.82 | 82.4 | | lake | 0.05 | 0.09 | | dishwasher | 79.67 | 89.49 | | screen | 63.02 | 92.38 | | blanket | 26.5 | 30.26 | | sculpture | 52.29 | 73.94 | | hood | 81.49 | 91.95 | | sconce | 54.03 | 65.62 | | vase | 45.31 | 73.15 | | traffic light | 39.1 | 63.03 | | tray | 11.46 | 19.68 | | ashcan | 43.4 | 63.0 | | fan | 60.05 | 79.13 | | pier | 50.75 | 56.48 | | crt screen | 2.89 | 7.95 | | plate | 56.52 | 77.78 | | monitor | 3.37 | 4.77 | | bulletin board | 39.27 | 66.98 | | shower | 15.12 | 28.22 | | radiator | 66.67 | 80.72 | | glass | 20.73 | 24.02 | | clock | 45.4 | 67.11 | | flag | 47.6 | 53.25 | +---------------------+-------+-------+ 2023-11-26 18:58:51,589 - mmseg - INFO - Summary: 2023-11-26 18:58:51,589 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.09 | 50.31 | 63.62 | +-------+-------+-------+ 2023-11-26 18:58:51,598 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_50000.pth was removed 2023-11-26 18:58:53,027 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_65000.pth. 2023-11-26 18:58:53,028 - mmseg - INFO - Best mIoU is 0.5031 at 65000 iter. 2023-11-26 18:58:53,028 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 18:58:53,028 - mmseg - INFO - Iter(val) [250] aAcc: 0.8309, mIoU: 0.5031, mAcc: 0.6362, IoU.wall: 0.7815, IoU.building: 0.8230, IoU.sky: 0.9466, IoU.floor: 0.8179, IoU.tree: 0.7463, IoU.ceiling: 0.8294, IoU.road: 0.8501, IoU.bed : 0.9080, IoU.windowpane: 0.6153, IoU.grass: 0.7165, IoU.cabinet: 0.6402, IoU.sidewalk: 0.6644, IoU.person: 0.8425, IoU.earth: 0.3508, IoU.door: 0.4879, IoU.table: 0.6296, IoU.mountain: 0.5782, IoU.plant: 0.5329, IoU.curtain: 0.7521, IoU.chair: 0.6065, IoU.car: 0.8534, IoU.water: 0.4287, IoU.painting: 0.7094, IoU.sofa: 0.6943, IoU.shelf: 0.3759, IoU.house: 0.4423, IoU.sea: 0.4922, IoU.mirror: 0.6440, IoU.rug: 0.6592, IoU.field: 0.2869, IoU.armchair: 0.4182, IoU.seat: 0.6287, IoU.fence: 0.4180, IoU.desk: 0.4922, IoU.rock: 0.4599, IoU.wardrobe: 0.5512, IoU.lamp: 0.6638, IoU.bathtub: 0.8219, IoU.railing: 0.3417, IoU.cushion: 0.5929, IoU.base: 0.3287, IoU.box: 0.2539, IoU.column: 0.4402, IoU.signboard: 0.3959, IoU.chest of drawers: 0.4182, IoU.counter: 0.3454, IoU.sand: 0.2942, IoU.sink: 0.7281, IoU.skyscraper: 0.2461, IoU.fireplace: 0.7330, IoU.refrigerator: 0.8266, IoU.grandstand: 0.5513, IoU.path: 0.3106, IoU.stairs: 0.5255, IoU.runway: 0.7615, IoU.case: 0.3791, IoU.pool table: 0.9463, IoU.pillow: 0.6063, IoU.screen door: 0.3916, IoU.stairway: 0.3368, IoU.river: 0.1337, IoU.bridge: 0.7683, IoU.bookcase: 0.3047, IoU.blind: 0.4180, IoU.coffee table: 0.6146, IoU.toilet: 0.8801, IoU.flower: 0.4298, IoU.book: 0.4572, IoU.hill: 0.0961, IoU.bench: 0.5568, IoU.countertop: 0.5834, IoU.stove: 0.8115, IoU.palm: 0.5035, IoU.kitchen island: 0.4979, IoU.computer: 0.6688, IoU.swivel chair: 0.4602, IoU.boat: 0.5672, IoU.bar: 0.5156, IoU.arcade machine: 0.3022, IoU.hovel: 0.1782, IoU.bus: 0.8770, IoU.towel: 0.7128, IoU.light: 0.5584, IoU.truck: 0.3808, IoU.tower: 0.3634, IoU.chandelier: 0.6654, IoU.awning: 0.3182, IoU.streetlight: 0.3156, IoU.booth: 0.4296, IoU.television receiver: 0.7607, IoU.airplane: 0.5971, IoU.dirt track: 0.0735, IoU.apparel: 0.3039, IoU.pole: 0.2278, IoU.land: 0.0278, IoU.bannister: 0.1033, IoU.escalator: 0.2129, IoU.ottoman: 0.5599, IoU.bottle: 0.2196, IoU.buffet: 0.4312, IoU.poster: 0.3496, IoU.stage: 0.1795, IoU.van: 0.4075, IoU.ship: 0.1315, IoU.fountain: 0.4302, IoU.conveyer belt: 0.7383, IoU.canopy: 0.2418, IoU.washer: 0.7334, IoU.plaything: 0.2164, IoU.swimming pool: 0.4976, IoU.stool: 0.4906, IoU.barrel: 0.6204, IoU.basket: 0.3127, IoU.waterfall: 0.5962, IoU.tent: 0.9583, IoU.bag: 0.1554, IoU.minibike: 0.7272, IoU.cradle: 0.8712, IoU.oven: 0.6083, IoU.ball: 0.3870, IoU.food: 0.6780, IoU.step: 0.1582, IoU.tank: 0.3219, IoU.trade name: 0.3170, IoU.microwave: 0.8363, IoU.pot: 0.3486, IoU.animal: 0.6867, IoU.bicycle: 0.6182, IoU.lake: 0.0005, IoU.dishwasher: 0.7967, IoU.screen: 0.6302, IoU.blanket: 0.2650, IoU.sculpture: 0.5229, IoU.hood: 0.8149, IoU.sconce: 0.5403, IoU.vase: 0.4531, IoU.traffic light: 0.3910, IoU.tray: 0.1146, IoU.ashcan: 0.4340, IoU.fan: 0.6005, IoU.pier: 0.5075, IoU.crt screen: 0.0289, IoU.plate: 0.5652, IoU.monitor: 0.0337, IoU.bulletin board: 0.3927, IoU.shower: 0.1512, IoU.radiator: 0.6667, IoU.glass: 0.2073, IoU.clock: 0.4540, IoU.flag: 0.4760, Acc.wall: 0.8666, Acc.building: 0.9151, Acc.sky: 0.9759, Acc.floor: 0.8943, Acc.tree: 0.8459, Acc.ceiling: 0.8842, Acc.road: 0.8993, Acc.bed : 0.9583, Acc.windowpane: 0.7763, Acc.grass: 0.8404, Acc.cabinet: 0.7724, Acc.sidewalk: 0.7982, Acc.person: 0.9136, Acc.earth: 0.4961, Acc.door: 0.7728, Acc.table: 0.7653, Acc.mountain: 0.8173, Acc.plant: 0.6533, Acc.curtain: 0.8899, Acc.chair: 0.7808, Acc.car: 0.9360, Acc.water: 0.5652, Acc.painting: 0.9089, Acc.sofa: 0.8796, Acc.shelf: 0.5315, Acc.house: 0.7655, Acc.sea: 0.7733, Acc.mirror: 0.8104, Acc.rug: 0.8143, Acc.field: 0.4199, Acc.armchair: 0.5858, Acc.seat: 0.8499, Acc.fence: 0.5596, Acc.desk: 0.7035, Acc.rock: 0.6474, Acc.wardrobe: 0.6507, Acc.lamp: 0.7969, Acc.bathtub: 0.8581, Acc.railing: 0.4979, Acc.cushion: 0.6608, Acc.base: 0.4710, Acc.box: 0.3950, Acc.column: 0.6368, Acc.signboard: 0.5921, Acc.chest of drawers: 0.7464, Acc.counter: 0.4490, Acc.sand: 0.4592, Acc.sink: 0.8439, Acc.skyscraper: 0.2679, Acc.fireplace: 0.9277, Acc.refrigerator: 0.9336, Acc.grandstand: 0.6709, Acc.path: 0.4623, Acc.stairs: 0.7721, Acc.runway: 0.9649, Acc.case: 0.6405, Acc.pool table: 0.9693, Acc.pillow: 0.7816, Acc.screen door: 0.5670, Acc.stairway: 0.4056, Acc.river: 0.2308, Acc.bridge: 0.8852, Acc.bookcase: 0.5541, Acc.blind: 0.4612, Acc.coffee table: 0.8140, Acc.toilet: 0.9164, Acc.flower: 0.5696, Acc.book: 0.7470, Acc.hill: 0.1463, Acc.bench: 0.6563, Acc.countertop: 0.6666, Acc.stove: 0.8700, Acc.palm: 0.7023, Acc.kitchen island: 0.8042, Acc.computer: 0.7462, Acc.swivel chair: 0.6281, Acc.boat: 0.8995, Acc.bar: 0.6362, Acc.arcade machine: 0.3315, Acc.hovel: 0.2895, Acc.bus: 0.9506, Acc.towel: 0.8685, Acc.light: 0.8034, Acc.truck: 0.5266, Acc.tower: 0.5239, Acc.chandelier: 0.8364, Acc.awning: 0.4141, Acc.streetlight: 0.4926, Acc.booth: 0.4337, Acc.television receiver: 0.8728, Acc.airplane: 0.6760, Acc.dirt track: 0.1898, Acc.apparel: 0.5246, Acc.pole: 0.3292, Acc.land: 0.0733, Acc.bannister: 0.2375, Acc.escalator: 0.2509, Acc.ottoman: 0.6698, Acc.bottle: 0.2843, Acc.buffet: 0.5291, Acc.poster: 0.4878, Acc.stage: 0.2872, Acc.van: 0.5410, Acc.ship: 0.1432, Acc.fountain: 0.4663, Acc.conveyer belt: 0.8756, Acc.canopy: 0.3033, Acc.washer: 0.7665, Acc.plaything: 0.2979, Acc.swimming pool: 0.7802, Acc.stool: 0.6859, Acc.barrel: 0.7489, Acc.basket: 0.5497, Acc.waterfall: 0.8683, Acc.tent: 0.9782, Acc.bag: 0.1953, Acc.minibike: 0.8670, Acc.cradle: 0.9624, Acc.oven: 0.7111, Acc.ball: 0.4967, Acc.food: 0.7757, Acc.step: 0.2217, Acc.tank: 0.3506, Acc.trade name: 0.3942, Acc.microwave: 0.9201, Acc.pot: 0.3940, Acc.animal: 0.7245, Acc.bicycle: 0.8240, Acc.lake: 0.0009, Acc.dishwasher: 0.8949, Acc.screen: 0.9238, Acc.blanket: 0.3026, Acc.sculpture: 0.7394, Acc.hood: 0.9195, Acc.sconce: 0.6562, Acc.vase: 0.7315, Acc.traffic light: 0.6303, Acc.tray: 0.1968, Acc.ashcan: 0.6300, Acc.fan: 0.7913, Acc.pier: 0.5648, Acc.crt screen: 0.0795, Acc.plate: 0.7778, Acc.monitor: 0.0477, Acc.bulletin board: 0.6698, Acc.shower: 0.2822, Acc.radiator: 0.8072, Acc.glass: 0.2402, Acc.clock: 0.6711, Acc.flag: 0.5325 2023-11-26 18:59:11,319 - mmseg - INFO - Iter [65050/160000] lr: 2.264e-06, eta: 10:01:19, time: 0.731, data_time: 0.374, memory: 36416, decode.loss_cls: 0.6164, decode.loss_mask: 0.6426, decode.loss_dice: 0.9817, decode.d0.loss_cls: 2.6011, decode.d0.loss_mask: 0.7103, decode.d0.loss_dice: 1.1845, decode.d1.loss_cls: 0.7966, decode.d1.loss_mask: 0.6881, decode.d1.loss_dice: 1.0845, decode.d2.loss_cls: 0.6993, decode.d2.loss_mask: 0.6633, decode.d2.loss_dice: 1.0333, decode.d3.loss_cls: 0.6690, decode.d3.loss_mask: 0.6529, decode.d3.loss_dice: 1.0017, decode.d4.loss_cls: 0.6464, decode.d4.loss_mask: 0.6528, decode.d4.loss_dice: 1.0045, decode.d5.loss_cls: 0.6369, decode.d5.loss_mask: 0.6497, decode.d5.loss_dice: 0.9928, decode.d6.loss_cls: 0.6323, decode.d6.loss_mask: 0.6505, decode.d6.loss_dice: 0.9869, decode.d7.loss_cls: 0.6158, decode.d7.loss_mask: 0.6473, decode.d7.loss_dice: 0.9877, decode.d8.loss_cls: 0.6193, decode.d8.loss_mask: 0.6434, decode.d8.loss_dice: 0.9855, loss: 25.3772, grad_norm: 122.9578 2023-11-26 18:59:29,839 - mmseg - INFO - Iter [65100/160000] lr: 2.263e-06, eta: 10:01:00, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6521, decode.loss_mask: 0.6561, decode.loss_dice: 1.0016, decode.d0.loss_cls: 2.5868, decode.d0.loss_mask: 0.7103, decode.d0.loss_dice: 1.2040, decode.d1.loss_cls: 0.8134, decode.d1.loss_mask: 0.6946, decode.d1.loss_dice: 1.1007, decode.d2.loss_cls: 0.7345, decode.d2.loss_mask: 0.6726, decode.d2.loss_dice: 1.0474, decode.d3.loss_cls: 0.7054, decode.d3.loss_mask: 0.6656, decode.d3.loss_dice: 1.0114, decode.d4.loss_cls: 0.6836, decode.d4.loss_mask: 0.6609, decode.d4.loss_dice: 1.0078, decode.d5.loss_cls: 0.6758, decode.d5.loss_mask: 0.6568, decode.d5.loss_dice: 1.0096, decode.d6.loss_cls: 0.6643, decode.d6.loss_mask: 0.6561, decode.d6.loss_dice: 1.0028, decode.d7.loss_cls: 0.6557, decode.d7.loss_mask: 0.6557, decode.d7.loss_dice: 1.0028, decode.d8.loss_cls: 0.6540, decode.d8.loss_mask: 0.6540, decode.d8.loss_dice: 1.0041, loss: 25.9002, grad_norm: 130.9798 2023-11-26 18:59:48,239 - mmseg - INFO - Iter [65150/160000] lr: 2.262e-06, eta: 10:00:40, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6281, decode.loss_mask: 0.6608, decode.loss_dice: 1.0050, decode.d0.loss_cls: 2.5852, decode.d0.loss_mask: 0.7336, decode.d0.loss_dice: 1.2110, decode.d1.loss_cls: 0.8219, decode.d1.loss_mask: 0.6986, decode.d1.loss_dice: 1.1003, decode.d2.loss_cls: 0.7242, decode.d2.loss_mask: 0.6846, decode.d2.loss_dice: 1.0459, decode.d3.loss_cls: 0.6836, decode.d3.loss_mask: 0.6675, decode.d3.loss_dice: 1.0184, decode.d4.loss_cls: 0.6545, decode.d4.loss_mask: 0.6660, decode.d4.loss_dice: 1.0194, decode.d5.loss_cls: 0.6493, decode.d5.loss_mask: 0.6672, decode.d5.loss_dice: 1.0113, decode.d6.loss_cls: 0.6373, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 1.0061, decode.d7.loss_cls: 0.6346, decode.d7.loss_mask: 0.6587, decode.d7.loss_dice: 1.0081, decode.d8.loss_cls: 0.6229, decode.d8.loss_mask: 0.6621, decode.d8.loss_dice: 1.0087, loss: 25.8357, grad_norm: 129.5597 2023-11-26 19:00:06,493 - mmseg - INFO - Iter [65200/160000] lr: 2.261e-06, eta: 10:00:20, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6599, decode.loss_mask: 0.6771, decode.loss_dice: 1.0230, decode.d0.loss_cls: 2.5435, decode.d0.loss_mask: 0.7322, decode.d0.loss_dice: 1.2125, decode.d1.loss_cls: 0.8233, decode.d1.loss_mask: 0.7156, decode.d1.loss_dice: 1.1096, decode.d2.loss_cls: 0.7414, decode.d2.loss_mask: 0.6915, decode.d2.loss_dice: 1.0569, decode.d3.loss_cls: 0.7010, decode.d3.loss_mask: 0.6834, decode.d3.loss_dice: 1.0312, decode.d4.loss_cls: 0.6806, decode.d4.loss_mask: 0.6820, decode.d4.loss_dice: 1.0335, decode.d5.loss_cls: 0.6795, decode.d5.loss_mask: 0.6793, decode.d5.loss_dice: 1.0336, decode.d6.loss_cls: 0.6665, decode.d6.loss_mask: 0.6773, decode.d6.loss_dice: 1.0248, decode.d7.loss_cls: 0.6656, decode.d7.loss_mask: 0.6751, decode.d7.loss_dice: 1.0241, decode.d8.loss_cls: 0.6654, decode.d8.loss_mask: 0.6788, decode.d8.loss_dice: 1.0206, loss: 26.2888, grad_norm: 120.5904 2023-11-26 19:00:24,935 - mmseg - INFO - Iter [65250/160000] lr: 2.259e-06, eta: 10:00:00, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6017, decode.loss_mask: 0.6830, decode.loss_dice: 1.0077, decode.d0.loss_cls: 2.5743, decode.d0.loss_mask: 0.7355, decode.d0.loss_dice: 1.1906, decode.d1.loss_cls: 0.7743, decode.d1.loss_mask: 0.7203, decode.d1.loss_dice: 1.1027, decode.d2.loss_cls: 0.6746, decode.d2.loss_mask: 0.7006, decode.d2.loss_dice: 1.0525, decode.d3.loss_cls: 0.6350, decode.d3.loss_mask: 0.6941, decode.d3.loss_dice: 1.0266, decode.d4.loss_cls: 0.6174, decode.d4.loss_mask: 0.6908, decode.d4.loss_dice: 1.0250, decode.d5.loss_cls: 0.6171, decode.d5.loss_mask: 0.6905, decode.d5.loss_dice: 1.0142, decode.d6.loss_cls: 0.6094, decode.d6.loss_mask: 0.6871, decode.d6.loss_dice: 1.0043, decode.d7.loss_cls: 0.6065, decode.d7.loss_mask: 0.6839, decode.d7.loss_dice: 1.0058, decode.d8.loss_cls: 0.6025, decode.d8.loss_mask: 0.6883, decode.d8.loss_dice: 1.0104, loss: 25.7269, grad_norm: 143.9135 2023-11-26 19:00:43,418 - mmseg - INFO - Iter [65300/160000] lr: 2.258e-06, eta: 9:59:40, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6051, decode.loss_mask: 0.6912, decode.loss_dice: 1.0207, decode.d0.loss_cls: 2.5586, decode.d0.loss_mask: 0.7461, decode.d0.loss_dice: 1.2188, decode.d1.loss_cls: 0.7948, decode.d1.loss_mask: 0.7224, decode.d1.loss_dice: 1.1128, decode.d2.loss_cls: 0.6936, decode.d2.loss_mask: 0.7094, decode.d2.loss_dice: 1.0725, decode.d3.loss_cls: 0.6584, decode.d3.loss_mask: 0.6986, decode.d3.loss_dice: 1.0450, decode.d4.loss_cls: 0.6337, decode.d4.loss_mask: 0.6985, decode.d4.loss_dice: 1.0412, decode.d5.loss_cls: 0.6290, decode.d5.loss_mask: 0.6986, decode.d5.loss_dice: 1.0345, decode.d6.loss_cls: 0.6258, decode.d6.loss_mask: 0.6916, decode.d6.loss_dice: 1.0248, decode.d7.loss_cls: 0.6221, decode.d7.loss_mask: 0.6923, decode.d7.loss_dice: 1.0267, decode.d8.loss_cls: 0.6119, decode.d8.loss_mask: 0.6937, decode.d8.loss_dice: 1.0294, loss: 26.1018, grad_norm: 127.6298 2023-11-26 19:01:01,946 - mmseg - INFO - Iter [65350/160000] lr: 2.257e-06, eta: 9:59:20, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6280, decode.loss_mask: 0.6536, decode.loss_dice: 0.9726, decode.d0.loss_cls: 2.5493, decode.d0.loss_mask: 0.7211, decode.d0.loss_dice: 1.1773, decode.d1.loss_cls: 0.7877, decode.d1.loss_mask: 0.6940, decode.d1.loss_dice: 1.0749, decode.d2.loss_cls: 0.6981, decode.d2.loss_mask: 0.6689, decode.d2.loss_dice: 1.0334, decode.d3.loss_cls: 0.6682, decode.d3.loss_mask: 0.6664, decode.d3.loss_dice: 1.0065, decode.d4.loss_cls: 0.6561, decode.d4.loss_mask: 0.6630, decode.d4.loss_dice: 1.0023, decode.d5.loss_cls: 0.6469, decode.d5.loss_mask: 0.6641, decode.d5.loss_dice: 0.9950, decode.d6.loss_cls: 0.6431, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 0.9825, decode.d7.loss_cls: 0.6223, decode.d7.loss_mask: 0.6575, decode.d7.loss_dice: 0.9834, decode.d8.loss_cls: 0.6228, decode.d8.loss_mask: 0.6562, decode.d8.loss_dice: 0.9800, loss: 25.4359, grad_norm: 120.6883 2023-11-26 19:01:20,344 - mmseg - INFO - Iter [65400/160000] lr: 2.256e-06, eta: 9:59:01, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6142, decode.loss_mask: 0.6625, decode.loss_dice: 1.0176, decode.d0.loss_cls: 2.5707, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.2171, decode.d1.loss_cls: 0.8159, decode.d1.loss_mask: 0.6923, decode.d1.loss_dice: 1.0966, decode.d2.loss_cls: 0.7048, decode.d2.loss_mask: 0.6718, decode.d2.loss_dice: 1.0633, decode.d3.loss_cls: 0.6641, decode.d3.loss_mask: 0.6627, decode.d3.loss_dice: 1.0370, decode.d4.loss_cls: 0.6474, decode.d4.loss_mask: 0.6636, decode.d4.loss_dice: 1.0311, decode.d5.loss_cls: 0.6380, decode.d5.loss_mask: 0.6593, decode.d5.loss_dice: 1.0280, decode.d6.loss_cls: 0.6315, decode.d6.loss_mask: 0.6599, decode.d6.loss_dice: 1.0166, decode.d7.loss_cls: 0.6226, decode.d7.loss_mask: 0.6610, decode.d7.loss_dice: 1.0207, decode.d8.loss_cls: 0.6212, decode.d8.loss_mask: 0.6624, decode.d8.loss_dice: 1.0210, loss: 25.7867, grad_norm: 122.2906 2023-11-26 19:01:38,804 - mmseg - INFO - Iter [65450/160000] lr: 2.255e-06, eta: 9:58:41, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5985, decode.loss_mask: 0.6726, decode.loss_dice: 0.9945, decode.d0.loss_cls: 2.4926, decode.d0.loss_mask: 0.7273, decode.d0.loss_dice: 1.1825, decode.d1.loss_cls: 0.7653, decode.d1.loss_mask: 0.7046, decode.d1.loss_dice: 1.0761, decode.d2.loss_cls: 0.6806, decode.d2.loss_mask: 0.6855, decode.d2.loss_dice: 1.0335, decode.d3.loss_cls: 0.6429, decode.d3.loss_mask: 0.6819, decode.d3.loss_dice: 0.9951, decode.d4.loss_cls: 0.6186, decode.d4.loss_mask: 0.6806, decode.d4.loss_dice: 1.0028, decode.d5.loss_cls: 0.6190, decode.d5.loss_mask: 0.6758, decode.d5.loss_dice: 0.9933, decode.d6.loss_cls: 0.6012, decode.d6.loss_mask: 0.6753, decode.d6.loss_dice: 0.9889, decode.d7.loss_cls: 0.5957, decode.d7.loss_mask: 0.6744, decode.d7.loss_dice: 0.9924, decode.d8.loss_cls: 0.5940, decode.d8.loss_mask: 0.6732, decode.d8.loss_dice: 0.9926, loss: 25.3113, grad_norm: 127.8473 2023-11-26 19:01:57,101 - mmseg - INFO - Iter [65500/160000] lr: 2.253e-06, eta: 9:58:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6380, decode.loss_mask: 0.6892, decode.loss_dice: 1.0258, decode.d0.loss_cls: 2.5992, decode.d0.loss_mask: 0.7455, decode.d0.loss_dice: 1.2249, decode.d1.loss_cls: 0.8279, decode.d1.loss_mask: 0.7249, decode.d1.loss_dice: 1.1129, decode.d2.loss_cls: 0.7457, decode.d2.loss_mask: 0.7029, decode.d2.loss_dice: 1.0691, decode.d3.loss_cls: 0.7023, decode.d3.loss_mask: 0.6973, decode.d3.loss_dice: 1.0402, decode.d4.loss_cls: 0.6783, decode.d4.loss_mask: 0.6930, decode.d4.loss_dice: 1.0465, decode.d5.loss_cls: 0.6616, decode.d5.loss_mask: 0.6907, decode.d5.loss_dice: 1.0400, decode.d6.loss_cls: 0.6635, decode.d6.loss_mask: 0.6889, decode.d6.loss_dice: 1.0301, decode.d7.loss_cls: 0.6532, decode.d7.loss_mask: 0.6890, decode.d7.loss_dice: 1.0272, decode.d8.loss_cls: 0.6452, decode.d8.loss_mask: 0.6885, decode.d8.loss_dice: 1.0314, loss: 26.4734, grad_norm: 129.5479 2023-11-26 19:02:15,266 - mmseg - INFO - Iter [65550/160000] lr: 2.252e-06, eta: 9:58:01, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6403, decode.loss_mask: 0.6547, decode.loss_dice: 0.9890, decode.d0.loss_cls: 2.5842, decode.d0.loss_mask: 0.7085, decode.d0.loss_dice: 1.1912, decode.d1.loss_cls: 0.8148, decode.d1.loss_mask: 0.6855, decode.d1.loss_dice: 1.0886, decode.d2.loss_cls: 0.7211, decode.d2.loss_mask: 0.6659, decode.d2.loss_dice: 1.0380, decode.d3.loss_cls: 0.6787, decode.d3.loss_mask: 0.6608, decode.d3.loss_dice: 1.0074, decode.d4.loss_cls: 0.6734, decode.d4.loss_mask: 0.6557, decode.d4.loss_dice: 1.0087, decode.d5.loss_cls: 0.6533, decode.d5.loss_mask: 0.6572, decode.d5.loss_dice: 0.9998, decode.d6.loss_cls: 0.6401, decode.d6.loss_mask: 0.6578, decode.d6.loss_dice: 0.9911, decode.d7.loss_cls: 0.6385, decode.d7.loss_mask: 0.6552, decode.d7.loss_dice: 0.9942, decode.d8.loss_cls: 0.6349, decode.d8.loss_mask: 0.6566, decode.d8.loss_dice: 0.9908, loss: 25.6360, grad_norm: 117.4123 2023-11-26 19:02:33,505 - mmseg - INFO - Iter [65600/160000] lr: 2.251e-06, eta: 9:57:41, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5997, decode.loss_mask: 0.6518, decode.loss_dice: 0.9580, decode.d0.loss_cls: 2.5377, decode.d0.loss_mask: 0.7124, decode.d0.loss_dice: 1.1507, decode.d1.loss_cls: 0.7611, decode.d1.loss_mask: 0.6831, decode.d1.loss_dice: 1.0417, decode.d2.loss_cls: 0.6735, decode.d2.loss_mask: 0.6662, decode.d2.loss_dice: 1.0011, decode.d3.loss_cls: 0.6429, decode.d3.loss_mask: 0.6596, decode.d3.loss_dice: 0.9705, decode.d4.loss_cls: 0.6167, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 0.9761, decode.d5.loss_cls: 0.6236, decode.d5.loss_mask: 0.6604, decode.d5.loss_dice: 0.9674, decode.d6.loss_cls: 0.6098, decode.d6.loss_mask: 0.6537, decode.d6.loss_dice: 0.9591, decode.d7.loss_cls: 0.6100, decode.d7.loss_mask: 0.6519, decode.d7.loss_dice: 0.9554, decode.d8.loss_cls: 0.6029, decode.d8.loss_mask: 0.6528, decode.d8.loss_dice: 0.9578, loss: 24.8701, grad_norm: 120.4725 2023-11-26 19:02:51,777 - mmseg - INFO - Iter [65650/160000] lr: 2.250e-06, eta: 9:57:21, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6298, decode.loss_mask: 0.6512, decode.loss_dice: 1.0052, decode.d0.loss_cls: 2.5441, decode.d0.loss_mask: 0.7123, decode.d0.loss_dice: 1.2144, decode.d1.loss_cls: 0.8058, decode.d1.loss_mask: 0.6910, decode.d1.loss_dice: 1.1002, decode.d2.loss_cls: 0.7165, decode.d2.loss_mask: 0.6654, decode.d2.loss_dice: 1.0638, decode.d3.loss_cls: 0.6788, decode.d3.loss_mask: 0.6592, decode.d3.loss_dice: 1.0322, decode.d4.loss_cls: 0.6648, decode.d4.loss_mask: 0.6565, decode.d4.loss_dice: 1.0277, decode.d5.loss_cls: 0.6517, decode.d5.loss_mask: 0.6559, decode.d5.loss_dice: 1.0244, decode.d6.loss_cls: 0.6449, decode.d6.loss_mask: 0.6551, decode.d6.loss_dice: 1.0071, decode.d7.loss_cls: 0.6368, decode.d7.loss_mask: 0.6551, decode.d7.loss_dice: 1.0062, decode.d8.loss_cls: 0.6363, decode.d8.loss_mask: 0.6551, decode.d8.loss_dice: 1.0041, loss: 25.7515, grad_norm: 130.4858 2023-11-26 19:03:12,311 - mmseg - INFO - Iter [65700/160000] lr: 2.249e-06, eta: 9:57:04, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5908, decode.loss_mask: 0.6543, decode.loss_dice: 0.9770, decode.d0.loss_cls: 2.5219, decode.d0.loss_mask: 0.7171, decode.d0.loss_dice: 1.1605, decode.d1.loss_cls: 0.7760, decode.d1.loss_mask: 0.6933, decode.d1.loss_dice: 1.0704, decode.d2.loss_cls: 0.6761, decode.d2.loss_mask: 0.6670, decode.d2.loss_dice: 1.0121, decode.d3.loss_cls: 0.6451, decode.d3.loss_mask: 0.6618, decode.d3.loss_dice: 0.9856, decode.d4.loss_cls: 0.6209, decode.d4.loss_mask: 0.6626, decode.d4.loss_dice: 0.9854, decode.d5.loss_cls: 0.6142, decode.d5.loss_mask: 0.6605, decode.d5.loss_dice: 0.9809, decode.d6.loss_cls: 0.6108, decode.d6.loss_mask: 0.6617, decode.d6.loss_dice: 0.9737, decode.d7.loss_cls: 0.5989, decode.d7.loss_mask: 0.6570, decode.d7.loss_dice: 0.9755, decode.d8.loss_cls: 0.5984, decode.d8.loss_mask: 0.6545, decode.d8.loss_dice: 0.9759, loss: 25.0400, grad_norm: 115.5706 2023-11-26 19:03:30,957 - mmseg - INFO - Iter [65750/160000] lr: 2.247e-06, eta: 9:56:44, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6228, decode.loss_mask: 0.6604, decode.loss_dice: 1.0204, decode.d0.loss_cls: 2.5739, decode.d0.loss_mask: 0.7225, decode.d0.loss_dice: 1.2136, decode.d1.loss_cls: 0.8157, decode.d1.loss_mask: 0.6954, decode.d1.loss_dice: 1.1093, decode.d2.loss_cls: 0.7148, decode.d2.loss_mask: 0.6739, decode.d2.loss_dice: 1.0596, decode.d3.loss_cls: 0.6768, decode.d3.loss_mask: 0.6643, decode.d3.loss_dice: 1.0271, decode.d4.loss_cls: 0.6574, decode.d4.loss_mask: 0.6657, decode.d4.loss_dice: 1.0330, decode.d5.loss_cls: 0.6447, decode.d5.loss_mask: 0.6647, decode.d5.loss_dice: 1.0316, decode.d6.loss_cls: 0.6307, decode.d6.loss_mask: 0.6643, decode.d6.loss_dice: 1.0185, decode.d7.loss_cls: 0.6118, decode.d7.loss_mask: 0.6618, decode.d7.loss_dice: 1.0231, decode.d8.loss_cls: 0.6149, decode.d8.loss_mask: 0.6620, decode.d8.loss_dice: 1.0211, loss: 25.8556, grad_norm: 121.0552 2023-11-26 19:03:49,508 - mmseg - INFO - Iter [65800/160000] lr: 2.246e-06, eta: 9:56:25, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5943, decode.loss_mask: 0.6539, decode.loss_dice: 0.9930, decode.d0.loss_cls: 2.5208, decode.d0.loss_mask: 0.6985, decode.d0.loss_dice: 1.1792, decode.d1.loss_cls: 0.7912, decode.d1.loss_mask: 0.6848, decode.d1.loss_dice: 1.0868, decode.d2.loss_cls: 0.6799, decode.d2.loss_mask: 0.6673, decode.d2.loss_dice: 1.0399, decode.d3.loss_cls: 0.6428, decode.d3.loss_mask: 0.6627, decode.d3.loss_dice: 1.0092, decode.d4.loss_cls: 0.6289, decode.d4.loss_mask: 0.6559, decode.d4.loss_dice: 1.0039, decode.d5.loss_cls: 0.6185, decode.d5.loss_mask: 0.6548, decode.d5.loss_dice: 1.0037, decode.d6.loss_cls: 0.6078, decode.d6.loss_mask: 0.6563, decode.d6.loss_dice: 1.0001, decode.d7.loss_cls: 0.5893, decode.d7.loss_mask: 0.6550, decode.d7.loss_dice: 0.9986, decode.d8.loss_cls: 0.5965, decode.d8.loss_mask: 0.6526, decode.d8.loss_dice: 0.9983, loss: 25.2242, grad_norm: 122.4201 2023-11-26 19:04:07,800 - mmseg - INFO - Iter [65850/160000] lr: 2.245e-06, eta: 9:56:05, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6211, decode.loss_mask: 0.6688, decode.loss_dice: 0.9808, decode.d0.loss_cls: 2.5960, decode.d0.loss_mask: 0.7199, decode.d0.loss_dice: 1.1905, decode.d1.loss_cls: 0.7940, decode.d1.loss_mask: 0.7063, decode.d1.loss_dice: 1.0919, decode.d2.loss_cls: 0.7040, decode.d2.loss_mask: 0.6826, decode.d2.loss_dice: 1.0402, decode.d3.loss_cls: 0.6729, decode.d3.loss_mask: 0.6722, decode.d3.loss_dice: 1.0028, decode.d4.loss_cls: 0.6563, decode.d4.loss_mask: 0.6727, decode.d4.loss_dice: 1.0037, decode.d5.loss_cls: 0.6444, decode.d5.loss_mask: 0.6715, decode.d5.loss_dice: 0.9974, decode.d6.loss_cls: 0.6322, decode.d6.loss_mask: 0.6650, decode.d6.loss_dice: 0.9883, decode.d7.loss_cls: 0.6233, decode.d7.loss_mask: 0.6664, decode.d7.loss_dice: 0.9880, decode.d8.loss_cls: 0.6170, decode.d8.loss_mask: 0.6677, decode.d8.loss_dice: 0.9891, loss: 25.6270, grad_norm: 126.1297 2023-11-26 19:04:26,108 - mmseg - INFO - Iter [65900/160000] lr: 2.244e-06, eta: 9:55:45, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6161, decode.loss_mask: 0.6819, decode.loss_dice: 1.0134, decode.d0.loss_cls: 2.5655, decode.d0.loss_mask: 0.7542, decode.d0.loss_dice: 1.2090, decode.d1.loss_cls: 0.7857, decode.d1.loss_mask: 0.7172, decode.d1.loss_dice: 1.1040, decode.d2.loss_cls: 0.7076, decode.d2.loss_mask: 0.6968, decode.d2.loss_dice: 1.0521, decode.d3.loss_cls: 0.6718, decode.d3.loss_mask: 0.6884, decode.d3.loss_dice: 1.0256, decode.d4.loss_cls: 0.6519, decode.d4.loss_mask: 0.6879, decode.d4.loss_dice: 1.0162, decode.d5.loss_cls: 0.6370, decode.d5.loss_mask: 0.6877, decode.d5.loss_dice: 1.0168, decode.d6.loss_cls: 0.6309, decode.d6.loss_mask: 0.6823, decode.d6.loss_dice: 1.0107, decode.d7.loss_cls: 0.6196, decode.d7.loss_mask: 0.6844, decode.d7.loss_dice: 1.0089, decode.d8.loss_cls: 0.6160, decode.d8.loss_mask: 0.6812, decode.d8.loss_dice: 1.0149, loss: 25.9361, grad_norm: 124.6787 2023-11-26 19:04:44,392 - mmseg - INFO - Iter [65950/160000] lr: 2.243e-06, eta: 9:55:25, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5965, decode.loss_mask: 0.6431, decode.loss_dice: 0.9760, decode.d0.loss_cls: 2.5780, decode.d0.loss_mask: 0.6943, decode.d0.loss_dice: 1.1703, decode.d1.loss_cls: 0.7756, decode.d1.loss_mask: 0.6736, decode.d1.loss_dice: 1.0683, decode.d2.loss_cls: 0.6822, decode.d2.loss_mask: 0.6624, decode.d2.loss_dice: 1.0193, decode.d3.loss_cls: 0.6463, decode.d3.loss_mask: 0.6513, decode.d3.loss_dice: 0.9879, decode.d4.loss_cls: 0.6275, decode.d4.loss_mask: 0.6476, decode.d4.loss_dice: 0.9931, decode.d5.loss_cls: 0.6214, decode.d5.loss_mask: 0.6438, decode.d5.loss_dice: 0.9854, decode.d6.loss_cls: 0.6217, decode.d6.loss_mask: 0.6437, decode.d6.loss_dice: 0.9764, decode.d7.loss_cls: 0.6026, decode.d7.loss_mask: 0.6435, decode.d7.loss_dice: 0.9770, decode.d8.loss_cls: 0.6022, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9795, loss: 25.0337, grad_norm: 108.3388 2023-11-26 19:05:02,690 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:05:02,690 - mmseg - INFO - Iter [66000/160000] lr: 2.241e-06, eta: 9:55:05, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5739, decode.loss_mask: 0.6816, decode.loss_dice: 0.9889, decode.d0.loss_cls: 2.5254, decode.d0.loss_mask: 0.7336, decode.d0.loss_dice: 1.1625, decode.d1.loss_cls: 0.7399, decode.d1.loss_mask: 0.7176, decode.d1.loss_dice: 1.0687, decode.d2.loss_cls: 0.6372, decode.d2.loss_mask: 0.7023, decode.d2.loss_dice: 1.0231, decode.d3.loss_cls: 0.6088, decode.d3.loss_mask: 0.6918, decode.d3.loss_dice: 0.9965, decode.d4.loss_cls: 0.5859, decode.d4.loss_mask: 0.6895, decode.d4.loss_dice: 1.0042, decode.d5.loss_cls: 0.5847, decode.d5.loss_mask: 0.6907, decode.d5.loss_dice: 0.9972, decode.d6.loss_cls: 0.5784, decode.d6.loss_mask: 0.6878, decode.d6.loss_dice: 0.9881, decode.d7.loss_cls: 0.5719, decode.d7.loss_mask: 0.6861, decode.d7.loss_dice: 0.9873, decode.d8.loss_cls: 0.5667, decode.d8.loss_mask: 0.6821, decode.d8.loss_dice: 0.9906, loss: 25.1431, grad_norm: 127.8865 2023-11-26 19:05:21,025 - mmseg - INFO - Iter [66050/160000] lr: 2.240e-06, eta: 9:54:45, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6333, decode.loss_mask: 0.6560, decode.loss_dice: 1.0135, decode.d0.loss_cls: 2.6144, decode.d0.loss_mask: 0.7240, decode.d0.loss_dice: 1.2203, decode.d1.loss_cls: 0.7953, decode.d1.loss_mask: 0.6988, decode.d1.loss_dice: 1.1148, decode.d2.loss_cls: 0.7033, decode.d2.loss_mask: 0.6787, decode.d2.loss_dice: 1.0621, decode.d3.loss_cls: 0.6618, decode.d3.loss_mask: 0.6718, decode.d3.loss_dice: 1.0355, decode.d4.loss_cls: 0.6573, decode.d4.loss_mask: 0.6605, decode.d4.loss_dice: 1.0367, decode.d5.loss_cls: 0.6426, decode.d5.loss_mask: 0.6606, decode.d5.loss_dice: 1.0311, decode.d6.loss_cls: 0.6371, decode.d6.loss_mask: 0.6583, decode.d6.loss_dice: 1.0199, decode.d7.loss_cls: 0.6283, decode.d7.loss_mask: 0.6579, decode.d7.loss_dice: 1.0180, decode.d8.loss_cls: 0.6297, decode.d8.loss_mask: 0.6588, decode.d8.loss_dice: 1.0200, loss: 25.9002, grad_norm: 116.0600 2023-11-26 19:05:39,384 - mmseg - INFO - Iter [66100/160000] lr: 2.239e-06, eta: 9:54:25, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6266, decode.loss_mask: 0.6627, decode.loss_dice: 1.0181, decode.d0.loss_cls: 2.6257, decode.d0.loss_mask: 0.7099, decode.d0.loss_dice: 1.2136, decode.d1.loss_cls: 0.8109, decode.d1.loss_mask: 0.6940, decode.d1.loss_dice: 1.1094, decode.d2.loss_cls: 0.7268, decode.d2.loss_mask: 0.6767, decode.d2.loss_dice: 1.0617, decode.d3.loss_cls: 0.6795, decode.d3.loss_mask: 0.6683, decode.d3.loss_dice: 1.0383, decode.d4.loss_cls: 0.6543, decode.d4.loss_mask: 0.6676, decode.d4.loss_dice: 1.0389, decode.d5.loss_cls: 0.6533, decode.d5.loss_mask: 0.6677, decode.d5.loss_dice: 1.0322, decode.d6.loss_cls: 0.6395, decode.d6.loss_mask: 0.6625, decode.d6.loss_dice: 1.0250, decode.d7.loss_cls: 0.6377, decode.d7.loss_mask: 0.6622, decode.d7.loss_dice: 1.0208, decode.d8.loss_cls: 0.6354, decode.d8.loss_mask: 0.6593, decode.d8.loss_dice: 1.0262, loss: 26.0046, grad_norm: 126.2641 2023-11-26 19:05:58,158 - mmseg - INFO - Iter [66150/160000] lr: 2.238e-06, eta: 9:54:06, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6031, decode.loss_mask: 0.6616, decode.loss_dice: 1.0056, decode.d0.loss_cls: 2.5297, decode.d0.loss_mask: 0.7214, decode.d0.loss_dice: 1.1904, decode.d1.loss_cls: 0.7802, decode.d1.loss_mask: 0.6971, decode.d1.loss_dice: 1.0909, decode.d2.loss_cls: 0.6895, decode.d2.loss_mask: 0.6777, decode.d2.loss_dice: 1.0489, decode.d3.loss_cls: 0.6458, decode.d3.loss_mask: 0.6674, decode.d3.loss_dice: 1.0197, decode.d4.loss_cls: 0.6306, decode.d4.loss_mask: 0.6657, decode.d4.loss_dice: 1.0201, decode.d5.loss_cls: 0.6222, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 1.0180, decode.d6.loss_cls: 0.6203, decode.d6.loss_mask: 0.6627, decode.d6.loss_dice: 1.0045, decode.d7.loss_cls: 0.6090, decode.d7.loss_mask: 0.6624, decode.d7.loss_dice: 1.0093, decode.d8.loss_cls: 0.6146, decode.d8.loss_mask: 0.6621, decode.d8.loss_dice: 1.0093, loss: 25.5041, grad_norm: 116.4709 2023-11-26 19:06:16,625 - mmseg - INFO - Iter [66200/160000] lr: 2.237e-06, eta: 9:53:46, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6464, decode.loss_mask: 0.6524, decode.loss_dice: 0.9975, decode.d0.loss_cls: 2.5986, decode.d0.loss_mask: 0.7052, decode.d0.loss_dice: 1.1934, decode.d1.loss_cls: 0.8195, decode.d1.loss_mask: 0.6843, decode.d1.loss_dice: 1.0905, decode.d2.loss_cls: 0.7306, decode.d2.loss_mask: 0.6660, decode.d2.loss_dice: 1.0483, decode.d3.loss_cls: 0.6961, decode.d3.loss_mask: 0.6619, decode.d3.loss_dice: 1.0175, decode.d4.loss_cls: 0.6755, decode.d4.loss_mask: 0.6628, decode.d4.loss_dice: 1.0138, decode.d5.loss_cls: 0.6569, decode.d5.loss_mask: 0.6606, decode.d5.loss_dice: 1.0155, decode.d6.loss_cls: 0.6511, decode.d6.loss_mask: 0.6572, decode.d6.loss_dice: 1.0069, decode.d7.loss_cls: 0.6556, decode.d7.loss_mask: 0.6535, decode.d7.loss_dice: 1.0018, decode.d8.loss_cls: 0.6483, decode.d8.loss_mask: 0.6519, decode.d8.loss_dice: 1.0003, loss: 25.8198, grad_norm: 118.8639 2023-11-26 19:06:35,036 - mmseg - INFO - Iter [66250/160000] lr: 2.235e-06, eta: 9:53:26, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6194, decode.loss_mask: 0.6487, decode.loss_dice: 0.9750, decode.d0.loss_cls: 2.5380, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.1590, decode.d1.loss_cls: 0.7950, decode.d1.loss_mask: 0.6907, decode.d1.loss_dice: 1.0659, decode.d2.loss_cls: 0.7039, decode.d2.loss_mask: 0.6643, decode.d2.loss_dice: 1.0133, decode.d3.loss_cls: 0.6541, decode.d3.loss_mask: 0.6571, decode.d3.loss_dice: 0.9867, decode.d4.loss_cls: 0.6506, decode.d4.loss_mask: 0.6594, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.6346, decode.d5.loss_mask: 0.6533, decode.d5.loss_dice: 0.9852, decode.d6.loss_cls: 0.6249, decode.d6.loss_mask: 0.6486, decode.d6.loss_dice: 0.9760, decode.d7.loss_cls: 0.6287, decode.d7.loss_mask: 0.6506, decode.d7.loss_dice: 0.9771, decode.d8.loss_cls: 0.6181, decode.d8.loss_mask: 0.6484, decode.d8.loss_dice: 0.9767, loss: 25.1918, grad_norm: 127.7997 2023-11-26 19:06:53,369 - mmseg - INFO - Iter [66300/160000] lr: 2.234e-06, eta: 9:53:06, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6333, decode.loss_mask: 0.6531, decode.loss_dice: 0.9792, decode.d0.loss_cls: 2.5794, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1783, decode.d1.loss_cls: 0.8311, decode.d1.loss_mask: 0.6818, decode.d1.loss_dice: 1.0845, decode.d2.loss_cls: 0.7346, decode.d2.loss_mask: 0.6683, decode.d2.loss_dice: 1.0259, decode.d3.loss_cls: 0.6892, decode.d3.loss_mask: 0.6592, decode.d3.loss_dice: 0.9987, decode.d4.loss_cls: 0.6632, decode.d4.loss_mask: 0.6571, decode.d4.loss_dice: 0.9998, decode.d5.loss_cls: 0.6530, decode.d5.loss_mask: 0.6563, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.6388, decode.d6.loss_mask: 0.6531, decode.d6.loss_dice: 0.9909, decode.d7.loss_cls: 0.6326, decode.d7.loss_mask: 0.6514, decode.d7.loss_dice: 0.9870, decode.d8.loss_cls: 0.6347, decode.d8.loss_mask: 0.6511, decode.d8.loss_dice: 0.9830, loss: 25.5600, grad_norm: 133.7104 2023-11-26 19:07:11,648 - mmseg - INFO - Iter [66350/160000] lr: 2.233e-06, eta: 9:52:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5967, decode.loss_mask: 0.6943, decode.loss_dice: 1.0334, decode.d0.loss_cls: 2.5999, decode.d0.loss_mask: 0.7526, decode.d0.loss_dice: 1.2136, decode.d1.loss_cls: 0.7905, decode.d1.loss_mask: 0.7279, decode.d1.loss_dice: 1.1119, decode.d2.loss_cls: 0.6985, decode.d2.loss_mask: 0.7097, decode.d2.loss_dice: 1.0767, decode.d3.loss_cls: 0.6585, decode.d3.loss_mask: 0.7034, decode.d3.loss_dice: 1.0452, decode.d4.loss_cls: 0.6320, decode.d4.loss_mask: 0.7030, decode.d4.loss_dice: 1.0478, decode.d5.loss_cls: 0.6139, decode.d5.loss_mask: 0.6985, decode.d5.loss_dice: 1.0467, decode.d6.loss_cls: 0.6114, decode.d6.loss_mask: 0.6966, decode.d6.loss_dice: 1.0390, decode.d7.loss_cls: 0.6031, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0379, decode.d8.loss_cls: 0.6011, decode.d8.loss_mask: 0.6978, decode.d8.loss_dice: 1.0357, loss: 26.1746, grad_norm: 117.2344 2023-11-26 19:07:29,909 - mmseg - INFO - Iter [66400/160000] lr: 2.232e-06, eta: 9:52:26, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6117, decode.loss_mask: 0.6762, decode.loss_dice: 1.0039, decode.d0.loss_cls: 2.5842, decode.d0.loss_mask: 0.7341, decode.d0.loss_dice: 1.1993, decode.d1.loss_cls: 0.7797, decode.d1.loss_mask: 0.7083, decode.d1.loss_dice: 1.0958, decode.d2.loss_cls: 0.6948, decode.d2.loss_mask: 0.6893, decode.d2.loss_dice: 1.0462, decode.d3.loss_cls: 0.6548, decode.d3.loss_mask: 0.6793, decode.d3.loss_dice: 1.0126, decode.d4.loss_cls: 0.6350, decode.d4.loss_mask: 0.6806, decode.d4.loss_dice: 1.0174, decode.d5.loss_cls: 0.6219, decode.d5.loss_mask: 0.6756, decode.d5.loss_dice: 1.0162, decode.d6.loss_cls: 0.6182, decode.d6.loss_mask: 0.6728, decode.d6.loss_dice: 1.0039, decode.d7.loss_cls: 0.6180, decode.d7.loss_mask: 0.6747, decode.d7.loss_dice: 1.0007, decode.d8.loss_cls: 0.6070, decode.d8.loss_mask: 0.6752, decode.d8.loss_dice: 1.0061, loss: 25.6935, grad_norm: 127.4250 2023-11-26 19:07:48,227 - mmseg - INFO - Iter [66450/160000] lr: 2.231e-06, eta: 9:52:06, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6303, decode.loss_mask: 0.6717, decode.loss_dice: 0.9735, decode.d0.loss_cls: 2.5554, decode.d0.loss_mask: 0.7324, decode.d0.loss_dice: 1.1701, decode.d1.loss_cls: 0.7878, decode.d1.loss_mask: 0.7071, decode.d1.loss_dice: 1.0737, decode.d2.loss_cls: 0.6975, decode.d2.loss_mask: 0.6905, decode.d2.loss_dice: 1.0295, decode.d3.loss_cls: 0.6675, decode.d3.loss_mask: 0.6785, decode.d3.loss_dice: 0.9980, decode.d4.loss_cls: 0.6415, decode.d4.loss_mask: 0.6795, decode.d4.loss_dice: 0.9932, decode.d5.loss_cls: 0.6334, decode.d5.loss_mask: 0.6779, decode.d5.loss_dice: 0.9916, decode.d6.loss_cls: 0.6248, decode.d6.loss_mask: 0.6744, decode.d6.loss_dice: 0.9839, decode.d7.loss_cls: 0.6270, decode.d7.loss_mask: 0.6718, decode.d7.loss_dice: 0.9783, decode.d8.loss_cls: 0.6301, decode.d8.loss_mask: 0.6716, decode.d8.loss_dice: 0.9785, loss: 25.5211, grad_norm: 124.2321 2023-11-26 19:08:06,566 - mmseg - INFO - Iter [66500/160000] lr: 2.230e-06, eta: 9:51:46, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6691, decode.loss_mask: 0.6496, decode.loss_dice: 1.0325, decode.d0.loss_cls: 2.6766, decode.d0.loss_mask: 0.7034, decode.d0.loss_dice: 1.2235, decode.d1.loss_cls: 0.8493, decode.d1.loss_mask: 0.6864, decode.d1.loss_dice: 1.1181, decode.d2.loss_cls: 0.7713, decode.d2.loss_mask: 0.6644, decode.d2.loss_dice: 1.0784, decode.d3.loss_cls: 0.7310, decode.d3.loss_mask: 0.6561, decode.d3.loss_dice: 1.0509, decode.d4.loss_cls: 0.7101, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 1.0460, decode.d5.loss_cls: 0.6972, decode.d5.loss_mask: 0.6545, decode.d5.loss_dice: 1.0404, decode.d6.loss_cls: 0.6794, decode.d6.loss_mask: 0.6522, decode.d6.loss_dice: 1.0370, decode.d7.loss_cls: 0.6752, decode.d7.loss_mask: 0.6513, decode.d7.loss_dice: 1.0376, decode.d8.loss_cls: 0.6667, decode.d8.loss_mask: 0.6542, decode.d8.loss_dice: 1.0342, loss: 26.4506, grad_norm: 130.2117 2023-11-26 19:08:25,248 - mmseg - INFO - Iter [66550/160000] lr: 2.228e-06, eta: 9:51:27, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6479, decode.loss_mask: 0.6988, decode.loss_dice: 1.0268, decode.d0.loss_cls: 2.5533, decode.d0.loss_mask: 0.7584, decode.d0.loss_dice: 1.2292, decode.d1.loss_cls: 0.7993, decode.d1.loss_mask: 0.7291, decode.d1.loss_dice: 1.1337, decode.d2.loss_cls: 0.7271, decode.d2.loss_mask: 0.7134, decode.d2.loss_dice: 1.0799, decode.d3.loss_cls: 0.6772, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0427, decode.d4.loss_cls: 0.6637, decode.d4.loss_mask: 0.7042, decode.d4.loss_dice: 1.0447, decode.d5.loss_cls: 0.6559, decode.d5.loss_mask: 0.7033, decode.d5.loss_dice: 1.0388, decode.d6.loss_cls: 0.6556, decode.d6.loss_mask: 0.7005, decode.d6.loss_dice: 1.0253, decode.d7.loss_cls: 0.6488, decode.d7.loss_mask: 0.6977, decode.d7.loss_dice: 1.0293, decode.d8.loss_cls: 0.6447, decode.d8.loss_mask: 0.6970, decode.d8.loss_dice: 1.0343, loss: 26.4679, grad_norm: 137.0266 2023-11-26 19:08:43,781 - mmseg - INFO - Iter [66600/160000] lr: 2.227e-06, eta: 9:51:07, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6251, decode.loss_mask: 0.6342, decode.loss_dice: 0.9962, decode.d0.loss_cls: 2.6201, decode.d0.loss_mask: 0.6905, decode.d0.loss_dice: 1.1877, decode.d1.loss_cls: 0.8037, decode.d1.loss_mask: 0.6707, decode.d1.loss_dice: 1.0749, decode.d2.loss_cls: 0.7102, decode.d2.loss_mask: 0.6562, decode.d2.loss_dice: 1.0314, decode.d3.loss_cls: 0.6807, decode.d3.loss_mask: 0.6419, decode.d3.loss_dice: 1.0038, decode.d4.loss_cls: 0.6609, decode.d4.loss_mask: 0.6374, decode.d4.loss_dice: 1.0036, decode.d5.loss_cls: 0.6491, decode.d5.loss_mask: 0.6388, decode.d5.loss_dice: 1.0072, decode.d6.loss_cls: 0.6405, decode.d6.loss_mask: 0.6341, decode.d6.loss_dice: 0.9946, decode.d7.loss_cls: 0.6285, decode.d7.loss_mask: 0.6363, decode.d7.loss_dice: 0.9966, decode.d8.loss_cls: 0.6251, decode.d8.loss_mask: 0.6341, decode.d8.loss_dice: 0.9967, loss: 25.4107, grad_norm: 121.2179 2023-11-26 19:09:02,293 - mmseg - INFO - Iter [66650/160000] lr: 2.226e-06, eta: 9:50:48, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6274, decode.loss_mask: 0.6564, decode.loss_dice: 0.9988, decode.d0.loss_cls: 2.5100, decode.d0.loss_mask: 0.7267, decode.d0.loss_dice: 1.2064, decode.d1.loss_cls: 0.8018, decode.d1.loss_mask: 0.6976, decode.d1.loss_dice: 1.1047, decode.d2.loss_cls: 0.7014, decode.d2.loss_mask: 0.6776, decode.d2.loss_dice: 1.0523, decode.d3.loss_cls: 0.6682, decode.d3.loss_mask: 0.6672, decode.d3.loss_dice: 1.0256, decode.d4.loss_cls: 0.6598, decode.d4.loss_mask: 0.6606, decode.d4.loss_dice: 1.0210, decode.d5.loss_cls: 0.6529, decode.d5.loss_mask: 0.6629, decode.d5.loss_dice: 1.0123, decode.d6.loss_cls: 0.6345, decode.d6.loss_mask: 0.6608, decode.d6.loss_dice: 1.0016, decode.d7.loss_cls: 0.6329, decode.d7.loss_mask: 0.6597, decode.d7.loss_dice: 0.9987, decode.d8.loss_cls: 0.6286, decode.d8.loss_mask: 0.6587, decode.d8.loss_dice: 0.9993, loss: 25.6664, grad_norm: 115.6854 2023-11-26 19:09:20,585 - mmseg - INFO - Iter [66700/160000] lr: 2.225e-06, eta: 9:50:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6071, decode.loss_mask: 0.6635, decode.loss_dice: 0.9844, decode.d0.loss_cls: 2.5537, decode.d0.loss_mask: 0.7229, decode.d0.loss_dice: 1.1825, decode.d1.loss_cls: 0.7753, decode.d1.loss_mask: 0.7060, decode.d1.loss_dice: 1.0767, decode.d2.loss_cls: 0.6979, decode.d2.loss_mask: 0.6817, decode.d2.loss_dice: 1.0383, decode.d3.loss_cls: 0.6543, decode.d3.loss_mask: 0.6727, decode.d3.loss_dice: 0.9966, decode.d4.loss_cls: 0.6334, decode.d4.loss_mask: 0.6708, decode.d4.loss_dice: 0.9982, decode.d5.loss_cls: 0.6246, decode.d5.loss_mask: 0.6698, decode.d5.loss_dice: 0.9946, decode.d6.loss_cls: 0.6224, decode.d6.loss_mask: 0.6670, decode.d6.loss_dice: 0.9860, decode.d7.loss_cls: 0.6153, decode.d7.loss_mask: 0.6656, decode.d7.loss_dice: 0.9841, decode.d8.loss_cls: 0.6082, decode.d8.loss_mask: 0.6655, decode.d8.loss_dice: 0.9850, loss: 25.4041, grad_norm: 129.4731 2023-11-26 19:09:38,855 - mmseg - INFO - Iter [66750/160000] lr: 2.224e-06, eta: 9:50:08, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6262, decode.loss_mask: 0.6506, decode.loss_dice: 0.9821, decode.d0.loss_cls: 2.5224, decode.d0.loss_mask: 0.7109, decode.d0.loss_dice: 1.1838, decode.d1.loss_cls: 0.7911, decode.d1.loss_mask: 0.6921, decode.d1.loss_dice: 1.0782, decode.d2.loss_cls: 0.7109, decode.d2.loss_mask: 0.6717, decode.d2.loss_dice: 1.0225, decode.d3.loss_cls: 0.6744, decode.d3.loss_mask: 0.6653, decode.d3.loss_dice: 0.9990, decode.d4.loss_cls: 0.6584, decode.d4.loss_mask: 0.6627, decode.d4.loss_dice: 0.9953, decode.d5.loss_cls: 0.6468, decode.d5.loss_mask: 0.6570, decode.d5.loss_dice: 0.9906, decode.d6.loss_cls: 0.6426, decode.d6.loss_mask: 0.6542, decode.d6.loss_dice: 0.9834, decode.d7.loss_cls: 0.6305, decode.d7.loss_mask: 0.6513, decode.d7.loss_dice: 0.9867, decode.d8.loss_cls: 0.6299, decode.d8.loss_mask: 0.6523, decode.d8.loss_dice: 0.9811, loss: 25.4041, grad_norm: 117.0673 2023-11-26 19:09:57,158 - mmseg - INFO - Iter [66800/160000] lr: 2.222e-06, eta: 9:49:48, time: 0.366, data_time: 0.008, memory: 36416, decode.loss_cls: 0.6034, decode.loss_mask: 0.6877, decode.loss_dice: 1.0031, decode.d0.loss_cls: 2.5356, decode.d0.loss_mask: 0.7383, decode.d0.loss_dice: 1.1952, decode.d1.loss_cls: 0.7686, decode.d1.loss_mask: 0.7187, decode.d1.loss_dice: 1.0976, decode.d2.loss_cls: 0.6802, decode.d2.loss_mask: 0.6993, decode.d2.loss_dice: 1.0485, decode.d3.loss_cls: 0.6509, decode.d3.loss_mask: 0.6910, decode.d3.loss_dice: 1.0161, decode.d4.loss_cls: 0.6323, decode.d4.loss_mask: 0.6924, decode.d4.loss_dice: 1.0163, decode.d5.loss_cls: 0.6124, decode.d5.loss_mask: 0.6891, decode.d5.loss_dice: 1.0110, decode.d6.loss_cls: 0.6079, decode.d6.loss_mask: 0.6919, decode.d6.loss_dice: 1.0042, decode.d7.loss_cls: 0.6033, decode.d7.loss_mask: 0.6890, decode.d7.loss_dice: 1.0032, decode.d8.loss_cls: 0.5932, decode.d8.loss_mask: 0.6923, decode.d8.loss_dice: 1.0073, loss: 25.6802, grad_norm: 124.4103 2023-11-26 19:10:15,398 - mmseg - INFO - Iter [66850/160000] lr: 2.221e-06, eta: 9:49:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6054, decode.loss_mask: 0.6615, decode.loss_dice: 0.9787, decode.d0.loss_cls: 2.4771, decode.d0.loss_mask: 0.7273, decode.d0.loss_dice: 1.1681, decode.d1.loss_cls: 0.7683, decode.d1.loss_mask: 0.7017, decode.d1.loss_dice: 1.0693, decode.d2.loss_cls: 0.6715, decode.d2.loss_mask: 0.6853, decode.d2.loss_dice: 1.0240, decode.d3.loss_cls: 0.6525, decode.d3.loss_mask: 0.6671, decode.d3.loss_dice: 0.9877, decode.d4.loss_cls: 0.6339, decode.d4.loss_mask: 0.6645, decode.d4.loss_dice: 0.9884, decode.d5.loss_cls: 0.6223, decode.d5.loss_mask: 0.6660, decode.d5.loss_dice: 0.9862, decode.d6.loss_cls: 0.6212, decode.d6.loss_mask: 0.6650, decode.d6.loss_dice: 0.9818, decode.d7.loss_cls: 0.6097, decode.d7.loss_mask: 0.6638, decode.d7.loss_dice: 0.9795, decode.d8.loss_cls: 0.6187, decode.d8.loss_mask: 0.6609, decode.d8.loss_dice: 0.9794, loss: 25.1869, grad_norm: 119.5449 2023-11-26 19:10:33,609 - mmseg - INFO - Iter [66900/160000] lr: 2.220e-06, eta: 9:49:08, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6407, decode.loss_mask: 0.6804, decode.loss_dice: 1.0002, decode.d0.loss_cls: 2.5633, decode.d0.loss_mask: 0.7441, decode.d0.loss_dice: 1.1986, decode.d1.loss_cls: 0.8234, decode.d1.loss_mask: 0.7149, decode.d1.loss_dice: 1.0983, decode.d2.loss_cls: 0.7327, decode.d2.loss_mask: 0.7034, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.6962, decode.d3.loss_mask: 0.6888, decode.d3.loss_dice: 1.0158, decode.d4.loss_cls: 0.6730, decode.d4.loss_mask: 0.6869, decode.d4.loss_dice: 1.0213, decode.d5.loss_cls: 0.6684, decode.d5.loss_mask: 0.6874, decode.d5.loss_dice: 1.0171, decode.d6.loss_cls: 0.6610, decode.d6.loss_mask: 0.6813, decode.d6.loss_dice: 0.9998, decode.d7.loss_cls: 0.6497, decode.d7.loss_mask: 0.6820, decode.d7.loss_dice: 1.0015, decode.d8.loss_cls: 0.6472, decode.d8.loss_mask: 0.6829, decode.d8.loss_dice: 1.0074, loss: 26.1230, grad_norm: 120.9787 2023-11-26 19:10:55,139 - mmseg - INFO - Iter [66950/160000] lr: 2.219e-06, eta: 9:48:52, time: 0.431, data_time: 0.055, memory: 36416, decode.loss_cls: 0.6198, decode.loss_mask: 0.6903, decode.loss_dice: 1.0064, decode.d0.loss_cls: 2.5851, decode.d0.loss_mask: 0.7550, decode.d0.loss_dice: 1.2012, decode.d1.loss_cls: 0.7966, decode.d1.loss_mask: 0.7223, decode.d1.loss_dice: 1.0957, decode.d2.loss_cls: 0.6933, decode.d2.loss_mask: 0.7072, decode.d2.loss_dice: 1.0550, decode.d3.loss_cls: 0.6689, decode.d3.loss_mask: 0.6989, decode.d3.loss_dice: 1.0211, decode.d4.loss_cls: 0.6621, decode.d4.loss_mask: 0.6920, decode.d4.loss_dice: 1.0157, decode.d5.loss_cls: 0.6479, decode.d5.loss_mask: 0.6896, decode.d5.loss_dice: 1.0156, decode.d6.loss_cls: 0.6373, decode.d6.loss_mask: 0.6915, decode.d6.loss_dice: 1.0032, decode.d7.loss_cls: 0.6243, decode.d7.loss_mask: 0.6911, decode.d7.loss_dice: 1.0077, decode.d8.loss_cls: 0.6285, decode.d8.loss_mask: 0.6885, decode.d8.loss_dice: 1.0124, loss: 26.0243, grad_norm: 123.0550 2023-11-26 19:11:13,748 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:11:13,748 - mmseg - INFO - Iter [67000/160000] lr: 2.218e-06, eta: 9:48:33, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6000, decode.loss_mask: 0.6679, decode.loss_dice: 0.9832, decode.d0.loss_cls: 2.5522, decode.d0.loss_mask: 0.7391, decode.d0.loss_dice: 1.1844, decode.d1.loss_cls: 0.7780, decode.d1.loss_mask: 0.6969, decode.d1.loss_dice: 1.0803, decode.d2.loss_cls: 0.6723, decode.d2.loss_mask: 0.6806, decode.d2.loss_dice: 1.0323, decode.d3.loss_cls: 0.6363, decode.d3.loss_mask: 0.6741, decode.d3.loss_dice: 0.9960, decode.d4.loss_cls: 0.6242, decode.d4.loss_mask: 0.6752, decode.d4.loss_dice: 0.9986, decode.d5.loss_cls: 0.6148, decode.d5.loss_mask: 0.6679, decode.d5.loss_dice: 0.9992, decode.d6.loss_cls: 0.6175, decode.d6.loss_mask: 0.6709, decode.d6.loss_dice: 0.9810, decode.d7.loss_cls: 0.6111, decode.d7.loss_mask: 0.6685, decode.d7.loss_dice: 0.9807, decode.d8.loss_cls: 0.6061, decode.d8.loss_mask: 0.6677, decode.d8.loss_dice: 0.9819, loss: 25.3389, grad_norm: 123.5462 2023-11-26 19:11:32,317 - mmseg - INFO - Iter [67050/160000] lr: 2.216e-06, eta: 9:48:13, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5855, decode.loss_mask: 0.6587, decode.loss_dice: 0.9963, decode.d0.loss_cls: 2.5480, decode.d0.loss_mask: 0.7179, decode.d0.loss_dice: 1.1919, decode.d1.loss_cls: 0.7970, decode.d1.loss_mask: 0.6903, decode.d1.loss_dice: 1.0791, decode.d2.loss_cls: 0.6843, decode.d2.loss_mask: 0.6732, decode.d2.loss_dice: 1.0367, decode.d3.loss_cls: 0.6426, decode.d3.loss_mask: 0.6659, decode.d3.loss_dice: 1.0088, decode.d4.loss_cls: 0.6241, decode.d4.loss_mask: 0.6669, decode.d4.loss_dice: 1.0058, decode.d5.loss_cls: 0.6109, decode.d5.loss_mask: 0.6617, decode.d5.loss_dice: 1.0029, decode.d6.loss_cls: 0.6034, decode.d6.loss_mask: 0.6572, decode.d6.loss_dice: 0.9939, decode.d7.loss_cls: 0.6014, decode.d7.loss_mask: 0.6548, decode.d7.loss_dice: 0.9910, decode.d8.loss_cls: 0.5934, decode.d8.loss_mask: 0.6579, decode.d8.loss_dice: 0.9935, loss: 25.2951, grad_norm: 118.3865 2023-11-26 19:11:50,678 - mmseg - INFO - Iter [67100/160000] lr: 2.215e-06, eta: 9:47:53, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5617, decode.loss_mask: 0.6557, decode.loss_dice: 0.9792, decode.d0.loss_cls: 2.5278, decode.d0.loss_mask: 0.7137, decode.d0.loss_dice: 1.1733, decode.d1.loss_cls: 0.7338, decode.d1.loss_mask: 0.6847, decode.d1.loss_dice: 1.0697, decode.d2.loss_cls: 0.6365, decode.d2.loss_mask: 0.6672, decode.d2.loss_dice: 1.0198, decode.d3.loss_cls: 0.6043, decode.d3.loss_mask: 0.6570, decode.d3.loss_dice: 0.9950, decode.d4.loss_cls: 0.5882, decode.d4.loss_mask: 0.6587, decode.d4.loss_dice: 0.9933, decode.d5.loss_cls: 0.5793, decode.d5.loss_mask: 0.6565, decode.d5.loss_dice: 0.9907, decode.d6.loss_cls: 0.5730, decode.d6.loss_mask: 0.6555, decode.d6.loss_dice: 0.9846, decode.d7.loss_cls: 0.5629, decode.d7.loss_mask: 0.6568, decode.d7.loss_dice: 0.9853, decode.d8.loss_cls: 0.5608, decode.d8.loss_mask: 0.6574, decode.d8.loss_dice: 0.9802, loss: 24.7627, grad_norm: 122.2186 2023-11-26 19:12:09,001 - mmseg - INFO - Iter [67150/160000] lr: 2.214e-06, eta: 9:47:33, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5899, decode.loss_mask: 0.6602, decode.loss_dice: 0.9686, decode.d0.loss_cls: 2.5101, decode.d0.loss_mask: 0.7176, decode.d0.loss_dice: 1.1783, decode.d1.loss_cls: 0.7852, decode.d1.loss_mask: 0.6915, decode.d1.loss_dice: 1.0617, decode.d2.loss_cls: 0.6745, decode.d2.loss_mask: 0.6742, decode.d2.loss_dice: 1.0167, decode.d3.loss_cls: 0.6410, decode.d3.loss_mask: 0.6677, decode.d3.loss_dice: 0.9886, decode.d4.loss_cls: 0.6269, decode.d4.loss_mask: 0.6682, decode.d4.loss_dice: 0.9930, decode.d5.loss_cls: 0.6172, decode.d5.loss_mask: 0.6610, decode.d5.loss_dice: 0.9851, decode.d6.loss_cls: 0.6075, decode.d6.loss_mask: 0.6580, decode.d6.loss_dice: 0.9723, decode.d7.loss_cls: 0.6046, decode.d7.loss_mask: 0.6587, decode.d7.loss_dice: 0.9685, decode.d8.loss_cls: 0.5920, decode.d8.loss_mask: 0.6612, decode.d8.loss_dice: 0.9735, loss: 25.0734, grad_norm: 124.2101 2023-11-26 19:12:27,309 - mmseg - INFO - Iter [67200/160000] lr: 2.213e-06, eta: 9:47:13, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6134, decode.loss_mask: 0.6709, decode.loss_dice: 0.9841, decode.d0.loss_cls: 2.5432, decode.d0.loss_mask: 0.7366, decode.d0.loss_dice: 1.1884, decode.d1.loss_cls: 0.7730, decode.d1.loss_mask: 0.7083, decode.d1.loss_dice: 1.0868, decode.d2.loss_cls: 0.6811, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0297, decode.d3.loss_cls: 0.6547, decode.d3.loss_mask: 0.6834, decode.d3.loss_dice: 0.9984, decode.d4.loss_cls: 0.6241, decode.d4.loss_mask: 0.6825, decode.d4.loss_dice: 1.0013, decode.d5.loss_cls: 0.6191, decode.d5.loss_mask: 0.6783, decode.d5.loss_dice: 0.9983, decode.d6.loss_cls: 0.6247, decode.d6.loss_mask: 0.6721, decode.d6.loss_dice: 0.9871, decode.d7.loss_cls: 0.6137, decode.d7.loss_mask: 0.6744, decode.d7.loss_dice: 0.9901, decode.d8.loss_cls: 0.6071, decode.d8.loss_mask: 0.6735, decode.d8.loss_dice: 0.9910, loss: 25.4766, grad_norm: 116.7802 2023-11-26 19:12:45,588 - mmseg - INFO - Iter [67250/160000] lr: 2.212e-06, eta: 9:46:53, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6280, decode.loss_mask: 0.6322, decode.loss_dice: 0.9767, decode.d0.loss_cls: 2.5774, decode.d0.loss_mask: 0.7011, decode.d0.loss_dice: 1.1800, decode.d1.loss_cls: 0.8001, decode.d1.loss_mask: 0.6730, decode.d1.loss_dice: 1.0777, decode.d2.loss_cls: 0.7152, decode.d2.loss_mask: 0.6502, decode.d2.loss_dice: 1.0306, decode.d3.loss_cls: 0.6732, decode.d3.loss_mask: 0.6428, decode.d3.loss_dice: 0.9983, decode.d4.loss_cls: 0.6647, decode.d4.loss_mask: 0.6375, decode.d4.loss_dice: 0.9911, decode.d5.loss_cls: 0.6501, decode.d5.loss_mask: 0.6393, decode.d5.loss_dice: 0.9893, decode.d6.loss_cls: 0.6547, decode.d6.loss_mask: 0.6318, decode.d6.loss_dice: 0.9805, decode.d7.loss_cls: 0.6368, decode.d7.loss_mask: 0.6329, decode.d7.loss_dice: 0.9792, decode.d8.loss_cls: 0.6348, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9795, loss: 25.2870, grad_norm: 130.4597 2023-11-26 19:13:03,910 - mmseg - INFO - Iter [67300/160000] lr: 2.210e-06, eta: 9:46:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5712, decode.loss_mask: 0.6531, decode.loss_dice: 0.9544, decode.d0.loss_cls: 2.5112, decode.d0.loss_mask: 0.7222, decode.d0.loss_dice: 1.1457, decode.d1.loss_cls: 0.7394, decode.d1.loss_mask: 0.6991, decode.d1.loss_dice: 1.0495, decode.d2.loss_cls: 0.6534, decode.d2.loss_mask: 0.6780, decode.d2.loss_dice: 1.0023, decode.d3.loss_cls: 0.6176, decode.d3.loss_mask: 0.6647, decode.d3.loss_dice: 0.9738, decode.d4.loss_cls: 0.5964, decode.d4.loss_mask: 0.6654, decode.d4.loss_dice: 0.9699, decode.d5.loss_cls: 0.5923, decode.d5.loss_mask: 0.6614, decode.d5.loss_dice: 0.9636, decode.d6.loss_cls: 0.5744, decode.d6.loss_mask: 0.6566, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5696, decode.d7.loss_mask: 0.6561, decode.d7.loss_dice: 0.9551, decode.d8.loss_cls: 0.5625, decode.d8.loss_mask: 0.6563, decode.d8.loss_dice: 0.9613, loss: 24.6320, grad_norm: 119.2512 2023-11-26 19:13:22,198 - mmseg - INFO - Iter [67350/160000] lr: 2.209e-06, eta: 9:46:14, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6066, decode.loss_mask: 0.6777, decode.loss_dice: 0.9900, decode.d0.loss_cls: 2.5496, decode.d0.loss_mask: 0.7343, decode.d0.loss_dice: 1.1660, decode.d1.loss_cls: 0.7810, decode.d1.loss_mask: 0.7057, decode.d1.loss_dice: 1.0659, decode.d2.loss_cls: 0.6983, decode.d2.loss_mask: 0.6927, decode.d2.loss_dice: 1.0305, decode.d3.loss_cls: 0.6619, decode.d3.loss_mask: 0.6894, decode.d3.loss_dice: 1.0056, decode.d4.loss_cls: 0.6483, decode.d4.loss_mask: 0.6852, decode.d4.loss_dice: 1.0043, decode.d5.loss_cls: 0.6252, decode.d5.loss_mask: 0.6798, decode.d5.loss_dice: 0.9988, decode.d6.loss_cls: 0.6236, decode.d6.loss_mask: 0.6776, decode.d6.loss_dice: 0.9884, decode.d7.loss_cls: 0.6154, decode.d7.loss_mask: 0.6737, decode.d7.loss_dice: 0.9907, decode.d8.loss_cls: 0.6082, decode.d8.loss_mask: 0.6776, decode.d8.loss_dice: 0.9948, loss: 25.5467, grad_norm: 119.1399 2023-11-26 19:13:40,744 - mmseg - INFO - Iter [67400/160000] lr: 2.208e-06, eta: 9:45:54, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5947, decode.loss_mask: 0.6474, decode.loss_dice: 0.9759, decode.d0.loss_cls: 2.5291, decode.d0.loss_mask: 0.7069, decode.d0.loss_dice: 1.1669, decode.d1.loss_cls: 0.7663, decode.d1.loss_mask: 0.6808, decode.d1.loss_dice: 1.0721, decode.d2.loss_cls: 0.6662, decode.d2.loss_mask: 0.6672, decode.d2.loss_dice: 1.0256, decode.d3.loss_cls: 0.6384, decode.d3.loss_mask: 0.6592, decode.d3.loss_dice: 0.9950, decode.d4.loss_cls: 0.6182, decode.d4.loss_mask: 0.6569, decode.d4.loss_dice: 0.9954, decode.d5.loss_cls: 0.6072, decode.d5.loss_mask: 0.6552, decode.d5.loss_dice: 0.9898, decode.d6.loss_cls: 0.6044, decode.d6.loss_mask: 0.6546, decode.d6.loss_dice: 0.9810, decode.d7.loss_cls: 0.6054, decode.d7.loss_mask: 0.6478, decode.d7.loss_dice: 0.9779, decode.d8.loss_cls: 0.6000, decode.d8.loss_mask: 0.6490, decode.d8.loss_dice: 0.9842, loss: 25.0187, grad_norm: 124.9490 2023-11-26 19:13:59,291 - mmseg - INFO - Iter [67450/160000] lr: 2.207e-06, eta: 9:45:34, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5931, decode.loss_mask: 0.6434, decode.loss_dice: 0.9792, decode.d0.loss_cls: 2.5073, decode.d0.loss_mask: 0.6989, decode.d0.loss_dice: 1.1682, decode.d1.loss_cls: 0.7479, decode.d1.loss_mask: 0.6716, decode.d1.loss_dice: 1.0707, decode.d2.loss_cls: 0.6703, decode.d2.loss_mask: 0.6530, decode.d2.loss_dice: 1.0246, decode.d3.loss_cls: 0.6335, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9965, decode.d4.loss_cls: 0.6141, decode.d4.loss_mask: 0.6468, decode.d4.loss_dice: 1.0018, decode.d5.loss_cls: 0.6132, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 0.9979, decode.d6.loss_cls: 0.6063, decode.d6.loss_mask: 0.6480, decode.d6.loss_dice: 0.9805, decode.d7.loss_cls: 0.5970, decode.d7.loss_mask: 0.6457, decode.d7.loss_dice: 0.9810, decode.d8.loss_cls: 0.5935, decode.d8.loss_mask: 0.6480, decode.d8.loss_dice: 0.9834, loss: 24.9043, grad_norm: 123.9003 2023-11-26 19:14:17,720 - mmseg - INFO - Iter [67500/160000] lr: 2.206e-06, eta: 9:45:15, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6256, decode.loss_mask: 0.6740, decode.loss_dice: 1.0136, decode.d0.loss_cls: 2.5647, decode.d0.loss_mask: 0.7253, decode.d0.loss_dice: 1.2183, decode.d1.loss_cls: 0.8222, decode.d1.loss_mask: 0.7116, decode.d1.loss_dice: 1.1136, decode.d2.loss_cls: 0.7330, decode.d2.loss_mask: 0.6891, decode.d2.loss_dice: 1.0651, decode.d3.loss_cls: 0.6832, decode.d3.loss_mask: 0.6808, decode.d3.loss_dice: 1.0315, decode.d4.loss_cls: 0.6627, decode.d4.loss_mask: 0.6808, decode.d4.loss_dice: 1.0312, decode.d5.loss_cls: 0.6534, decode.d5.loss_mask: 0.6771, decode.d5.loss_dice: 1.0289, decode.d6.loss_cls: 0.6373, decode.d6.loss_mask: 0.6773, decode.d6.loss_dice: 1.0143, decode.d7.loss_cls: 0.6274, decode.d7.loss_mask: 0.6743, decode.d7.loss_dice: 1.0147, decode.d8.loss_cls: 0.6310, decode.d8.loss_mask: 0.6729, decode.d8.loss_dice: 1.0165, loss: 26.0515, grad_norm: 118.8432 2023-11-26 19:14:35,917 - mmseg - INFO - Iter [67550/160000] lr: 2.204e-06, eta: 9:44:55, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6129, decode.loss_mask: 0.6547, decode.loss_dice: 1.0010, decode.d0.loss_cls: 2.5644, decode.d0.loss_mask: 0.7114, decode.d0.loss_dice: 1.1854, decode.d1.loss_cls: 0.7979, decode.d1.loss_mask: 0.6927, decode.d1.loss_dice: 1.0938, decode.d2.loss_cls: 0.6925, decode.d2.loss_mask: 0.6774, decode.d2.loss_dice: 1.0504, decode.d3.loss_cls: 0.6616, decode.d3.loss_mask: 0.6614, decode.d3.loss_dice: 1.0246, decode.d4.loss_cls: 0.6397, decode.d4.loss_mask: 0.6593, decode.d4.loss_dice: 1.0169, decode.d5.loss_cls: 0.6325, decode.d5.loss_mask: 0.6590, decode.d5.loss_dice: 1.0126, decode.d6.loss_cls: 0.6306, decode.d6.loss_mask: 0.6545, decode.d6.loss_dice: 0.9994, decode.d7.loss_cls: 0.6150, decode.d7.loss_mask: 0.6572, decode.d7.loss_dice: 1.0062, decode.d8.loss_cls: 0.6081, decode.d8.loss_mask: 0.6567, decode.d8.loss_dice: 1.0058, loss: 25.5356, grad_norm: 117.2679 2023-11-26 19:14:54,115 - mmseg - INFO - Iter [67600/160000] lr: 2.203e-06, eta: 9:44:35, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6276, decode.loss_mask: 0.6594, decode.loss_dice: 0.9849, decode.d0.loss_cls: 2.5945, decode.d0.loss_mask: 0.7172, decode.d0.loss_dice: 1.1850, decode.d1.loss_cls: 0.8084, decode.d1.loss_mask: 0.7039, decode.d1.loss_dice: 1.0879, decode.d2.loss_cls: 0.6918, decode.d2.loss_mask: 0.6891, decode.d2.loss_dice: 1.0458, decode.d3.loss_cls: 0.6675, decode.d3.loss_mask: 0.6713, decode.d3.loss_dice: 1.0091, decode.d4.loss_cls: 0.6568, decode.d4.loss_mask: 0.6721, decode.d4.loss_dice: 1.0053, decode.d5.loss_cls: 0.6439, decode.d5.loss_mask: 0.6679, decode.d5.loss_dice: 1.0103, decode.d6.loss_cls: 0.6380, decode.d6.loss_mask: 0.6637, decode.d6.loss_dice: 0.9950, decode.d7.loss_cls: 0.6312, decode.d7.loss_mask: 0.6639, decode.d7.loss_dice: 0.9973, decode.d8.loss_cls: 0.6349, decode.d8.loss_mask: 0.6620, decode.d8.loss_dice: 0.9949, loss: 25.6806, grad_norm: 141.8333 2023-11-26 19:15:12,357 - mmseg - INFO - Iter [67650/160000] lr: 2.202e-06, eta: 9:44:15, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5848, decode.loss_mask: 0.6592, decode.loss_dice: 0.9850, decode.d0.loss_cls: 2.5182, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.1807, decode.d1.loss_cls: 0.7656, decode.d1.loss_mask: 0.6973, decode.d1.loss_dice: 1.0752, decode.d2.loss_cls: 0.6744, decode.d2.loss_mask: 0.6736, decode.d2.loss_dice: 1.0280, decode.d3.loss_cls: 0.6332, decode.d3.loss_mask: 0.6658, decode.d3.loss_dice: 0.9945, decode.d4.loss_cls: 0.6172, decode.d4.loss_mask: 0.6711, decode.d4.loss_dice: 0.9995, decode.d5.loss_cls: 0.6093, decode.d5.loss_mask: 0.6662, decode.d5.loss_dice: 0.9961, decode.d6.loss_cls: 0.5927, decode.d6.loss_mask: 0.6643, decode.d6.loss_dice: 0.9852, decode.d7.loss_cls: 0.5929, decode.d7.loss_mask: 0.6627, decode.d7.loss_dice: 0.9849, decode.d8.loss_cls: 0.5879, decode.d8.loss_mask: 0.6626, decode.d8.loss_dice: 0.9840, loss: 25.1379, grad_norm: 117.6705 2023-11-26 19:15:30,931 - mmseg - INFO - Iter [67700/160000] lr: 2.201e-06, eta: 9:43:55, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5952, decode.loss_mask: 0.6585, decode.loss_dice: 0.9739, decode.d0.loss_cls: 2.5231, decode.d0.loss_mask: 0.7161, decode.d0.loss_dice: 1.1718, decode.d1.loss_cls: 0.7894, decode.d1.loss_mask: 0.6997, decode.d1.loss_dice: 1.0676, decode.d2.loss_cls: 0.6930, decode.d2.loss_mask: 0.6765, decode.d2.loss_dice: 1.0193, decode.d3.loss_cls: 0.6567, decode.d3.loss_mask: 0.6681, decode.d3.loss_dice: 0.9936, decode.d4.loss_cls: 0.6342, decode.d4.loss_mask: 0.6640, decode.d4.loss_dice: 0.9912, decode.d5.loss_cls: 0.6276, decode.d5.loss_mask: 0.6613, decode.d5.loss_dice: 0.9873, decode.d6.loss_cls: 0.6221, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 0.9747, decode.d7.loss_cls: 0.6034, decode.d7.loss_mask: 0.6603, decode.d7.loss_dice: 0.9793, decode.d8.loss_cls: 0.5998, decode.d8.loss_mask: 0.6582, decode.d8.loss_dice: 0.9770, loss: 25.2034, grad_norm: 125.5324 2023-11-26 19:15:49,229 - mmseg - INFO - Iter [67750/160000] lr: 2.200e-06, eta: 9:43:35, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5939, decode.loss_mask: 0.6812, decode.loss_dice: 1.0012, decode.d0.loss_cls: 2.5415, decode.d0.loss_mask: 0.7360, decode.d0.loss_dice: 1.2035, decode.d1.loss_cls: 0.7674, decode.d1.loss_mask: 0.7157, decode.d1.loss_dice: 1.0879, decode.d2.loss_cls: 0.6782, decode.d2.loss_mask: 0.6957, decode.d2.loss_dice: 1.0480, decode.d3.loss_cls: 0.6378, decode.d3.loss_mask: 0.6899, decode.d3.loss_dice: 1.0164, decode.d4.loss_cls: 0.6249, decode.d4.loss_mask: 0.6869, decode.d4.loss_dice: 1.0181, decode.d5.loss_cls: 0.6003, decode.d5.loss_mask: 0.6854, decode.d5.loss_dice: 1.0150, decode.d6.loss_cls: 0.5989, decode.d6.loss_mask: 0.6834, decode.d6.loss_dice: 1.0019, decode.d7.loss_cls: 0.5942, decode.d7.loss_mask: 0.6830, decode.d7.loss_dice: 1.0042, decode.d8.loss_cls: 0.5956, decode.d8.loss_mask: 0.6828, decode.d8.loss_dice: 1.0031, loss: 25.5720, grad_norm: 128.6084 2023-11-26 19:16:07,794 - mmseg - INFO - Iter [67800/160000] lr: 2.199e-06, eta: 9:43:16, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6305, decode.loss_mask: 0.6501, decode.loss_dice: 0.9913, decode.d0.loss_cls: 2.6141, decode.d0.loss_mask: 0.7074, decode.d0.loss_dice: 1.1999, decode.d1.loss_cls: 0.8153, decode.d1.loss_mask: 0.6837, decode.d1.loss_dice: 1.0925, decode.d2.loss_cls: 0.7213, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 1.0386, decode.d3.loss_cls: 0.6799, decode.d3.loss_mask: 0.6590, decode.d3.loss_dice: 1.0057, decode.d4.loss_cls: 0.6684, decode.d4.loss_mask: 0.6547, decode.d4.loss_dice: 1.0053, decode.d5.loss_cls: 0.6595, decode.d5.loss_mask: 0.6545, decode.d5.loss_dice: 1.0028, decode.d6.loss_cls: 0.6441, decode.d6.loss_mask: 0.6518, decode.d6.loss_dice: 0.9961, decode.d7.loss_cls: 0.6330, decode.d7.loss_mask: 0.6483, decode.d7.loss_dice: 0.9978, decode.d8.loss_cls: 0.6249, decode.d8.loss_mask: 0.6530, decode.d8.loss_dice: 1.0012, loss: 25.6510, grad_norm: 143.8048 2023-11-26 19:16:26,514 - mmseg - INFO - Iter [67850/160000] lr: 2.197e-06, eta: 9:42:56, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6338, decode.loss_mask: 0.6684, decode.loss_dice: 1.0181, decode.d0.loss_cls: 2.5975, decode.d0.loss_mask: 0.7267, decode.d0.loss_dice: 1.2066, decode.d1.loss_cls: 0.8125, decode.d1.loss_mask: 0.7051, decode.d1.loss_dice: 1.1094, decode.d2.loss_cls: 0.7200, decode.d2.loss_mask: 0.6881, decode.d2.loss_dice: 1.0653, decode.d3.loss_cls: 0.6773, decode.d3.loss_mask: 0.6773, decode.d3.loss_dice: 1.0335, decode.d4.loss_cls: 0.6571, decode.d4.loss_mask: 0.6755, decode.d4.loss_dice: 1.0356, decode.d5.loss_cls: 0.6555, decode.d5.loss_mask: 0.6713, decode.d5.loss_dice: 1.0255, decode.d6.loss_cls: 0.6467, decode.d6.loss_mask: 0.6710, decode.d6.loss_dice: 1.0194, decode.d7.loss_cls: 0.6381, decode.d7.loss_mask: 0.6675, decode.d7.loss_dice: 1.0193, decode.d8.loss_cls: 0.6278, decode.d8.loss_mask: 0.6693, decode.d8.loss_dice: 1.0198, loss: 26.0390, grad_norm: 117.1643 2023-11-26 19:16:45,145 - mmseg - INFO - Iter [67900/160000] lr: 2.196e-06, eta: 9:42:37, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6409, decode.loss_mask: 0.6500, decode.loss_dice: 0.9875, decode.d0.loss_cls: 2.5550, decode.d0.loss_mask: 0.7043, decode.d0.loss_dice: 1.1760, decode.d1.loss_cls: 0.8038, decode.d1.loss_mask: 0.6847, decode.d1.loss_dice: 1.0852, decode.d2.loss_cls: 0.7218, decode.d2.loss_mask: 0.6665, decode.d2.loss_dice: 1.0418, decode.d3.loss_cls: 0.6841, decode.d3.loss_mask: 0.6615, decode.d3.loss_dice: 1.0019, decode.d4.loss_cls: 0.6572, decode.d4.loss_mask: 0.6621, decode.d4.loss_dice: 1.0091, decode.d5.loss_cls: 0.6492, decode.d5.loss_mask: 0.6575, decode.d5.loss_dice: 0.9986, decode.d6.loss_cls: 0.6530, decode.d6.loss_mask: 0.6522, decode.d6.loss_dice: 0.9892, decode.d7.loss_cls: 0.6435, decode.d7.loss_mask: 0.6523, decode.d7.loss_dice: 0.9907, decode.d8.loss_cls: 0.6404, decode.d8.loss_mask: 0.6543, decode.d8.loss_dice: 0.9906, loss: 25.5649, grad_norm: 134.3508 2023-11-26 19:17:03,396 - mmseg - INFO - Iter [67950/160000] lr: 2.195e-06, eta: 9:42:17, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6093, decode.loss_mask: 0.6765, decode.loss_dice: 1.0054, decode.d0.loss_cls: 2.5375, decode.d0.loss_mask: 0.7333, decode.d0.loss_dice: 1.2068, decode.d1.loss_cls: 0.8002, decode.d1.loss_mask: 0.7106, decode.d1.loss_dice: 1.1050, decode.d2.loss_cls: 0.6913, decode.d2.loss_mask: 0.6929, decode.d2.loss_dice: 1.0484, decode.d3.loss_cls: 0.6450, decode.d3.loss_mask: 0.6819, decode.d3.loss_dice: 1.0210, decode.d4.loss_cls: 0.6440, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 1.0176, decode.d5.loss_cls: 0.6283, decode.d5.loss_mask: 0.6761, decode.d5.loss_dice: 1.0183, decode.d6.loss_cls: 0.6266, decode.d6.loss_mask: 0.6738, decode.d6.loss_dice: 1.0046, decode.d7.loss_cls: 0.6133, decode.d7.loss_mask: 0.6701, decode.d7.loss_dice: 1.0063, decode.d8.loss_cls: 0.6121, decode.d8.loss_mask: 0.6715, decode.d8.loss_dice: 1.0085, loss: 25.7108, grad_norm: 117.5723 2023-11-26 19:17:21,629 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:17:21,629 - mmseg - INFO - Iter [68000/160000] lr: 2.194e-06, eta: 9:41:57, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6173, decode.loss_mask: 0.6822, decode.loss_dice: 0.9994, decode.d0.loss_cls: 2.6161, decode.d0.loss_mask: 0.7466, decode.d0.loss_dice: 1.1937, decode.d1.loss_cls: 0.8007, decode.d1.loss_mask: 0.7179, decode.d1.loss_dice: 1.0990, decode.d2.loss_cls: 0.7229, decode.d2.loss_mask: 0.6988, decode.d2.loss_dice: 1.0465, decode.d3.loss_cls: 0.6767, decode.d3.loss_mask: 0.6865, decode.d3.loss_dice: 1.0147, decode.d4.loss_cls: 0.6592, decode.d4.loss_mask: 0.6848, decode.d4.loss_dice: 1.0147, decode.d5.loss_cls: 0.6364, decode.d5.loss_mask: 0.6844, decode.d5.loss_dice: 1.0134, decode.d6.loss_cls: 0.6250, decode.d6.loss_mask: 0.6866, decode.d6.loss_dice: 1.0055, decode.d7.loss_cls: 0.6213, decode.d7.loss_mask: 0.6840, decode.d7.loss_dice: 1.0023, decode.d8.loss_cls: 0.6206, decode.d8.loss_mask: 0.6842, decode.d8.loss_dice: 0.9948, loss: 25.9363, grad_norm: 131.7370 2023-11-26 19:17:40,059 - mmseg - INFO - Iter [68050/160000] lr: 2.193e-06, eta: 9:41:37, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6439, decode.loss_mask: 0.6929, decode.loss_dice: 1.0066, decode.d0.loss_cls: 2.5885, decode.d0.loss_mask: 0.7523, decode.d0.loss_dice: 1.2093, decode.d1.loss_cls: 0.8009, decode.d1.loss_mask: 0.7266, decode.d1.loss_dice: 1.1125, decode.d2.loss_cls: 0.7201, decode.d2.loss_mask: 0.7111, decode.d2.loss_dice: 1.0574, decode.d3.loss_cls: 0.6745, decode.d3.loss_mask: 0.7025, decode.d3.loss_dice: 1.0269, decode.d4.loss_cls: 0.6694, decode.d4.loss_mask: 0.7027, decode.d4.loss_dice: 1.0263, decode.d5.loss_cls: 0.6527, decode.d5.loss_mask: 0.6994, decode.d5.loss_dice: 1.0260, decode.d6.loss_cls: 0.6556, decode.d6.loss_mask: 0.6977, decode.d6.loss_dice: 1.0167, decode.d7.loss_cls: 0.6418, decode.d7.loss_mask: 0.6944, decode.d7.loss_dice: 1.0155, decode.d8.loss_cls: 0.6423, decode.d8.loss_mask: 0.6902, decode.d8.loss_dice: 1.0111, loss: 26.2679, grad_norm: 129.0910 2023-11-26 19:17:58,287 - mmseg - INFO - Iter [68100/160000] lr: 2.191e-06, eta: 9:41:17, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5996, decode.loss_mask: 0.6706, decode.loss_dice: 0.9816, decode.d0.loss_cls: 2.5033, decode.d0.loss_mask: 0.7343, decode.d0.loss_dice: 1.1646, decode.d1.loss_cls: 0.7847, decode.d1.loss_mask: 0.7096, decode.d1.loss_dice: 1.0727, decode.d2.loss_cls: 0.6901, decode.d2.loss_mask: 0.6868, decode.d2.loss_dice: 1.0273, decode.d3.loss_cls: 0.6545, decode.d3.loss_mask: 0.6770, decode.d3.loss_dice: 0.9880, decode.d4.loss_cls: 0.6373, decode.d4.loss_mask: 0.6754, decode.d4.loss_dice: 0.9908, decode.d5.loss_cls: 0.6273, decode.d5.loss_mask: 0.6737, decode.d5.loss_dice: 0.9940, decode.d6.loss_cls: 0.6169, decode.d6.loss_mask: 0.6724, decode.d6.loss_dice: 0.9846, decode.d7.loss_cls: 0.6111, decode.d7.loss_mask: 0.6704, decode.d7.loss_dice: 0.9836, decode.d8.loss_cls: 0.6024, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 0.9854, loss: 25.3410, grad_norm: 134.5870 2023-11-26 19:18:16,591 - mmseg - INFO - Iter [68150/160000] lr: 2.190e-06, eta: 9:40:57, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6209, decode.loss_mask: 0.6989, decode.loss_dice: 1.0347, decode.d0.loss_cls: 2.5283, decode.d0.loss_mask: 0.7553, decode.d0.loss_dice: 1.2149, decode.d1.loss_cls: 0.7965, decode.d1.loss_mask: 0.7376, decode.d1.loss_dice: 1.1303, decode.d2.loss_cls: 0.6989, decode.d2.loss_mask: 0.7177, decode.d2.loss_dice: 1.0846, decode.d3.loss_cls: 0.6668, decode.d3.loss_mask: 0.7024, decode.d3.loss_dice: 1.0627, decode.d4.loss_cls: 0.6430, decode.d4.loss_mask: 0.7060, decode.d4.loss_dice: 1.0596, decode.d5.loss_cls: 0.6312, decode.d5.loss_mask: 0.7030, decode.d5.loss_dice: 1.0558, decode.d6.loss_cls: 0.6324, decode.d6.loss_mask: 0.7010, decode.d6.loss_dice: 1.0448, decode.d7.loss_cls: 0.6299, decode.d7.loss_mask: 0.6989, decode.d7.loss_dice: 1.0453, decode.d8.loss_cls: 0.6257, decode.d8.loss_mask: 0.6971, decode.d8.loss_dice: 1.0380, loss: 26.3622, grad_norm: 117.2651 2023-11-26 19:18:35,166 - mmseg - INFO - Iter [68200/160000] lr: 2.189e-06, eta: 9:40:38, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6217, decode.loss_mask: 0.6529, decode.loss_dice: 0.9699, decode.d0.loss_cls: 2.5827, decode.d0.loss_mask: 0.7172, decode.d0.loss_dice: 1.1719, decode.d1.loss_cls: 0.7932, decode.d1.loss_mask: 0.6943, decode.d1.loss_dice: 1.0658, decode.d2.loss_cls: 0.7005, decode.d2.loss_mask: 0.6690, decode.d2.loss_dice: 1.0247, decode.d3.loss_cls: 0.6635, decode.d3.loss_mask: 0.6621, decode.d3.loss_dice: 0.9892, decode.d4.loss_cls: 0.6446, decode.d4.loss_mask: 0.6622, decode.d4.loss_dice: 0.9929, decode.d5.loss_cls: 0.6323, decode.d5.loss_mask: 0.6577, decode.d5.loss_dice: 0.9901, decode.d6.loss_cls: 0.6298, decode.d6.loss_mask: 0.6583, decode.d6.loss_dice: 0.9749, decode.d7.loss_cls: 0.6168, decode.d7.loss_mask: 0.6583, decode.d7.loss_dice: 0.9797, decode.d8.loss_cls: 0.6144, decode.d8.loss_mask: 0.6565, decode.d8.loss_dice: 0.9817, loss: 25.3290, grad_norm: 121.5778 2023-11-26 19:18:55,894 - mmseg - INFO - Iter [68250/160000] lr: 2.188e-06, eta: 9:40:21, time: 0.415, data_time: 0.054, memory: 36416, decode.loss_cls: 0.6136, decode.loss_mask: 0.6696, decode.loss_dice: 0.9964, decode.d0.loss_cls: 2.5700, decode.d0.loss_mask: 0.7311, decode.d0.loss_dice: 1.1939, decode.d1.loss_cls: 0.7943, decode.d1.loss_mask: 0.7057, decode.d1.loss_dice: 1.0889, decode.d2.loss_cls: 0.6951, decode.d2.loss_mask: 0.6887, decode.d2.loss_dice: 1.0495, decode.d3.loss_cls: 0.6706, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 1.0139, decode.d4.loss_cls: 0.6420, decode.d4.loss_mask: 0.6749, decode.d4.loss_dice: 1.0162, decode.d5.loss_cls: 0.6288, decode.d5.loss_mask: 0.6726, decode.d5.loss_dice: 1.0141, decode.d6.loss_cls: 0.6183, decode.d6.loss_mask: 0.6694, decode.d6.loss_dice: 1.0028, decode.d7.loss_cls: 0.6168, decode.d7.loss_mask: 0.6694, decode.d7.loss_dice: 0.9976, decode.d8.loss_cls: 0.6226, decode.d8.loss_mask: 0.6670, decode.d8.loss_dice: 0.9984, loss: 25.6680, grad_norm: 120.0149 2023-11-26 19:19:14,417 - mmseg - INFO - Iter [68300/160000] lr: 2.187e-06, eta: 9:40:02, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6102, decode.loss_mask: 0.6636, decode.loss_dice: 0.9855, decode.d0.loss_cls: 2.5293, decode.d0.loss_mask: 0.7175, decode.d0.loss_dice: 1.1754, decode.d1.loss_cls: 0.7857, decode.d1.loss_mask: 0.6931, decode.d1.loss_dice: 1.0733, decode.d2.loss_cls: 0.6994, decode.d2.loss_mask: 0.6764, decode.d2.loss_dice: 1.0253, decode.d3.loss_cls: 0.6529, decode.d3.loss_mask: 0.6660, decode.d3.loss_dice: 0.9989, decode.d4.loss_cls: 0.6316, decode.d4.loss_mask: 0.6663, decode.d4.loss_dice: 0.9957, decode.d5.loss_cls: 0.6310, decode.d5.loss_mask: 0.6645, decode.d5.loss_dice: 0.9929, decode.d6.loss_cls: 0.6237, decode.d6.loss_mask: 0.6611, decode.d6.loss_dice: 0.9803, decode.d7.loss_cls: 0.6243, decode.d7.loss_mask: 0.6602, decode.d7.loss_dice: 0.9846, decode.d8.loss_cls: 0.6176, decode.d8.loss_mask: 0.6612, decode.d8.loss_dice: 0.9876, loss: 25.3347, grad_norm: 123.6482 2023-11-26 19:19:33,242 - mmseg - INFO - Iter [68350/160000] lr: 2.185e-06, eta: 9:39:42, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5962, decode.loss_mask: 0.6676, decode.loss_dice: 0.9813, decode.d0.loss_cls: 2.5329, decode.d0.loss_mask: 0.7365, decode.d0.loss_dice: 1.1761, decode.d1.loss_cls: 0.7548, decode.d1.loss_mask: 0.7042, decode.d1.loss_dice: 1.0758, decode.d2.loss_cls: 0.6613, decode.d2.loss_mask: 0.6809, decode.d2.loss_dice: 1.0359, decode.d3.loss_cls: 0.6337, decode.d3.loss_mask: 0.6736, decode.d3.loss_dice: 0.9976, decode.d4.loss_cls: 0.6142, decode.d4.loss_mask: 0.6718, decode.d4.loss_dice: 1.0010, decode.d5.loss_cls: 0.5982, decode.d5.loss_mask: 0.6687, decode.d5.loss_dice: 0.9891, decode.d6.loss_cls: 0.5962, decode.d6.loss_mask: 0.6697, decode.d6.loss_dice: 0.9841, decode.d7.loss_cls: 0.5964, decode.d7.loss_mask: 0.6662, decode.d7.loss_dice: 0.9826, decode.d8.loss_cls: 0.5972, decode.d8.loss_mask: 0.6668, decode.d8.loss_dice: 0.9853, loss: 25.1958, grad_norm: 125.3096 2023-11-26 19:19:51,662 - mmseg - INFO - Iter [68400/160000] lr: 2.184e-06, eta: 9:39:23, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5681, decode.loss_mask: 0.6401, decode.loss_dice: 0.9597, decode.d0.loss_cls: 2.5196, decode.d0.loss_mask: 0.6982, decode.d0.loss_dice: 1.1465, decode.d1.loss_cls: 0.7520, decode.d1.loss_mask: 0.6735, decode.d1.loss_dice: 1.0476, decode.d2.loss_cls: 0.6412, decode.d2.loss_mask: 0.6548, decode.d2.loss_dice: 1.0057, decode.d3.loss_cls: 0.6130, decode.d3.loss_mask: 0.6448, decode.d3.loss_dice: 0.9717, decode.d4.loss_cls: 0.5950, decode.d4.loss_mask: 0.6458, decode.d4.loss_dice: 0.9662, decode.d5.loss_cls: 0.5832, decode.d5.loss_mask: 0.6464, decode.d5.loss_dice: 0.9646, decode.d6.loss_cls: 0.5799, decode.d6.loss_mask: 0.6421, decode.d6.loss_dice: 0.9553, decode.d7.loss_cls: 0.5745, decode.d7.loss_mask: 0.6435, decode.d7.loss_dice: 0.9582, decode.d8.loss_cls: 0.5666, decode.d8.loss_mask: 0.6412, decode.d8.loss_dice: 0.9590, loss: 24.4579, grad_norm: 134.5909 2023-11-26 19:20:10,162 - mmseg - INFO - Iter [68450/160000] lr: 2.183e-06, eta: 9:39:03, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6347, decode.loss_mask: 0.6586, decode.loss_dice: 0.9801, decode.d0.loss_cls: 2.5917, decode.d0.loss_mask: 0.7254, decode.d0.loss_dice: 1.1804, decode.d1.loss_cls: 0.7985, decode.d1.loss_mask: 0.7030, decode.d1.loss_dice: 1.0772, decode.d2.loss_cls: 0.7139, decode.d2.loss_mask: 0.6791, decode.d2.loss_dice: 1.0223, decode.d3.loss_cls: 0.6762, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 0.9949, decode.d4.loss_cls: 0.6758, decode.d4.loss_mask: 0.6648, decode.d4.loss_dice: 0.9961, decode.d5.loss_cls: 0.6525, decode.d5.loss_mask: 0.6633, decode.d5.loss_dice: 0.9886, decode.d6.loss_cls: 0.6461, decode.d6.loss_mask: 0.6600, decode.d6.loss_dice: 0.9819, decode.d7.loss_cls: 0.6395, decode.d7.loss_mask: 0.6572, decode.d7.loss_dice: 0.9794, decode.d8.loss_cls: 0.6315, decode.d8.loss_mask: 0.6576, decode.d8.loss_dice: 0.9840, loss: 25.5845, grad_norm: 117.4076 2023-11-26 19:20:28,386 - mmseg - INFO - Iter [68500/160000] lr: 2.182e-06, eta: 9:38:43, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6215, decode.loss_mask: 0.6573, decode.loss_dice: 1.0036, decode.d0.loss_cls: 2.5964, decode.d0.loss_mask: 0.7195, decode.d0.loss_dice: 1.2030, decode.d1.loss_cls: 0.8030, decode.d1.loss_mask: 0.6981, decode.d1.loss_dice: 1.0929, decode.d2.loss_cls: 0.6997, decode.d2.loss_mask: 0.6802, decode.d2.loss_dice: 1.0460, decode.d3.loss_cls: 0.6689, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 1.0170, decode.d4.loss_cls: 0.6489, decode.d4.loss_mask: 0.6698, decode.d4.loss_dice: 1.0146, decode.d5.loss_cls: 0.6358, decode.d5.loss_mask: 0.6648, decode.d5.loss_dice: 1.0135, decode.d6.loss_cls: 0.6352, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 1.0035, decode.d7.loss_cls: 0.6252, decode.d7.loss_mask: 0.6621, decode.d7.loss_dice: 1.0035, decode.d8.loss_cls: 0.6250, decode.d8.loss_mask: 0.6621, decode.d8.loss_dice: 1.0038, loss: 25.7058, grad_norm: 126.6480 2023-11-26 19:20:47,395 - mmseg - INFO - Iter [68550/160000] lr: 2.181e-06, eta: 9:38:24, time: 0.380, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6188, decode.loss_mask: 0.6278, decode.loss_dice: 0.9686, decode.d0.loss_cls: 2.5787, decode.d0.loss_mask: 0.6871, decode.d0.loss_dice: 1.1815, decode.d1.loss_cls: 0.8001, decode.d1.loss_mask: 0.6711, decode.d1.loss_dice: 1.0811, decode.d2.loss_cls: 0.7008, decode.d2.loss_mask: 0.6487, decode.d2.loss_dice: 1.0204, decode.d3.loss_cls: 0.6665, decode.d3.loss_mask: 0.6384, decode.d3.loss_dice: 0.9858, decode.d4.loss_cls: 0.6459, decode.d4.loss_mask: 0.6366, decode.d4.loss_dice: 0.9885, decode.d5.loss_cls: 0.6368, decode.d5.loss_mask: 0.6325, decode.d5.loss_dice: 0.9878, decode.d6.loss_cls: 0.6289, decode.d6.loss_mask: 0.6304, decode.d6.loss_dice: 0.9749, decode.d7.loss_cls: 0.6223, decode.d7.loss_mask: 0.6321, decode.d7.loss_dice: 0.9730, decode.d8.loss_cls: 0.6173, decode.d8.loss_mask: 0.6289, decode.d8.loss_dice: 0.9703, loss: 25.0816, grad_norm: 121.3799 2023-11-26 19:21:05,969 - mmseg - INFO - Iter [68600/160000] lr: 2.179e-06, eta: 9:38:05, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6379, decode.loss_mask: 0.6531, decode.loss_dice: 1.0321, decode.d0.loss_cls: 2.5832, decode.d0.loss_mask: 0.7085, decode.d0.loss_dice: 1.2339, decode.d1.loss_cls: 0.8267, decode.d1.loss_mask: 0.6895, decode.d1.loss_dice: 1.1273, decode.d2.loss_cls: 0.7293, decode.d2.loss_mask: 0.6670, decode.d2.loss_dice: 1.0726, decode.d3.loss_cls: 0.6893, decode.d3.loss_mask: 0.6624, decode.d3.loss_dice: 1.0432, decode.d4.loss_cls: 0.6619, decode.d4.loss_mask: 0.6539, decode.d4.loss_dice: 1.0439, decode.d5.loss_cls: 0.6499, decode.d5.loss_mask: 0.6545, decode.d5.loss_dice: 1.0496, decode.d6.loss_cls: 0.6521, decode.d6.loss_mask: 0.6537, decode.d6.loss_dice: 1.0320, decode.d7.loss_cls: 0.6449, decode.d7.loss_mask: 0.6499, decode.d7.loss_dice: 1.0303, decode.d8.loss_cls: 0.6419, decode.d8.loss_mask: 0.6491, decode.d8.loss_dice: 1.0313, loss: 26.0549, grad_norm: 109.5100 2023-11-26 19:21:24,550 - mmseg - INFO - Iter [68650/160000] lr: 2.178e-06, eta: 9:37:45, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5624, decode.loss_mask: 0.6523, decode.loss_dice: 0.9764, decode.d0.loss_cls: 2.4529, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1539, decode.d1.loss_cls: 0.7367, decode.d1.loss_mask: 0.6842, decode.d1.loss_dice: 1.0613, decode.d2.loss_cls: 0.6394, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 1.0228, decode.d3.loss_cls: 0.6051, decode.d3.loss_mask: 0.6586, decode.d3.loss_dice: 0.9902, decode.d4.loss_cls: 0.5807, decode.d4.loss_mask: 0.6548, decode.d4.loss_dice: 0.9960, decode.d5.loss_cls: 0.5780, decode.d5.loss_mask: 0.6562, decode.d5.loss_dice: 0.9925, decode.d6.loss_cls: 0.5760, decode.d6.loss_mask: 0.6525, decode.d6.loss_dice: 0.9788, decode.d7.loss_cls: 0.5705, decode.d7.loss_mask: 0.6543, decode.d7.loss_dice: 0.9798, decode.d8.loss_cls: 0.5657, decode.d8.loss_mask: 0.6543, decode.d8.loss_dice: 0.9832, loss: 24.6510, grad_norm: 117.2526 2023-11-26 19:21:42,992 - mmseg - INFO - Iter [68700/160000] lr: 2.177e-06, eta: 9:37:25, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5677, decode.loss_mask: 0.6578, decode.loss_dice: 0.9793, decode.d0.loss_cls: 2.4881, decode.d0.loss_mask: 0.7226, decode.d0.loss_dice: 1.1700, decode.d1.loss_cls: 0.7469, decode.d1.loss_mask: 0.6944, decode.d1.loss_dice: 1.0666, decode.d2.loss_cls: 0.6412, decode.d2.loss_mask: 0.6766, decode.d2.loss_dice: 1.0134, decode.d3.loss_cls: 0.6082, decode.d3.loss_mask: 0.6667, decode.d3.loss_dice: 0.9880, decode.d4.loss_cls: 0.5933, decode.d4.loss_mask: 0.6669, decode.d4.loss_dice: 0.9919, decode.d5.loss_cls: 0.5932, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 0.9839, decode.d6.loss_cls: 0.5782, decode.d6.loss_mask: 0.6634, decode.d6.loss_dice: 0.9700, decode.d7.loss_cls: 0.5769, decode.d7.loss_mask: 0.6598, decode.d7.loss_dice: 0.9786, decode.d8.loss_cls: 0.5668, decode.d8.loss_mask: 0.6600, decode.d8.loss_dice: 0.9818, loss: 24.8144, grad_norm: 135.7356 2023-11-26 19:22:01,349 - mmseg - INFO - Iter [68750/160000] lr: 2.176e-06, eta: 9:37:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6354, decode.loss_mask: 0.6725, decode.loss_dice: 1.0166, decode.d0.loss_cls: 2.5879, decode.d0.loss_mask: 0.7308, decode.d0.loss_dice: 1.2125, decode.d1.loss_cls: 0.8305, decode.d1.loss_mask: 0.7068, decode.d1.loss_dice: 1.1170, decode.d2.loss_cls: 0.7168, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0713, decode.d3.loss_cls: 0.6799, decode.d3.loss_mask: 0.6767, decode.d3.loss_dice: 1.0395, decode.d4.loss_cls: 0.6694, decode.d4.loss_mask: 0.6761, decode.d4.loss_dice: 1.0362, decode.d5.loss_cls: 0.6598, decode.d5.loss_mask: 0.6719, decode.d5.loss_dice: 1.0352, decode.d6.loss_cls: 0.6491, decode.d6.loss_mask: 0.6750, decode.d6.loss_dice: 1.0251, decode.d7.loss_cls: 0.6439, decode.d7.loss_mask: 0.6759, decode.d7.loss_dice: 1.0241, decode.d8.loss_cls: 0.6412, decode.d8.loss_mask: 0.6748, decode.d8.loss_dice: 1.0200, loss: 26.1591, grad_norm: 130.4964 2023-11-26 19:22:19,834 - mmseg - INFO - Iter [68800/160000] lr: 2.175e-06, eta: 9:36:46, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6426, decode.loss_mask: 0.6753, decode.loss_dice: 1.0215, decode.d0.loss_cls: 2.5534, decode.d0.loss_mask: 0.7411, decode.d0.loss_dice: 1.2241, decode.d1.loss_cls: 0.8306, decode.d1.loss_mask: 0.7043, decode.d1.loss_dice: 1.1212, decode.d2.loss_cls: 0.7269, decode.d2.loss_mask: 0.6997, decode.d2.loss_dice: 1.0758, decode.d3.loss_cls: 0.6941, decode.d3.loss_mask: 0.6890, decode.d3.loss_dice: 1.0382, decode.d4.loss_cls: 0.6775, decode.d4.loss_mask: 0.6811, decode.d4.loss_dice: 1.0393, decode.d5.loss_cls: 0.6608, decode.d5.loss_mask: 0.6822, decode.d5.loss_dice: 1.0405, decode.d6.loss_cls: 0.6564, decode.d6.loss_mask: 0.6791, decode.d6.loss_dice: 1.0260, decode.d7.loss_cls: 0.6486, decode.d7.loss_mask: 0.6793, decode.d7.loss_dice: 1.0365, decode.d8.loss_cls: 0.6420, decode.d8.loss_mask: 0.6779, decode.d8.loss_dice: 1.0335, loss: 26.2986, grad_norm: 123.8662 2023-11-26 19:22:38,095 - mmseg - INFO - Iter [68850/160000] lr: 2.173e-06, eta: 9:36:26, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6202, decode.loss_mask: 0.6667, decode.loss_dice: 0.9891, decode.d0.loss_cls: 2.5012, decode.d0.loss_mask: 0.7403, decode.d0.loss_dice: 1.1857, decode.d1.loss_cls: 0.7973, decode.d1.loss_mask: 0.7025, decode.d1.loss_dice: 1.0759, decode.d2.loss_cls: 0.7060, decode.d2.loss_mask: 0.6834, decode.d2.loss_dice: 1.0303, decode.d3.loss_cls: 0.6711, decode.d3.loss_mask: 0.6795, decode.d3.loss_dice: 1.0009, decode.d4.loss_cls: 0.6554, decode.d4.loss_mask: 0.6757, decode.d4.loss_dice: 0.9953, decode.d5.loss_cls: 0.6400, decode.d5.loss_mask: 0.6776, decode.d5.loss_dice: 0.9972, decode.d6.loss_cls: 0.6394, decode.d6.loss_mask: 0.6708, decode.d6.loss_dice: 0.9846, decode.d7.loss_cls: 0.6239, decode.d7.loss_mask: 0.6698, decode.d7.loss_dice: 0.9889, decode.d8.loss_cls: 0.6175, decode.d8.loss_mask: 0.6719, decode.d8.loss_dice: 0.9878, loss: 25.5461, grad_norm: 124.9861 2023-11-26 19:22:56,352 - mmseg - INFO - Iter [68900/160000] lr: 2.172e-06, eta: 9:36:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6231, decode.loss_mask: 0.6602, decode.loss_dice: 1.0113, decode.d0.loss_cls: 2.5248, decode.d0.loss_mask: 0.7168, decode.d0.loss_dice: 1.2107, decode.d1.loss_cls: 0.7714, decode.d1.loss_mask: 0.6977, decode.d1.loss_dice: 1.1036, decode.d2.loss_cls: 0.7008, decode.d2.loss_mask: 0.6804, decode.d2.loss_dice: 1.0654, decode.d3.loss_cls: 0.6636, decode.d3.loss_mask: 0.6687, decode.d3.loss_dice: 1.0251, decode.d4.loss_cls: 0.6559, decode.d4.loss_mask: 0.6665, decode.d4.loss_dice: 1.0259, decode.d5.loss_cls: 0.6312, decode.d5.loss_mask: 0.6639, decode.d5.loss_dice: 1.0287, decode.d6.loss_cls: 0.6308, decode.d6.loss_mask: 0.6622, decode.d6.loss_dice: 1.0144, decode.d7.loss_cls: 0.6209, decode.d7.loss_mask: 0.6623, decode.d7.loss_dice: 1.0148, decode.d8.loss_cls: 0.6200, decode.d8.loss_mask: 0.6602, decode.d8.loss_dice: 1.0144, loss: 25.6958, grad_norm: 134.3809 2023-11-26 19:23:14,591 - mmseg - INFO - Iter [68950/160000] lr: 2.171e-06, eta: 9:35:46, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6117, decode.loss_mask: 0.6770, decode.loss_dice: 1.0039, decode.d0.loss_cls: 2.5146, decode.d0.loss_mask: 0.7294, decode.d0.loss_dice: 1.1832, decode.d1.loss_cls: 0.7827, decode.d1.loss_mask: 0.7123, decode.d1.loss_dice: 1.0839, decode.d2.loss_cls: 0.6953, decode.d2.loss_mask: 0.6915, decode.d2.loss_dice: 1.0422, decode.d3.loss_cls: 0.6556, decode.d3.loss_mask: 0.6789, decode.d3.loss_dice: 1.0151, decode.d4.loss_cls: 0.6306, decode.d4.loss_mask: 0.6821, decode.d4.loss_dice: 1.0099, decode.d5.loss_cls: 0.6315, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 1.0146, decode.d6.loss_cls: 0.6262, decode.d6.loss_mask: 0.6768, decode.d6.loss_dice: 1.0019, decode.d7.loss_cls: 0.6153, decode.d7.loss_mask: 0.6764, decode.d7.loss_dice: 1.0038, decode.d8.loss_cls: 0.6117, decode.d8.loss_mask: 0.6763, decode.d8.loss_dice: 1.0039, loss: 25.6186, grad_norm: 140.2016 2023-11-26 19:23:33,052 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:23:33,052 - mmseg - INFO - Iter [69000/160000] lr: 2.170e-06, eta: 9:35:27, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5885, decode.loss_mask: 0.6353, decode.loss_dice: 0.9876, decode.d0.loss_cls: 2.6165, decode.d0.loss_mask: 0.6954, decode.d0.loss_dice: 1.1815, decode.d1.loss_cls: 0.7625, decode.d1.loss_mask: 0.6791, decode.d1.loss_dice: 1.0732, decode.d2.loss_cls: 0.6628, decode.d2.loss_mask: 0.6577, decode.d2.loss_dice: 1.0338, decode.d3.loss_cls: 0.6199, decode.d3.loss_mask: 0.6467, decode.d3.loss_dice: 1.0082, decode.d4.loss_cls: 0.6002, decode.d4.loss_mask: 0.6473, decode.d4.loss_dice: 1.0063, decode.d5.loss_cls: 0.5943, decode.d5.loss_mask: 0.6419, decode.d5.loss_dice: 0.9976, decode.d6.loss_cls: 0.6001, decode.d6.loss_mask: 0.6411, decode.d6.loss_dice: 0.9887, decode.d7.loss_cls: 0.5944, decode.d7.loss_mask: 0.6360, decode.d7.loss_dice: 0.9929, decode.d8.loss_cls: 0.5952, decode.d8.loss_mask: 0.6339, decode.d8.loss_dice: 0.9901, loss: 25.0087, grad_norm: 125.9988 2023-11-26 19:23:51,571 - mmseg - INFO - Iter [69050/160000] lr: 2.169e-06, eta: 9:35:07, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6139, decode.loss_mask: 0.6668, decode.loss_dice: 0.9932, decode.d0.loss_cls: 2.5128, decode.d0.loss_mask: 0.7280, decode.d0.loss_dice: 1.1860, decode.d1.loss_cls: 0.7934, decode.d1.loss_mask: 0.7032, decode.d1.loss_dice: 1.0869, decode.d2.loss_cls: 0.6934, decode.d2.loss_mask: 0.6914, decode.d2.loss_dice: 1.0422, decode.d3.loss_cls: 0.6675, decode.d3.loss_mask: 0.6778, decode.d3.loss_dice: 1.0133, decode.d4.loss_cls: 0.6500, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 1.0103, decode.d5.loss_cls: 0.6373, decode.d5.loss_mask: 0.6752, decode.d5.loss_dice: 1.0127, decode.d6.loss_cls: 0.6162, decode.d6.loss_mask: 0.6751, decode.d6.loss_dice: 1.0045, decode.d7.loss_cls: 0.6137, decode.d7.loss_mask: 0.6727, decode.d7.loss_dice: 1.0042, decode.d8.loss_cls: 0.6129, decode.d8.loss_mask: 0.6702, decode.d8.loss_dice: 0.9981, loss: 25.5974, grad_norm: 131.1219 2023-11-26 19:24:09,869 - mmseg - INFO - Iter [69100/160000] lr: 2.168e-06, eta: 9:34:47, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5754, decode.loss_mask: 0.6644, decode.loss_dice: 0.9756, decode.d0.loss_cls: 2.5620, decode.d0.loss_mask: 0.7313, decode.d0.loss_dice: 1.1656, decode.d1.loss_cls: 0.7538, decode.d1.loss_mask: 0.7019, decode.d1.loss_dice: 1.0677, decode.d2.loss_cls: 0.6609, decode.d2.loss_mask: 0.6806, decode.d2.loss_dice: 1.0229, decode.d3.loss_cls: 0.6146, decode.d3.loss_mask: 0.6734, decode.d3.loss_dice: 0.9858, decode.d4.loss_cls: 0.5960, decode.d4.loss_mask: 0.6711, decode.d4.loss_dice: 0.9883, decode.d5.loss_cls: 0.5926, decode.d5.loss_mask: 0.6697, decode.d5.loss_dice: 0.9811, decode.d6.loss_cls: 0.5895, decode.d6.loss_mask: 0.6657, decode.d6.loss_dice: 0.9699, decode.d7.loss_cls: 0.5790, decode.d7.loss_mask: 0.6647, decode.d7.loss_dice: 0.9748, decode.d8.loss_cls: 0.5761, decode.d8.loss_mask: 0.6644, decode.d8.loss_dice: 0.9732, loss: 24.9920, grad_norm: 118.8400 2023-11-26 19:24:28,109 - mmseg - INFO - Iter [69150/160000] lr: 2.166e-06, eta: 9:34:27, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5717, decode.loss_mask: 0.6667, decode.loss_dice: 0.9901, decode.d0.loss_cls: 2.5481, decode.d0.loss_mask: 0.7220, decode.d0.loss_dice: 1.1697, decode.d1.loss_cls: 0.7565, decode.d1.loss_mask: 0.6979, decode.d1.loss_dice: 1.0822, decode.d2.loss_cls: 0.6589, decode.d2.loss_mask: 0.6818, decode.d2.loss_dice: 1.0348, decode.d3.loss_cls: 0.6234, decode.d3.loss_mask: 0.6737, decode.d3.loss_dice: 1.0039, decode.d4.loss_cls: 0.6018, decode.d4.loss_mask: 0.6724, decode.d4.loss_dice: 1.0016, decode.d5.loss_cls: 0.5924, decode.d5.loss_mask: 0.6696, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.5810, decode.d6.loss_mask: 0.6685, decode.d6.loss_dice: 0.9871, decode.d7.loss_cls: 0.5773, decode.d7.loss_mask: 0.6638, decode.d7.loss_dice: 0.9885, decode.d8.loss_cls: 0.5660, decode.d8.loss_mask: 0.6660, decode.d8.loss_dice: 0.9890, loss: 25.1064, grad_norm: 134.3437 2023-11-26 19:24:46,457 - mmseg - INFO - Iter [69200/160000] lr: 2.165e-06, eta: 9:34:08, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5930, decode.loss_mask: 0.6612, decode.loss_dice: 0.9831, decode.d0.loss_cls: 2.4892, decode.d0.loss_mask: 0.7155, decode.d0.loss_dice: 1.1830, decode.d1.loss_cls: 0.7637, decode.d1.loss_mask: 0.6900, decode.d1.loss_dice: 1.0818, decode.d2.loss_cls: 0.6828, decode.d2.loss_mask: 0.6746, decode.d2.loss_dice: 1.0316, decode.d3.loss_cls: 0.6526, decode.d3.loss_mask: 0.6640, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.6300, decode.d4.loss_mask: 0.6622, decode.d4.loss_dice: 1.0005, decode.d5.loss_cls: 0.6218, decode.d5.loss_mask: 0.6609, decode.d5.loss_dice: 1.0015, decode.d6.loss_cls: 0.6139, decode.d6.loss_mask: 0.6592, decode.d6.loss_dice: 0.9858, decode.d7.loss_cls: 0.6001, decode.d7.loss_mask: 0.6591, decode.d7.loss_dice: 0.9886, decode.d8.loss_cls: 0.5956, decode.d8.loss_mask: 0.6603, decode.d8.loss_dice: 0.9852, loss: 25.1909, grad_norm: 135.2057 2023-11-26 19:25:05,044 - mmseg - INFO - Iter [69250/160000] lr: 2.164e-06, eta: 9:33:48, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6169, decode.loss_mask: 0.6639, decode.loss_dice: 0.9997, decode.d0.loss_cls: 2.5094, decode.d0.loss_mask: 0.7274, decode.d0.loss_dice: 1.2039, decode.d1.loss_cls: 0.7885, decode.d1.loss_mask: 0.6998, decode.d1.loss_dice: 1.1043, decode.d2.loss_cls: 0.6937, decode.d2.loss_mask: 0.6837, decode.d2.loss_dice: 1.0503, decode.d3.loss_cls: 0.6527, decode.d3.loss_mask: 0.6707, decode.d3.loss_dice: 1.0272, decode.d4.loss_cls: 0.6396, decode.d4.loss_mask: 0.6696, decode.d4.loss_dice: 1.0229, decode.d5.loss_cls: 0.6354, decode.d5.loss_mask: 0.6690, decode.d5.loss_dice: 1.0168, decode.d6.loss_cls: 0.6295, decode.d6.loss_mask: 0.6661, decode.d6.loss_dice: 1.0029, decode.d7.loss_cls: 0.6205, decode.d7.loss_mask: 0.6669, decode.d7.loss_dice: 1.0075, decode.d8.loss_cls: 0.6167, decode.d8.loss_mask: 0.6645, decode.d8.loss_dice: 1.0053, loss: 25.6252, grad_norm: 120.9674 2023-11-26 19:25:23,343 - mmseg - INFO - Iter [69300/160000] lr: 2.163e-06, eta: 9:33:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6425, decode.loss_mask: 0.6630, decode.loss_dice: 1.0133, decode.d0.loss_cls: 2.5984, decode.d0.loss_mask: 0.7287, decode.d0.loss_dice: 1.2176, decode.d1.loss_cls: 0.8259, decode.d1.loss_mask: 0.7039, decode.d1.loss_dice: 1.1141, decode.d2.loss_cls: 0.7295, decode.d2.loss_mask: 0.6845, decode.d2.loss_dice: 1.0692, decode.d3.loss_cls: 0.6831, decode.d3.loss_mask: 0.6771, decode.d3.loss_dice: 1.0360, decode.d4.loss_cls: 0.6606, decode.d4.loss_mask: 0.6744, decode.d4.loss_dice: 1.0340, decode.d5.loss_cls: 0.6546, decode.d5.loss_mask: 0.6714, decode.d5.loss_dice: 1.0311, decode.d6.loss_cls: 0.6486, decode.d6.loss_mask: 0.6672, decode.d6.loss_dice: 1.0133, decode.d7.loss_cls: 0.6427, decode.d7.loss_mask: 0.6641, decode.d7.loss_dice: 1.0202, decode.d8.loss_cls: 0.6365, decode.d8.loss_mask: 0.6667, decode.d8.loss_dice: 1.0172, loss: 26.0894, grad_norm: 111.6351 2023-11-26 19:25:41,534 - mmseg - INFO - Iter [69350/160000] lr: 2.162e-06, eta: 9:33:08, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5827, decode.loss_mask: 0.6720, decode.loss_dice: 0.9991, decode.d0.loss_cls: 2.5294, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.1947, decode.d1.loss_cls: 0.7837, decode.d1.loss_mask: 0.6988, decode.d1.loss_dice: 1.0842, decode.d2.loss_cls: 0.6741, decode.d2.loss_mask: 0.6783, decode.d2.loss_dice: 1.0440, decode.d3.loss_cls: 0.6387, decode.d3.loss_mask: 0.6712, decode.d3.loss_dice: 1.0143, decode.d4.loss_cls: 0.6255, decode.d4.loss_mask: 0.6716, decode.d4.loss_dice: 1.0115, decode.d5.loss_cls: 0.6107, decode.d5.loss_mask: 0.6754, decode.d5.loss_dice: 1.0115, decode.d6.loss_cls: 0.6000, decode.d6.loss_mask: 0.6710, decode.d6.loss_dice: 1.0030, decode.d7.loss_cls: 0.5941, decode.d7.loss_mask: 0.6683, decode.d7.loss_dice: 1.0048, decode.d8.loss_cls: 0.5860, decode.d8.loss_mask: 0.6718, decode.d8.loss_dice: 1.0040, loss: 25.4006, grad_norm: 129.1569 2023-11-26 19:25:59,937 - mmseg - INFO - Iter [69400/160000] lr: 2.160e-06, eta: 9:32:48, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5652, decode.loss_mask: 0.6731, decode.loss_dice: 0.9846, decode.d0.loss_cls: 2.4649, decode.d0.loss_mask: 0.7247, decode.d0.loss_dice: 1.1656, decode.d1.loss_cls: 0.7311, decode.d1.loss_mask: 0.7056, decode.d1.loss_dice: 1.0760, decode.d2.loss_cls: 0.6547, decode.d2.loss_mask: 0.6953, decode.d2.loss_dice: 1.0269, decode.d3.loss_cls: 0.6192, decode.d3.loss_mask: 0.6809, decode.d3.loss_dice: 0.9973, decode.d4.loss_cls: 0.5930, decode.d4.loss_mask: 0.6799, decode.d4.loss_dice: 0.9982, decode.d5.loss_cls: 0.5778, decode.d5.loss_mask: 0.6789, decode.d5.loss_dice: 0.9902, decode.d6.loss_cls: 0.5736, decode.d6.loss_mask: 0.6776, decode.d6.loss_dice: 0.9858, decode.d7.loss_cls: 0.5735, decode.d7.loss_mask: 0.6727, decode.d7.loss_dice: 0.9869, decode.d8.loss_cls: 0.5692, decode.d8.loss_mask: 0.6716, decode.d8.loss_dice: 0.9846, loss: 24.9785, grad_norm: 159.0009 2023-11-26 19:26:18,546 - mmseg - INFO - Iter [69450/160000] lr: 2.159e-06, eta: 9:32:29, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5920, decode.loss_mask: 0.6653, decode.loss_dice: 1.0030, decode.d0.loss_cls: 2.5336, decode.d0.loss_mask: 0.7189, decode.d0.loss_dice: 1.1739, decode.d1.loss_cls: 0.7661, decode.d1.loss_mask: 0.6948, decode.d1.loss_dice: 1.0878, decode.d2.loss_cls: 0.6653, decode.d2.loss_mask: 0.6814, decode.d2.loss_dice: 1.0478, decode.d3.loss_cls: 0.6339, decode.d3.loss_mask: 0.6735, decode.d3.loss_dice: 1.0154, decode.d4.loss_cls: 0.6147, decode.d4.loss_mask: 0.6705, decode.d4.loss_dice: 1.0198, decode.d5.loss_cls: 0.6137, decode.d5.loss_mask: 0.6699, decode.d5.loss_dice: 1.0180, decode.d6.loss_cls: 0.6011, decode.d6.loss_mask: 0.6704, decode.d6.loss_dice: 1.0099, decode.d7.loss_cls: 0.6030, decode.d7.loss_mask: 0.6656, decode.d7.loss_dice: 1.0035, decode.d8.loss_cls: 0.5885, decode.d8.loss_mask: 0.6651, decode.d8.loss_dice: 1.0013, loss: 25.3674, grad_norm: 118.4976 2023-11-26 19:26:39,189 - mmseg - INFO - Iter [69500/160000] lr: 2.158e-06, eta: 9:32:12, time: 0.413, data_time: 0.053, memory: 36416, decode.loss_cls: 0.6384, decode.loss_mask: 0.6667, decode.loss_dice: 1.0186, decode.d0.loss_cls: 2.5754, decode.d0.loss_mask: 0.7284, decode.d0.loss_dice: 1.2154, decode.d1.loss_cls: 0.8193, decode.d1.loss_mask: 0.7093, decode.d1.loss_dice: 1.1163, decode.d2.loss_cls: 0.7269, decode.d2.loss_mask: 0.6890, decode.d2.loss_dice: 1.0590, decode.d3.loss_cls: 0.6814, decode.d3.loss_mask: 0.6791, decode.d3.loss_dice: 1.0292, decode.d4.loss_cls: 0.6609, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 1.0360, decode.d5.loss_cls: 0.6571, decode.d5.loss_mask: 0.6737, decode.d5.loss_dice: 1.0303, decode.d6.loss_cls: 0.6587, decode.d6.loss_mask: 0.6744, decode.d6.loss_dice: 1.0174, decode.d7.loss_cls: 0.6498, decode.d7.loss_mask: 0.6715, decode.d7.loss_dice: 1.0187, decode.d8.loss_cls: 0.6393, decode.d8.loss_mask: 0.6703, decode.d8.loss_dice: 1.0218, loss: 26.1099, grad_norm: 123.5769 2023-11-26 19:26:57,526 - mmseg - INFO - Iter [69550/160000] lr: 2.157e-06, eta: 9:31:52, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5938, decode.loss_mask: 0.6776, decode.loss_dice: 0.9979, decode.d0.loss_cls: 2.5234, decode.d0.loss_mask: 0.7405, decode.d0.loss_dice: 1.1899, decode.d1.loss_cls: 0.7935, decode.d1.loss_mask: 0.7134, decode.d1.loss_dice: 1.0801, decode.d2.loss_cls: 0.6818, decode.d2.loss_mask: 0.6936, decode.d2.loss_dice: 1.0365, decode.d3.loss_cls: 0.6395, decode.d3.loss_mask: 0.6877, decode.d3.loss_dice: 1.0066, decode.d4.loss_cls: 0.6237, decode.d4.loss_mask: 0.6798, decode.d4.loss_dice: 1.0110, decode.d5.loss_cls: 0.6192, decode.d5.loss_mask: 0.6807, decode.d5.loss_dice: 1.0069, decode.d6.loss_cls: 0.6131, decode.d6.loss_mask: 0.6777, decode.d6.loss_dice: 0.9936, decode.d7.loss_cls: 0.6112, decode.d7.loss_mask: 0.6760, decode.d7.loss_dice: 0.9980, decode.d8.loss_cls: 0.5970, decode.d8.loss_mask: 0.6783, decode.d8.loss_dice: 0.9977, loss: 25.5197, grad_norm: 140.1434 2023-11-26 19:27:15,821 - mmseg - INFO - Iter [69600/160000] lr: 2.156e-06, eta: 9:31:33, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5962, decode.loss_mask: 0.6543, decode.loss_dice: 0.9668, decode.d0.loss_cls: 2.5539, decode.d0.loss_mask: 0.7267, decode.d0.loss_dice: 1.1721, decode.d1.loss_cls: 0.7881, decode.d1.loss_mask: 0.6968, decode.d1.loss_dice: 1.0641, decode.d2.loss_cls: 0.6801, decode.d2.loss_mask: 0.6750, decode.d2.loss_dice: 1.0171, decode.d3.loss_cls: 0.6460, decode.d3.loss_mask: 0.6647, decode.d3.loss_dice: 0.9929, decode.d4.loss_cls: 0.6397, decode.d4.loss_mask: 0.6667, decode.d4.loss_dice: 0.9901, decode.d5.loss_cls: 0.6191, decode.d5.loss_mask: 0.6608, decode.d5.loss_dice: 0.9848, decode.d6.loss_cls: 0.6149, decode.d6.loss_mask: 0.6588, decode.d6.loss_dice: 0.9722, decode.d7.loss_cls: 0.6071, decode.d7.loss_mask: 0.6556, decode.d7.loss_dice: 0.9720, decode.d8.loss_cls: 0.5987, decode.d8.loss_mask: 0.6569, decode.d8.loss_dice: 0.9707, loss: 25.1629, grad_norm: 116.2964 2023-11-26 19:27:34,067 - mmseg - INFO - Iter [69650/160000] lr: 2.154e-06, eta: 9:31:13, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5884, decode.loss_mask: 0.6566, decode.loss_dice: 0.9994, decode.d0.loss_cls: 2.5579, decode.d0.loss_mask: 0.7110, decode.d0.loss_dice: 1.1761, decode.d1.loss_cls: 0.7688, decode.d1.loss_mask: 0.6875, decode.d1.loss_dice: 1.0788, decode.d2.loss_cls: 0.6785, decode.d2.loss_mask: 0.6747, decode.d2.loss_dice: 1.0414, decode.d3.loss_cls: 0.6435, decode.d3.loss_mask: 0.6626, decode.d3.loss_dice: 1.0140, decode.d4.loss_cls: 0.6176, decode.d4.loss_mask: 0.6629, decode.d4.loss_dice: 1.0092, decode.d5.loss_cls: 0.6070, decode.d5.loss_mask: 0.6573, decode.d5.loss_dice: 1.0092, decode.d6.loss_cls: 0.6033, decode.d6.loss_mask: 0.6570, decode.d6.loss_dice: 0.9980, decode.d7.loss_cls: 0.5916, decode.d7.loss_mask: 0.6592, decode.d7.loss_dice: 0.9980, decode.d8.loss_cls: 0.5860, decode.d8.loss_mask: 0.6587, decode.d8.loss_dice: 0.9981, loss: 25.2521, grad_norm: 129.3792 2023-11-26 19:27:52,462 - mmseg - INFO - Iter [69700/160000] lr: 2.153e-06, eta: 9:30:53, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5920, decode.loss_mask: 0.6568, decode.loss_dice: 0.9713, decode.d0.loss_cls: 2.5683, decode.d0.loss_mask: 0.7127, decode.d0.loss_dice: 1.1465, decode.d1.loss_cls: 0.7578, decode.d1.loss_mask: 0.6958, decode.d1.loss_dice: 1.0508, decode.d2.loss_cls: 0.6786, decode.d2.loss_mask: 0.6713, decode.d2.loss_dice: 1.0077, decode.d3.loss_cls: 0.6433, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 0.9763, decode.d4.loss_cls: 0.6220, decode.d4.loss_mask: 0.6615, decode.d4.loss_dice: 0.9783, decode.d5.loss_cls: 0.6152, decode.d5.loss_mask: 0.6594, decode.d5.loss_dice: 0.9733, decode.d6.loss_cls: 0.6022, decode.d6.loss_mask: 0.6565, decode.d6.loss_dice: 0.9610, decode.d7.loss_cls: 0.5889, decode.d7.loss_mask: 0.6555, decode.d7.loss_dice: 0.9698, decode.d8.loss_cls: 0.5923, decode.d8.loss_mask: 0.6557, decode.d8.loss_dice: 0.9657, loss: 24.9466, grad_norm: 123.4842 2023-11-26 19:28:10,694 - mmseg - INFO - Iter [69750/160000] lr: 2.152e-06, eta: 9:30:33, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5562, decode.loss_mask: 0.6467, decode.loss_dice: 0.9805, decode.d0.loss_cls: 2.4967, decode.d0.loss_mask: 0.7069, decode.d0.loss_dice: 1.1656, decode.d1.loss_cls: 0.7216, decode.d1.loss_mask: 0.6839, decode.d1.loss_dice: 1.0675, decode.d2.loss_cls: 0.6361, decode.d2.loss_mask: 0.6639, decode.d2.loss_dice: 1.0259, decode.d3.loss_cls: 0.6005, decode.d3.loss_mask: 0.6543, decode.d3.loss_dice: 0.9967, decode.d4.loss_cls: 0.5814, decode.d4.loss_mask: 0.6537, decode.d4.loss_dice: 0.9995, decode.d5.loss_cls: 0.5731, decode.d5.loss_mask: 0.6529, decode.d5.loss_dice: 0.9963, decode.d6.loss_cls: 0.5665, decode.d6.loss_mask: 0.6472, decode.d6.loss_dice: 0.9792, decode.d7.loss_cls: 0.5595, decode.d7.loss_mask: 0.6463, decode.d7.loss_dice: 0.9806, decode.d8.loss_cls: 0.5502, decode.d8.loss_mask: 0.6483, decode.d8.loss_dice: 0.9867, loss: 24.6241, grad_norm: 127.4008 2023-11-26 19:28:29,072 - mmseg - INFO - Iter [69800/160000] lr: 2.151e-06, eta: 9:30:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6268, decode.loss_mask: 0.6491, decode.loss_dice: 0.9859, decode.d0.loss_cls: 2.5599, decode.d0.loss_mask: 0.7161, decode.d0.loss_dice: 1.1741, decode.d1.loss_cls: 0.8038, decode.d1.loss_mask: 0.6922, decode.d1.loss_dice: 1.0787, decode.d2.loss_cls: 0.7043, decode.d2.loss_mask: 0.6666, decode.d2.loss_dice: 1.0326, decode.d3.loss_cls: 0.6700, decode.d3.loss_mask: 0.6577, decode.d3.loss_dice: 1.0125, decode.d4.loss_cls: 0.6490, decode.d4.loss_mask: 0.6555, decode.d4.loss_dice: 1.0046, decode.d5.loss_cls: 0.6370, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 1.0028, decode.d6.loss_cls: 0.6360, decode.d6.loss_mask: 0.6493, decode.d6.loss_dice: 0.9885, decode.d7.loss_cls: 0.6232, decode.d7.loss_mask: 0.6470, decode.d7.loss_dice: 0.9909, decode.d8.loss_cls: 0.6239, decode.d8.loss_mask: 0.6491, decode.d8.loss_dice: 0.9911, loss: 25.4314, grad_norm: 117.2261 2023-11-26 19:28:47,696 - mmseg - INFO - Iter [69850/160000] lr: 2.150e-06, eta: 9:29:54, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6077, decode.loss_mask: 0.6529, decode.loss_dice: 1.0136, decode.d0.loss_cls: 2.5537, decode.d0.loss_mask: 0.7117, decode.d0.loss_dice: 1.2023, decode.d1.loss_cls: 0.8031, decode.d1.loss_mask: 0.6868, decode.d1.loss_dice: 1.1074, decode.d2.loss_cls: 0.7001, decode.d2.loss_mask: 0.6742, decode.d2.loss_dice: 1.0603, decode.d3.loss_cls: 0.6589, decode.d3.loss_mask: 0.6653, decode.d3.loss_dice: 1.0238, decode.d4.loss_cls: 0.6373, decode.d4.loss_mask: 0.6621, decode.d4.loss_dice: 1.0250, decode.d5.loss_cls: 0.6254, decode.d5.loss_mask: 0.6634, decode.d5.loss_dice: 1.0270, decode.d6.loss_cls: 0.6126, decode.d6.loss_mask: 0.6581, decode.d6.loss_dice: 1.0138, decode.d7.loss_cls: 0.6083, decode.d7.loss_mask: 0.6561, decode.d7.loss_dice: 1.0153, decode.d8.loss_cls: 0.5979, decode.d8.loss_mask: 0.6562, decode.d8.loss_dice: 1.0148, loss: 25.5950, grad_norm: 121.4991 2023-11-26 19:29:06,259 - mmseg - INFO - Iter [69900/160000] lr: 2.148e-06, eta: 9:29:34, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5903, decode.loss_mask: 0.6578, decode.loss_dice: 0.9980, decode.d0.loss_cls: 2.5551, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.1979, decode.d1.loss_cls: 0.7813, decode.d1.loss_mask: 0.6953, decode.d1.loss_dice: 1.0961, decode.d2.loss_cls: 0.6792, decode.d2.loss_mask: 0.6748, decode.d2.loss_dice: 1.0442, decode.d3.loss_cls: 0.6421, decode.d3.loss_mask: 0.6652, decode.d3.loss_dice: 1.0069, decode.d4.loss_cls: 0.6262, decode.d4.loss_mask: 0.6647, decode.d4.loss_dice: 1.0101, decode.d5.loss_cls: 0.5996, decode.d5.loss_mask: 0.6645, decode.d5.loss_dice: 1.0132, decode.d6.loss_cls: 0.6101, decode.d6.loss_mask: 0.6649, decode.d6.loss_dice: 0.9929, decode.d7.loss_cls: 0.6005, decode.d7.loss_mask: 0.6599, decode.d7.loss_dice: 0.9970, decode.d8.loss_cls: 0.5897, decode.d8.loss_mask: 0.6584, decode.d8.loss_dice: 0.9984, loss: 25.3604, grad_norm: 142.3591 2023-11-26 19:29:24,672 - mmseg - INFO - Iter [69950/160000] lr: 2.147e-06, eta: 9:29:15, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5244, decode.loss_mask: 0.6722, decode.loss_dice: 0.9899, decode.d0.loss_cls: 2.3982, decode.d0.loss_mask: 0.7295, decode.d0.loss_dice: 1.1760, decode.d1.loss_cls: 0.6978, decode.d1.loss_mask: 0.7072, decode.d1.loss_dice: 1.0842, decode.d2.loss_cls: 0.6010, decode.d2.loss_mask: 0.6940, decode.d2.loss_dice: 1.0349, decode.d3.loss_cls: 0.5627, decode.d3.loss_mask: 0.6890, decode.d3.loss_dice: 1.0068, decode.d4.loss_cls: 0.5568, decode.d4.loss_mask: 0.6857, decode.d4.loss_dice: 1.0063, decode.d5.loss_cls: 0.5424, decode.d5.loss_mask: 0.6797, decode.d5.loss_dice: 1.0113, decode.d6.loss_cls: 0.5374, decode.d6.loss_mask: 0.6772, decode.d6.loss_dice: 0.9934, decode.d7.loss_cls: 0.5302, decode.d7.loss_mask: 0.6719, decode.d7.loss_dice: 0.9944, decode.d8.loss_cls: 0.5279, decode.d8.loss_mask: 0.6767, decode.d8.loss_dice: 0.9926, loss: 24.6517, grad_norm: 131.0663 2023-11-26 19:29:42,973 - mmseg - INFO - Saving checkpoint at 70000 iterations 2023-11-26 19:29:44,651 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:29:44,651 - mmseg - INFO - Iter [70000/160000] lr: 2.146e-06, eta: 9:28:57, time: 0.400, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6307, decode.loss_mask: 0.6703, decode.loss_dice: 1.0110, decode.d0.loss_cls: 2.5831, decode.d0.loss_mask: 0.7310, decode.d0.loss_dice: 1.2148, decode.d1.loss_cls: 0.8143, decode.d1.loss_mask: 0.7016, decode.d1.loss_dice: 1.1005, decode.d2.loss_cls: 0.7163, decode.d2.loss_mask: 0.6842, decode.d2.loss_dice: 1.0532, decode.d3.loss_cls: 0.6892, decode.d3.loss_mask: 0.6749, decode.d3.loss_dice: 1.0219, decode.d4.loss_cls: 0.6643, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 1.0227, decode.d5.loss_cls: 0.6556, decode.d5.loss_mask: 0.6727, decode.d5.loss_dice: 1.0270, decode.d6.loss_cls: 0.6454, decode.d6.loss_mask: 0.6713, decode.d6.loss_dice: 1.0126, decode.d7.loss_cls: 0.6400, decode.d7.loss_mask: 0.6685, decode.d7.loss_dice: 1.0139, decode.d8.loss_cls: 0.6352, decode.d8.loss_mask: 0.6712, decode.d8.loss_dice: 1.0162, loss: 25.9883, grad_norm: 120.6277 2023-11-26 19:30:01,563 - mmseg - INFO - per class results: 2023-11-26 19:30:01,568 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.6 | 84.97 | | building | 82.54 | 90.41 | | sky | 94.82 | 97.08 | | floor | 83.35 | 90.49 | | tree | 75.69 | 87.1 | | ceiling | 83.33 | 92.03 | | road | 85.68 | 90.2 | | bed | 90.32 | 95.13 | | windowpane | 60.16 | 79.06 | | grass | 67.27 | 85.15 | | cabinet | 58.79 | 69.6 | | sidewalk | 69.91 | 84.88 | | person | 83.74 | 91.46 | | earth | 35.35 | 44.49 | | door | 51.38 | 79.57 | | table | 61.25 | 78.83 | | mountain | 65.61 | 76.92 | | plant | 52.18 | 69.19 | | curtain | 75.68 | 87.92 | | chair | 60.88 | 74.29 | | car | 86.59 | 93.8 | | water | 48.01 | 66.01 | | painting | 66.07 | 89.01 | | sofa | 70.45 | 85.06 | | shelf | 41.03 | 61.74 | | house | 43.54 | 65.18 | | sea | 49.18 | 77.1 | | mirror | 67.51 | 85.33 | | rug | 66.1 | 78.39 | | field | 31.24 | 48.72 | | armchair | 47.97 | 65.56 | | seat | 63.67 | 85.52 | | fence | 45.78 | 65.6 | | desk | 50.76 | 76.37 | | rock | 54.8 | 80.22 | | wardrobe | 48.21 | 73.82 | | lamp | 68.41 | 81.09 | | bathtub | 78.58 | 85.64 | | railing | 33.16 | 50.39 | | cushion | 65.44 | 77.77 | | base | 32.59 | 44.37 | | box | 23.95 | 37.98 | | column | 45.37 | 62.19 | | signboard | 35.57 | 56.89 | | chest of drawers | 43.05 | 72.11 | | counter | 37.41 | 52.09 | | sand | 32.3 | 47.32 | | sink | 67.17 | 83.01 | | skyscraper | 48.67 | 56.69 | | fireplace | 75.28 | 90.17 | | refrigerator | 76.97 | 91.18 | | grandstand | 42.06 | 72.11 | | path | 25.92 | 42.33 | | stairs | 35.3 | 44.19 | | runway | 76.5 | 97.21 | | case | 44.55 | 62.24 | | pool table | 95.03 | 97.21 | | pillow | 62.96 | 73.18 | | screen door | 55.22 | 67.57 | | stairway | 35.76 | 41.98 | | river | 15.29 | 22.68 | | bridge | 76.34 | 87.38 | | bookcase | 35.77 | 55.97 | | blind | 39.34 | 40.67 | | coffee table | 61.16 | 81.24 | | toilet | 88.01 | 91.18 | | flower | 42.22 | 62.17 | | book | 49.2 | 72.68 | | hill | 6.92 | 13.19 | | bench | 44.72 | 60.08 | | countertop | 52.94 | 81.33 | | stove | 80.81 | 86.05 | | palm | 47.39 | 71.19 | | kitchen island | 45.27 | 87.06 | | computer | 75.9 | 86.9 | | swivel chair | 52.69 | 69.86 | | boat | 68.18 | 84.01 | | bar | 45.38 | 54.31 | | arcade machine | 15.69 | 17.92 | | hovel | 9.88 | 16.04 | | bus | 86.65 | 94.64 | | towel | 65.35 | 89.35 | | light | 60.63 | 79.93 | | truck | 38.42 | 51.59 | | tower | 25.87 | 54.25 | | chandelier | 67.79 | 83.05 | | awning | 31.29 | 49.16 | | streetlight | 31.87 | 54.47 | | booth | 30.21 | 41.85 | | television receiver | 76.8 | 84.82 | | airplane | 60.56 | 70.6 | | dirt track | 6.59 | 32.62 | | apparel | 23.3 | 38.65 | | pole | 22.61 | 36.67 | | land | 2.44 | 5.76 | | bannister | 13.86 | 26.41 | | escalator | 21.44 | 22.65 | | ottoman | 51.98 | 71.96 | | bottle | 23.52 | 32.79 | | buffet | 45.12 | 59.81 | | poster | 29.48 | 54.44 | | stage | 18.36 | 30.08 | | van | 51.18 | 67.95 | | ship | 10.38 | 10.79 | | fountain | 25.61 | 28.0 | | conveyer belt | 49.44 | 63.34 | | canopy | 26.52 | 39.39 | | washer | 72.23 | 77.94 | | plaything | 26.02 | 35.3 | | swimming pool | 58.29 | 71.39 | | stool | 46.83 | 70.72 | | barrel | 66.4 | 74.41 | | basket | 36.64 | 60.67 | | waterfall | 56.93 | 87.73 | | tent | 94.68 | 97.66 | | bag | 18.6 | 27.24 | | minibike | 69.25 | 88.01 | | cradle | 85.64 | 97.72 | | oven | 55.31 | 69.5 | | ball | 25.2 | 29.63 | | food | 66.03 | 79.79 | | step | 9.78 | 21.66 | | tank | 39.51 | 42.58 | | trade name | 34.62 | 50.18 | | microwave | 81.12 | 90.24 | | pot | 37.13 | 45.36 | | animal | 61.59 | 63.58 | | bicycle | 58.13 | 84.61 | | lake | 0.02 | 0.02 | | dishwasher | 75.65 | 85.32 | | screen | 59.21 | 90.73 | | blanket | 39.72 | 47.35 | | sculpture | 56.5 | 75.59 | | hood | 71.19 | 78.46 | | sconce | 51.76 | 68.2 | | vase | 47.79 | 66.24 | | traffic light | 37.65 | 67.0 | | tray | 16.98 | 29.07 | | ashcan | 42.87 | 69.68 | | fan | 63.47 | 83.6 | | pier | 14.08 | 54.23 | | crt screen | 16.1 | 36.18 | | plate | 57.25 | 76.43 | | monitor | 16.64 | 19.12 | | bulletin board | 45.6 | 62.81 | | shower | 19.03 | 22.21 | | radiator | 63.33 | 73.79 | | glass | 21.69 | 25.39 | | clock | 38.86 | 62.53 | | flag | 47.69 | 54.65 | +---------------------+-------+-------+ 2023-11-26 19:30:01,568 - mmseg - INFO - Summary: 2023-11-26 19:30:01,568 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.16 | 49.91 | 64.43 | +-------+-------+-------+ 2023-11-26 19:30:01,569 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:30:01,569 - mmseg - INFO - Iter(val) [250] aAcc: 0.8316, mIoU: 0.4991, mAcc: 0.6443, IoU.wall: 0.7760, IoU.building: 0.8254, IoU.sky: 0.9482, IoU.floor: 0.8335, IoU.tree: 0.7569, IoU.ceiling: 0.8333, IoU.road: 0.8568, IoU.bed : 0.9032, IoU.windowpane: 0.6016, IoU.grass: 0.6727, IoU.cabinet: 0.5879, IoU.sidewalk: 0.6991, IoU.person: 0.8374, IoU.earth: 0.3535, IoU.door: 0.5138, IoU.table: 0.6125, IoU.mountain: 0.6561, IoU.plant: 0.5218, IoU.curtain: 0.7568, IoU.chair: 0.6088, IoU.car: 0.8659, IoU.water: 0.4801, IoU.painting: 0.6607, IoU.sofa: 0.7045, IoU.shelf: 0.4103, IoU.house: 0.4354, IoU.sea: 0.4918, IoU.mirror: 0.6751, IoU.rug: 0.6610, IoU.field: 0.3124, IoU.armchair: 0.4797, IoU.seat: 0.6367, IoU.fence: 0.4578, IoU.desk: 0.5076, IoU.rock: 0.5480, IoU.wardrobe: 0.4821, IoU.lamp: 0.6841, IoU.bathtub: 0.7858, IoU.railing: 0.3316, IoU.cushion: 0.6544, IoU.base: 0.3259, IoU.box: 0.2395, IoU.column: 0.4537, IoU.signboard: 0.3557, IoU.chest of drawers: 0.4305, IoU.counter: 0.3741, IoU.sand: 0.3230, IoU.sink: 0.6717, IoU.skyscraper: 0.4867, IoU.fireplace: 0.7528, IoU.refrigerator: 0.7697, IoU.grandstand: 0.4206, IoU.path: 0.2592, IoU.stairs: 0.3530, IoU.runway: 0.7650, IoU.case: 0.4455, IoU.pool table: 0.9503, IoU.pillow: 0.6296, IoU.screen door: 0.5522, IoU.stairway: 0.3576, IoU.river: 0.1529, IoU.bridge: 0.7634, IoU.bookcase: 0.3577, IoU.blind: 0.3934, IoU.coffee table: 0.6116, IoU.toilet: 0.8801, IoU.flower: 0.4222, IoU.book: 0.4920, IoU.hill: 0.0692, IoU.bench: 0.4472, IoU.countertop: 0.5294, IoU.stove: 0.8081, IoU.palm: 0.4739, IoU.kitchen island: 0.4527, IoU.computer: 0.7590, IoU.swivel chair: 0.5269, IoU.boat: 0.6818, IoU.bar: 0.4538, IoU.arcade machine: 0.1569, IoU.hovel: 0.0988, IoU.bus: 0.8665, IoU.towel: 0.6535, IoU.light: 0.6063, IoU.truck: 0.3842, IoU.tower: 0.2587, IoU.chandelier: 0.6779, IoU.awning: 0.3129, IoU.streetlight: 0.3187, IoU.booth: 0.3021, IoU.television receiver: 0.7680, IoU.airplane: 0.6056, IoU.dirt track: 0.0659, IoU.apparel: 0.2330, IoU.pole: 0.2261, IoU.land: 0.0244, IoU.bannister: 0.1386, IoU.escalator: 0.2144, IoU.ottoman: 0.5198, IoU.bottle: 0.2352, IoU.buffet: 0.4512, IoU.poster: 0.2948, IoU.stage: 0.1836, IoU.van: 0.5118, IoU.ship: 0.1038, IoU.fountain: 0.2561, IoU.conveyer belt: 0.4944, IoU.canopy: 0.2652, IoU.washer: 0.7223, IoU.plaything: 0.2602, IoU.swimming pool: 0.5829, IoU.stool: 0.4683, IoU.barrel: 0.6640, IoU.basket: 0.3664, IoU.waterfall: 0.5693, IoU.tent: 0.9468, IoU.bag: 0.1860, IoU.minibike: 0.6925, IoU.cradle: 0.8564, IoU.oven: 0.5531, IoU.ball: 0.2520, IoU.food: 0.6603, IoU.step: 0.0978, IoU.tank: 0.3951, IoU.trade name: 0.3462, IoU.microwave: 0.8112, IoU.pot: 0.3713, IoU.animal: 0.6159, IoU.bicycle: 0.5813, IoU.lake: 0.0002, IoU.dishwasher: 0.7565, IoU.screen: 0.5921, IoU.blanket: 0.3972, IoU.sculpture: 0.5650, IoU.hood: 0.7119, IoU.sconce: 0.5176, IoU.vase: 0.4779, IoU.traffic light: 0.3765, IoU.tray: 0.1698, IoU.ashcan: 0.4287, IoU.fan: 0.6347, IoU.pier: 0.1408, IoU.crt screen: 0.1610, IoU.plate: 0.5725, IoU.monitor: 0.1664, IoU.bulletin board: 0.4560, IoU.shower: 0.1903, IoU.radiator: 0.6333, IoU.glass: 0.2169, IoU.clock: 0.3886, IoU.flag: 0.4769, Acc.wall: 0.8497, Acc.building: 0.9041, Acc.sky: 0.9708, Acc.floor: 0.9049, Acc.tree: 0.8710, Acc.ceiling: 0.9203, Acc.road: 0.9020, Acc.bed : 0.9513, Acc.windowpane: 0.7906, Acc.grass: 0.8515, Acc.cabinet: 0.6960, Acc.sidewalk: 0.8488, Acc.person: 0.9146, Acc.earth: 0.4449, Acc.door: 0.7957, Acc.table: 0.7883, Acc.mountain: 0.7692, Acc.plant: 0.6919, Acc.curtain: 0.8792, Acc.chair: 0.7429, Acc.car: 0.9380, Acc.water: 0.6601, Acc.painting: 0.8901, Acc.sofa: 0.8506, Acc.shelf: 0.6174, Acc.house: 0.6518, Acc.sea: 0.7710, Acc.mirror: 0.8533, Acc.rug: 0.7839, Acc.field: 0.4872, Acc.armchair: 0.6556, Acc.seat: 0.8552, Acc.fence: 0.6560, Acc.desk: 0.7637, Acc.rock: 0.8022, Acc.wardrobe: 0.7382, Acc.lamp: 0.8109, Acc.bathtub: 0.8564, Acc.railing: 0.5039, Acc.cushion: 0.7777, Acc.base: 0.4437, Acc.box: 0.3798, Acc.column: 0.6219, Acc.signboard: 0.5689, Acc.chest of drawers: 0.7211, Acc.counter: 0.5209, Acc.sand: 0.4732, Acc.sink: 0.8301, Acc.skyscraper: 0.5669, Acc.fireplace: 0.9017, Acc.refrigerator: 0.9118, Acc.grandstand: 0.7211, Acc.path: 0.4233, Acc.stairs: 0.4419, Acc.runway: 0.9721, Acc.case: 0.6224, Acc.pool table: 0.9721, Acc.pillow: 0.7318, Acc.screen door: 0.6757, Acc.stairway: 0.4198, Acc.river: 0.2268, Acc.bridge: 0.8738, Acc.bookcase: 0.5597, Acc.blind: 0.4067, Acc.coffee table: 0.8124, Acc.toilet: 0.9118, Acc.flower: 0.6217, Acc.book: 0.7268, Acc.hill: 0.1319, Acc.bench: 0.6008, Acc.countertop: 0.8133, Acc.stove: 0.8605, Acc.palm: 0.7119, Acc.kitchen island: 0.8706, Acc.computer: 0.8690, Acc.swivel chair: 0.6986, Acc.boat: 0.8401, Acc.bar: 0.5431, Acc.arcade machine: 0.1792, Acc.hovel: 0.1604, Acc.bus: 0.9464, Acc.towel: 0.8935, Acc.light: 0.7993, Acc.truck: 0.5159, Acc.tower: 0.5425, Acc.chandelier: 0.8305, Acc.awning: 0.4916, Acc.streetlight: 0.5447, Acc.booth: 0.4185, Acc.television receiver: 0.8482, Acc.airplane: 0.7060, Acc.dirt track: 0.3262, Acc.apparel: 0.3865, Acc.pole: 0.3667, Acc.land: 0.0576, Acc.bannister: 0.2641, Acc.escalator: 0.2265, Acc.ottoman: 0.7196, Acc.bottle: 0.3279, Acc.buffet: 0.5981, Acc.poster: 0.5444, Acc.stage: 0.3008, Acc.van: 0.6795, Acc.ship: 0.1079, Acc.fountain: 0.2800, Acc.conveyer belt: 0.6334, Acc.canopy: 0.3939, Acc.washer: 0.7794, Acc.plaything: 0.3530, Acc.swimming pool: 0.7139, Acc.stool: 0.7072, Acc.barrel: 0.7441, Acc.basket: 0.6067, Acc.waterfall: 0.8773, Acc.tent: 0.9766, Acc.bag: 0.2724, Acc.minibike: 0.8801, Acc.cradle: 0.9772, Acc.oven: 0.6950, Acc.ball: 0.2963, Acc.food: 0.7979, Acc.step: 0.2166, Acc.tank: 0.4258, Acc.trade name: 0.5018, Acc.microwave: 0.9024, Acc.pot: 0.4536, Acc.animal: 0.6358, Acc.bicycle: 0.8461, Acc.lake: 0.0002, Acc.dishwasher: 0.8532, Acc.screen: 0.9073, Acc.blanket: 0.4735, Acc.sculpture: 0.7559, Acc.hood: 0.7846, Acc.sconce: 0.6820, Acc.vase: 0.6624, Acc.traffic light: 0.6700, Acc.tray: 0.2907, Acc.ashcan: 0.6968, Acc.fan: 0.8360, Acc.pier: 0.5423, Acc.crt screen: 0.3618, Acc.plate: 0.7643, Acc.monitor: 0.1912, Acc.bulletin board: 0.6281, Acc.shower: 0.2221, Acc.radiator: 0.7379, Acc.glass: 0.2539, Acc.clock: 0.6253, Acc.flag: 0.5465 2023-11-26 19:30:20,225 - mmseg - INFO - Iter [70050/160000] lr: 2.145e-06, eta: 9:29:00, time: 0.711, data_time: 0.348, memory: 36416, decode.loss_cls: 0.5858, decode.loss_mask: 0.6774, decode.loss_dice: 0.9903, decode.d0.loss_cls: 2.5001, decode.d0.loss_mask: 0.7358, decode.d0.loss_dice: 1.1922, decode.d1.loss_cls: 0.7513, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.0851, decode.d2.loss_cls: 0.6732, decode.d2.loss_mask: 0.6966, decode.d2.loss_dice: 1.0327, decode.d3.loss_cls: 0.6386, decode.d3.loss_mask: 0.6845, decode.d3.loss_dice: 1.0014, decode.d4.loss_cls: 0.6280, decode.d4.loss_mask: 0.6800, decode.d4.loss_dice: 1.0030, decode.d5.loss_cls: 0.6092, decode.d5.loss_mask: 0.6847, decode.d5.loss_dice: 1.0016, decode.d6.loss_cls: 0.6035, decode.d6.loss_mask: 0.6782, decode.d6.loss_dice: 0.9933, decode.d7.loss_cls: 0.5903, decode.d7.loss_mask: 0.6797, decode.d7.loss_dice: 0.9869, decode.d8.loss_cls: 0.5831, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 0.9913, loss: 25.3518, grad_norm: 125.6013 2023-11-26 19:30:40,840 - mmseg - INFO - Iter [70100/160000] lr: 2.144e-06, eta: 9:28:43, time: 0.412, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5965, decode.loss_mask: 0.6534, decode.loss_dice: 0.9782, decode.d0.loss_cls: 2.4680, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1757, decode.d1.loss_cls: 0.7696, decode.d1.loss_mask: 0.6906, decode.d1.loss_dice: 1.0822, decode.d2.loss_cls: 0.6685, decode.d2.loss_mask: 0.6746, decode.d2.loss_dice: 1.0265, decode.d3.loss_cls: 0.6332, decode.d3.loss_mask: 0.6694, decode.d3.loss_dice: 1.0001, decode.d4.loss_cls: 0.6171, decode.d4.loss_mask: 0.6632, decode.d4.loss_dice: 0.9938, decode.d5.loss_cls: 0.6076, decode.d5.loss_mask: 0.6597, decode.d5.loss_dice: 0.9917, decode.d6.loss_cls: 0.6019, decode.d6.loss_mask: 0.6552, decode.d6.loss_dice: 0.9821, decode.d7.loss_cls: 0.5990, decode.d7.loss_mask: 0.6541, decode.d7.loss_dice: 0.9822, decode.d8.loss_cls: 0.5935, decode.d8.loss_mask: 0.6544, decode.d8.loss_dice: 0.9808, loss: 25.0390, grad_norm: 124.4804 2023-11-26 19:31:01,405 - mmseg - INFO - Iter [70150/160000] lr: 2.142e-06, eta: 9:28:26, time: 0.411, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5580, decode.loss_mask: 0.6797, decode.loss_dice: 0.9926, decode.d0.loss_cls: 2.4507, decode.d0.loss_mask: 0.7528, decode.d0.loss_dice: 1.1847, decode.d1.loss_cls: 0.7380, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.0894, decode.d2.loss_cls: 0.6431, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0357, decode.d3.loss_cls: 0.6084, decode.d3.loss_mask: 0.6844, decode.d3.loss_dice: 1.0055, decode.d4.loss_cls: 0.5939, decode.d4.loss_mask: 0.6801, decode.d4.loss_dice: 0.9989, decode.d5.loss_cls: 0.5765, decode.d5.loss_mask: 0.6820, decode.d5.loss_dice: 0.9996, decode.d6.loss_cls: 0.5754, decode.d6.loss_mask: 0.6817, decode.d6.loss_dice: 0.9963, decode.d7.loss_cls: 0.5668, decode.d7.loss_mask: 0.6799, decode.d7.loss_dice: 0.9936, decode.d8.loss_cls: 0.5533, decode.d8.loss_mask: 0.6820, decode.d8.loss_dice: 0.9928, loss: 25.0947, grad_norm: 121.9732 2023-11-26 19:31:22,217 - mmseg - INFO - Iter [70200/160000] lr: 2.141e-06, eta: 9:28:09, time: 0.416, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5988, decode.loss_mask: 0.6596, decode.loss_dice: 0.9869, decode.d0.loss_cls: 2.5690, decode.d0.loss_mask: 0.7131, decode.d0.loss_dice: 1.1888, decode.d1.loss_cls: 0.7993, decode.d1.loss_mask: 0.6899, decode.d1.loss_dice: 1.0813, decode.d2.loss_cls: 0.6916, decode.d2.loss_mask: 0.6752, decode.d2.loss_dice: 1.0313, decode.d3.loss_cls: 0.6497, decode.d3.loss_mask: 0.6681, decode.d3.loss_dice: 1.0027, decode.d4.loss_cls: 0.6373, decode.d4.loss_mask: 0.6641, decode.d4.loss_dice: 0.9982, decode.d5.loss_cls: 0.6181, decode.d5.loss_mask: 0.6629, decode.d5.loss_dice: 1.0059, decode.d6.loss_cls: 0.6147, decode.d6.loss_mask: 0.6595, decode.d6.loss_dice: 0.9861, decode.d7.loss_cls: 0.6013, decode.d7.loss_mask: 0.6645, decode.d7.loss_dice: 0.9880, decode.d8.loss_cls: 0.6010, decode.d8.loss_mask: 0.6628, decode.d8.loss_dice: 0.9921, loss: 25.3619, grad_norm: 132.5848 2023-11-26 19:31:40,908 - mmseg - INFO - Iter [70250/160000] lr: 2.140e-06, eta: 9:27:50, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5857, decode.loss_mask: 0.6496, decode.loss_dice: 0.9939, decode.d0.loss_cls: 2.5424, decode.d0.loss_mask: 0.7031, decode.d0.loss_dice: 1.1763, decode.d1.loss_cls: 0.7640, decode.d1.loss_mask: 0.6856, decode.d1.loss_dice: 1.0866, decode.d2.loss_cls: 0.6462, decode.d2.loss_mask: 0.6665, decode.d2.loss_dice: 1.0409, decode.d3.loss_cls: 0.6233, decode.d3.loss_mask: 0.6510, decode.d3.loss_dice: 1.0135, decode.d4.loss_cls: 0.5941, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 1.0102, decode.d5.loss_cls: 0.5880, decode.d5.loss_mask: 0.6538, decode.d5.loss_dice: 1.0126, decode.d6.loss_cls: 0.5824, decode.d6.loss_mask: 0.6513, decode.d6.loss_dice: 1.0020, decode.d7.loss_cls: 0.5764, decode.d7.loss_mask: 0.6505, decode.d7.loss_dice: 1.0017, decode.d8.loss_cls: 0.5788, decode.d8.loss_mask: 0.6503, decode.d8.loss_dice: 1.0028, loss: 25.0372, grad_norm: 121.9306 2023-11-26 19:31:59,373 - mmseg - INFO - Iter [70300/160000] lr: 2.139e-06, eta: 9:27:30, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5972, decode.loss_mask: 0.6555, decode.loss_dice: 1.0119, decode.d0.loss_cls: 2.5708, decode.d0.loss_mask: 0.7202, decode.d0.loss_dice: 1.2015, decode.d1.loss_cls: 0.7801, decode.d1.loss_mask: 0.6919, decode.d1.loss_dice: 1.0979, decode.d2.loss_cls: 0.6847, decode.d2.loss_mask: 0.6698, decode.d2.loss_dice: 1.0519, decode.d3.loss_cls: 0.6418, decode.d3.loss_mask: 0.6693, decode.d3.loss_dice: 1.0248, decode.d4.loss_cls: 0.6280, decode.d4.loss_mask: 0.6660, decode.d4.loss_dice: 1.0195, decode.d5.loss_cls: 0.6116, decode.d5.loss_mask: 0.6640, decode.d5.loss_dice: 1.0203, decode.d6.loss_cls: 0.6095, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 1.0092, decode.d7.loss_cls: 0.5968, decode.d7.loss_mask: 0.6619, decode.d7.loss_dice: 1.0120, decode.d8.loss_cls: 0.5985, decode.d8.loss_mask: 0.6582, decode.d8.loss_dice: 1.0131, loss: 25.4980, grad_norm: 125.6159 2023-11-26 19:32:17,737 - mmseg - INFO - Iter [70350/160000] lr: 2.138e-06, eta: 9:27:10, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5841, decode.loss_mask: 0.6766, decode.loss_dice: 0.9938, decode.d0.loss_cls: 2.5409, decode.d0.loss_mask: 0.7440, decode.d0.loss_dice: 1.1942, decode.d1.loss_cls: 0.7706, decode.d1.loss_mask: 0.7148, decode.d1.loss_dice: 1.0964, decode.d2.loss_cls: 0.6864, decode.d2.loss_mask: 0.6897, decode.d2.loss_dice: 1.0415, decode.d3.loss_cls: 0.6475, decode.d3.loss_mask: 0.6800, decode.d3.loss_dice: 1.0168, decode.d4.loss_cls: 0.6347, decode.d4.loss_mask: 0.6759, decode.d4.loss_dice: 1.0088, decode.d5.loss_cls: 0.6123, decode.d5.loss_mask: 0.6760, decode.d5.loss_dice: 1.0082, decode.d6.loss_cls: 0.6058, decode.d6.loss_mask: 0.6760, decode.d6.loss_dice: 0.9957, decode.d7.loss_cls: 0.5975, decode.d7.loss_mask: 0.6748, decode.d7.loss_dice: 0.9982, decode.d8.loss_cls: 0.5907, decode.d8.loss_mask: 0.6754, decode.d8.loss_dice: 0.9966, loss: 25.5041, grad_norm: 122.5810 2023-11-26 19:32:36,082 - mmseg - INFO - Iter [70400/160000] lr: 2.137e-06, eta: 9:26:51, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6235, decode.loss_mask: 0.6632, decode.loss_dice: 0.9788, decode.d0.loss_cls: 2.4911, decode.d0.loss_mask: 0.7289, decode.d0.loss_dice: 1.1792, decode.d1.loss_cls: 0.7984, decode.d1.loss_mask: 0.6973, decode.d1.loss_dice: 1.0697, decode.d2.loss_cls: 0.7002, decode.d2.loss_mask: 0.6834, decode.d2.loss_dice: 1.0305, decode.d3.loss_cls: 0.6641, decode.d3.loss_mask: 0.6703, decode.d3.loss_dice: 0.9988, decode.d4.loss_cls: 0.6384, decode.d4.loss_mask: 0.6670, decode.d4.loss_dice: 0.9952, decode.d5.loss_cls: 0.6357, decode.d5.loss_mask: 0.6645, decode.d5.loss_dice: 0.9952, decode.d6.loss_cls: 0.6289, decode.d6.loss_mask: 0.6646, decode.d6.loss_dice: 0.9777, decode.d7.loss_cls: 0.6292, decode.d7.loss_mask: 0.6623, decode.d7.loss_dice: 0.9816, decode.d8.loss_cls: 0.6184, decode.d8.loss_mask: 0.6631, decode.d8.loss_dice: 0.9853, loss: 25.3842, grad_norm: 116.2452 2023-11-26 19:32:54,291 - mmseg - INFO - Iter [70450/160000] lr: 2.135e-06, eta: 9:26:31, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6471, decode.loss_mask: 0.6492, decode.loss_dice: 0.9939, decode.d0.loss_cls: 2.6148, decode.d0.loss_mask: 0.7128, decode.d0.loss_dice: 1.1887, decode.d1.loss_cls: 0.8280, decode.d1.loss_mask: 0.6850, decode.d1.loss_dice: 1.0818, decode.d2.loss_cls: 0.7294, decode.d2.loss_mask: 0.6652, decode.d2.loss_dice: 1.0426, decode.d3.loss_cls: 0.6830, decode.d3.loss_mask: 0.6559, decode.d3.loss_dice: 1.0083, decode.d4.loss_cls: 0.6664, decode.d4.loss_mask: 0.6570, decode.d4.loss_dice: 1.0071, decode.d5.loss_cls: 0.6620, decode.d5.loss_mask: 0.6554, decode.d5.loss_dice: 1.0078, decode.d6.loss_cls: 0.6523, decode.d6.loss_mask: 0.6539, decode.d6.loss_dice: 0.9936, decode.d7.loss_cls: 0.6418, decode.d7.loss_mask: 0.6538, decode.d7.loss_dice: 0.9958, decode.d8.loss_cls: 0.6392, decode.d8.loss_mask: 0.6536, decode.d8.loss_dice: 1.0036, loss: 25.7289, grad_norm: 126.2790 2023-11-26 19:33:12,742 - mmseg - INFO - Iter [70500/160000] lr: 2.134e-06, eta: 9:26:11, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5644, decode.loss_mask: 0.6393, decode.loss_dice: 0.9875, decode.d0.loss_cls: 2.5386, decode.d0.loss_mask: 0.6951, decode.d0.loss_dice: 1.1783, decode.d1.loss_cls: 0.7354, decode.d1.loss_mask: 0.6720, decode.d1.loss_dice: 1.0828, decode.d2.loss_cls: 0.6533, decode.d2.loss_mask: 0.6553, decode.d2.loss_dice: 1.0229, decode.d3.loss_cls: 0.6233, decode.d3.loss_mask: 0.6463, decode.d3.loss_dice: 0.9948, decode.d4.loss_cls: 0.5969, decode.d4.loss_mask: 0.6464, decode.d4.loss_dice: 0.9961, decode.d5.loss_cls: 0.5891, decode.d5.loss_mask: 0.6454, decode.d5.loss_dice: 0.9956, decode.d6.loss_cls: 0.5790, decode.d6.loss_mask: 0.6434, decode.d6.loss_dice: 0.9851, decode.d7.loss_cls: 0.5738, decode.d7.loss_mask: 0.6437, decode.d7.loss_dice: 0.9876, decode.d8.loss_cls: 0.5653, decode.d8.loss_mask: 0.6422, decode.d8.loss_dice: 0.9883, loss: 24.7671, grad_norm: 120.2766 2023-11-26 19:33:31,679 - mmseg - INFO - Iter [70550/160000] lr: 2.133e-06, eta: 9:25:52, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5782, decode.loss_mask: 0.6748, decode.loss_dice: 0.9750, decode.d0.loss_cls: 2.4770, decode.d0.loss_mask: 0.7317, decode.d0.loss_dice: 1.1639, decode.d1.loss_cls: 0.7440, decode.d1.loss_mask: 0.7084, decode.d1.loss_dice: 1.0690, decode.d2.loss_cls: 0.6642, decode.d2.loss_mask: 0.6870, decode.d2.loss_dice: 1.0166, decode.d3.loss_cls: 0.6292, decode.d3.loss_mask: 0.6813, decode.d3.loss_dice: 0.9932, decode.d4.loss_cls: 0.6110, decode.d4.loss_mask: 0.6791, decode.d4.loss_dice: 0.9824, decode.d5.loss_cls: 0.6063, decode.d5.loss_mask: 0.6755, decode.d5.loss_dice: 0.9798, decode.d6.loss_cls: 0.5939, decode.d6.loss_mask: 0.6763, decode.d6.loss_dice: 0.9706, decode.d7.loss_cls: 0.5886, decode.d7.loss_mask: 0.6756, decode.d7.loss_dice: 0.9767, decode.d8.loss_cls: 0.5856, decode.d8.loss_mask: 0.6765, decode.d8.loss_dice: 0.9783, loss: 25.0495, grad_norm: 127.0278 2023-11-26 19:33:50,635 - mmseg - INFO - Iter [70600/160000] lr: 2.132e-06, eta: 9:25:33, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6166, decode.loss_mask: 0.6455, decode.loss_dice: 0.9868, decode.d0.loss_cls: 2.4940, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.1807, decode.d1.loss_cls: 0.7848, decode.d1.loss_mask: 0.6766, decode.d1.loss_dice: 1.0749, decode.d2.loss_cls: 0.6956, decode.d2.loss_mask: 0.6657, decode.d2.loss_dice: 1.0357, decode.d3.loss_cls: 0.6710, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 0.9979, decode.d4.loss_cls: 0.6466, decode.d4.loss_mask: 0.6520, decode.d4.loss_dice: 0.9994, decode.d5.loss_cls: 0.6403, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9960, decode.d6.loss_cls: 0.6269, decode.d6.loss_mask: 0.6459, decode.d6.loss_dice: 0.9855, decode.d7.loss_cls: 0.6213, decode.d7.loss_mask: 0.6449, decode.d7.loss_dice: 0.9878, decode.d8.loss_cls: 0.6186, decode.d8.loss_mask: 0.6456, decode.d8.loss_dice: 0.9862, loss: 25.2218, grad_norm: 129.7205 2023-11-26 19:34:09,451 - mmseg - INFO - Iter [70650/160000] lr: 2.131e-06, eta: 9:25:14, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6015, decode.loss_mask: 0.6662, decode.loss_dice: 1.0067, decode.d0.loss_cls: 2.5958, decode.d0.loss_mask: 0.7274, decode.d0.loss_dice: 1.2025, decode.d1.loss_cls: 0.7621, decode.d1.loss_mask: 0.6999, decode.d1.loss_dice: 1.1010, decode.d2.loss_cls: 0.6792, decode.d2.loss_mask: 0.6848, decode.d2.loss_dice: 1.0480, decode.d3.loss_cls: 0.6313, decode.d3.loss_mask: 0.6797, decode.d3.loss_dice: 1.0217, decode.d4.loss_cls: 0.6138, decode.d4.loss_mask: 0.6776, decode.d4.loss_dice: 1.0267, decode.d5.loss_cls: 0.6066, decode.d5.loss_mask: 0.6741, decode.d5.loss_dice: 1.0209, decode.d6.loss_cls: 0.6054, decode.d6.loss_mask: 0.6720, decode.d6.loss_dice: 1.0092, decode.d7.loss_cls: 0.5924, decode.d7.loss_mask: 0.6692, decode.d7.loss_dice: 1.0100, decode.d8.loss_cls: 0.5999, decode.d8.loss_mask: 0.6678, decode.d8.loss_dice: 1.0103, loss: 25.5636, grad_norm: 122.7739 2023-11-26 19:34:27,950 - mmseg - INFO - Iter [70700/160000] lr: 2.129e-06, eta: 9:24:54, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6043, decode.loss_mask: 0.6691, decode.loss_dice: 0.9963, decode.d0.loss_cls: 2.5739, decode.d0.loss_mask: 0.7302, decode.d0.loss_dice: 1.1945, decode.d1.loss_cls: 0.7826, decode.d1.loss_mask: 0.7135, decode.d1.loss_dice: 1.0940, decode.d2.loss_cls: 0.6954, decode.d2.loss_mask: 0.6838, decode.d2.loss_dice: 1.0424, decode.d3.loss_cls: 0.6543, decode.d3.loss_mask: 0.6752, decode.d3.loss_dice: 1.0169, decode.d4.loss_cls: 0.6460, decode.d4.loss_mask: 0.6732, decode.d4.loss_dice: 1.0121, decode.d5.loss_cls: 0.6311, decode.d5.loss_mask: 0.6715, decode.d5.loss_dice: 1.0107, decode.d6.loss_cls: 0.6149, decode.d6.loss_mask: 0.6690, decode.d6.loss_dice: 0.9971, decode.d7.loss_cls: 0.6126, decode.d7.loss_mask: 0.6702, decode.d7.loss_dice: 0.9948, decode.d8.loss_cls: 0.6155, decode.d8.loss_mask: 0.6714, decode.d8.loss_dice: 0.9956, loss: 25.6122, grad_norm: 114.9496 2023-11-26 19:34:49,998 - mmseg - INFO - Iter [70750/160000] lr: 2.128e-06, eta: 9:24:39, time: 0.441, data_time: 0.054, memory: 36416, decode.loss_cls: 0.6225, decode.loss_mask: 0.6569, decode.loss_dice: 0.9642, decode.d0.loss_cls: 2.5135, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1754, decode.d1.loss_cls: 0.7804, decode.d1.loss_mask: 0.6924, decode.d1.loss_dice: 1.0715, decode.d2.loss_cls: 0.6901, decode.d2.loss_mask: 0.6744, decode.d2.loss_dice: 1.0250, decode.d3.loss_cls: 0.6486, decode.d3.loss_mask: 0.6628, decode.d3.loss_dice: 0.9946, decode.d4.loss_cls: 0.6341, decode.d4.loss_mask: 0.6653, decode.d4.loss_dice: 0.9909, decode.d5.loss_cls: 0.6342, decode.d5.loss_mask: 0.6602, decode.d5.loss_dice: 0.9854, decode.d6.loss_cls: 0.6285, decode.d6.loss_mask: 0.6588, decode.d6.loss_dice: 0.9714, decode.d7.loss_cls: 0.6290, decode.d7.loss_mask: 0.6573, decode.d7.loss_dice: 0.9684, decode.d8.loss_cls: 0.6257, decode.d8.loss_mask: 0.6559, decode.d8.loss_dice: 0.9705, loss: 25.2257, grad_norm: 142.0332 2023-11-26 19:35:08,560 - mmseg - INFO - Iter [70800/160000] lr: 2.127e-06, eta: 9:24:19, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5940, decode.loss_mask: 0.6472, decode.loss_dice: 0.9727, decode.d0.loss_cls: 2.5809, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.1671, decode.d1.loss_cls: 0.7909, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0734, decode.d2.loss_cls: 0.6847, decode.d2.loss_mask: 0.6580, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.6409, decode.d3.loss_mask: 0.6532, decode.d3.loss_dice: 0.9918, decode.d4.loss_cls: 0.6192, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 0.9918, decode.d5.loss_cls: 0.6038, decode.d5.loss_mask: 0.6516, decode.d5.loss_dice: 0.9868, decode.d6.loss_cls: 0.5929, decode.d6.loss_mask: 0.6505, decode.d6.loss_dice: 0.9828, decode.d7.loss_cls: 0.5942, decode.d7.loss_mask: 0.6490, decode.d7.loss_dice: 0.9748, decode.d8.loss_cls: 0.5878, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9757, loss: 25.0295, grad_norm: 118.2383 2023-11-26 19:35:26,803 - mmseg - INFO - Iter [70850/160000] lr: 2.126e-06, eta: 9:24:00, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6063, decode.loss_mask: 0.6444, decode.loss_dice: 1.0024, decode.d0.loss_cls: 2.5403, decode.d0.loss_mask: 0.7097, decode.d0.loss_dice: 1.1896, decode.d1.loss_cls: 0.7947, decode.d1.loss_mask: 0.6820, decode.d1.loss_dice: 1.0902, decode.d2.loss_cls: 0.6985, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 1.0476, decode.d3.loss_cls: 0.6661, decode.d3.loss_mask: 0.6499, decode.d3.loss_dice: 1.0192, decode.d4.loss_cls: 0.6309, decode.d4.loss_mask: 0.6475, decode.d4.loss_dice: 1.0183, decode.d5.loss_cls: 0.6221, decode.d5.loss_mask: 0.6515, decode.d5.loss_dice: 1.0118, decode.d6.loss_cls: 0.6172, decode.d6.loss_mask: 0.6448, decode.d6.loss_dice: 0.9977, decode.d7.loss_cls: 0.6130, decode.d7.loss_mask: 0.6457, decode.d7.loss_dice: 1.0010, decode.d8.loss_cls: 0.6160, decode.d8.loss_mask: 0.6459, decode.d8.loss_dice: 1.0040, loss: 25.3700, grad_norm: 120.0701 2023-11-26 19:35:45,034 - mmseg - INFO - Iter [70900/160000] lr: 2.125e-06, eta: 9:23:40, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6140, decode.loss_mask: 0.6802, decode.loss_dice: 0.9924, decode.d0.loss_cls: 2.4698, decode.d0.loss_mask: 0.7431, decode.d0.loss_dice: 1.1893, decode.d1.loss_cls: 0.7691, decode.d1.loss_mask: 0.7215, decode.d1.loss_dice: 1.0879, decode.d2.loss_cls: 0.6785, decode.d2.loss_mask: 0.6984, decode.d2.loss_dice: 1.0345, decode.d3.loss_cls: 0.6450, decode.d3.loss_mask: 0.6902, decode.d3.loss_dice: 1.0132, decode.d4.loss_cls: 0.6345, decode.d4.loss_mask: 0.6892, decode.d4.loss_dice: 1.0035, decode.d5.loss_cls: 0.6256, decode.d5.loss_mask: 0.6915, decode.d5.loss_dice: 1.0027, decode.d6.loss_cls: 0.6157, decode.d6.loss_mask: 0.6814, decode.d6.loss_dice: 0.9925, decode.d7.loss_cls: 0.6200, decode.d7.loss_mask: 0.6828, decode.d7.loss_dice: 0.9888, decode.d8.loss_cls: 0.6061, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 0.9891, loss: 25.5304, grad_norm: 132.8080 2023-11-26 19:36:03,352 - mmseg - INFO - Iter [70950/160000] lr: 2.123e-06, eta: 9:23:20, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5972, decode.loss_mask: 0.6594, decode.loss_dice: 0.9788, decode.d0.loss_cls: 2.5098, decode.d0.loss_mask: 0.7201, decode.d0.loss_dice: 1.1755, decode.d1.loss_cls: 0.7841, decode.d1.loss_mask: 0.7012, decode.d1.loss_dice: 1.0691, decode.d2.loss_cls: 0.6843, decode.d2.loss_mask: 0.6805, decode.d2.loss_dice: 1.0206, decode.d3.loss_cls: 0.6467, decode.d3.loss_mask: 0.6732, decode.d3.loss_dice: 0.9948, decode.d4.loss_cls: 0.6312, decode.d4.loss_mask: 0.6733, decode.d4.loss_dice: 0.9936, decode.d5.loss_cls: 0.6151, decode.d5.loss_mask: 0.6730, decode.d5.loss_dice: 0.9913, decode.d6.loss_cls: 0.6100, decode.d6.loss_mask: 0.6653, decode.d6.loss_dice: 0.9829, decode.d7.loss_cls: 0.6036, decode.d7.loss_mask: 0.6643, decode.d7.loss_dice: 0.9850, decode.d8.loss_cls: 0.5965, decode.d8.loss_mask: 0.6609, decode.d8.loss_dice: 0.9850, loss: 25.2264, grad_norm: 142.8941 2023-11-26 19:36:22,066 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:36:22,066 - mmseg - INFO - Iter [71000/160000] lr: 2.122e-06, eta: 9:23:01, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5793, decode.loss_mask: 0.6638, decode.loss_dice: 0.9830, decode.d0.loss_cls: 2.5579, decode.d0.loss_mask: 0.7253, decode.d0.loss_dice: 1.1675, decode.d1.loss_cls: 0.7602, decode.d1.loss_mask: 0.6952, decode.d1.loss_dice: 1.0661, decode.d2.loss_cls: 0.6741, decode.d2.loss_mask: 0.6818, decode.d2.loss_dice: 1.0258, decode.d3.loss_cls: 0.6322, decode.d3.loss_mask: 0.6708, decode.d3.loss_dice: 0.9978, decode.d4.loss_cls: 0.6228, decode.d4.loss_mask: 0.6711, decode.d4.loss_dice: 0.9928, decode.d5.loss_cls: 0.6007, decode.d5.loss_mask: 0.6680, decode.d5.loss_dice: 0.9952, decode.d6.loss_cls: 0.5945, decode.d6.loss_mask: 0.6658, decode.d6.loss_dice: 0.9854, decode.d7.loss_cls: 0.5889, decode.d7.loss_mask: 0.6695, decode.d7.loss_dice: 0.9853, decode.d8.loss_cls: 0.5912, decode.d8.loss_mask: 0.6651, decode.d8.loss_dice: 0.9829, loss: 25.1602, grad_norm: 120.0475 2023-11-26 19:36:40,663 - mmseg - INFO - Iter [71050/160000] lr: 2.121e-06, eta: 9:22:41, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6003, decode.loss_mask: 0.6442, decode.loss_dice: 0.9840, decode.d0.loss_cls: 2.5636, decode.d0.loss_mask: 0.7039, decode.d0.loss_dice: 1.1677, decode.d1.loss_cls: 0.7785, decode.d1.loss_mask: 0.6752, decode.d1.loss_dice: 1.0693, decode.d2.loss_cls: 0.7028, decode.d2.loss_mask: 0.6529, decode.d2.loss_dice: 1.0232, decode.d3.loss_cls: 0.6539, decode.d3.loss_mask: 0.6439, decode.d3.loss_dice: 0.9914, decode.d4.loss_cls: 0.6310, decode.d4.loss_mask: 0.6454, decode.d4.loss_dice: 0.9930, decode.d5.loss_cls: 0.6193, decode.d5.loss_mask: 0.6480, decode.d5.loss_dice: 0.9908, decode.d6.loss_cls: 0.6184, decode.d6.loss_mask: 0.6434, decode.d6.loss_dice: 0.9770, decode.d7.loss_cls: 0.6105, decode.d7.loss_mask: 0.6449, decode.d7.loss_dice: 0.9765, decode.d8.loss_cls: 0.6034, decode.d8.loss_mask: 0.6408, decode.d8.loss_dice: 0.9798, loss: 25.0770, grad_norm: 124.6880 2023-11-26 19:36:59,115 - mmseg - INFO - Iter [71100/160000] lr: 2.120e-06, eta: 9:22:21, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6014, decode.loss_mask: 0.6430, decode.loss_dice: 0.9725, decode.d0.loss_cls: 2.5625, decode.d0.loss_mask: 0.6993, decode.d0.loss_dice: 1.1640, decode.d1.loss_cls: 0.7890, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 1.0662, decode.d2.loss_cls: 0.6914, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 1.0176, decode.d3.loss_cls: 0.6531, decode.d3.loss_mask: 0.6514, decode.d3.loss_dice: 0.9840, decode.d4.loss_cls: 0.6368, decode.d4.loss_mask: 0.6505, decode.d4.loss_dice: 0.9850, decode.d5.loss_cls: 0.6269, decode.d5.loss_mask: 0.6486, decode.d5.loss_dice: 0.9802, decode.d6.loss_cls: 0.6117, decode.d6.loss_mask: 0.6487, decode.d6.loss_dice: 0.9742, decode.d7.loss_cls: 0.6037, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9751, decode.d8.loss_cls: 0.5995, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9759, loss: 25.0396, grad_norm: 120.2895 2023-11-26 19:37:17,755 - mmseg - INFO - Iter [71150/160000] lr: 2.119e-06, eta: 9:22:02, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5663, decode.loss_mask: 0.6630, decode.loss_dice: 0.9849, decode.d0.loss_cls: 2.4819, decode.d0.loss_mask: 0.7276, decode.d0.loss_dice: 1.1757, decode.d1.loss_cls: 0.7479, decode.d1.loss_mask: 0.6984, decode.d1.loss_dice: 1.0698, decode.d2.loss_cls: 0.6673, decode.d2.loss_mask: 0.6799, decode.d2.loss_dice: 1.0245, decode.d3.loss_cls: 0.6196, decode.d3.loss_mask: 0.6755, decode.d3.loss_dice: 1.0026, decode.d4.loss_cls: 0.5956, decode.d4.loss_mask: 0.6702, decode.d4.loss_dice: 1.0013, decode.d5.loss_cls: 0.5846, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 1.0011, decode.d6.loss_cls: 0.5865, decode.d6.loss_mask: 0.6628, decode.d6.loss_dice: 0.9873, decode.d7.loss_cls: 0.5802, decode.d7.loss_mask: 0.6582, decode.d7.loss_dice: 0.9875, decode.d8.loss_cls: 0.5700, decode.d8.loss_mask: 0.6629, decode.d8.loss_dice: 0.9845, loss: 24.9852, grad_norm: 126.4803 2023-11-26 19:37:37,037 - mmseg - INFO - Iter [71200/160000] lr: 2.117e-06, eta: 9:21:43, time: 0.386, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5604, decode.loss_mask: 0.6320, decode.loss_dice: 0.9544, decode.d0.loss_cls: 2.4581, decode.d0.loss_mask: 0.6920, decode.d0.loss_dice: 1.1460, decode.d1.loss_cls: 0.7402, decode.d1.loss_mask: 0.6671, decode.d1.loss_dice: 1.0457, decode.d2.loss_cls: 0.6516, decode.d2.loss_mask: 0.6537, decode.d2.loss_dice: 1.0010, decode.d3.loss_cls: 0.6018, decode.d3.loss_mask: 0.6455, decode.d3.loss_dice: 0.9664, decode.d4.loss_cls: 0.5871, decode.d4.loss_mask: 0.6407, decode.d4.loss_dice: 0.9661, decode.d5.loss_cls: 0.5751, decode.d5.loss_mask: 0.6373, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5661, decode.d6.loss_mask: 0.6398, decode.d6.loss_dice: 0.9568, decode.d7.loss_cls: 0.5635, decode.d7.loss_mask: 0.6341, decode.d7.loss_dice: 0.9593, decode.d8.loss_cls: 0.5649, decode.d8.loss_mask: 0.6322, decode.d8.loss_dice: 0.9560, loss: 24.2659, grad_norm: 132.6962 2023-11-26 19:37:55,250 - mmseg - INFO - Iter [71250/160000] lr: 2.116e-06, eta: 9:21:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5704, decode.loss_mask: 0.6296, decode.loss_dice: 0.9498, decode.d0.loss_cls: 2.4795, decode.d0.loss_mask: 0.6884, decode.d0.loss_dice: 1.1448, decode.d1.loss_cls: 0.7428, decode.d1.loss_mask: 0.6631, decode.d1.loss_dice: 1.0439, decode.d2.loss_cls: 0.6470, decode.d2.loss_mask: 0.6504, decode.d2.loss_dice: 1.0023, decode.d3.loss_cls: 0.6108, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9665, decode.d4.loss_cls: 0.5872, decode.d4.loss_mask: 0.6398, decode.d4.loss_dice: 0.9757, decode.d5.loss_cls: 0.5827, decode.d5.loss_mask: 0.6355, decode.d5.loss_dice: 0.9735, decode.d6.loss_cls: 0.5773, decode.d6.loss_mask: 0.6321, decode.d6.loss_dice: 0.9596, decode.d7.loss_cls: 0.5657, decode.d7.loss_mask: 0.6328, decode.d7.loss_dice: 0.9574, decode.d8.loss_cls: 0.5720, decode.d8.loss_mask: 0.6332, decode.d8.loss_dice: 0.9582, loss: 24.3161, grad_norm: 131.9381 2023-11-26 19:38:13,512 - mmseg - INFO - Iter [71300/160000] lr: 2.115e-06, eta: 9:21:04, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5916, decode.loss_mask: 0.6851, decode.loss_dice: 0.9917, decode.d0.loss_cls: 2.5119, decode.d0.loss_mask: 0.7445, decode.d0.loss_dice: 1.1759, decode.d1.loss_cls: 0.7611, decode.d1.loss_mask: 0.7252, decode.d1.loss_dice: 1.0844, decode.d2.loss_cls: 0.6574, decode.d2.loss_mask: 0.7062, decode.d2.loss_dice: 1.0415, decode.d3.loss_cls: 0.6264, decode.d3.loss_mask: 0.6944, decode.d3.loss_dice: 1.0157, decode.d4.loss_cls: 0.6152, decode.d4.loss_mask: 0.6942, decode.d4.loss_dice: 1.0126, decode.d5.loss_cls: 0.6081, decode.d5.loss_mask: 0.6882, decode.d5.loss_dice: 1.0045, decode.d6.loss_cls: 0.6000, decode.d6.loss_mask: 0.6854, decode.d6.loss_dice: 0.9956, decode.d7.loss_cls: 0.5923, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 0.9927, decode.d8.loss_cls: 0.5859, decode.d8.loss_mask: 0.6808, decode.d8.loss_dice: 0.9960, loss: 25.4515, grad_norm: 131.2377 2023-11-26 19:38:31,879 - mmseg - INFO - Iter [71350/160000] lr: 2.114e-06, eta: 9:20:44, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5670, decode.loss_mask: 0.6609, decode.loss_dice: 0.9960, decode.d0.loss_cls: 2.4883, decode.d0.loss_mask: 0.7218, decode.d0.loss_dice: 1.1770, decode.d1.loss_cls: 0.7427, decode.d1.loss_mask: 0.6968, decode.d1.loss_dice: 1.0801, decode.d2.loss_cls: 0.6662, decode.d2.loss_mask: 0.6769, decode.d2.loss_dice: 1.0353, decode.d3.loss_cls: 0.6143, decode.d3.loss_mask: 0.6706, decode.d3.loss_dice: 1.0107, decode.d4.loss_cls: 0.5955, decode.d4.loss_mask: 0.6708, decode.d4.loss_dice: 1.0120, decode.d5.loss_cls: 0.5964, decode.d5.loss_mask: 0.6657, decode.d5.loss_dice: 1.0106, decode.d6.loss_cls: 0.5786, decode.d6.loss_mask: 0.6615, decode.d6.loss_dice: 0.9960, decode.d7.loss_cls: 0.5716, decode.d7.loss_mask: 0.6617, decode.d7.loss_dice: 0.9966, decode.d8.loss_cls: 0.5673, decode.d8.loss_mask: 0.6614, decode.d8.loss_dice: 0.9995, loss: 25.0495, grad_norm: 122.2418 2023-11-26 19:38:50,241 - mmseg - INFO - Iter [71400/160000] lr: 2.113e-06, eta: 9:20:24, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5639, decode.loss_mask: 0.6609, decode.loss_dice: 0.9714, decode.d0.loss_cls: 2.5313, decode.d0.loss_mask: 0.7153, decode.d0.loss_dice: 1.1505, decode.d1.loss_cls: 0.7516, decode.d1.loss_mask: 0.6800, decode.d1.loss_dice: 1.0521, decode.d2.loss_cls: 0.6472, decode.d2.loss_mask: 0.6690, decode.d2.loss_dice: 1.0080, decode.d3.loss_cls: 0.6156, decode.d3.loss_mask: 0.6598, decode.d3.loss_dice: 0.9834, decode.d4.loss_cls: 0.5974, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 0.9779, decode.d5.loss_cls: 0.5856, decode.d5.loss_mask: 0.6600, decode.d5.loss_dice: 0.9758, decode.d6.loss_cls: 0.5736, decode.d6.loss_mask: 0.6614, decode.d6.loss_dice: 0.9717, decode.d7.loss_cls: 0.5700, decode.d7.loss_mask: 0.6610, decode.d7.loss_dice: 0.9718, decode.d8.loss_cls: 0.5684, decode.d8.loss_mask: 0.6617, decode.d8.loss_dice: 0.9704, loss: 24.7266, grad_norm: 120.1283 2023-11-26 19:39:09,727 - mmseg - INFO - Iter [71450/160000] lr: 2.112e-06, eta: 9:20:06, time: 0.390, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5951, decode.loss_mask: 0.6579, decode.loss_dice: 0.9784, decode.d0.loss_cls: 2.5771, decode.d0.loss_mask: 0.7146, decode.d0.loss_dice: 1.1667, decode.d1.loss_cls: 0.7696, decode.d1.loss_mask: 0.6988, decode.d1.loss_dice: 1.0772, decode.d2.loss_cls: 0.6797, decode.d2.loss_mask: 0.6790, decode.d2.loss_dice: 1.0250, decode.d3.loss_cls: 0.6370, decode.d3.loss_mask: 0.6628, decode.d3.loss_dice: 0.9985, decode.d4.loss_cls: 0.6202, decode.d4.loss_mask: 0.6616, decode.d4.loss_dice: 0.9938, decode.d5.loss_cls: 0.6028, decode.d5.loss_mask: 0.6624, decode.d5.loss_dice: 0.9908, decode.d6.loss_cls: 0.6075, decode.d6.loss_mask: 0.6554, decode.d6.loss_dice: 0.9766, decode.d7.loss_cls: 0.5926, decode.d7.loss_mask: 0.6570, decode.d7.loss_dice: 0.9779, decode.d8.loss_cls: 0.5917, decode.d8.loss_mask: 0.6593, decode.d8.loss_dice: 0.9786, loss: 25.1459, grad_norm: 132.0058 2023-11-26 19:39:28,276 - mmseg - INFO - Iter [71500/160000] lr: 2.110e-06, eta: 9:19:46, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6001, decode.loss_mask: 0.6662, decode.loss_dice: 1.0083, decode.d0.loss_cls: 2.5462, decode.d0.loss_mask: 0.7203, decode.d0.loss_dice: 1.1951, decode.d1.loss_cls: 0.7731, decode.d1.loss_mask: 0.7019, decode.d1.loss_dice: 1.0939, decode.d2.loss_cls: 0.6780, decode.d2.loss_mask: 0.6827, decode.d2.loss_dice: 1.0542, decode.d3.loss_cls: 0.6491, decode.d3.loss_mask: 0.6792, decode.d3.loss_dice: 1.0247, decode.d4.loss_cls: 0.6336, decode.d4.loss_mask: 0.6770, decode.d4.loss_dice: 1.0287, decode.d5.loss_cls: 0.6130, decode.d5.loss_mask: 0.6754, decode.d5.loss_dice: 1.0220, decode.d6.loss_cls: 0.6131, decode.d6.loss_mask: 0.6684, decode.d6.loss_dice: 1.0071, decode.d7.loss_cls: 0.6044, decode.d7.loss_mask: 0.6673, decode.d7.loss_dice: 1.0100, decode.d8.loss_cls: 0.6028, decode.d8.loss_mask: 0.6650, decode.d8.loss_dice: 1.0124, loss: 25.5731, grad_norm: 118.2689 2023-11-26 19:39:46,597 - mmseg - INFO - Iter [71550/160000] lr: 2.109e-06, eta: 9:19:27, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5801, decode.loss_mask: 0.6698, decode.loss_dice: 0.9672, decode.d0.loss_cls: 2.5039, decode.d0.loss_mask: 0.7325, decode.d0.loss_dice: 1.1441, decode.d1.loss_cls: 0.7383, decode.d1.loss_mask: 0.7059, decode.d1.loss_dice: 1.0623, decode.d2.loss_cls: 0.6506, decode.d2.loss_mask: 0.6883, decode.d2.loss_dice: 1.0142, decode.d3.loss_cls: 0.6236, decode.d3.loss_mask: 0.6786, decode.d3.loss_dice: 0.9874, decode.d4.loss_cls: 0.6066, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 0.9809, decode.d5.loss_cls: 0.5880, decode.d5.loss_mask: 0.6783, decode.d5.loss_dice: 0.9885, decode.d6.loss_cls: 0.5902, decode.d6.loss_mask: 0.6749, decode.d6.loss_dice: 0.9698, decode.d7.loss_cls: 0.5781, decode.d7.loss_mask: 0.6731, decode.d7.loss_dice: 0.9666, decode.d8.loss_cls: 0.5793, decode.d8.loss_mask: 0.6695, decode.d8.loss_dice: 0.9698, loss: 24.9379, grad_norm: 125.2069 2023-11-26 19:40:05,061 - mmseg - INFO - Iter [71600/160000] lr: 2.108e-06, eta: 9:19:07, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5684, decode.loss_mask: 0.6377, decode.loss_dice: 0.9846, decode.d0.loss_cls: 2.5300, decode.d0.loss_mask: 0.6921, decode.d0.loss_dice: 1.1693, decode.d1.loss_cls: 0.7539, decode.d1.loss_mask: 0.6702, decode.d1.loss_dice: 1.0669, decode.d2.loss_cls: 0.6578, decode.d2.loss_mask: 0.6548, decode.d2.loss_dice: 1.0309, decode.d3.loss_cls: 0.6200, decode.d3.loss_mask: 0.6483, decode.d3.loss_dice: 0.9997, decode.d4.loss_cls: 0.5868, decode.d4.loss_mask: 0.6443, decode.d4.loss_dice: 0.9969, decode.d5.loss_cls: 0.5742, decode.d5.loss_mask: 0.6380, decode.d5.loss_dice: 0.9936, decode.d6.loss_cls: 0.5739, decode.d6.loss_mask: 0.6383, decode.d6.loss_dice: 0.9822, decode.d7.loss_cls: 0.5639, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9851, decode.d8.loss_cls: 0.5613, decode.d8.loss_mask: 0.6391, decode.d8.loss_dice: 0.9853, loss: 24.6880, grad_norm: 122.4401 2023-11-26 19:40:23,364 - mmseg - INFO - Iter [71650/160000] lr: 2.107e-06, eta: 9:18:47, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5738, decode.loss_mask: 0.6553, decode.loss_dice: 0.9724, decode.d0.loss_cls: 2.4648, decode.d0.loss_mask: 0.7196, decode.d0.loss_dice: 1.1643, decode.d1.loss_cls: 0.7487, decode.d1.loss_mask: 0.6895, decode.d1.loss_dice: 1.0685, decode.d2.loss_cls: 0.6665, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0240, decode.d3.loss_cls: 0.6291, decode.d3.loss_mask: 0.6609, decode.d3.loss_dice: 0.9810, decode.d4.loss_cls: 0.6038, decode.d4.loss_mask: 0.6596, decode.d4.loss_dice: 0.9797, decode.d5.loss_cls: 0.5877, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 0.9839, decode.d6.loss_cls: 0.5864, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 0.9703, decode.d7.loss_cls: 0.5794, decode.d7.loss_mask: 0.6578, decode.d7.loss_dice: 0.9740, decode.d8.loss_cls: 0.5728, decode.d8.loss_mask: 0.6567, decode.d8.loss_dice: 0.9756, loss: 24.8013, grad_norm: 132.4070 2023-11-26 19:40:41,624 - mmseg - INFO - Iter [71700/160000] lr: 2.106e-06, eta: 9:18:27, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6024, decode.loss_mask: 0.6705, decode.loss_dice: 1.0106, decode.d0.loss_cls: 2.5444, decode.d0.loss_mask: 0.7303, decode.d0.loss_dice: 1.1869, decode.d1.loss_cls: 0.7865, decode.d1.loss_mask: 0.7096, decode.d1.loss_dice: 1.0878, decode.d2.loss_cls: 0.6837, decode.d2.loss_mask: 0.6944, decode.d2.loss_dice: 1.0485, decode.d3.loss_cls: 0.6536, decode.d3.loss_mask: 0.6804, decode.d3.loss_dice: 1.0167, decode.d4.loss_cls: 0.6298, decode.d4.loss_mask: 0.6774, decode.d4.loss_dice: 1.0196, decode.d5.loss_cls: 0.6210, decode.d5.loss_mask: 0.6756, decode.d5.loss_dice: 1.0270, decode.d6.loss_cls: 0.6165, decode.d6.loss_mask: 0.6745, decode.d6.loss_dice: 1.0111, decode.d7.loss_cls: 0.6090, decode.d7.loss_mask: 0.6719, decode.d7.loss_dice: 1.0079, decode.d8.loss_cls: 0.6110, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 1.0099, loss: 25.6404, grad_norm: 115.1432 2023-11-26 19:40:59,899 - mmseg - INFO - Iter [71750/160000] lr: 2.104e-06, eta: 9:18:07, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6137, decode.loss_mask: 0.6635, decode.loss_dice: 0.9848, decode.d0.loss_cls: 2.5361, decode.d0.loss_mask: 0.7181, decode.d0.loss_dice: 1.1544, decode.d1.loss_cls: 0.7718, decode.d1.loss_mask: 0.6977, decode.d1.loss_dice: 1.0694, decode.d2.loss_cls: 0.6894, decode.d2.loss_mask: 0.6835, decode.d2.loss_dice: 1.0250, decode.d3.loss_cls: 0.6537, decode.d3.loss_mask: 0.6735, decode.d3.loss_dice: 0.9995, decode.d4.loss_cls: 0.6404, decode.d4.loss_mask: 0.6674, decode.d4.loss_dice: 0.9972, decode.d5.loss_cls: 0.6355, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 0.9950, decode.d6.loss_cls: 0.6223, decode.d6.loss_mask: 0.6668, decode.d6.loss_dice: 0.9895, decode.d7.loss_cls: 0.6184, decode.d7.loss_mask: 0.6651, decode.d7.loss_dice: 0.9844, decode.d8.loss_cls: 0.6120, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9862, loss: 25.3479, grad_norm: 126.6896 2023-11-26 19:41:18,294 - mmseg - INFO - Iter [71800/160000] lr: 2.103e-06, eta: 9:17:48, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5858, decode.loss_mask: 0.6456, decode.loss_dice: 0.9773, decode.d0.loss_cls: 2.5187, decode.d0.loss_mask: 0.7006, decode.d0.loss_dice: 1.1775, decode.d1.loss_cls: 0.7559, decode.d1.loss_mask: 0.6826, decode.d1.loss_dice: 1.0662, decode.d2.loss_cls: 0.6695, decode.d2.loss_mask: 0.6634, decode.d2.loss_dice: 1.0176, decode.d3.loss_cls: 0.6252, decode.d3.loss_mask: 0.6557, decode.d3.loss_dice: 0.9916, decode.d4.loss_cls: 0.6116, decode.d4.loss_mask: 0.6544, decode.d4.loss_dice: 0.9865, decode.d5.loss_cls: 0.6020, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9828, decode.d6.loss_cls: 0.5878, decode.d6.loss_mask: 0.6481, decode.d6.loss_dice: 0.9799, decode.d7.loss_cls: 0.5849, decode.d7.loss_mask: 0.6463, decode.d7.loss_dice: 0.9775, decode.d8.loss_cls: 0.5922, decode.d8.loss_mask: 0.6430, decode.d8.loss_dice: 0.9769, loss: 24.8575, grad_norm: 126.1698 2023-11-26 19:41:36,769 - mmseg - INFO - Iter [71850/160000] lr: 2.102e-06, eta: 9:17:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5859, decode.loss_mask: 0.6361, decode.loss_dice: 1.0049, decode.d0.loss_cls: 2.5381, decode.d0.loss_mask: 0.6980, decode.d0.loss_dice: 1.2040, decode.d1.loss_cls: 0.7542, decode.d1.loss_mask: 0.6721, decode.d1.loss_dice: 1.0948, decode.d2.loss_cls: 0.6716, decode.d2.loss_mask: 0.6540, decode.d2.loss_dice: 1.0438, decode.d3.loss_cls: 0.6366, decode.d3.loss_mask: 0.6453, decode.d3.loss_dice: 1.0149, decode.d4.loss_cls: 0.6217, decode.d4.loss_mask: 0.6427, decode.d4.loss_dice: 1.0130, decode.d5.loss_cls: 0.6096, decode.d5.loss_mask: 0.6383, decode.d5.loss_dice: 1.0145, decode.d6.loss_cls: 0.5995, decode.d6.loss_mask: 0.6378, decode.d6.loss_dice: 1.0109, decode.d7.loss_cls: 0.5919, decode.d7.loss_mask: 0.6369, decode.d7.loss_dice: 1.0057, decode.d8.loss_cls: 0.5943, decode.d8.loss_mask: 0.6369, decode.d8.loss_dice: 1.0088, loss: 25.1166, grad_norm: 128.1589 2023-11-26 19:41:55,229 - mmseg - INFO - Iter [71900/160000] lr: 2.101e-06, eta: 9:17:09, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6536, decode.loss_mask: 0.6392, decode.loss_dice: 1.0039, decode.d0.loss_cls: 2.6279, decode.d0.loss_mask: 0.6972, decode.d0.loss_dice: 1.2016, decode.d1.loss_cls: 0.8625, decode.d1.loss_mask: 0.6690, decode.d1.loss_dice: 1.0948, decode.d2.loss_cls: 0.7370, decode.d2.loss_mask: 0.6558, decode.d2.loss_dice: 1.0447, decode.d3.loss_cls: 0.7028, decode.d3.loss_mask: 0.6432, decode.d3.loss_dice: 1.0113, decode.d4.loss_cls: 0.6871, decode.d4.loss_mask: 0.6448, decode.d4.loss_dice: 1.0144, decode.d5.loss_cls: 0.6705, decode.d5.loss_mask: 0.6433, decode.d5.loss_dice: 1.0172, decode.d6.loss_cls: 0.6700, decode.d6.loss_mask: 0.6406, decode.d6.loss_dice: 1.0060, decode.d7.loss_cls: 0.6665, decode.d7.loss_mask: 0.6383, decode.d7.loss_dice: 1.0037, decode.d8.loss_cls: 0.6628, decode.d8.loss_mask: 0.6369, decode.d8.loss_dice: 1.0111, loss: 25.8577, grad_norm: 137.1046 2023-11-26 19:42:13,775 - mmseg - INFO - Iter [71950/160000] lr: 2.100e-06, eta: 9:16:49, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6300, decode.loss_mask: 0.6473, decode.loss_dice: 1.0011, decode.d0.loss_cls: 2.5231, decode.d0.loss_mask: 0.7132, decode.d0.loss_dice: 1.2016, decode.d1.loss_cls: 0.8072, decode.d1.loss_mask: 0.6875, decode.d1.loss_dice: 1.1084, decode.d2.loss_cls: 0.7153, decode.d2.loss_mask: 0.6631, decode.d2.loss_dice: 1.0608, decode.d3.loss_cls: 0.6680, decode.d3.loss_mask: 0.6577, decode.d3.loss_dice: 1.0213, decode.d4.loss_cls: 0.6555, decode.d4.loss_mask: 0.6554, decode.d4.loss_dice: 1.0232, decode.d5.loss_cls: 0.6420, decode.d5.loss_mask: 0.6502, decode.d5.loss_dice: 1.0182, decode.d6.loss_cls: 0.6406, decode.d6.loss_mask: 0.6476, decode.d6.loss_dice: 1.0035, decode.d7.loss_cls: 0.6324, decode.d7.loss_mask: 0.6477, decode.d7.loss_dice: 1.0056, decode.d8.loss_cls: 0.6226, decode.d8.loss_mask: 0.6497, decode.d8.loss_dice: 1.0074, loss: 25.6074, grad_norm: 122.3131 2023-11-26 19:42:34,350 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:42:34,350 - mmseg - INFO - Iter [72000/160000] lr: 2.098e-06, eta: 9:16:32, time: 0.412, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5935, decode.loss_mask: 0.6641, decode.loss_dice: 0.9794, decode.d0.loss_cls: 2.5334, decode.d0.loss_mask: 0.7272, decode.d0.loss_dice: 1.1714, decode.d1.loss_cls: 0.7830, decode.d1.loss_mask: 0.6943, decode.d1.loss_dice: 1.0659, decode.d2.loss_cls: 0.6920, decode.d2.loss_mask: 0.6785, decode.d2.loss_dice: 1.0195, decode.d3.loss_cls: 0.6479, decode.d3.loss_mask: 0.6743, decode.d3.loss_dice: 0.9887, decode.d4.loss_cls: 0.6329, decode.d4.loss_mask: 0.6707, decode.d4.loss_dice: 0.9928, decode.d5.loss_cls: 0.6224, decode.d5.loss_mask: 0.6691, decode.d5.loss_dice: 0.9894, decode.d6.loss_cls: 0.6246, decode.d6.loss_mask: 0.6665, decode.d6.loss_dice: 0.9777, decode.d7.loss_cls: 0.6055, decode.d7.loss_mask: 0.6643, decode.d7.loss_dice: 0.9839, decode.d8.loss_cls: 0.6053, decode.d8.loss_mask: 0.6614, decode.d8.loss_dice: 0.9770, loss: 25.2564, grad_norm: 119.5253 2023-11-26 19:42:52,719 - mmseg - INFO - Iter [72050/160000] lr: 2.097e-06, eta: 9:16:12, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5904, decode.loss_mask: 0.6493, decode.loss_dice: 0.9846, decode.d0.loss_cls: 2.5163, decode.d0.loss_mask: 0.7125, decode.d0.loss_dice: 1.1842, decode.d1.loss_cls: 0.7658, decode.d1.loss_mask: 0.6869, decode.d1.loss_dice: 1.0819, decode.d2.loss_cls: 0.6712, decode.d2.loss_mask: 0.6739, decode.d2.loss_dice: 1.0359, decode.d3.loss_cls: 0.6455, decode.d3.loss_mask: 0.6647, decode.d3.loss_dice: 1.0085, decode.d4.loss_cls: 0.6158, decode.d4.loss_mask: 0.6615, decode.d4.loss_dice: 1.0027, decode.d5.loss_cls: 0.6057, decode.d5.loss_mask: 0.6618, decode.d5.loss_dice: 0.9980, decode.d6.loss_cls: 0.6033, decode.d6.loss_mask: 0.6548, decode.d6.loss_dice: 0.9875, decode.d7.loss_cls: 0.5953, decode.d7.loss_mask: 0.6522, decode.d7.loss_dice: 0.9894, decode.d8.loss_cls: 0.5992, decode.d8.loss_mask: 0.6510, decode.d8.loss_dice: 0.9898, loss: 25.1396, grad_norm: 130.4215 2023-11-26 19:43:11,048 - mmseg - INFO - Iter [72100/160000] lr: 2.096e-06, eta: 9:15:53, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5577, decode.loss_mask: 0.6403, decode.loss_dice: 0.9691, decode.d0.loss_cls: 2.4858, decode.d0.loss_mask: 0.7045, decode.d0.loss_dice: 1.1668, decode.d1.loss_cls: 0.7271, decode.d1.loss_mask: 0.6803, decode.d1.loss_dice: 1.0662, decode.d2.loss_cls: 0.6492, decode.d2.loss_mask: 0.6538, decode.d2.loss_dice: 1.0099, decode.d3.loss_cls: 0.6146, decode.d3.loss_mask: 0.6471, decode.d3.loss_dice: 0.9868, decode.d4.loss_cls: 0.5861, decode.d4.loss_mask: 0.6473, decode.d4.loss_dice: 0.9859, decode.d5.loss_cls: 0.5833, decode.d5.loss_mask: 0.6463, decode.d5.loss_dice: 0.9851, decode.d6.loss_cls: 0.5634, decode.d6.loss_mask: 0.6446, decode.d6.loss_dice: 0.9757, decode.d7.loss_cls: 0.5650, decode.d7.loss_mask: 0.6425, decode.d7.loss_dice: 0.9733, decode.d8.loss_cls: 0.5584, decode.d8.loss_mask: 0.6414, decode.d8.loss_dice: 0.9694, loss: 24.5267, grad_norm: 116.8273 2023-11-26 19:43:29,311 - mmseg - INFO - Iter [72150/160000] lr: 2.095e-06, eta: 9:15:33, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5744, decode.loss_mask: 0.6370, decode.loss_dice: 0.9777, decode.d0.loss_cls: 2.4924, decode.d0.loss_mask: 0.7017, decode.d0.loss_dice: 1.1573, decode.d1.loss_cls: 0.7336, decode.d1.loss_mask: 0.6796, decode.d1.loss_dice: 1.0774, decode.d2.loss_cls: 0.6540, decode.d2.loss_mask: 0.6614, decode.d2.loss_dice: 1.0221, decode.d3.loss_cls: 0.6180, decode.d3.loss_mask: 0.6491, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.5937, decode.d4.loss_mask: 0.6465, decode.d4.loss_dice: 1.0014, decode.d5.loss_cls: 0.5909, decode.d5.loss_mask: 0.6469, decode.d5.loss_dice: 0.9959, decode.d6.loss_cls: 0.5849, decode.d6.loss_mask: 0.6423, decode.d6.loss_dice: 0.9864, decode.d7.loss_cls: 0.5689, decode.d7.loss_mask: 0.6410, decode.d7.loss_dice: 0.9858, decode.d8.loss_cls: 0.5627, decode.d8.loss_mask: 0.6418, decode.d8.loss_dice: 0.9898, loss: 24.7149, grad_norm: 120.6653 2023-11-26 19:43:47,472 - mmseg - INFO - Iter [72200/160000] lr: 2.094e-06, eta: 9:15:13, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5372, decode.loss_mask: 0.6579, decode.loss_dice: 0.9508, decode.d0.loss_cls: 2.4592, decode.d0.loss_mask: 0.7134, decode.d0.loss_dice: 1.1239, decode.d1.loss_cls: 0.7078, decode.d1.loss_mask: 0.6921, decode.d1.loss_dice: 1.0343, decode.d2.loss_cls: 0.6153, decode.d2.loss_mask: 0.6746, decode.d2.loss_dice: 0.9984, decode.d3.loss_cls: 0.5858, decode.d3.loss_mask: 0.6654, decode.d3.loss_dice: 0.9603, decode.d4.loss_cls: 0.5623, decode.d4.loss_mask: 0.6644, decode.d4.loss_dice: 0.9599, decode.d5.loss_cls: 0.5489, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 0.9624, decode.d6.loss_cls: 0.5479, decode.d6.loss_mask: 0.6576, decode.d6.loss_dice: 0.9482, decode.d7.loss_cls: 0.5375, decode.d7.loss_mask: 0.6579, decode.d7.loss_dice: 0.9549, decode.d8.loss_cls: 0.5386, decode.d8.loss_mask: 0.6576, decode.d8.loss_dice: 0.9522, loss: 24.1889, grad_norm: 121.9050 2023-11-26 19:44:05,915 - mmseg - INFO - Iter [72250/160000] lr: 2.092e-06, eta: 9:14:53, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5706, decode.loss_mask: 0.6461, decode.loss_dice: 0.9633, decode.d0.loss_cls: 2.4860, decode.d0.loss_mask: 0.7117, decode.d0.loss_dice: 1.1446, decode.d1.loss_cls: 0.7381, decode.d1.loss_mask: 0.6836, decode.d1.loss_dice: 1.0500, decode.d2.loss_cls: 0.6420, decode.d2.loss_mask: 0.6671, decode.d2.loss_dice: 1.0037, decode.d3.loss_cls: 0.6114, decode.d3.loss_mask: 0.6553, decode.d3.loss_dice: 0.9702, decode.d4.loss_cls: 0.5871, decode.d4.loss_mask: 0.6526, decode.d4.loss_dice: 0.9729, decode.d5.loss_cls: 0.5788, decode.d5.loss_mask: 0.6518, decode.d5.loss_dice: 0.9732, decode.d6.loss_cls: 0.5819, decode.d6.loss_mask: 0.6501, decode.d6.loss_dice: 0.9620, decode.d7.loss_cls: 0.5659, decode.d7.loss_mask: 0.6469, decode.d7.loss_dice: 0.9641, decode.d8.loss_cls: 0.5679, decode.d8.loss_mask: 0.6474, decode.d8.loss_dice: 0.9662, loss: 24.5123, grad_norm: 103.5938 2023-11-26 19:44:24,409 - mmseg - INFO - Iter [72300/160000] lr: 2.091e-06, eta: 9:14:34, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5976, decode.loss_mask: 0.6562, decode.loss_dice: 0.9715, decode.d0.loss_cls: 2.5487, decode.d0.loss_mask: 0.7193, decode.d0.loss_dice: 1.1818, decode.d1.loss_cls: 0.7659, decode.d1.loss_mask: 0.6926, decode.d1.loss_dice: 1.0679, decode.d2.loss_cls: 0.6763, decode.d2.loss_mask: 0.6698, decode.d2.loss_dice: 1.0227, decode.d3.loss_cls: 0.6390, decode.d3.loss_mask: 0.6615, decode.d3.loss_dice: 0.9905, decode.d4.loss_cls: 0.6209, decode.d4.loss_mask: 0.6600, decode.d4.loss_dice: 0.9927, decode.d5.loss_cls: 0.6075, decode.d5.loss_mask: 0.6636, decode.d5.loss_dice: 0.9913, decode.d6.loss_cls: 0.6146, decode.d6.loss_mask: 0.6608, decode.d6.loss_dice: 0.9760, decode.d7.loss_cls: 0.6104, decode.d7.loss_mask: 0.6597, decode.d7.loss_dice: 0.9809, decode.d8.loss_cls: 0.6010, decode.d8.loss_mask: 0.6586, decode.d8.loss_dice: 0.9737, loss: 25.1331, grad_norm: 119.9337 2023-11-26 19:44:42,710 - mmseg - INFO - Iter [72350/160000] lr: 2.090e-06, eta: 9:14:14, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6393, decode.loss_mask: 0.6658, decode.loss_dice: 1.0054, decode.d0.loss_cls: 2.5932, decode.d0.loss_mask: 0.7290, decode.d0.loss_dice: 1.2010, decode.d1.loss_cls: 0.8408, decode.d1.loss_mask: 0.6964, decode.d1.loss_dice: 1.1020, decode.d2.loss_cls: 0.7199, decode.d2.loss_mask: 0.6784, decode.d2.loss_dice: 1.0537, decode.d3.loss_cls: 0.6876, decode.d3.loss_mask: 0.6719, decode.d3.loss_dice: 1.0175, decode.d4.loss_cls: 0.6694, decode.d4.loss_mask: 0.6698, decode.d4.loss_dice: 1.0222, decode.d5.loss_cls: 0.6556, decode.d5.loss_mask: 0.6652, decode.d5.loss_dice: 1.0175, decode.d6.loss_cls: 0.6535, decode.d6.loss_mask: 0.6653, decode.d6.loss_dice: 1.0022, decode.d7.loss_cls: 0.6446, decode.d7.loss_mask: 0.6654, decode.d7.loss_dice: 1.0058, decode.d8.loss_cls: 0.6374, decode.d8.loss_mask: 0.6683, decode.d8.loss_dice: 1.0054, loss: 25.9495, grad_norm: 122.5490 2023-11-26 19:45:01,117 - mmseg - INFO - Iter [72400/160000] lr: 2.089e-06, eta: 9:13:54, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5902, decode.loss_mask: 0.6504, decode.loss_dice: 0.9903, decode.d0.loss_cls: 2.5283, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.1853, decode.d1.loss_cls: 0.7666, decode.d1.loss_mask: 0.6854, decode.d1.loss_dice: 1.0802, decode.d2.loss_cls: 0.6752, decode.d2.loss_mask: 0.6706, decode.d2.loss_dice: 1.0423, decode.d3.loss_cls: 0.6393, decode.d3.loss_mask: 0.6609, decode.d3.loss_dice: 1.0112, decode.d4.loss_cls: 0.6231, decode.d4.loss_mask: 0.6563, decode.d4.loss_dice: 1.0116, decode.d5.loss_cls: 0.6121, decode.d5.loss_mask: 0.6536, decode.d5.loss_dice: 1.0135, decode.d6.loss_cls: 0.6065, decode.d6.loss_mask: 0.6522, decode.d6.loss_dice: 0.9872, decode.d7.loss_cls: 0.5954, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9945, decode.d8.loss_cls: 0.5909, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9954, loss: 25.1691, grad_norm: 126.2134 2023-11-26 19:45:19,424 - mmseg - INFO - Iter [72450/160000] lr: 2.088e-06, eta: 9:13:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6021, decode.loss_mask: 0.6693, decode.loss_dice: 0.9853, decode.d0.loss_cls: 2.5501, decode.d0.loss_mask: 0.7405, decode.d0.loss_dice: 1.1816, decode.d1.loss_cls: 0.7789, decode.d1.loss_mask: 0.7059, decode.d1.loss_dice: 1.0776, decode.d2.loss_cls: 0.6954, decode.d2.loss_mask: 0.6797, decode.d2.loss_dice: 1.0329, decode.d3.loss_cls: 0.6571, decode.d3.loss_mask: 0.6722, decode.d3.loss_dice: 0.9967, decode.d4.loss_cls: 0.6372, decode.d4.loss_mask: 0.6683, decode.d4.loss_dice: 1.0011, decode.d5.loss_cls: 0.6289, decode.d5.loss_mask: 0.6679, decode.d5.loss_dice: 1.0013, decode.d6.loss_cls: 0.6275, decode.d6.loss_mask: 0.6621, decode.d6.loss_dice: 0.9862, decode.d7.loss_cls: 0.6081, decode.d7.loss_mask: 0.6672, decode.d7.loss_dice: 0.9869, decode.d8.loss_cls: 0.5993, decode.d8.loss_mask: 0.6690, decode.d8.loss_dice: 0.9875, loss: 25.4238, grad_norm: 142.8774 2023-11-26 19:45:37,926 - mmseg - INFO - Iter [72500/160000] lr: 2.086e-06, eta: 9:13:15, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6144, decode.loss_mask: 0.6433, decode.loss_dice: 0.9772, decode.d0.loss_cls: 2.5597, decode.d0.loss_mask: 0.7088, decode.d0.loss_dice: 1.1809, decode.d1.loss_cls: 0.8040, decode.d1.loss_mask: 0.6840, decode.d1.loss_dice: 1.0756, decode.d2.loss_cls: 0.7083, decode.d2.loss_mask: 0.6634, decode.d2.loss_dice: 1.0317, decode.d3.loss_cls: 0.6710, decode.d3.loss_mask: 0.6510, decode.d3.loss_dice: 0.9949, decode.d4.loss_cls: 0.6463, decode.d4.loss_mask: 0.6525, decode.d4.loss_dice: 0.9929, decode.d5.loss_cls: 0.6341, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9981, decode.d6.loss_cls: 0.6308, decode.d6.loss_mask: 0.6457, decode.d6.loss_dice: 0.9830, decode.d7.loss_cls: 0.6235, decode.d7.loss_mask: 0.6452, decode.d7.loss_dice: 0.9823, decode.d8.loss_cls: 0.6130, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9807, loss: 25.2900, grad_norm: 112.6739 2023-11-26 19:45:56,118 - mmseg - INFO - Iter [72550/160000] lr: 2.085e-06, eta: 9:12:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5995, decode.loss_mask: 0.6744, decode.loss_dice: 0.9696, decode.d0.loss_cls: 2.5104, decode.d0.loss_mask: 0.7355, decode.d0.loss_dice: 1.1624, decode.d1.loss_cls: 0.7676, decode.d1.loss_mask: 0.7111, decode.d1.loss_dice: 1.0608, decode.d2.loss_cls: 0.6736, decode.d2.loss_mask: 0.6950, decode.d2.loss_dice: 1.0230, decode.d3.loss_cls: 0.6531, decode.d3.loss_mask: 0.6850, decode.d3.loss_dice: 0.9897, decode.d4.loss_cls: 0.6296, decode.d4.loss_mask: 0.6810, decode.d4.loss_dice: 0.9866, decode.d5.loss_cls: 0.6205, decode.d5.loss_mask: 0.6808, decode.d5.loss_dice: 0.9879, decode.d6.loss_cls: 0.6188, decode.d6.loss_mask: 0.6774, decode.d6.loss_dice: 0.9734, decode.d7.loss_cls: 0.5975, decode.d7.loss_mask: 0.6806, decode.d7.loss_dice: 0.9780, decode.d8.loss_cls: 0.6020, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 0.9763, loss: 25.2784, grad_norm: 113.2457 2023-11-26 19:46:14,475 - mmseg - INFO - Iter [72600/160000] lr: 2.084e-06, eta: 9:12:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5698, decode.loss_mask: 0.6587, decode.loss_dice: 0.9699, decode.d0.loss_cls: 2.5211, decode.d0.loss_mask: 0.7281, decode.d0.loss_dice: 1.1638, decode.d1.loss_cls: 0.7364, decode.d1.loss_mask: 0.6952, decode.d1.loss_dice: 1.0626, decode.d2.loss_cls: 0.6341, decode.d2.loss_mask: 0.6800, decode.d2.loss_dice: 1.0157, decode.d3.loss_cls: 0.6161, decode.d3.loss_mask: 0.6688, decode.d3.loss_dice: 0.9848, decode.d4.loss_cls: 0.5907, decode.d4.loss_mask: 0.6678, decode.d4.loss_dice: 0.9785, decode.d5.loss_cls: 0.5804, decode.d5.loss_mask: 0.6662, decode.d5.loss_dice: 0.9809, decode.d6.loss_cls: 0.5778, decode.d6.loss_mask: 0.6617, decode.d6.loss_dice: 0.9689, decode.d7.loss_cls: 0.5791, decode.d7.loss_mask: 0.6605, decode.d7.loss_dice: 0.9695, decode.d8.loss_cls: 0.5717, decode.d8.loss_mask: 0.6614, decode.d8.loss_dice: 0.9659, loss: 24.7861, grad_norm: 127.3136 2023-11-26 19:46:32,796 - mmseg - INFO - Iter [72650/160000] lr: 2.083e-06, eta: 9:12:16, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5945, decode.loss_mask: 0.6653, decode.loss_dice: 0.9857, decode.d0.loss_cls: 2.4960, decode.d0.loss_mask: 0.7193, decode.d0.loss_dice: 1.1816, decode.d1.loss_cls: 0.7677, decode.d1.loss_mask: 0.6996, decode.d1.loss_dice: 1.0774, decode.d2.loss_cls: 0.6733, decode.d2.loss_mask: 0.6861, decode.d2.loss_dice: 1.0412, decode.d3.loss_cls: 0.6323, decode.d3.loss_mask: 0.6770, decode.d3.loss_dice: 1.0013, decode.d4.loss_cls: 0.6153, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 1.0037, decode.d5.loss_cls: 0.6075, decode.d5.loss_mask: 0.6784, decode.d5.loss_dice: 1.0015, decode.d6.loss_cls: 0.5993, decode.d6.loss_mask: 0.6717, decode.d6.loss_dice: 0.9893, decode.d7.loss_cls: 0.5859, decode.d7.loss_mask: 0.6712, decode.d7.loss_dice: 0.9940, decode.d8.loss_cls: 0.5859, decode.d8.loss_mask: 0.6697, decode.d8.loss_dice: 0.9951, loss: 25.2412, grad_norm: 130.7678 2023-11-26 19:46:51,557 - mmseg - INFO - Iter [72700/160000] lr: 2.082e-06, eta: 9:11:56, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6159, decode.loss_mask: 0.6326, decode.loss_dice: 0.9791, decode.d0.loss_cls: 2.5973, decode.d0.loss_mask: 0.6907, decode.d0.loss_dice: 1.1811, decode.d1.loss_cls: 0.8128, decode.d1.loss_mask: 0.6669, decode.d1.loss_dice: 1.0752, decode.d2.loss_cls: 0.7062, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 1.0346, decode.d3.loss_cls: 0.6660, decode.d3.loss_mask: 0.6436, decode.d3.loss_dice: 1.0000, decode.d4.loss_cls: 0.6537, decode.d4.loss_mask: 0.6390, decode.d4.loss_dice: 0.9994, decode.d5.loss_cls: 0.6376, decode.d5.loss_mask: 0.6340, decode.d5.loss_dice: 0.9983, decode.d6.loss_cls: 0.6246, decode.d6.loss_mask: 0.6359, decode.d6.loss_dice: 0.9897, decode.d7.loss_cls: 0.6244, decode.d7.loss_mask: 0.6335, decode.d7.loss_dice: 0.9852, decode.d8.loss_cls: 0.6165, decode.d8.loss_mask: 0.6336, decode.d8.loss_dice: 0.9868, loss: 25.2437, grad_norm: 114.6685 2023-11-26 19:47:09,903 - mmseg - INFO - Iter [72750/160000] lr: 2.081e-06, eta: 9:11:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5593, decode.loss_mask: 0.6496, decode.loss_dice: 0.9858, decode.d0.loss_cls: 2.4852, decode.d0.loss_mask: 0.7079, decode.d0.loss_dice: 1.1750, decode.d1.loss_cls: 0.7323, decode.d1.loss_mask: 0.6770, decode.d1.loss_dice: 1.0734, decode.d2.loss_cls: 0.6412, decode.d2.loss_mask: 0.6642, decode.d2.loss_dice: 1.0209, decode.d3.loss_cls: 0.6044, decode.d3.loss_mask: 0.6547, decode.d3.loss_dice: 0.9947, decode.d4.loss_cls: 0.5854, decode.d4.loss_mask: 0.6526, decode.d4.loss_dice: 0.9955, decode.d5.loss_cls: 0.5778, decode.d5.loss_mask: 0.6515, decode.d5.loss_dice: 0.9971, decode.d6.loss_cls: 0.5685, decode.d6.loss_mask: 0.6473, decode.d6.loss_dice: 0.9835, decode.d7.loss_cls: 0.5551, decode.d7.loss_mask: 0.6532, decode.d7.loss_dice: 0.9863, decode.d8.loss_cls: 0.5619, decode.d8.loss_mask: 0.6483, decode.d8.loss_dice: 0.9853, loss: 24.6749, grad_norm: 116.8238 2023-11-26 19:47:28,188 - mmseg - INFO - Iter [72800/160000] lr: 2.079e-06, eta: 9:11:17, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5799, decode.loss_mask: 0.6489, decode.loss_dice: 0.9755, decode.d0.loss_cls: 2.4389, decode.d0.loss_mask: 0.7211, decode.d0.loss_dice: 1.1673, decode.d1.loss_cls: 0.7580, decode.d1.loss_mask: 0.6975, decode.d1.loss_dice: 1.0723, decode.d2.loss_cls: 0.6689, decode.d2.loss_mask: 0.6680, decode.d2.loss_dice: 1.0141, decode.d3.loss_cls: 0.6348, decode.d3.loss_mask: 0.6604, decode.d3.loss_dice: 0.9836, decode.d4.loss_cls: 0.6142, decode.d4.loss_mask: 0.6562, decode.d4.loss_dice: 0.9882, decode.d5.loss_cls: 0.6091, decode.d5.loss_mask: 0.6576, decode.d5.loss_dice: 0.9854, decode.d6.loss_cls: 0.5979, decode.d6.loss_mask: 0.6567, decode.d6.loss_dice: 0.9810, decode.d7.loss_cls: 0.5888, decode.d7.loss_mask: 0.6545, decode.d7.loss_dice: 0.9790, decode.d8.loss_cls: 0.5835, decode.d8.loss_mask: 0.6525, decode.d8.loss_dice: 0.9765, loss: 24.8702, grad_norm: 137.0276 2023-11-26 19:47:46,542 - mmseg - INFO - Iter [72850/160000] lr: 2.078e-06, eta: 9:10:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5608, decode.loss_mask: 0.6543, decode.loss_dice: 0.9798, decode.d0.loss_cls: 2.5352, decode.d0.loss_mask: 0.7132, decode.d0.loss_dice: 1.1733, decode.d1.loss_cls: 0.7539, decode.d1.loss_mask: 0.6891, decode.d1.loss_dice: 1.0687, decode.d2.loss_cls: 0.6472, decode.d2.loss_mask: 0.6698, decode.d2.loss_dice: 1.0251, decode.d3.loss_cls: 0.6191, decode.d3.loss_mask: 0.6613, decode.d3.loss_dice: 0.9914, decode.d4.loss_cls: 0.5996, decode.d4.loss_mask: 0.6592, decode.d4.loss_dice: 0.9913, decode.d5.loss_cls: 0.5808, decode.d5.loss_mask: 0.6580, decode.d5.loss_dice: 0.9925, decode.d6.loss_cls: 0.5698, decode.d6.loss_mask: 0.6605, decode.d6.loss_dice: 0.9839, decode.d7.loss_cls: 0.5645, decode.d7.loss_mask: 0.6562, decode.d7.loss_dice: 0.9810, decode.d8.loss_cls: 0.5590, decode.d8.loss_mask: 0.6595, decode.d8.loss_dice: 0.9832, loss: 24.8414, grad_norm: 119.0535 2023-11-26 19:48:04,686 - mmseg - INFO - Iter [72900/160000] lr: 2.077e-06, eta: 9:10:37, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6012, decode.loss_mask: 0.6369, decode.loss_dice: 0.9962, decode.d0.loss_cls: 2.5150, decode.d0.loss_mask: 0.7023, decode.d0.loss_dice: 1.1809, decode.d1.loss_cls: 0.7743, decode.d1.loss_mask: 0.6723, decode.d1.loss_dice: 1.0780, decode.d2.loss_cls: 0.6759, decode.d2.loss_mask: 0.6595, decode.d2.loss_dice: 1.0403, decode.d3.loss_cls: 0.6439, decode.d3.loss_mask: 0.6475, decode.d3.loss_dice: 1.0085, decode.d4.loss_cls: 0.6261, decode.d4.loss_mask: 0.6477, decode.d4.loss_dice: 1.0098, decode.d5.loss_cls: 0.6160, decode.d5.loss_mask: 0.6495, decode.d5.loss_dice: 1.0102, decode.d6.loss_cls: 0.6141, decode.d6.loss_mask: 0.6395, decode.d6.loss_dice: 0.9991, decode.d7.loss_cls: 0.6128, decode.d7.loss_mask: 0.6365, decode.d7.loss_dice: 0.9921, decode.d8.loss_cls: 0.6086, decode.d8.loss_mask: 0.6377, decode.d8.loss_dice: 0.9899, loss: 25.1224, grad_norm: 123.8531 2023-11-26 19:48:23,506 - mmseg - INFO - Iter [72950/160000] lr: 2.076e-06, eta: 9:10:18, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5903, decode.loss_mask: 0.6394, decode.loss_dice: 0.9816, decode.d0.loss_cls: 2.4833, decode.d0.loss_mask: 0.7024, decode.d0.loss_dice: 1.1703, decode.d1.loss_cls: 0.7861, decode.d1.loss_mask: 0.6721, decode.d1.loss_dice: 1.0758, decode.d2.loss_cls: 0.6812, decode.d2.loss_mask: 0.6547, decode.d2.loss_dice: 1.0231, decode.d3.loss_cls: 0.6283, decode.d3.loss_mask: 0.6449, decode.d3.loss_dice: 0.9958, decode.d4.loss_cls: 0.6180, decode.d4.loss_mask: 0.6376, decode.d4.loss_dice: 0.9932, decode.d5.loss_cls: 0.6156, decode.d5.loss_mask: 0.6389, decode.d5.loss_dice: 0.9900, decode.d6.loss_cls: 0.6103, decode.d6.loss_mask: 0.6394, decode.d6.loss_dice: 0.9813, decode.d7.loss_cls: 0.5896, decode.d7.loss_mask: 0.6401, decode.d7.loss_dice: 0.9833, decode.d8.loss_cls: 0.5969, decode.d8.loss_mask: 0.6395, decode.d8.loss_dice: 0.9868, loss: 24.8900, grad_norm: 129.4786 2023-11-26 19:48:42,312 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:48:42,312 - mmseg - INFO - Iter [73000/160000] lr: 2.075e-06, eta: 9:09:59, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5636, decode.loss_mask: 0.6432, decode.loss_dice: 0.9865, decode.d0.loss_cls: 2.4488, decode.d0.loss_mask: 0.7052, decode.d0.loss_dice: 1.1652, decode.d1.loss_cls: 0.7294, decode.d1.loss_mask: 0.6755, decode.d1.loss_dice: 1.0680, decode.d2.loss_cls: 0.6404, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 1.0316, decode.d3.loss_cls: 0.6037, decode.d3.loss_mask: 0.6536, decode.d3.loss_dice: 1.0076, decode.d4.loss_cls: 0.5951, decode.d4.loss_mask: 0.6499, decode.d4.loss_dice: 1.0033, decode.d5.loss_cls: 0.5831, decode.d5.loss_mask: 0.6509, decode.d5.loss_dice: 0.9982, decode.d6.loss_cls: 0.5825, decode.d6.loss_mask: 0.6456, decode.d6.loss_dice: 0.9857, decode.d7.loss_cls: 0.5776, decode.d7.loss_mask: 0.6456, decode.d7.loss_dice: 0.9872, decode.d8.loss_cls: 0.5646, decode.d8.loss_mask: 0.6448, decode.d8.loss_dice: 0.9903, loss: 24.6927, grad_norm: 131.3809 2023-11-26 19:49:00,627 - mmseg - INFO - Iter [73050/160000] lr: 2.073e-06, eta: 9:09:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5873, decode.loss_mask: 0.6823, decode.loss_dice: 0.9879, decode.d0.loss_cls: 2.5365, decode.d0.loss_mask: 0.7399, decode.d0.loss_dice: 1.1904, decode.d1.loss_cls: 0.7715, decode.d1.loss_mask: 0.7128, decode.d1.loss_dice: 1.0875, decode.d2.loss_cls: 0.6693, decode.d2.loss_mask: 0.6992, decode.d2.loss_dice: 1.0315, decode.d3.loss_cls: 0.6326, decode.d3.loss_mask: 0.6916, decode.d3.loss_dice: 0.9947, decode.d4.loss_cls: 0.6194, decode.d4.loss_mask: 0.6870, decode.d4.loss_dice: 0.9951, decode.d5.loss_cls: 0.6086, decode.d5.loss_mask: 0.6881, decode.d5.loss_dice: 0.9946, decode.d6.loss_cls: 0.6038, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 0.9901, decode.d7.loss_cls: 0.5923, decode.d7.loss_mask: 0.6834, decode.d7.loss_dice: 0.9922, decode.d8.loss_cls: 0.5873, decode.d8.loss_mask: 0.6833, decode.d8.loss_dice: 0.9929, loss: 25.4204, grad_norm: 123.8902 2023-11-26 19:49:19,261 - mmseg - INFO - Iter [73100/160000] lr: 2.072e-06, eta: 9:09:20, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5813, decode.loss_mask: 0.6341, decode.loss_dice: 0.9545, decode.d0.loss_cls: 2.5254, decode.d0.loss_mask: 0.6951, decode.d0.loss_dice: 1.1555, decode.d1.loss_cls: 0.7483, decode.d1.loss_mask: 0.6715, decode.d1.loss_dice: 1.0504, decode.d2.loss_cls: 0.6631, decode.d2.loss_mask: 0.6531, decode.d2.loss_dice: 1.0094, decode.d3.loss_cls: 0.6418, decode.d3.loss_mask: 0.6442, decode.d3.loss_dice: 0.9659, decode.d4.loss_cls: 0.6133, decode.d4.loss_mask: 0.6427, decode.d4.loss_dice: 0.9681, decode.d5.loss_cls: 0.6066, decode.d5.loss_mask: 0.6429, decode.d5.loss_dice: 0.9650, decode.d6.loss_cls: 0.5929, decode.d6.loss_mask: 0.6398, decode.d6.loss_dice: 0.9552, decode.d7.loss_cls: 0.5906, decode.d7.loss_mask: 0.6379, decode.d7.loss_dice: 0.9540, decode.d8.loss_cls: 0.5838, decode.d8.loss_mask: 0.6370, decode.d8.loss_dice: 0.9587, loss: 24.5820, grad_norm: 116.0523 2023-11-26 19:49:37,807 - mmseg - INFO - Iter [73150/160000] lr: 2.071e-06, eta: 9:09:00, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6013, decode.loss_mask: 0.6586, decode.loss_dice: 0.9705, decode.d0.loss_cls: 2.4605, decode.d0.loss_mask: 0.7265, decode.d0.loss_dice: 1.1694, decode.d1.loss_cls: 0.7836, decode.d1.loss_mask: 0.6948, decode.d1.loss_dice: 1.0635, decode.d2.loss_cls: 0.6850, decode.d2.loss_mask: 0.6795, decode.d2.loss_dice: 1.0246, decode.d3.loss_cls: 0.6478, decode.d3.loss_mask: 0.6658, decode.d3.loss_dice: 0.9971, decode.d4.loss_cls: 0.6263, decode.d4.loss_mask: 0.6660, decode.d4.loss_dice: 0.9903, decode.d5.loss_cls: 0.6174, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 0.9884, decode.d6.loss_cls: 0.6160, decode.d6.loss_mask: 0.6585, decode.d6.loss_dice: 0.9715, decode.d7.loss_cls: 0.6166, decode.d7.loss_mask: 0.6603, decode.d7.loss_dice: 0.9703, decode.d8.loss_cls: 0.6073, decode.d8.loss_mask: 0.6611, decode.d8.loss_dice: 0.9747, loss: 25.1178, grad_norm: 116.5796 2023-11-26 19:49:56,078 - mmseg - INFO - Iter [73200/160000] lr: 2.070e-06, eta: 9:08:41, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6173, decode.loss_mask: 0.6533, decode.loss_dice: 1.0033, decode.d0.loss_cls: 2.5578, decode.d0.loss_mask: 0.7209, decode.d0.loss_dice: 1.1960, decode.d1.loss_cls: 0.7927, decode.d1.loss_mask: 0.7037, decode.d1.loss_dice: 1.0971, decode.d2.loss_cls: 0.6961, decode.d2.loss_mask: 0.6781, decode.d2.loss_dice: 1.0575, decode.d3.loss_cls: 0.6682, decode.d3.loss_mask: 0.6652, decode.d3.loss_dice: 1.0209, decode.d4.loss_cls: 0.6451, decode.d4.loss_mask: 0.6641, decode.d4.loss_dice: 1.0207, decode.d5.loss_cls: 0.6353, decode.d5.loss_mask: 0.6617, decode.d5.loss_dice: 1.0132, decode.d6.loss_cls: 0.6243, decode.d6.loss_mask: 0.6590, decode.d6.loss_dice: 1.0092, decode.d7.loss_cls: 0.6294, decode.d7.loss_mask: 0.6560, decode.d7.loss_dice: 1.0034, decode.d8.loss_cls: 0.6130, decode.d8.loss_mask: 0.6613, decode.d8.loss_dice: 1.0083, loss: 25.6322, grad_norm: 116.5421 2023-11-26 19:50:14,361 - mmseg - INFO - Iter [73250/160000] lr: 2.069e-06, eta: 9:08:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5935, decode.loss_mask: 0.6607, decode.loss_dice: 1.0033, decode.d0.loss_cls: 2.5236, decode.d0.loss_mask: 0.7164, decode.d0.loss_dice: 1.1985, decode.d1.loss_cls: 0.7620, decode.d1.loss_mask: 0.6961, decode.d1.loss_dice: 1.0923, decode.d2.loss_cls: 0.6813, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0464, decode.d3.loss_cls: 0.6409, decode.d3.loss_mask: 0.6614, decode.d3.loss_dice: 1.0148, decode.d4.loss_cls: 0.6234, decode.d4.loss_mask: 0.6629, decode.d4.loss_dice: 1.0180, decode.d5.loss_cls: 0.6171, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 1.0122, decode.d6.loss_cls: 0.5971, decode.d6.loss_mask: 0.6604, decode.d6.loss_dice: 0.9998, decode.d7.loss_cls: 0.5985, decode.d7.loss_mask: 0.6591, decode.d7.loss_dice: 1.0015, decode.d8.loss_cls: 0.5933, decode.d8.loss_mask: 0.6607, decode.d8.loss_dice: 1.0033, loss: 25.3344, grad_norm: 130.9482 2023-11-26 19:50:34,923 - mmseg - INFO - Iter [73300/160000] lr: 2.067e-06, eta: 9:08:04, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5735, decode.loss_mask: 0.6523, decode.loss_dice: 0.9775, decode.d0.loss_cls: 2.5429, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1676, decode.d1.loss_cls: 0.7493, decode.d1.loss_mask: 0.6993, decode.d1.loss_dice: 1.0693, decode.d2.loss_cls: 0.6585, decode.d2.loss_mask: 0.6753, decode.d2.loss_dice: 1.0232, decode.d3.loss_cls: 0.6192, decode.d3.loss_mask: 0.6635, decode.d3.loss_dice: 0.9911, decode.d4.loss_cls: 0.5987, decode.d4.loss_mask: 0.6648, decode.d4.loss_dice: 0.9915, decode.d5.loss_cls: 0.5870, decode.d5.loss_mask: 0.6592, decode.d5.loss_dice: 0.9878, decode.d6.loss_cls: 0.5875, decode.d6.loss_mask: 0.6537, decode.d6.loss_dice: 0.9777, decode.d7.loss_cls: 0.5710, decode.d7.loss_mask: 0.6533, decode.d7.loss_dice: 0.9806, decode.d8.loss_cls: 0.5711, decode.d8.loss_mask: 0.6538, decode.d8.loss_dice: 0.9807, loss: 24.8990, grad_norm: 114.3301 2023-11-26 19:50:53,246 - mmseg - INFO - Iter [73350/160000] lr: 2.066e-06, eta: 9:07:44, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5630, decode.loss_mask: 0.6687, decode.loss_dice: 1.0029, decode.d0.loss_cls: 2.4951, decode.d0.loss_mask: 0.7248, decode.d0.loss_dice: 1.1938, decode.d1.loss_cls: 0.7641, decode.d1.loss_mask: 0.7031, decode.d1.loss_dice: 1.0853, decode.d2.loss_cls: 0.6451, decode.d2.loss_mask: 0.6828, decode.d2.loss_dice: 1.0419, decode.d3.loss_cls: 0.6107, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 1.0177, decode.d4.loss_cls: 0.5884, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 1.0130, decode.d5.loss_cls: 0.5884, decode.d5.loss_mask: 0.6724, decode.d5.loss_dice: 1.0063, decode.d6.loss_cls: 0.5810, decode.d6.loss_mask: 0.6689, decode.d6.loss_dice: 0.9968, decode.d7.loss_cls: 0.5705, decode.d7.loss_mask: 0.6704, decode.d7.loss_dice: 0.9997, decode.d8.loss_cls: 0.5708, decode.d8.loss_mask: 0.6695, decode.d8.loss_dice: 1.0020, loss: 25.1470, grad_norm: 130.6547 2023-11-26 19:51:11,444 - mmseg - INFO - Iter [73400/160000] lr: 2.065e-06, eta: 9:07:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5696, decode.loss_mask: 0.6505, decode.loss_dice: 0.9694, decode.d0.loss_cls: 2.5308, decode.d0.loss_mask: 0.7055, decode.d0.loss_dice: 1.1603, decode.d1.loss_cls: 0.7787, decode.d1.loss_mask: 0.6775, decode.d1.loss_dice: 1.0564, decode.d2.loss_cls: 0.6613, decode.d2.loss_mask: 0.6647, decode.d2.loss_dice: 1.0224, decode.d3.loss_cls: 0.6260, decode.d3.loss_mask: 0.6637, decode.d3.loss_dice: 0.9915, decode.d4.loss_cls: 0.6037, decode.d4.loss_mask: 0.6598, decode.d4.loss_dice: 0.9890, decode.d5.loss_cls: 0.5983, decode.d5.loss_mask: 0.6534, decode.d5.loss_dice: 0.9889, decode.d6.loss_cls: 0.5848, decode.d6.loss_mask: 0.6544, decode.d6.loss_dice: 0.9792, decode.d7.loss_cls: 0.5807, decode.d7.loss_mask: 0.6548, decode.d7.loss_dice: 0.9835, decode.d8.loss_cls: 0.5724, decode.d8.loss_mask: 0.6539, decode.d8.loss_dice: 0.9756, loss: 24.8606, grad_norm: 120.3430 2023-11-26 19:51:29,728 - mmseg - INFO - Iter [73450/160000] lr: 2.064e-06, eta: 9:07:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5804, decode.loss_mask: 0.6504, decode.loss_dice: 0.9908, decode.d0.loss_cls: 2.5311, decode.d0.loss_mask: 0.7120, decode.d0.loss_dice: 1.1846, decode.d1.loss_cls: 0.7699, decode.d1.loss_mask: 0.6872, decode.d1.loss_dice: 1.0786, decode.d2.loss_cls: 0.6747, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 1.0314, decode.d3.loss_cls: 0.6426, decode.d3.loss_mask: 0.6552, decode.d3.loss_dice: 0.9990, decode.d4.loss_cls: 0.6172, decode.d4.loss_mask: 0.6550, decode.d4.loss_dice: 0.9980, decode.d5.loss_cls: 0.5992, decode.d5.loss_mask: 0.6556, decode.d5.loss_dice: 0.9981, decode.d6.loss_cls: 0.5901, decode.d6.loss_mask: 0.6524, decode.d6.loss_dice: 0.9877, decode.d7.loss_cls: 0.5788, decode.d7.loss_mask: 0.6521, decode.d7.loss_dice: 0.9937, decode.d8.loss_cls: 0.5897, decode.d8.loss_mask: 0.6484, decode.d8.loss_dice: 0.9903, loss: 25.0604, grad_norm: 115.6321 2023-11-26 19:51:48,386 - mmseg - INFO - Iter [73500/160000] lr: 2.063e-06, eta: 9:06:45, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5726, decode.loss_mask: 0.6441, decode.loss_dice: 1.0031, decode.d0.loss_cls: 2.5661, decode.d0.loss_mask: 0.7066, decode.d0.loss_dice: 1.1875, decode.d1.loss_cls: 0.7782, decode.d1.loss_mask: 0.6774, decode.d1.loss_dice: 1.0955, decode.d2.loss_cls: 0.6644, decode.d2.loss_mask: 0.6637, decode.d2.loss_dice: 1.0552, decode.d3.loss_cls: 0.6232, decode.d3.loss_mask: 0.6523, decode.d3.loss_dice: 1.0229, decode.d4.loss_cls: 0.6025, decode.d4.loss_mask: 0.6515, decode.d4.loss_dice: 1.0187, decode.d5.loss_cls: 0.6038, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 1.0083, decode.d6.loss_cls: 0.5872, decode.d6.loss_mask: 0.6450, decode.d6.loss_dice: 1.0047, decode.d7.loss_cls: 0.5845, decode.d7.loss_mask: 0.6455, decode.d7.loss_dice: 1.0061, decode.d8.loss_cls: 0.5845, decode.d8.loss_mask: 0.6428, decode.d8.loss_dice: 1.0047, loss: 25.1508, grad_norm: 141.8586 2023-11-26 19:52:07,171 - mmseg - INFO - Iter [73550/160000] lr: 2.061e-06, eta: 9:06:26, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5432, decode.loss_mask: 0.6428, decode.loss_dice: 0.9484, decode.d0.loss_cls: 2.4972, decode.d0.loss_mask: 0.6982, decode.d0.loss_dice: 1.1355, decode.d1.loss_cls: 0.7382, decode.d1.loss_mask: 0.6688, decode.d1.loss_dice: 1.0242, decode.d2.loss_cls: 0.6267, decode.d2.loss_mask: 0.6549, decode.d2.loss_dice: 0.9845, decode.d3.loss_cls: 0.5978, decode.d3.loss_mask: 0.6467, decode.d3.loss_dice: 0.9641, decode.d4.loss_cls: 0.5699, decode.d4.loss_mask: 0.6445, decode.d4.loss_dice: 0.9624, decode.d5.loss_cls: 0.5624, decode.d5.loss_mask: 0.6467, decode.d5.loss_dice: 0.9576, decode.d6.loss_cls: 0.5544, decode.d6.loss_mask: 0.6452, decode.d6.loss_dice: 0.9489, decode.d7.loss_cls: 0.5501, decode.d7.loss_mask: 0.6432, decode.d7.loss_dice: 0.9542, decode.d8.loss_cls: 0.5492, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9459, loss: 24.1476, grad_norm: 117.1294 2023-11-26 19:52:26,506 - mmseg - INFO - Iter [73600/160000] lr: 2.060e-06, eta: 9:06:07, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5503, decode.loss_mask: 0.6458, decode.loss_dice: 0.9508, decode.d0.loss_cls: 2.4605, decode.d0.loss_mask: 0.7048, decode.d0.loss_dice: 1.1256, decode.d1.loss_cls: 0.7172, decode.d1.loss_mask: 0.6822, decode.d1.loss_dice: 1.0350, decode.d2.loss_cls: 0.6249, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 0.9862, decode.d3.loss_cls: 0.5897, decode.d3.loss_mask: 0.6555, decode.d3.loss_dice: 0.9654, decode.d4.loss_cls: 0.5757, decode.d4.loss_mask: 0.6527, decode.d4.loss_dice: 0.9564, decode.d5.loss_cls: 0.5569, decode.d5.loss_mask: 0.6498, decode.d5.loss_dice: 0.9623, decode.d6.loss_cls: 0.5522, decode.d6.loss_mask: 0.6493, decode.d6.loss_dice: 0.9565, decode.d7.loss_cls: 0.5462, decode.d7.loss_mask: 0.6492, decode.d7.loss_dice: 0.9549, decode.d8.loss_cls: 0.5423, decode.d8.loss_mask: 0.6479, decode.d8.loss_dice: 0.9515, loss: 24.1594, grad_norm: 138.2789 2023-11-26 19:52:44,782 - mmseg - INFO - Iter [73650/160000] lr: 2.059e-06, eta: 9:05:48, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5566, decode.loss_mask: 0.6578, decode.loss_dice: 0.9914, decode.d0.loss_cls: 2.4575, decode.d0.loss_mask: 0.7155, decode.d0.loss_dice: 1.1708, decode.d1.loss_cls: 0.7403, decode.d1.loss_mask: 0.6907, decode.d1.loss_dice: 1.0727, decode.d2.loss_cls: 0.6418, decode.d2.loss_mask: 0.6713, decode.d2.loss_dice: 1.0365, decode.d3.loss_cls: 0.6002, decode.d3.loss_mask: 0.6701, decode.d3.loss_dice: 1.0065, decode.d4.loss_cls: 0.5839, decode.d4.loss_mask: 0.6678, decode.d4.loss_dice: 1.0054, decode.d5.loss_cls: 0.5669, decode.d5.loss_mask: 0.6668, decode.d5.loss_dice: 1.0052, decode.d6.loss_cls: 0.5678, decode.d6.loss_mask: 0.6608, decode.d6.loss_dice: 0.9957, decode.d7.loss_cls: 0.5620, decode.d7.loss_mask: 0.6584, decode.d7.loss_dice: 0.9927, decode.d8.loss_cls: 0.5526, decode.d8.loss_mask: 0.6575, decode.d8.loss_dice: 0.9951, loss: 24.8186, grad_norm: 124.2276 2023-11-26 19:53:03,158 - mmseg - INFO - Iter [73700/160000] lr: 2.058e-06, eta: 9:05:28, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5821, decode.loss_mask: 0.6471, decode.loss_dice: 0.9831, decode.d0.loss_cls: 2.4989, decode.d0.loss_mask: 0.7114, decode.d0.loss_dice: 1.1781, decode.d1.loss_cls: 0.7580, decode.d1.loss_mask: 0.6865, decode.d1.loss_dice: 1.0758, decode.d2.loss_cls: 0.6682, decode.d2.loss_mask: 0.6673, decode.d2.loss_dice: 1.0302, decode.d3.loss_cls: 0.6268, decode.d3.loss_mask: 0.6570, decode.d3.loss_dice: 1.0031, decode.d4.loss_cls: 0.6142, decode.d4.loss_mask: 0.6530, decode.d4.loss_dice: 0.9975, decode.d5.loss_cls: 0.6095, decode.d5.loss_mask: 0.6521, decode.d5.loss_dice: 0.9998, decode.d6.loss_cls: 0.5970, decode.d6.loss_mask: 0.6518, decode.d6.loss_dice: 0.9897, decode.d7.loss_cls: 0.5921, decode.d7.loss_mask: 0.6500, decode.d7.loss_dice: 0.9849, decode.d8.loss_cls: 0.5843, decode.d8.loss_mask: 0.6483, decode.d8.loss_dice: 0.9836, loss: 24.9815, grad_norm: 124.5684 2023-11-26 19:53:21,514 - mmseg - INFO - Iter [73750/160000] lr: 2.057e-06, eta: 9:05:08, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5773, decode.loss_mask: 0.6545, decode.loss_dice: 0.9713, decode.d0.loss_cls: 2.5335, decode.d0.loss_mask: 0.7076, decode.d0.loss_dice: 1.1444, decode.d1.loss_cls: 0.7383, decode.d1.loss_mask: 0.6874, decode.d1.loss_dice: 1.0510, decode.d2.loss_cls: 0.6490, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0103, decode.d3.loss_cls: 0.6273, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 0.9839, decode.d4.loss_cls: 0.5997, decode.d4.loss_mask: 0.6620, decode.d4.loss_dice: 0.9789, decode.d5.loss_cls: 0.5897, decode.d5.loss_mask: 0.6561, decode.d5.loss_dice: 0.9833, decode.d6.loss_cls: 0.5922, decode.d6.loss_mask: 0.6554, decode.d6.loss_dice: 0.9756, decode.d7.loss_cls: 0.5768, decode.d7.loss_mask: 0.6547, decode.d7.loss_dice: 0.9754, decode.d8.loss_cls: 0.5791, decode.d8.loss_mask: 0.6548, decode.d8.loss_dice: 0.9753, loss: 24.7788, grad_norm: 108.7271 2023-11-26 19:53:39,867 - mmseg - INFO - Iter [73800/160000] lr: 2.055e-06, eta: 9:04:49, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5645, decode.loss_mask: 0.6464, decode.loss_dice: 0.9629, decode.d0.loss_cls: 2.5109, decode.d0.loss_mask: 0.7003, decode.d0.loss_dice: 1.1490, decode.d1.loss_cls: 0.7539, decode.d1.loss_mask: 0.6788, decode.d1.loss_dice: 1.0501, decode.d2.loss_cls: 0.6489, decode.d2.loss_mask: 0.6623, decode.d2.loss_dice: 1.0095, decode.d3.loss_cls: 0.6065, decode.d3.loss_mask: 0.6573, decode.d3.loss_dice: 0.9807, decode.d4.loss_cls: 0.5871, decode.d4.loss_mask: 0.6545, decode.d4.loss_dice: 0.9827, decode.d5.loss_cls: 0.5708, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9785, decode.d6.loss_cls: 0.5734, decode.d6.loss_mask: 0.6485, decode.d6.loss_dice: 0.9688, decode.d7.loss_cls: 0.5688, decode.d7.loss_mask: 0.6464, decode.d7.loss_dice: 0.9667, decode.d8.loss_cls: 0.5669, decode.d8.loss_mask: 0.6454, decode.d8.loss_dice: 0.9698, loss: 24.5609, grad_norm: 121.4515 2023-11-26 19:53:58,260 - mmseg - INFO - Iter [73850/160000] lr: 2.054e-06, eta: 9:04:29, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5596, decode.loss_mask: 0.6599, decode.loss_dice: 0.9977, decode.d0.loss_cls: 2.5118, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1873, decode.d1.loss_cls: 0.7347, decode.d1.loss_mask: 0.6967, decode.d1.loss_dice: 1.0843, decode.d2.loss_cls: 0.6372, decode.d2.loss_mask: 0.6795, decode.d2.loss_dice: 1.0451, decode.d3.loss_cls: 0.6178, decode.d3.loss_mask: 0.6687, decode.d3.loss_dice: 1.0110, decode.d4.loss_cls: 0.5916, decode.d4.loss_mask: 0.6624, decode.d4.loss_dice: 1.0117, decode.d5.loss_cls: 0.5746, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 1.0140, decode.d6.loss_cls: 0.5699, decode.d6.loss_mask: 0.6605, decode.d6.loss_dice: 1.0049, decode.d7.loss_cls: 0.5642, decode.d7.loss_mask: 0.6586, decode.d7.loss_dice: 1.0005, decode.d8.loss_cls: 0.5591, decode.d8.loss_mask: 0.6595, decode.d8.loss_dice: 1.0007, loss: 25.0045, grad_norm: 117.1147 2023-11-26 19:54:17,066 - mmseg - INFO - Iter [73900/160000] lr: 2.053e-06, eta: 9:04:10, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5691, decode.loss_mask: 0.6585, decode.loss_dice: 0.9990, decode.d0.loss_cls: 2.5025, decode.d0.loss_mask: 0.7149, decode.d0.loss_dice: 1.1909, decode.d1.loss_cls: 0.7520, decode.d1.loss_mask: 0.6903, decode.d1.loss_dice: 1.0869, decode.d2.loss_cls: 0.6488, decode.d2.loss_mask: 0.6783, decode.d2.loss_dice: 1.0402, decode.d3.loss_cls: 0.6203, decode.d3.loss_mask: 0.6680, decode.d3.loss_dice: 1.0083, decode.d4.loss_cls: 0.6104, decode.d4.loss_mask: 0.6637, decode.d4.loss_dice: 1.0061, decode.d5.loss_cls: 0.6014, decode.d5.loss_mask: 0.6649, decode.d5.loss_dice: 1.0044, decode.d6.loss_cls: 0.5907, decode.d6.loss_mask: 0.6599, decode.d6.loss_dice: 1.0017, decode.d7.loss_cls: 0.5807, decode.d7.loss_mask: 0.6606, decode.d7.loss_dice: 0.9985, decode.d8.loss_cls: 0.5794, decode.d8.loss_mask: 0.6587, decode.d8.loss_dice: 0.9927, loss: 25.1018, grad_norm: 115.6864 2023-11-26 19:54:35,555 - mmseg - INFO - Iter [73950/160000] lr: 2.052e-06, eta: 9:03:50, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5521, decode.loss_mask: 0.6823, decode.loss_dice: 0.9777, decode.d0.loss_cls: 2.4075, decode.d0.loss_mask: 0.7376, decode.d0.loss_dice: 1.1460, decode.d1.loss_cls: 0.7132, decode.d1.loss_mask: 0.7166, decode.d1.loss_dice: 1.0604, decode.d2.loss_cls: 0.6330, decode.d2.loss_mask: 0.7041, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.6147, decode.d3.loss_mask: 0.6915, decode.d3.loss_dice: 0.9842, decode.d4.loss_cls: 0.5914, decode.d4.loss_mask: 0.6866, decode.d4.loss_dice: 0.9796, decode.d5.loss_cls: 0.5757, decode.d5.loss_mask: 0.6841, decode.d5.loss_dice: 0.9850, decode.d6.loss_cls: 0.5685, decode.d6.loss_mask: 0.6840, decode.d6.loss_dice: 0.9781, decode.d7.loss_cls: 0.5644, decode.d7.loss_mask: 0.6837, decode.d7.loss_dice: 0.9771, decode.d8.loss_cls: 0.5574, decode.d8.loss_mask: 0.6842, decode.d8.loss_dice: 0.9834, loss: 24.8205, grad_norm: 119.4381 2023-11-26 19:54:53,978 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 19:54:53,978 - mmseg - INFO - Iter [74000/160000] lr: 2.051e-06, eta: 9:03:31, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5759, decode.loss_mask: 0.6571, decode.loss_dice: 0.9967, decode.d0.loss_cls: 2.5577, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1805, decode.d1.loss_cls: 0.7505, decode.d1.loss_mask: 0.6901, decode.d1.loss_dice: 1.0762, decode.d2.loss_cls: 0.6621, decode.d2.loss_mask: 0.6686, decode.d2.loss_dice: 1.0397, decode.d3.loss_cls: 0.6289, decode.d3.loss_mask: 0.6618, decode.d3.loss_dice: 1.0137, decode.d4.loss_cls: 0.6134, decode.d4.loss_mask: 0.6613, decode.d4.loss_dice: 1.0097, decode.d5.loss_cls: 0.6041, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 1.0088, decode.d6.loss_cls: 0.5975, decode.d6.loss_mask: 0.6600, decode.d6.loss_dice: 0.9995, decode.d7.loss_cls: 0.5882, decode.d7.loss_mask: 0.6584, decode.d7.loss_dice: 0.9954, decode.d8.loss_cls: 0.5856, decode.d8.loss_mask: 0.6574, decode.d8.loss_dice: 0.9960, loss: 25.1652, grad_norm: 134.4931 2023-11-26 19:55:12,258 - mmseg - INFO - Iter [74050/160000] lr: 2.050e-06, eta: 9:03:11, time: 0.367, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5799, decode.loss_mask: 0.6203, decode.loss_dice: 0.9701, decode.d0.loss_cls: 2.5155, decode.d0.loss_mask: 0.6818, decode.d0.loss_dice: 1.1743, decode.d1.loss_cls: 0.7891, decode.d1.loss_mask: 0.6513, decode.d1.loss_dice: 1.0669, decode.d2.loss_cls: 0.6660, decode.d2.loss_mask: 0.6360, decode.d2.loss_dice: 1.0184, decode.d3.loss_cls: 0.6377, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9843, decode.d4.loss_cls: 0.6095, decode.d4.loss_mask: 0.6272, decode.d4.loss_dice: 0.9908, decode.d5.loss_cls: 0.5997, decode.d5.loss_mask: 0.6247, decode.d5.loss_dice: 0.9865, decode.d6.loss_cls: 0.6009, decode.d6.loss_mask: 0.6219, decode.d6.loss_dice: 0.9734, decode.d7.loss_cls: 0.5889, decode.d7.loss_mask: 0.6214, decode.d7.loss_dice: 0.9730, decode.d8.loss_cls: 0.5866, decode.d8.loss_mask: 0.6214, decode.d8.loss_dice: 0.9780, loss: 24.6262, grad_norm: 110.8446 2023-11-26 19:55:30,506 - mmseg - INFO - Iter [74100/160000] lr: 2.048e-06, eta: 9:02:51, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5477, decode.loss_mask: 0.6583, decode.loss_dice: 0.9539, decode.d0.loss_cls: 2.4451, decode.d0.loss_mask: 0.7153, decode.d0.loss_dice: 1.1317, decode.d1.loss_cls: 0.7354, decode.d1.loss_mask: 0.6869, decode.d1.loss_dice: 1.0374, decode.d2.loss_cls: 0.6425, decode.d2.loss_mask: 0.6742, decode.d2.loss_dice: 0.9987, decode.d3.loss_cls: 0.6078, decode.d3.loss_mask: 0.6660, decode.d3.loss_dice: 0.9677, decode.d4.loss_cls: 0.5863, decode.d4.loss_mask: 0.6630, decode.d4.loss_dice: 0.9689, decode.d5.loss_cls: 0.5755, decode.d5.loss_mask: 0.6630, decode.d5.loss_dice: 0.9684, decode.d6.loss_cls: 0.5625, decode.d6.loss_mask: 0.6583, decode.d6.loss_dice: 0.9537, decode.d7.loss_cls: 0.5498, decode.d7.loss_mask: 0.6592, decode.d7.loss_dice: 0.9570, decode.d8.loss_cls: 0.5489, decode.d8.loss_mask: 0.6600, decode.d8.loss_dice: 0.9574, loss: 24.4003, grad_norm: 114.9978 2023-11-26 19:55:48,910 - mmseg - INFO - Iter [74150/160000] lr: 2.047e-06, eta: 9:02:32, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5898, decode.loss_mask: 0.6564, decode.loss_dice: 0.9772, decode.d0.loss_cls: 2.5356, decode.d0.loss_mask: 0.7227, decode.d0.loss_dice: 1.1736, decode.d1.loss_cls: 0.7524, decode.d1.loss_mask: 0.7012, decode.d1.loss_dice: 1.0715, decode.d2.loss_cls: 0.6689, decode.d2.loss_mask: 0.6778, decode.d2.loss_dice: 1.0239, decode.d3.loss_cls: 0.6404, decode.d3.loss_mask: 0.6685, decode.d3.loss_dice: 0.9919, decode.d4.loss_cls: 0.6213, decode.d4.loss_mask: 0.6629, decode.d4.loss_dice: 0.9865, decode.d5.loss_cls: 0.6029, decode.d5.loss_mask: 0.6627, decode.d5.loss_dice: 0.9878, decode.d6.loss_cls: 0.6004, decode.d6.loss_mask: 0.6624, decode.d6.loss_dice: 0.9787, decode.d7.loss_cls: 0.5885, decode.d7.loss_mask: 0.6605, decode.d7.loss_dice: 0.9808, decode.d8.loss_cls: 0.5890, decode.d8.loss_mask: 0.6588, decode.d8.loss_dice: 0.9828, loss: 25.0778, grad_norm: 123.9404 2023-11-26 19:56:07,416 - mmseg - INFO - Iter [74200/160000] lr: 2.046e-06, eta: 9:02:12, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5954, decode.loss_mask: 0.6618, decode.loss_dice: 0.9672, decode.d0.loss_cls: 2.5156, decode.d0.loss_mask: 0.7168, decode.d0.loss_dice: 1.1562, decode.d1.loss_cls: 0.7798, decode.d1.loss_mask: 0.6872, decode.d1.loss_dice: 1.0616, decode.d2.loss_cls: 0.6932, decode.d2.loss_mask: 0.6769, decode.d2.loss_dice: 1.0152, decode.d3.loss_cls: 0.6500, decode.d3.loss_mask: 0.6708, decode.d3.loss_dice: 0.9910, decode.d4.loss_cls: 0.6301, decode.d4.loss_mask: 0.6703, decode.d4.loss_dice: 0.9887, decode.d5.loss_cls: 0.6142, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 0.9895, decode.d6.loss_cls: 0.6174, decode.d6.loss_mask: 0.6647, decode.d6.loss_dice: 0.9708, decode.d7.loss_cls: 0.6095, decode.d7.loss_mask: 0.6617, decode.d7.loss_dice: 0.9760, decode.d8.loss_cls: 0.5988, decode.d8.loss_mask: 0.6608, decode.d8.loss_dice: 0.9687, loss: 25.1272, grad_norm: 117.9084 2023-11-26 19:56:25,672 - mmseg - INFO - Iter [74250/160000] lr: 2.045e-06, eta: 9:01:52, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5942, decode.loss_mask: 0.6468, decode.loss_dice: 0.9905, decode.d0.loss_cls: 2.5268, decode.d0.loss_mask: 0.7072, decode.d0.loss_dice: 1.1798, decode.d1.loss_cls: 0.7620, decode.d1.loss_mask: 0.6813, decode.d1.loss_dice: 1.0789, decode.d2.loss_cls: 0.6825, decode.d2.loss_mask: 0.6631, decode.d2.loss_dice: 1.0468, decode.d3.loss_cls: 0.6388, decode.d3.loss_mask: 0.6573, decode.d3.loss_dice: 1.0122, decode.d4.loss_cls: 0.6205, decode.d4.loss_mask: 0.6531, decode.d4.loss_dice: 1.0122, decode.d5.loss_cls: 0.6087, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 1.0085, decode.d6.loss_cls: 0.5987, decode.d6.loss_mask: 0.6474, decode.d6.loss_dice: 0.9930, decode.d7.loss_cls: 0.5904, decode.d7.loss_mask: 0.6471, decode.d7.loss_dice: 0.9949, decode.d8.loss_cls: 0.5949, decode.d8.loss_mask: 0.6452, decode.d8.loss_dice: 0.9914, loss: 25.1248, grad_norm: 134.0838 2023-11-26 19:56:44,245 - mmseg - INFO - Iter [74300/160000] lr: 2.044e-06, eta: 9:01:33, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5765, decode.loss_mask: 0.6475, decode.loss_dice: 0.9638, decode.d0.loss_cls: 2.4779, decode.d0.loss_mask: 0.7124, decode.d0.loss_dice: 1.1674, decode.d1.loss_cls: 0.7354, decode.d1.loss_mask: 0.6758, decode.d1.loss_dice: 1.0581, decode.d2.loss_cls: 0.6564, decode.d2.loss_mask: 0.6625, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.6179, decode.d3.loss_mask: 0.6547, decode.d3.loss_dice: 0.9848, decode.d4.loss_cls: 0.5950, decode.d4.loss_mask: 0.6533, decode.d4.loss_dice: 0.9820, decode.d5.loss_cls: 0.5850, decode.d5.loss_mask: 0.6522, decode.d5.loss_dice: 0.9792, decode.d6.loss_cls: 0.5833, decode.d6.loss_mask: 0.6539, decode.d6.loss_dice: 0.9730, decode.d7.loss_cls: 0.5733, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9686, decode.d8.loss_cls: 0.5706, decode.d8.loss_mask: 0.6496, decode.d8.loss_dice: 0.9685, loss: 24.6449, grad_norm: 123.4661 2023-11-26 19:57:02,696 - mmseg - INFO - Iter [74350/160000] lr: 2.042e-06, eta: 9:01:13, time: 0.371, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5845, decode.loss_mask: 0.6625, decode.loss_dice: 0.9828, decode.d0.loss_cls: 2.5153, decode.d0.loss_mask: 0.7187, decode.d0.loss_dice: 1.1729, decode.d1.loss_cls: 0.7859, decode.d1.loss_mask: 0.6973, decode.d1.loss_dice: 1.0704, decode.d2.loss_cls: 0.6840, decode.d2.loss_mask: 0.6826, decode.d2.loss_dice: 1.0244, decode.d3.loss_cls: 0.6395, decode.d3.loss_mask: 0.6715, decode.d3.loss_dice: 0.9951, decode.d4.loss_cls: 0.6144, decode.d4.loss_mask: 0.6687, decode.d4.loss_dice: 0.9936, decode.d5.loss_cls: 0.6041, decode.d5.loss_mask: 0.6675, decode.d5.loss_dice: 0.9969, decode.d6.loss_cls: 0.5920, decode.d6.loss_mask: 0.6626, decode.d6.loss_dice: 0.9883, decode.d7.loss_cls: 0.5858, decode.d7.loss_mask: 0.6630, decode.d7.loss_dice: 0.9861, decode.d8.loss_cls: 0.5818, decode.d8.loss_mask: 0.6580, decode.d8.loss_dice: 0.9878, loss: 25.1381, grad_norm: 124.3870 2023-11-26 19:57:21,125 - mmseg - INFO - Iter [74400/160000] lr: 2.041e-06, eta: 9:00:54, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5794, decode.loss_mask: 0.6392, decode.loss_dice: 0.9653, decode.d0.loss_cls: 2.5342, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.1645, decode.d1.loss_cls: 0.7586, decode.d1.loss_mask: 0.6742, decode.d1.loss_dice: 1.0627, decode.d2.loss_cls: 0.6658, decode.d2.loss_mask: 0.6563, decode.d2.loss_dice: 1.0149, decode.d3.loss_cls: 0.6355, decode.d3.loss_mask: 0.6432, decode.d3.loss_dice: 0.9863, decode.d4.loss_cls: 0.6147, decode.d4.loss_mask: 0.6417, decode.d4.loss_dice: 0.9831, decode.d5.loss_cls: 0.6032, decode.d5.loss_mask: 0.6402, decode.d5.loss_dice: 0.9764, decode.d6.loss_cls: 0.5901, decode.d6.loss_mask: 0.6378, decode.d6.loss_dice: 0.9704, decode.d7.loss_cls: 0.5810, decode.d7.loss_mask: 0.6403, decode.d7.loss_dice: 0.9700, decode.d8.loss_cls: 0.5755, decode.d8.loss_mask: 0.6402, decode.d8.loss_dice: 0.9705, loss: 24.7183, grad_norm: 120.4300 2023-11-26 19:57:39,518 - mmseg - INFO - Iter [74450/160000] lr: 2.040e-06, eta: 9:00:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6058, decode.loss_mask: 0.6480, decode.loss_dice: 0.9777, decode.d0.loss_cls: 2.4955, decode.d0.loss_mask: 0.7016, decode.d0.loss_dice: 1.1608, decode.d1.loss_cls: 0.7785, decode.d1.loss_mask: 0.6761, decode.d1.loss_dice: 1.0684, decode.d2.loss_cls: 0.6788, decode.d2.loss_mask: 0.6621, decode.d2.loss_dice: 1.0295, decode.d3.loss_cls: 0.6374, decode.d3.loss_mask: 0.6571, decode.d3.loss_dice: 0.9943, decode.d4.loss_cls: 0.6236, decode.d4.loss_mask: 0.6552, decode.d4.loss_dice: 0.9896, decode.d5.loss_cls: 0.6246, decode.d5.loss_mask: 0.6514, decode.d5.loss_dice: 0.9889, decode.d6.loss_cls: 0.6101, decode.d6.loss_mask: 0.6504, decode.d6.loss_dice: 0.9834, decode.d7.loss_cls: 0.6131, decode.d7.loss_mask: 0.6473, decode.d7.loss_dice: 0.9752, decode.d8.loss_cls: 0.6053, decode.d8.loss_mask: 0.6476, decode.d8.loss_dice: 0.9783, loss: 25.0155, grad_norm: 121.3834 2023-11-26 19:57:57,877 - mmseg - INFO - Iter [74500/160000] lr: 2.039e-06, eta: 9:00:15, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5844, decode.loss_mask: 0.6357, decode.loss_dice: 0.9913, decode.d0.loss_cls: 2.4623, decode.d0.loss_mask: 0.6950, decode.d0.loss_dice: 1.1699, decode.d1.loss_cls: 0.7521, decode.d1.loss_mask: 0.6718, decode.d1.loss_dice: 1.0806, decode.d2.loss_cls: 0.6548, decode.d2.loss_mask: 0.6513, decode.d2.loss_dice: 1.0347, decode.d3.loss_cls: 0.6226, decode.d3.loss_mask: 0.6475, decode.d3.loss_dice: 1.0115, decode.d4.loss_cls: 0.6024, decode.d4.loss_mask: 0.6445, decode.d4.loss_dice: 1.0128, decode.d5.loss_cls: 0.5951, decode.d5.loss_mask: 0.6378, decode.d5.loss_dice: 1.0088, decode.d6.loss_cls: 0.5911, decode.d6.loss_mask: 0.6376, decode.d6.loss_dice: 0.9982, decode.d7.loss_cls: 0.5838, decode.d7.loss_mask: 0.6379, decode.d7.loss_dice: 0.9954, decode.d8.loss_cls: 0.5816, decode.d8.loss_mask: 0.6345, decode.d8.loss_dice: 0.9973, loss: 24.8242, grad_norm: 119.6419 2023-11-26 19:58:18,517 - mmseg - INFO - Iter [74550/160000] lr: 2.038e-06, eta: 8:59:58, time: 0.413, data_time: 0.055, memory: 36416, decode.loss_cls: 0.5701, decode.loss_mask: 0.6187, decode.loss_dice: 0.9390, decode.d0.loss_cls: 2.5399, decode.d0.loss_mask: 0.6863, decode.d0.loss_dice: 1.1308, decode.d1.loss_cls: 0.7399, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0195, decode.d2.loss_cls: 0.6521, decode.d2.loss_mask: 0.6337, decode.d2.loss_dice: 0.9769, decode.d3.loss_cls: 0.6147, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9550, decode.d4.loss_cls: 0.5920, decode.d4.loss_mask: 0.6293, decode.d4.loss_dice: 0.9546, decode.d5.loss_cls: 0.5881, decode.d5.loss_mask: 0.6234, decode.d5.loss_dice: 0.9502, decode.d6.loss_cls: 0.5762, decode.d6.loss_mask: 0.6222, decode.d6.loss_dice: 0.9404, decode.d7.loss_cls: 0.5688, decode.d7.loss_mask: 0.6210, decode.d7.loss_dice: 0.9454, decode.d8.loss_cls: 0.5655, decode.d8.loss_mask: 0.6208, decode.d8.loss_dice: 0.9444, loss: 24.1028, grad_norm: 130.2388 2023-11-26 19:58:36,801 - mmseg - INFO - Iter [74600/160000] lr: 2.036e-06, eta: 8:59:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5533, decode.loss_mask: 0.6420, decode.loss_dice: 0.9655, decode.d0.loss_cls: 2.5084, decode.d0.loss_mask: 0.7024, decode.d0.loss_dice: 1.1531, decode.d1.loss_cls: 0.7367, decode.d1.loss_mask: 0.6734, decode.d1.loss_dice: 1.0509, decode.d2.loss_cls: 0.6322, decode.d2.loss_mask: 0.6560, decode.d2.loss_dice: 1.0086, decode.d3.loss_cls: 0.6034, decode.d3.loss_mask: 0.6470, decode.d3.loss_dice: 0.9795, decode.d4.loss_cls: 0.5904, decode.d4.loss_mask: 0.6468, decode.d4.loss_dice: 0.9766, decode.d5.loss_cls: 0.5760, decode.d5.loss_mask: 0.6439, decode.d5.loss_dice: 0.9718, decode.d6.loss_cls: 0.5698, decode.d6.loss_mask: 0.6450, decode.d6.loss_dice: 0.9661, decode.d7.loss_cls: 0.5556, decode.d7.loss_mask: 0.6439, decode.d7.loss_dice: 0.9694, decode.d8.loss_cls: 0.5476, decode.d8.loss_mask: 0.6436, decode.d8.loss_dice: 0.9645, loss: 24.4231, grad_norm: 126.5410 2023-11-26 19:58:55,253 - mmseg - INFO - Iter [74650/160000] lr: 2.035e-06, eta: 8:59:18, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5625, decode.loss_mask: 0.6440, decode.loss_dice: 0.9852, decode.d0.loss_cls: 2.5048, decode.d0.loss_mask: 0.7018, decode.d0.loss_dice: 1.1751, decode.d1.loss_cls: 0.7476, decode.d1.loss_mask: 0.6797, decode.d1.loss_dice: 1.0630, decode.d2.loss_cls: 0.6574, decode.d2.loss_mask: 0.6632, decode.d2.loss_dice: 1.0237, decode.d3.loss_cls: 0.6207, decode.d3.loss_mask: 0.6529, decode.d3.loss_dice: 0.9935, decode.d4.loss_cls: 0.5989, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 0.9923, decode.d5.loss_cls: 0.5851, decode.d5.loss_mask: 0.6476, decode.d5.loss_dice: 0.9941, decode.d6.loss_cls: 0.5823, decode.d6.loss_mask: 0.6477, decode.d6.loss_dice: 0.9835, decode.d7.loss_cls: 0.5799, decode.d7.loss_mask: 0.6469, decode.d7.loss_dice: 0.9841, decode.d8.loss_cls: 0.5678, decode.d8.loss_mask: 0.6465, decode.d8.loss_dice: 0.9837, loss: 24.7618, grad_norm: 125.6645 2023-11-26 19:59:13,643 - mmseg - INFO - Iter [74700/160000] lr: 2.034e-06, eta: 8:58:59, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5621, decode.loss_mask: 0.6448, decode.loss_dice: 0.9652, decode.d0.loss_cls: 2.5120, decode.d0.loss_mask: 0.7073, decode.d0.loss_dice: 1.1489, decode.d1.loss_cls: 0.7488, decode.d1.loss_mask: 0.6775, decode.d1.loss_dice: 1.0439, decode.d2.loss_cls: 0.6454, decode.d2.loss_mask: 0.6638, decode.d2.loss_dice: 1.0085, decode.d3.loss_cls: 0.6061, decode.d3.loss_mask: 0.6566, decode.d3.loss_dice: 0.9842, decode.d4.loss_cls: 0.5903, decode.d4.loss_mask: 0.6525, decode.d4.loss_dice: 0.9850, decode.d5.loss_cls: 0.5762, decode.d5.loss_mask: 0.6486, decode.d5.loss_dice: 0.9806, decode.d6.loss_cls: 0.5773, decode.d6.loss_mask: 0.6452, decode.d6.loss_dice: 0.9645, decode.d7.loss_cls: 0.5648, decode.d7.loss_mask: 0.6476, decode.d7.loss_dice: 0.9649, decode.d8.loss_cls: 0.5665, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9648, loss: 24.5501, grad_norm: 127.6398 2023-11-26 19:59:32,377 - mmseg - INFO - Iter [74750/160000] lr: 2.033e-06, eta: 8:58:39, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5781, decode.loss_mask: 0.6792, decode.loss_dice: 0.9888, decode.d0.loss_cls: 2.5497, decode.d0.loss_mask: 0.7369, decode.d0.loss_dice: 1.1795, decode.d1.loss_cls: 0.7556, decode.d1.loss_mask: 0.7182, decode.d1.loss_dice: 1.0838, decode.d2.loss_cls: 0.6575, decode.d2.loss_mask: 0.6932, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6204, decode.d3.loss_mask: 0.6885, decode.d3.loss_dice: 1.0029, decode.d4.loss_cls: 0.6034, decode.d4.loss_mask: 0.6862, decode.d4.loss_dice: 1.0055, decode.d5.loss_cls: 0.5895, decode.d5.loss_mask: 0.6888, decode.d5.loss_dice: 1.0042, decode.d6.loss_cls: 0.5920, decode.d6.loss_mask: 0.6840, decode.d6.loss_dice: 0.9921, decode.d7.loss_cls: 0.5748, decode.d7.loss_mask: 0.6816, decode.d7.loss_dice: 0.9936, decode.d8.loss_cls: 0.5828, decode.d8.loss_mask: 0.6808, decode.d8.loss_dice: 0.9908, loss: 25.3173, grad_norm: 113.3264 2023-11-26 19:59:50,693 - mmseg - INFO - Iter [74800/160000] lr: 2.032e-06, eta: 8:58:20, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5771, decode.loss_mask: 0.6510, decode.loss_dice: 0.9989, decode.d0.loss_cls: 2.4630, decode.d0.loss_mask: 0.7084, decode.d0.loss_dice: 1.1816, decode.d1.loss_cls: 0.7397, decode.d1.loss_mask: 0.6809, decode.d1.loss_dice: 1.0935, decode.d2.loss_cls: 0.6656, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 1.0475, decode.d3.loss_cls: 0.6205, decode.d3.loss_mask: 0.6584, decode.d3.loss_dice: 1.0163, decode.d4.loss_cls: 0.6061, decode.d4.loss_mask: 0.6554, decode.d4.loss_dice: 1.0134, decode.d5.loss_cls: 0.5953, decode.d5.loss_mask: 0.6542, decode.d5.loss_dice: 1.0094, decode.d6.loss_cls: 0.5868, decode.d6.loss_mask: 0.6551, decode.d6.loss_dice: 1.0033, decode.d7.loss_cls: 0.5851, decode.d7.loss_mask: 0.6528, decode.d7.loss_dice: 1.0027, decode.d8.loss_cls: 0.5785, decode.d8.loss_mask: 0.6511, decode.d8.loss_dice: 1.0032, loss: 25.0202, grad_norm: 118.0874 2023-11-26 20:00:09,070 - mmseg - INFO - Iter [74850/160000] lr: 2.030e-06, eta: 8:58:00, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5799, decode.loss_mask: 0.6643, decode.loss_dice: 0.9788, decode.d0.loss_cls: 2.4905, decode.d0.loss_mask: 0.7239, decode.d0.loss_dice: 1.1615, decode.d1.loss_cls: 0.7617, decode.d1.loss_mask: 0.7002, decode.d1.loss_dice: 1.0609, decode.d2.loss_cls: 0.6603, decode.d2.loss_mask: 0.6828, decode.d2.loss_dice: 1.0175, decode.d3.loss_cls: 0.6241, decode.d3.loss_mask: 0.6736, decode.d3.loss_dice: 0.9877, decode.d4.loss_cls: 0.5989, decode.d4.loss_mask: 0.6716, decode.d4.loss_dice: 0.9842, decode.d5.loss_cls: 0.5875, decode.d5.loss_mask: 0.6725, decode.d5.loss_dice: 0.9901, decode.d6.loss_cls: 0.5859, decode.d6.loss_mask: 0.6687, decode.d6.loss_dice: 0.9795, decode.d7.loss_cls: 0.5771, decode.d7.loss_mask: 0.6653, decode.d7.loss_dice: 0.9826, decode.d8.loss_cls: 0.5740, decode.d8.loss_mask: 0.6667, decode.d8.loss_dice: 0.9794, loss: 24.9517, grad_norm: 118.6734 2023-11-26 20:00:27,382 - mmseg - INFO - Iter [74900/160000] lr: 2.029e-06, eta: 8:57:40, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5651, decode.loss_mask: 0.6461, decode.loss_dice: 0.9641, decode.d0.loss_cls: 2.4479, decode.d0.loss_mask: 0.7035, decode.d0.loss_dice: 1.1522, decode.d1.loss_cls: 0.7495, decode.d1.loss_mask: 0.6800, decode.d1.loss_dice: 1.0470, decode.d2.loss_cls: 0.6429, decode.d2.loss_mask: 0.6631, decode.d2.loss_dice: 1.0117, decode.d3.loss_cls: 0.6112, decode.d3.loss_mask: 0.6538, decode.d3.loss_dice: 0.9891, decode.d4.loss_cls: 0.5908, decode.d4.loss_mask: 0.6528, decode.d4.loss_dice: 0.9818, decode.d5.loss_cls: 0.5780, decode.d5.loss_mask: 0.6470, decode.d5.loss_dice: 0.9793, decode.d6.loss_cls: 0.5777, decode.d6.loss_mask: 0.6435, decode.d6.loss_dice: 0.9673, decode.d7.loss_cls: 0.5655, decode.d7.loss_mask: 0.6444, decode.d7.loss_dice: 0.9699, decode.d8.loss_cls: 0.5660, decode.d8.loss_mask: 0.6449, decode.d8.loss_dice: 0.9729, loss: 24.5091, grad_norm: 130.1694 2023-11-26 20:00:45,702 - mmseg - INFO - Iter [74950/160000] lr: 2.028e-06, eta: 8:57:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5673, decode.loss_mask: 0.6486, decode.loss_dice: 0.9712, decode.d0.loss_cls: 2.4687, decode.d0.loss_mask: 0.7022, decode.d0.loss_dice: 1.1569, decode.d1.loss_cls: 0.7405, decode.d1.loss_mask: 0.6718, decode.d1.loss_dice: 1.0575, decode.d2.loss_cls: 0.6351, decode.d2.loss_mask: 0.6610, decode.d2.loss_dice: 1.0146, decode.d3.loss_cls: 0.6091, decode.d3.loss_mask: 0.6530, decode.d3.loss_dice: 0.9829, decode.d4.loss_cls: 0.5982, decode.d4.loss_mask: 0.6531, decode.d4.loss_dice: 0.9815, decode.d5.loss_cls: 0.5828, decode.d5.loss_mask: 0.6473, decode.d5.loss_dice: 0.9774, decode.d6.loss_cls: 0.5821, decode.d6.loss_mask: 0.6449, decode.d6.loss_dice: 0.9660, decode.d7.loss_cls: 0.5769, decode.d7.loss_mask: 0.6457, decode.d7.loss_dice: 0.9673, decode.d8.loss_cls: 0.5715, decode.d8.loss_mask: 0.6445, decode.d8.loss_dice: 0.9655, loss: 24.5452, grad_norm: 118.6454 2023-11-26 20:01:05,622 - mmseg - INFO - Saving checkpoint at 75000 iterations 2023-11-26 20:01:07,301 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:01:07,301 - mmseg - INFO - Iter [75000/160000] lr: 2.027e-06, eta: 8:57:05, time: 0.432, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5888, decode.loss_mask: 0.6638, decode.loss_dice: 0.9844, decode.d0.loss_cls: 2.5215, decode.d0.loss_mask: 0.7136, decode.d0.loss_dice: 1.1653, decode.d1.loss_cls: 0.7668, decode.d1.loss_mask: 0.6973, decode.d1.loss_dice: 1.0708, decode.d2.loss_cls: 0.6742, decode.d2.loss_mask: 0.6824, decode.d2.loss_dice: 1.0232, decode.d3.loss_cls: 0.6346, decode.d3.loss_mask: 0.6801, decode.d3.loss_dice: 1.0006, decode.d4.loss_cls: 0.6120, decode.d4.loss_mask: 0.6725, decode.d4.loss_dice: 1.0008, decode.d5.loss_cls: 0.6120, decode.d5.loss_mask: 0.6730, decode.d5.loss_dice: 0.9958, decode.d6.loss_cls: 0.6051, decode.d6.loss_mask: 0.6692, decode.d6.loss_dice: 0.9879, decode.d7.loss_cls: 0.5945, decode.d7.loss_mask: 0.6696, decode.d7.loss_dice: 0.9860, decode.d8.loss_cls: 0.5932, decode.d8.loss_mask: 0.6678, decode.d8.loss_dice: 0.9897, loss: 25.1964, grad_norm: 125.3648 2023-11-26 20:01:23,820 - mmseg - INFO - per class results: 2023-11-26 20:01:23,826 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.72 | 84.91 | | building | 83.68 | 91.85 | | sky | 94.65 | 96.97 | | floor | 82.36 | 89.43 | | tree | 74.93 | 87.45 | | ceiling | 83.65 | 91.65 | | road | 84.07 | 90.78 | | bed | 90.15 | 94.9 | | windowpane | 59.99 | 75.48 | | grass | 72.95 | 88.09 | | cabinet | 57.13 | 75.5 | | sidewalk | 68.26 | 82.64 | | person | 83.78 | 91.02 | | earth | 33.87 | 45.64 | | door | 51.39 | 79.92 | | table | 61.97 | 78.69 | | mountain | 61.41 | 76.23 | | plant | 51.54 | 63.47 | | curtain | 75.26 | 87.16 | | chair | 58.2 | 68.31 | | car | 86.0 | 92.8 | | water | 49.06 | 65.67 | | painting | 67.05 | 86.33 | | sofa | 70.93 | 85.88 | | shelf | 43.24 | 62.38 | | house | 50.17 | 75.21 | | sea | 51.7 | 76.27 | | mirror | 67.03 | 79.19 | | rug | 63.89 | 84.27 | | field | 32.58 | 46.33 | | armchair | 47.08 | 69.34 | | seat | 62.39 | 86.3 | | fence | 45.59 | 58.24 | | desk | 50.91 | 73.51 | | rock | 52.01 | 80.36 | | wardrobe | 44.97 | 66.5 | | lamp | 69.24 | 80.39 | | bathtub | 77.57 | 86.63 | | railing | 34.79 | 52.26 | | cushion | 64.03 | 78.14 | | base | 31.26 | 48.73 | | box | 26.54 | 38.33 | | column | 45.52 | 56.43 | | signboard | 36.89 | 60.99 | | chest of drawers | 43.72 | 69.2 | | counter | 33.59 | 45.79 | | sand | 31.45 | 45.23 | | sink | 75.94 | 84.57 | | skyscraper | 48.63 | 56.98 | | fireplace | 65.92 | 92.74 | | refrigerator | 76.07 | 82.65 | | grandstand | 51.36 | 73.19 | | path | 32.16 | 53.6 | | stairs | 52.77 | 67.9 | | runway | 69.87 | 91.1 | | case | 49.24 | 60.72 | | pool table | 94.83 | 96.96 | | pillow | 62.29 | 73.92 | | screen door | 51.19 | 74.3 | | stairway | 34.15 | 43.67 | | river | 12.87 | 24.86 | | bridge | 75.1 | 84.58 | | bookcase | 35.26 | 56.29 | | blind | 41.86 | 55.91 | | coffee table | 63.11 | 84.4 | | toilet | 88.47 | 91.88 | | flower | 42.46 | 66.43 | | book | 49.5 | 66.49 | | hill | 6.08 | 13.16 | | bench | 49.27 | 62.2 | | countertop | 58.11 | 76.13 | | stove | 77.89 | 82.9 | | palm | 46.42 | 77.98 | | kitchen island | 43.64 | 66.81 | | computer | 72.39 | 80.45 | | swivel chair | 45.81 | 61.6 | | boat | 50.5 | 90.05 | | bar | 40.55 | 49.15 | | arcade machine | 18.93 | 20.21 | | hovel | 11.81 | 15.04 | | bus | 90.68 | 94.29 | | towel | 71.35 | 86.71 | | light | 60.48 | 78.41 | | truck | 36.41 | 52.91 | | tower | 38.56 | 53.15 | | chandelier | 68.19 | 82.92 | | awning | 35.7 | 48.91 | | streetlight | 33.74 | 51.23 | | booth | 12.89 | 15.32 | | television receiver | 77.74 | 83.54 | | airplane | 61.99 | 68.23 | | dirt track | 13.37 | 34.03 | | apparel | 24.84 | 45.99 | | pole | 28.39 | 49.48 | | land | 1.94 | 5.57 | | bannister | 14.17 | 28.14 | | escalator | 22.96 | 24.57 | | ottoman | 49.12 | 60.45 | | bottle | 23.08 | 29.12 | | buffet | 40.28 | 44.17 | | poster | 29.43 | 54.26 | | stage | 25.91 | 34.5 | | van | 54.68 | 73.9 | | ship | 9.72 | 10.82 | | fountain | 55.1 | 60.84 | | conveyer belt | 49.98 | 68.27 | | canopy | 26.78 | 38.34 | | washer | 74.11 | 76.83 | | plaything | 22.27 | 34.57 | | swimming pool | 44.46 | 65.63 | | stool | 46.5 | 67.59 | | barrel | 40.21 | 74.35 | | basket | 31.4 | 62.83 | | waterfall | 46.49 | 73.11 | | tent | 96.1 | 98.06 | | bag | 16.38 | 24.55 | | minibike | 69.98 | 86.6 | | cradle | 85.99 | 97.69 | | oven | 39.63 | 70.27 | | ball | 49.77 | 59.1 | | food | 66.83 | 80.73 | | step | 5.56 | 7.18 | | tank | 48.55 | 51.98 | | trade name | 20.65 | 25.94 | | microwave | 70.73 | 77.9 | | pot | 37.79 | 46.26 | | animal | 63.84 | 65.09 | | bicycle | 61.02 | 80.41 | | lake | 0.0 | 0.0 | | dishwasher | 78.71 | 86.95 | | screen | 61.55 | 83.09 | | blanket | 41.16 | 51.77 | | sculpture | 48.25 | 74.19 | | hood | 76.17 | 92.95 | | sconce | 53.75 | 68.13 | | vase | 47.91 | 68.95 | | traffic light | 38.82 | 61.03 | | tray | 16.5 | 31.64 | | ashcan | 40.4 | 69.37 | | fan | 65.43 | 84.54 | | pier | 4.58 | 16.87 | | crt screen | 12.19 | 39.93 | | plate | 55.65 | 76.73 | | monitor | 15.73 | 19.07 | | bulletin board | 37.11 | 69.9 | | shower | 13.16 | 26.41 | | radiator | 62.2 | 83.84 | | glass | 19.3 | 21.29 | | clock | 42.06 | 55.84 | | flag | 48.93 | 54.3 | +---------------------+-------+-------+ 2023-11-26 20:01:23,826 - mmseg - INFO - Summary: 2023-11-26 20:01:23,826 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.18 | 49.71 | 64.07 | +-------+-------+-------+ 2023-11-26 20:01:23,827 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:01:23,827 - mmseg - INFO - Iter(val) [250] aAcc: 0.8318, mIoU: 0.4971, mAcc: 0.6407, IoU.wall: 0.7772, IoU.building: 0.8368, IoU.sky: 0.9465, IoU.floor: 0.8236, IoU.tree: 0.7493, IoU.ceiling: 0.8365, IoU.road: 0.8407, IoU.bed : 0.9015, IoU.windowpane: 0.5999, IoU.grass: 0.7295, IoU.cabinet: 0.5713, IoU.sidewalk: 0.6826, IoU.person: 0.8378, IoU.earth: 0.3387, IoU.door: 0.5139, IoU.table: 0.6197, IoU.mountain: 0.6141, IoU.plant: 0.5154, IoU.curtain: 0.7526, IoU.chair: 0.5820, IoU.car: 0.8600, IoU.water: 0.4906, IoU.painting: 0.6705, IoU.sofa: 0.7093, IoU.shelf: 0.4324, IoU.house: 0.5017, IoU.sea: 0.5170, IoU.mirror: 0.6703, IoU.rug: 0.6389, IoU.field: 0.3258, IoU.armchair: 0.4708, IoU.seat: 0.6239, IoU.fence: 0.4559, IoU.desk: 0.5091, IoU.rock: 0.5201, IoU.wardrobe: 0.4497, IoU.lamp: 0.6924, IoU.bathtub: 0.7757, IoU.railing: 0.3479, IoU.cushion: 0.6403, IoU.base: 0.3126, IoU.box: 0.2654, IoU.column: 0.4552, IoU.signboard: 0.3689, IoU.chest of drawers: 0.4372, IoU.counter: 0.3359, IoU.sand: 0.3145, IoU.sink: 0.7594, IoU.skyscraper: 0.4863, IoU.fireplace: 0.6592, IoU.refrigerator: 0.7607, IoU.grandstand: 0.5136, IoU.path: 0.3216, IoU.stairs: 0.5277, IoU.runway: 0.6987, IoU.case: 0.4924, IoU.pool table: 0.9483, IoU.pillow: 0.6229, IoU.screen door: 0.5119, IoU.stairway: 0.3415, IoU.river: 0.1287, IoU.bridge: 0.7510, IoU.bookcase: 0.3526, IoU.blind: 0.4186, IoU.coffee table: 0.6311, IoU.toilet: 0.8847, IoU.flower: 0.4246, IoU.book: 0.4950, IoU.hill: 0.0608, IoU.bench: 0.4927, IoU.countertop: 0.5811, IoU.stove: 0.7789, IoU.palm: 0.4642, IoU.kitchen island: 0.4364, IoU.computer: 0.7239, IoU.swivel chair: 0.4581, IoU.boat: 0.5050, IoU.bar: 0.4055, IoU.arcade machine: 0.1893, IoU.hovel: 0.1181, IoU.bus: 0.9068, IoU.towel: 0.7135, IoU.light: 0.6048, IoU.truck: 0.3641, IoU.tower: 0.3856, IoU.chandelier: 0.6819, IoU.awning: 0.3570, IoU.streetlight: 0.3374, IoU.booth: 0.1289, IoU.television receiver: 0.7774, IoU.airplane: 0.6199, IoU.dirt track: 0.1337, IoU.apparel: 0.2484, IoU.pole: 0.2839, IoU.land: 0.0194, IoU.bannister: 0.1417, IoU.escalator: 0.2296, IoU.ottoman: 0.4912, IoU.bottle: 0.2308, IoU.buffet: 0.4028, IoU.poster: 0.2943, IoU.stage: 0.2591, IoU.van: 0.5468, IoU.ship: 0.0972, IoU.fountain: 0.5510, IoU.conveyer belt: 0.4998, IoU.canopy: 0.2678, IoU.washer: 0.7411, IoU.plaything: 0.2227, IoU.swimming pool: 0.4446, IoU.stool: 0.4650, IoU.barrel: 0.4021, IoU.basket: 0.3140, IoU.waterfall: 0.4649, IoU.tent: 0.9610, IoU.bag: 0.1638, IoU.minibike: 0.6998, IoU.cradle: 0.8599, IoU.oven: 0.3963, IoU.ball: 0.4977, IoU.food: 0.6683, IoU.step: 0.0556, IoU.tank: 0.4855, IoU.trade name: 0.2065, IoU.microwave: 0.7073, IoU.pot: 0.3779, IoU.animal: 0.6384, IoU.bicycle: 0.6102, IoU.lake: 0.0000, IoU.dishwasher: 0.7871, IoU.screen: 0.6155, IoU.blanket: 0.4116, IoU.sculpture: 0.4825, IoU.hood: 0.7617, IoU.sconce: 0.5375, IoU.vase: 0.4791, IoU.traffic light: 0.3882, IoU.tray: 0.1650, IoU.ashcan: 0.4040, IoU.fan: 0.6543, IoU.pier: 0.0458, IoU.crt screen: 0.1219, IoU.plate: 0.5565, IoU.monitor: 0.1573, IoU.bulletin board: 0.3711, IoU.shower: 0.1316, IoU.radiator: 0.6220, IoU.glass: 0.1930, IoU.clock: 0.4206, IoU.flag: 0.4893, Acc.wall: 0.8491, Acc.building: 0.9185, Acc.sky: 0.9697, Acc.floor: 0.8943, Acc.tree: 0.8745, Acc.ceiling: 0.9165, Acc.road: 0.9078, Acc.bed : 0.9490, Acc.windowpane: 0.7548, Acc.grass: 0.8809, Acc.cabinet: 0.7550, Acc.sidewalk: 0.8264, Acc.person: 0.9102, Acc.earth: 0.4564, Acc.door: 0.7992, Acc.table: 0.7869, Acc.mountain: 0.7623, Acc.plant: 0.6347, Acc.curtain: 0.8716, Acc.chair: 0.6831, Acc.car: 0.9280, Acc.water: 0.6567, Acc.painting: 0.8633, Acc.sofa: 0.8588, Acc.shelf: 0.6238, Acc.house: 0.7521, Acc.sea: 0.7627, Acc.mirror: 0.7919, Acc.rug: 0.8427, Acc.field: 0.4633, Acc.armchair: 0.6934, Acc.seat: 0.8630, Acc.fence: 0.5824, Acc.desk: 0.7351, Acc.rock: 0.8036, Acc.wardrobe: 0.6650, Acc.lamp: 0.8039, Acc.bathtub: 0.8663, Acc.railing: 0.5226, Acc.cushion: 0.7814, Acc.base: 0.4873, Acc.box: 0.3833, Acc.column: 0.5643, Acc.signboard: 0.6099, Acc.chest of drawers: 0.6920, Acc.counter: 0.4579, Acc.sand: 0.4523, Acc.sink: 0.8457, Acc.skyscraper: 0.5698, Acc.fireplace: 0.9274, Acc.refrigerator: 0.8265, Acc.grandstand: 0.7319, Acc.path: 0.5360, Acc.stairs: 0.6790, Acc.runway: 0.9110, Acc.case: 0.6072, Acc.pool table: 0.9696, Acc.pillow: 0.7392, Acc.screen door: 0.7430, Acc.stairway: 0.4367, Acc.river: 0.2486, Acc.bridge: 0.8458, Acc.bookcase: 0.5629, Acc.blind: 0.5591, Acc.coffee table: 0.8440, Acc.toilet: 0.9188, Acc.flower: 0.6643, Acc.book: 0.6649, Acc.hill: 0.1316, Acc.bench: 0.6220, Acc.countertop: 0.7613, Acc.stove: 0.8290, Acc.palm: 0.7798, Acc.kitchen island: 0.6681, Acc.computer: 0.8045, Acc.swivel chair: 0.6160, Acc.boat: 0.9005, Acc.bar: 0.4915, Acc.arcade machine: 0.2021, Acc.hovel: 0.1504, Acc.bus: 0.9429, Acc.towel: 0.8671, Acc.light: 0.7841, Acc.truck: 0.5291, Acc.tower: 0.5315, Acc.chandelier: 0.8292, Acc.awning: 0.4891, Acc.streetlight: 0.5123, Acc.booth: 0.1532, Acc.television receiver: 0.8354, Acc.airplane: 0.6823, Acc.dirt track: 0.3403, Acc.apparel: 0.4599, Acc.pole: 0.4948, Acc.land: 0.0557, Acc.bannister: 0.2814, Acc.escalator: 0.2457, Acc.ottoman: 0.6045, Acc.bottle: 0.2912, Acc.buffet: 0.4417, Acc.poster: 0.5426, Acc.stage: 0.3450, Acc.van: 0.7390, Acc.ship: 0.1082, Acc.fountain: 0.6084, Acc.conveyer belt: 0.6827, Acc.canopy: 0.3834, Acc.washer: 0.7683, Acc.plaything: 0.3457, Acc.swimming pool: 0.6563, Acc.stool: 0.6759, Acc.barrel: 0.7435, Acc.basket: 0.6283, Acc.waterfall: 0.7311, Acc.tent: 0.9806, Acc.bag: 0.2455, Acc.minibike: 0.8660, Acc.cradle: 0.9769, Acc.oven: 0.7027, Acc.ball: 0.5910, Acc.food: 0.8073, Acc.step: 0.0718, Acc.tank: 0.5198, Acc.trade name: 0.2594, Acc.microwave: 0.7790, Acc.pot: 0.4626, Acc.animal: 0.6509, Acc.bicycle: 0.8041, Acc.lake: 0.0000, Acc.dishwasher: 0.8695, Acc.screen: 0.8309, Acc.blanket: 0.5177, Acc.sculpture: 0.7419, Acc.hood: 0.9295, Acc.sconce: 0.6813, Acc.vase: 0.6895, Acc.traffic light: 0.6103, Acc.tray: 0.3164, Acc.ashcan: 0.6937, Acc.fan: 0.8454, Acc.pier: 0.1687, Acc.crt screen: 0.3993, Acc.plate: 0.7673, Acc.monitor: 0.1907, Acc.bulletin board: 0.6990, Acc.shower: 0.2641, Acc.radiator: 0.8384, Acc.glass: 0.2129, Acc.clock: 0.5584, Acc.flag: 0.5430 2023-11-26 20:01:42,799 - mmseg - INFO - Iter [75050/160000] lr: 2.026e-06, eta: 8:57:05, time: 0.710, data_time: 0.340, memory: 36416, decode.loss_cls: 0.5624, decode.loss_mask: 0.6516, decode.loss_dice: 0.9542, decode.d0.loss_cls: 2.5011, decode.d0.loss_mask: 0.7031, decode.d0.loss_dice: 1.1357, decode.d1.loss_cls: 0.7286, decode.d1.loss_mask: 0.6813, decode.d1.loss_dice: 1.0400, decode.d2.loss_cls: 0.6355, decode.d2.loss_mask: 0.6595, decode.d2.loss_dice: 1.0009, decode.d3.loss_cls: 0.6072, decode.d3.loss_mask: 0.6541, decode.d3.loss_dice: 0.9647, decode.d4.loss_cls: 0.5959, decode.d4.loss_mask: 0.6536, decode.d4.loss_dice: 0.9629, decode.d5.loss_cls: 0.5790, decode.d5.loss_mask: 0.6529, decode.d5.loss_dice: 0.9629, decode.d6.loss_cls: 0.5703, decode.d6.loss_mask: 0.6489, decode.d6.loss_dice: 0.9573, decode.d7.loss_cls: 0.5593, decode.d7.loss_mask: 0.6496, decode.d7.loss_dice: 0.9620, decode.d8.loss_cls: 0.5709, decode.d8.loss_mask: 0.6503, decode.d8.loss_dice: 0.9605, loss: 24.4165, grad_norm: 130.2633 2023-11-26 20:02:01,335 - mmseg - INFO - Iter [75100/160000] lr: 2.024e-06, eta: 8:56:45, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6113, decode.loss_mask: 0.6248, decode.loss_dice: 1.0002, decode.d0.loss_cls: 2.5638, decode.d0.loss_mask: 0.6867, decode.d0.loss_dice: 1.1951, decode.d1.loss_cls: 0.7847, decode.d1.loss_mask: 0.6617, decode.d1.loss_dice: 1.0944, decode.d2.loss_cls: 0.6894, decode.d2.loss_mask: 0.6378, decode.d2.loss_dice: 1.0435, decode.d3.loss_cls: 0.6598, decode.d3.loss_mask: 0.6299, decode.d3.loss_dice: 1.0117, decode.d4.loss_cls: 0.6389, decode.d4.loss_mask: 0.6291, decode.d4.loss_dice: 1.0110, decode.d5.loss_cls: 0.6289, decode.d5.loss_mask: 0.6284, decode.d5.loss_dice: 1.0128, decode.d6.loss_cls: 0.6249, decode.d6.loss_mask: 0.6269, decode.d6.loss_dice: 1.0029, decode.d7.loss_cls: 0.6143, decode.d7.loss_mask: 0.6221, decode.d7.loss_dice: 1.0042, decode.d8.loss_cls: 0.6117, decode.d8.loss_mask: 0.6244, decode.d8.loss_dice: 1.0010, loss: 25.1762, grad_norm: 117.7275 2023-11-26 20:02:19,779 - mmseg - INFO - Iter [75150/160000] lr: 2.023e-06, eta: 8:56:26, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5447, decode.loss_mask: 0.6488, decode.loss_dice: 0.9679, decode.d0.loss_cls: 2.5101, decode.d0.loss_mask: 0.6958, decode.d0.loss_dice: 1.1557, decode.d1.loss_cls: 0.7521, decode.d1.loss_mask: 0.6806, decode.d1.loss_dice: 1.0487, decode.d2.loss_cls: 0.6392, decode.d2.loss_mask: 0.6575, decode.d2.loss_dice: 1.0110, decode.d3.loss_cls: 0.5954, decode.d3.loss_mask: 0.6520, decode.d3.loss_dice: 0.9815, decode.d4.loss_cls: 0.5751, decode.d4.loss_mask: 0.6498, decode.d4.loss_dice: 0.9805, decode.d5.loss_cls: 0.5656, decode.d5.loss_mask: 0.6528, decode.d5.loss_dice: 0.9760, decode.d6.loss_cls: 0.5577, decode.d6.loss_mask: 0.6494, decode.d6.loss_dice: 0.9698, decode.d7.loss_cls: 0.5476, decode.d7.loss_mask: 0.6472, decode.d7.loss_dice: 0.9689, decode.d8.loss_cls: 0.5468, decode.d8.loss_mask: 0.6468, decode.d8.loss_dice: 0.9721, loss: 24.4470, grad_norm: 114.4124 2023-11-26 20:02:38,090 - mmseg - INFO - Iter [75200/160000] lr: 2.022e-06, eta: 8:56:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5841, decode.loss_mask: 0.6499, decode.loss_dice: 0.9561, decode.d0.loss_cls: 2.5212, decode.d0.loss_mask: 0.7138, decode.d0.loss_dice: 1.1506, decode.d1.loss_cls: 0.7655, decode.d1.loss_mask: 0.6853, decode.d1.loss_dice: 1.0482, decode.d2.loss_cls: 0.6742, decode.d2.loss_mask: 0.6721, decode.d2.loss_dice: 1.0097, decode.d3.loss_cls: 0.6329, decode.d3.loss_mask: 0.6595, decode.d3.loss_dice: 0.9687, decode.d4.loss_cls: 0.6176, decode.d4.loss_mask: 0.6556, decode.d4.loss_dice: 0.9724, decode.d5.loss_cls: 0.6023, decode.d5.loss_mask: 0.6552, decode.d5.loss_dice: 0.9714, decode.d6.loss_cls: 0.5940, decode.d6.loss_mask: 0.6530, decode.d6.loss_dice: 0.9580, decode.d7.loss_cls: 0.5807, decode.d7.loss_mask: 0.6515, decode.d7.loss_dice: 0.9584, decode.d8.loss_cls: 0.5846, decode.d8.loss_mask: 0.6509, decode.d8.loss_dice: 0.9530, loss: 24.7506, grad_norm: 125.1270 2023-11-26 20:02:56,522 - mmseg - INFO - Iter [75250/160000] lr: 2.021e-06, eta: 8:55:46, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5915, decode.loss_mask: 0.6441, decode.loss_dice: 0.9766, decode.d0.loss_cls: 2.5465, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.1869, decode.d1.loss_cls: 0.7813, decode.d1.loss_mask: 0.6785, decode.d1.loss_dice: 1.0781, decode.d2.loss_cls: 0.6883, decode.d2.loss_mask: 0.6587, decode.d2.loss_dice: 1.0231, decode.d3.loss_cls: 0.6368, decode.d3.loss_mask: 0.6519, decode.d3.loss_dice: 0.9942, decode.d4.loss_cls: 0.6344, decode.d4.loss_mask: 0.6444, decode.d4.loss_dice: 0.9945, decode.d5.loss_cls: 0.6150, decode.d5.loss_mask: 0.6482, decode.d5.loss_dice: 0.9920, decode.d6.loss_cls: 0.6074, decode.d6.loss_mask: 0.6466, decode.d6.loss_dice: 0.9794, decode.d7.loss_cls: 0.5971, decode.d7.loss_mask: 0.6454, decode.d7.loss_dice: 0.9812, decode.d8.loss_cls: 0.5971, decode.d8.loss_mask: 0.6430, decode.d8.loss_dice: 0.9811, loss: 25.0478, grad_norm: 120.1856 2023-11-26 20:03:14,801 - mmseg - INFO - Iter [75300/160000] lr: 2.020e-06, eta: 8:55:27, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5941, decode.loss_mask: 0.6399, decode.loss_dice: 0.9692, decode.d0.loss_cls: 2.5656, decode.d0.loss_mask: 0.7006, decode.d0.loss_dice: 1.1629, decode.d1.loss_cls: 0.7819, decode.d1.loss_mask: 0.6745, decode.d1.loss_dice: 1.0645, decode.d2.loss_cls: 0.6847, decode.d2.loss_mask: 0.6608, decode.d2.loss_dice: 1.0221, decode.d3.loss_cls: 0.6481, decode.d3.loss_mask: 0.6463, decode.d3.loss_dice: 0.9876, decode.d4.loss_cls: 0.6268, decode.d4.loss_mask: 0.6433, decode.d4.loss_dice: 0.9831, decode.d5.loss_cls: 0.6092, decode.d5.loss_mask: 0.6445, decode.d5.loss_dice: 0.9853, decode.d6.loss_cls: 0.6000, decode.d6.loss_mask: 0.6406, decode.d6.loss_dice: 0.9735, decode.d7.loss_cls: 0.5974, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9781, decode.d8.loss_cls: 0.5947, decode.d8.loss_mask: 0.6408, decode.d8.loss_dice: 0.9716, loss: 24.9312, grad_norm: 117.7076 2023-11-26 20:03:33,170 - mmseg - INFO - Iter [75350/160000] lr: 2.019e-06, eta: 8:55:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5352, decode.loss_mask: 0.6324, decode.loss_dice: 0.9641, decode.d0.loss_cls: 2.4697, decode.d0.loss_mask: 0.6962, decode.d0.loss_dice: 1.1548, decode.d1.loss_cls: 0.7118, decode.d1.loss_mask: 0.6722, decode.d1.loss_dice: 1.0523, decode.d2.loss_cls: 0.6227, decode.d2.loss_mask: 0.6496, decode.d2.loss_dice: 1.0115, decode.d3.loss_cls: 0.5771, decode.d3.loss_mask: 0.6448, decode.d3.loss_dice: 0.9821, decode.d4.loss_cls: 0.5687, decode.d4.loss_mask: 0.6414, decode.d4.loss_dice: 0.9761, decode.d5.loss_cls: 0.5586, decode.d5.loss_mask: 0.6377, decode.d5.loss_dice: 0.9712, decode.d6.loss_cls: 0.5440, decode.d6.loss_mask: 0.6390, decode.d6.loss_dice: 0.9676, decode.d7.loss_cls: 0.5437, decode.d7.loss_mask: 0.6378, decode.d7.loss_dice: 0.9644, decode.d8.loss_cls: 0.5334, decode.d8.loss_mask: 0.6354, decode.d8.loss_dice: 0.9647, loss: 24.1600, grad_norm: 129.0877 2023-11-26 20:03:51,459 - mmseg - INFO - Iter [75400/160000] lr: 2.017e-06, eta: 8:54:47, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5646, decode.loss_mask: 0.6451, decode.loss_dice: 0.9835, decode.d0.loss_cls: 2.5175, decode.d0.loss_mask: 0.7016, decode.d0.loss_dice: 1.1613, decode.d1.loss_cls: 0.7401, decode.d1.loss_mask: 0.6793, decode.d1.loss_dice: 1.0682, decode.d2.loss_cls: 0.6429, decode.d2.loss_mask: 0.6594, decode.d2.loss_dice: 1.0307, decode.d3.loss_cls: 0.6122, decode.d3.loss_mask: 0.6509, decode.d3.loss_dice: 0.9946, decode.d4.loss_cls: 0.5994, decode.d4.loss_mask: 0.6506, decode.d4.loss_dice: 0.9996, decode.d5.loss_cls: 0.5893, decode.d5.loss_mask: 0.6502, decode.d5.loss_dice: 0.9910, decode.d6.loss_cls: 0.5750, decode.d6.loss_mask: 0.6444, decode.d6.loss_dice: 0.9874, decode.d7.loss_cls: 0.5672, decode.d7.loss_mask: 0.6464, decode.d7.loss_dice: 0.9839, decode.d8.loss_cls: 0.5752, decode.d8.loss_mask: 0.6459, decode.d8.loss_dice: 0.9797, loss: 24.7369, grad_norm: 124.8720 2023-11-26 20:04:09,763 - mmseg - INFO - Iter [75450/160000] lr: 2.016e-06, eta: 8:54:28, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5820, decode.loss_mask: 0.6468, decode.loss_dice: 0.9711, decode.d0.loss_cls: 2.4966, decode.d0.loss_mask: 0.7060, decode.d0.loss_dice: 1.1646, decode.d1.loss_cls: 0.7543, decode.d1.loss_mask: 0.6944, decode.d1.loss_dice: 1.0689, decode.d2.loss_cls: 0.6539, decode.d2.loss_mask: 0.6705, decode.d2.loss_dice: 1.0231, decode.d3.loss_cls: 0.6255, decode.d3.loss_mask: 0.6587, decode.d3.loss_dice: 0.9892, decode.d4.loss_cls: 0.6110, decode.d4.loss_mask: 0.6542, decode.d4.loss_dice: 0.9874, decode.d5.loss_cls: 0.6010, decode.d5.loss_mask: 0.6530, decode.d5.loss_dice: 0.9846, decode.d6.loss_cls: 0.5894, decode.d6.loss_mask: 0.6462, decode.d6.loss_dice: 0.9737, decode.d7.loss_cls: 0.5868, decode.d7.loss_mask: 0.6477, decode.d7.loss_dice: 0.9743, decode.d8.loss_cls: 0.5800, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9760, loss: 24.8170, grad_norm: 140.3351 2023-11-26 20:04:28,809 - mmseg - INFO - Iter [75500/160000] lr: 2.015e-06, eta: 8:54:09, time: 0.381, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5437, decode.loss_mask: 0.6443, decode.loss_dice: 0.9609, decode.d0.loss_cls: 2.4754, decode.d0.loss_mask: 0.6979, decode.d0.loss_dice: 1.1395, decode.d1.loss_cls: 0.7287, decode.d1.loss_mask: 0.6831, decode.d1.loss_dice: 1.0518, decode.d2.loss_cls: 0.6197, decode.d2.loss_mask: 0.6615, decode.d2.loss_dice: 1.0101, decode.d3.loss_cls: 0.5845, decode.d3.loss_mask: 0.6552, decode.d3.loss_dice: 0.9817, decode.d4.loss_cls: 0.5602, decode.d4.loss_mask: 0.6530, decode.d4.loss_dice: 0.9863, decode.d5.loss_cls: 0.5537, decode.d5.loss_mask: 0.6487, decode.d5.loss_dice: 0.9801, decode.d6.loss_cls: 0.5575, decode.d6.loss_mask: 0.6497, decode.d6.loss_dice: 0.9657, decode.d7.loss_cls: 0.5480, decode.d7.loss_mask: 0.6467, decode.d7.loss_dice: 0.9685, decode.d8.loss_cls: 0.5469, decode.d8.loss_mask: 0.6461, decode.d8.loss_dice: 0.9669, loss: 24.3160, grad_norm: 110.6104 2023-11-26 20:04:47,516 - mmseg - INFO - Iter [75550/160000] lr: 2.014e-06, eta: 8:53:49, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5963, decode.loss_mask: 0.6667, decode.loss_dice: 0.9705, decode.d0.loss_cls: 2.4873, decode.d0.loss_mask: 0.7322, decode.d0.loss_dice: 1.1642, decode.d1.loss_cls: 0.7740, decode.d1.loss_mask: 0.7048, decode.d1.loss_dice: 1.0546, decode.d2.loss_cls: 0.6558, decode.d2.loss_mask: 0.6864, decode.d2.loss_dice: 1.0239, decode.d3.loss_cls: 0.6317, decode.d3.loss_mask: 0.6775, decode.d3.loss_dice: 0.9947, decode.d4.loss_cls: 0.6129, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 0.9922, decode.d5.loss_cls: 0.6098, decode.d5.loss_mask: 0.6715, decode.d5.loss_dice: 0.9869, decode.d6.loss_cls: 0.6003, decode.d6.loss_mask: 0.6716, decode.d6.loss_dice: 0.9794, decode.d7.loss_cls: 0.5893, decode.d7.loss_mask: 0.6715, decode.d7.loss_dice: 0.9806, decode.d8.loss_cls: 0.5903, decode.d8.loss_mask: 0.6703, decode.d8.loss_dice: 0.9791, loss: 25.1011, grad_norm: 121.8270 2023-11-26 20:05:06,224 - mmseg - INFO - Iter [75600/160000] lr: 2.013e-06, eta: 8:53:30, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5627, decode.loss_mask: 0.6827, decode.loss_dice: 0.9805, decode.d0.loss_cls: 2.4529, decode.d0.loss_mask: 0.7526, decode.d0.loss_dice: 1.1787, decode.d1.loss_cls: 0.7411, decode.d1.loss_mask: 0.7161, decode.d1.loss_dice: 1.0696, decode.d2.loss_cls: 0.6449, decode.d2.loss_mask: 0.7002, decode.d2.loss_dice: 1.0283, decode.d3.loss_cls: 0.6117, decode.d3.loss_mask: 0.6961, decode.d3.loss_dice: 0.9969, decode.d4.loss_cls: 0.5898, decode.d4.loss_mask: 0.6919, decode.d4.loss_dice: 0.9937, decode.d5.loss_cls: 0.5793, decode.d5.loss_mask: 0.6843, decode.d5.loss_dice: 0.9914, decode.d6.loss_cls: 0.5764, decode.d6.loss_mask: 0.6833, decode.d6.loss_dice: 0.9811, decode.d7.loss_cls: 0.5722, decode.d7.loss_mask: 0.6813, decode.d7.loss_dice: 0.9828, decode.d8.loss_cls: 0.5678, decode.d8.loss_mask: 0.6805, decode.d8.loss_dice: 0.9807, loss: 25.0515, grad_norm: 124.4059 2023-11-26 20:05:24,533 - mmseg - INFO - Iter [75650/160000] lr: 2.011e-06, eta: 8:53:10, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5893, decode.loss_mask: 0.6502, decode.loss_dice: 0.9759, decode.d0.loss_cls: 2.5384, decode.d0.loss_mask: 0.7120, decode.d0.loss_dice: 1.1582, decode.d1.loss_cls: 0.7633, decode.d1.loss_mask: 0.6875, decode.d1.loss_dice: 1.0506, decode.d2.loss_cls: 0.6755, decode.d2.loss_mask: 0.6660, decode.d2.loss_dice: 1.0148, decode.d3.loss_cls: 0.6355, decode.d3.loss_mask: 0.6564, decode.d3.loss_dice: 0.9875, decode.d4.loss_cls: 0.6093, decode.d4.loss_mask: 0.6557, decode.d4.loss_dice: 0.9892, decode.d5.loss_cls: 0.6003, decode.d5.loss_mask: 0.6558, decode.d5.loss_dice: 0.9850, decode.d6.loss_cls: 0.6092, decode.d6.loss_mask: 0.6541, decode.d6.loss_dice: 0.9707, decode.d7.loss_cls: 0.5943, decode.d7.loss_mask: 0.6523, decode.d7.loss_dice: 0.9748, decode.d8.loss_cls: 0.5911, decode.d8.loss_mask: 0.6545, decode.d8.loss_dice: 0.9780, loss: 24.9354, grad_norm: 152.9078 2023-11-26 20:05:42,820 - mmseg - INFO - Iter [75700/160000] lr: 2.010e-06, eta: 8:52:51, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.6013, decode.loss_mask: 0.6339, decode.loss_dice: 0.9554, decode.d0.loss_cls: 2.4869, decode.d0.loss_mask: 0.7045, decode.d0.loss_dice: 1.1617, decode.d1.loss_cls: 0.7648, decode.d1.loss_mask: 0.6667, decode.d1.loss_dice: 1.0498, decode.d2.loss_cls: 0.6767, decode.d2.loss_mask: 0.6412, decode.d2.loss_dice: 1.0060, decode.d3.loss_cls: 0.6392, decode.d3.loss_mask: 0.6398, decode.d3.loss_dice: 0.9760, decode.d4.loss_cls: 0.6248, decode.d4.loss_mask: 0.6395, decode.d4.loss_dice: 0.9750, decode.d5.loss_cls: 0.6149, decode.d5.loss_mask: 0.6385, decode.d5.loss_dice: 0.9735, decode.d6.loss_cls: 0.6130, decode.d6.loss_mask: 0.6396, decode.d6.loss_dice: 0.9624, decode.d7.loss_cls: 0.6054, decode.d7.loss_mask: 0.6342, decode.d7.loss_dice: 0.9612, decode.d8.loss_cls: 0.6095, decode.d8.loss_mask: 0.6334, decode.d8.loss_dice: 0.9617, loss: 24.6906, grad_norm: 128.8137 2023-11-26 20:06:01,055 - mmseg - INFO - Iter [75750/160000] lr: 2.009e-06, eta: 8:52:31, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5753, decode.loss_mask: 0.6513, decode.loss_dice: 0.9875, decode.d0.loss_cls: 2.4897, decode.d0.loss_mask: 0.7101, decode.d0.loss_dice: 1.1856, decode.d1.loss_cls: 0.7567, decode.d1.loss_mask: 0.6888, decode.d1.loss_dice: 1.0800, decode.d2.loss_cls: 0.6621, decode.d2.loss_mask: 0.6678, decode.d2.loss_dice: 1.0417, decode.d3.loss_cls: 0.6183, decode.d3.loss_mask: 0.6605, decode.d3.loss_dice: 1.0061, decode.d4.loss_cls: 0.6053, decode.d4.loss_mask: 0.6569, decode.d4.loss_dice: 1.0012, decode.d5.loss_cls: 0.5946, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 1.0053, decode.d6.loss_cls: 0.5935, decode.d6.loss_mask: 0.6545, decode.d6.loss_dice: 0.9876, decode.d7.loss_cls: 0.5834, decode.d7.loss_mask: 0.6529, decode.d7.loss_dice: 0.9919, decode.d8.loss_cls: 0.5824, decode.d8.loss_mask: 0.6513, decode.d8.loss_dice: 0.9898, loss: 24.9912, grad_norm: 135.0776 2023-11-26 20:06:21,657 - mmseg - INFO - Iter [75800/160000] lr: 2.008e-06, eta: 8:52:14, time: 0.412, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5625, decode.loss_mask: 0.6095, decode.loss_dice: 0.9668, decode.d0.loss_cls: 2.5123, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 1.1511, decode.d1.loss_cls: 0.7249, decode.d1.loss_mask: 0.6490, decode.d1.loss_dice: 1.0563, decode.d2.loss_cls: 0.6372, decode.d2.loss_mask: 0.6238, decode.d2.loss_dice: 1.0025, decode.d3.loss_cls: 0.5951, decode.d3.loss_mask: 0.6195, decode.d3.loss_dice: 0.9823, decode.d4.loss_cls: 0.5868, decode.d4.loss_mask: 0.6166, decode.d4.loss_dice: 0.9799, decode.d5.loss_cls: 0.5787, decode.d5.loss_mask: 0.6121, decode.d5.loss_dice: 0.9758, decode.d6.loss_cls: 0.5755, decode.d6.loss_mask: 0.6120, decode.d6.loss_dice: 0.9614, decode.d7.loss_cls: 0.5650, decode.d7.loss_mask: 0.6102, decode.d7.loss_dice: 0.9662, decode.d8.loss_cls: 0.5605, decode.d8.loss_mask: 0.6094, decode.d8.loss_dice: 0.9648, loss: 24.1391, grad_norm: 107.1037 2023-11-26 20:06:39,904 - mmseg - INFO - Iter [75850/160000] lr: 2.007e-06, eta: 8:51:54, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5626, decode.loss_mask: 0.6300, decode.loss_dice: 0.9710, decode.d0.loss_cls: 2.4900, decode.d0.loss_mask: 0.6943, decode.d0.loss_dice: 1.1525, decode.d1.loss_cls: 0.7239, decode.d1.loss_mask: 0.6673, decode.d1.loss_dice: 1.0592, decode.d2.loss_cls: 0.6326, decode.d2.loss_mask: 0.6481, decode.d2.loss_dice: 1.0152, decode.d3.loss_cls: 0.6005, decode.d3.loss_mask: 0.6379, decode.d3.loss_dice: 0.9918, decode.d4.loss_cls: 0.5794, decode.d4.loss_mask: 0.6376, decode.d4.loss_dice: 0.9873, decode.d5.loss_cls: 0.5747, decode.d5.loss_mask: 0.6350, decode.d5.loss_dice: 0.9858, decode.d6.loss_cls: 0.5632, decode.d6.loss_mask: 0.6329, decode.d6.loss_dice: 0.9791, decode.d7.loss_cls: 0.5627, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9779, decode.d8.loss_cls: 0.5602, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9738, loss: 24.3908, grad_norm: 129.9349 2023-11-26 20:06:58,238 - mmseg - INFO - Iter [75900/160000] lr: 2.005e-06, eta: 8:51:34, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5870, decode.loss_mask: 0.6282, decode.loss_dice: 0.9688, decode.d0.loss_cls: 2.5253, decode.d0.loss_mask: 0.6845, decode.d0.loss_dice: 1.1571, decode.d1.loss_cls: 0.7721, decode.d1.loss_mask: 0.6619, decode.d1.loss_dice: 1.0642, decode.d2.loss_cls: 0.6830, decode.d2.loss_mask: 0.6381, decode.d2.loss_dice: 1.0148, decode.d3.loss_cls: 0.6362, decode.d3.loss_mask: 0.6323, decode.d3.loss_dice: 0.9862, decode.d4.loss_cls: 0.6042, decode.d4.loss_mask: 0.6351, decode.d4.loss_dice: 0.9848, decode.d5.loss_cls: 0.5996, decode.d5.loss_mask: 0.6342, decode.d5.loss_dice: 0.9849, decode.d6.loss_cls: 0.5913, decode.d6.loss_mask: 0.6286, decode.d6.loss_dice: 0.9695, decode.d7.loss_cls: 0.5886, decode.d7.loss_mask: 0.6304, decode.d7.loss_dice: 0.9724, decode.d8.loss_cls: 0.5790, decode.d8.loss_mask: 0.6304, decode.d8.loss_dice: 0.9752, loss: 24.6478, grad_norm: 131.9437 2023-11-26 20:07:16,792 - mmseg - INFO - Iter [75950/160000] lr: 2.004e-06, eta: 8:51:15, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5723, decode.loss_mask: 0.6703, decode.loss_dice: 0.9886, decode.d0.loss_cls: 2.4834, decode.d0.loss_mask: 0.7278, decode.d0.loss_dice: 1.1775, decode.d1.loss_cls: 0.7641, decode.d1.loss_mask: 0.7018, decode.d1.loss_dice: 1.0724, decode.d2.loss_cls: 0.6770, decode.d2.loss_mask: 0.6840, decode.d2.loss_dice: 1.0266, decode.d3.loss_cls: 0.6200, decode.d3.loss_mask: 0.6740, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.6071, decode.d4.loss_mask: 0.6780, decode.d4.loss_dice: 0.9989, decode.d5.loss_cls: 0.5905, decode.d5.loss_mask: 0.6778, decode.d5.loss_dice: 0.9986, decode.d6.loss_cls: 0.5820, decode.d6.loss_mask: 0.6719, decode.d6.loss_dice: 0.9885, decode.d7.loss_cls: 0.5713, decode.d7.loss_mask: 0.6708, decode.d7.loss_dice: 0.9909, decode.d8.loss_cls: 0.5703, decode.d8.loss_mask: 0.6725, decode.d8.loss_dice: 0.9894, loss: 25.0982, grad_norm: 125.5197 2023-11-26 20:07:35,562 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:07:35,562 - mmseg - INFO - Iter [76000/160000] lr: 2.003e-06, eta: 8:50:56, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5554, decode.loss_mask: 0.6445, decode.loss_dice: 0.9610, decode.d0.loss_cls: 2.4190, decode.d0.loss_mask: 0.6956, decode.d0.loss_dice: 1.1331, decode.d1.loss_cls: 0.7374, decode.d1.loss_mask: 0.6738, decode.d1.loss_dice: 1.0439, decode.d2.loss_cls: 0.6375, decode.d2.loss_mask: 0.6578, decode.d2.loss_dice: 1.0070, decode.d3.loss_cls: 0.5926, decode.d3.loss_mask: 0.6505, decode.d3.loss_dice: 0.9805, decode.d4.loss_cls: 0.5765, decode.d4.loss_mask: 0.6504, decode.d4.loss_dice: 0.9786, decode.d5.loss_cls: 0.5730, decode.d5.loss_mask: 0.6470, decode.d5.loss_dice: 0.9749, decode.d6.loss_cls: 0.5711, decode.d6.loss_mask: 0.6446, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.5589, decode.d7.loss_mask: 0.6456, decode.d7.loss_dice: 0.9656, decode.d8.loss_cls: 0.5536, decode.d8.loss_mask: 0.6434, decode.d8.loss_dice: 0.9585, loss: 24.2904, grad_norm: 116.1714 2023-11-26 20:07:53,910 - mmseg - INFO - Iter [76050/160000] lr: 2.002e-06, eta: 8:50:36, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5377, decode.loss_mask: 0.6647, decode.loss_dice: 0.9847, decode.d0.loss_cls: 2.4638, decode.d0.loss_mask: 0.7268, decode.d0.loss_dice: 1.1543, decode.d1.loss_cls: 0.7082, decode.d1.loss_mask: 0.7028, decode.d1.loss_dice: 1.0719, decode.d2.loss_cls: 0.6214, decode.d2.loss_mask: 0.6830, decode.d2.loss_dice: 1.0329, decode.d3.loss_cls: 0.5841, decode.d3.loss_mask: 0.6769, decode.d3.loss_dice: 1.0053, decode.d4.loss_cls: 0.5737, decode.d4.loss_mask: 0.6693, decode.d4.loss_dice: 0.9970, decode.d5.loss_cls: 0.5671, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 0.9946, decode.d6.loss_cls: 0.5604, decode.d6.loss_mask: 0.6656, decode.d6.loss_dice: 0.9864, decode.d7.loss_cls: 0.5399, decode.d7.loss_mask: 0.6695, decode.d7.loss_dice: 0.9935, decode.d8.loss_cls: 0.5411, decode.d8.loss_mask: 0.6660, decode.d8.loss_dice: 0.9882, loss: 24.6990, grad_norm: 129.0456 2023-11-26 20:08:12,085 - mmseg - INFO - Iter [76100/160000] lr: 2.001e-06, eta: 8:50:16, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5544, decode.loss_mask: 0.6277, decode.loss_dice: 0.9364, decode.d0.loss_cls: 2.4516, decode.d0.loss_mask: 0.6858, decode.d0.loss_dice: 1.1290, decode.d1.loss_cls: 0.7150, decode.d1.loss_mask: 0.6624, decode.d1.loss_dice: 1.0328, decode.d2.loss_cls: 0.6281, decode.d2.loss_mask: 0.6377, decode.d2.loss_dice: 0.9869, decode.d3.loss_cls: 0.6067, decode.d3.loss_mask: 0.6350, decode.d3.loss_dice: 0.9604, decode.d4.loss_cls: 0.5859, decode.d4.loss_mask: 0.6308, decode.d4.loss_dice: 0.9569, decode.d5.loss_cls: 0.5702, decode.d5.loss_mask: 0.6302, decode.d5.loss_dice: 0.9547, decode.d6.loss_cls: 0.5690, decode.d6.loss_mask: 0.6273, decode.d6.loss_dice: 0.9400, decode.d7.loss_cls: 0.5625, decode.d7.loss_mask: 0.6278, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.5561, decode.d8.loss_mask: 0.6276, decode.d8.loss_dice: 0.9432, loss: 23.9762, grad_norm: 129.7042 2023-11-26 20:08:30,303 - mmseg - INFO - Iter [76150/160000] lr: 1.999e-06, eta: 8:49:57, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5689, decode.loss_mask: 0.6443, decode.loss_dice: 0.9666, decode.d0.loss_cls: 2.5001, decode.d0.loss_mask: 0.7010, decode.d0.loss_dice: 1.1441, decode.d1.loss_cls: 0.7398, decode.d1.loss_mask: 0.6777, decode.d1.loss_dice: 1.0486, decode.d2.loss_cls: 0.6599, decode.d2.loss_mask: 0.6590, decode.d2.loss_dice: 1.0161, decode.d3.loss_cls: 0.6096, decode.d3.loss_mask: 0.6513, decode.d3.loss_dice: 0.9851, decode.d4.loss_cls: 0.5989, decode.d4.loss_mask: 0.6497, decode.d4.loss_dice: 0.9863, decode.d5.loss_cls: 0.5838, decode.d5.loss_mask: 0.6523, decode.d5.loss_dice: 0.9814, decode.d6.loss_cls: 0.5859, decode.d6.loss_mask: 0.6473, decode.d6.loss_dice: 0.9728, decode.d7.loss_cls: 0.5792, decode.d7.loss_mask: 0.6470, decode.d7.loss_dice: 0.9709, decode.d8.loss_cls: 0.5742, decode.d8.loss_mask: 0.6433, decode.d8.loss_dice: 0.9682, loss: 24.6134, grad_norm: 111.0158 2023-11-26 20:08:48,735 - mmseg - INFO - Iter [76200/160000] lr: 1.998e-06, eta: 8:49:37, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5499, decode.loss_mask: 0.6424, decode.loss_dice: 0.9768, decode.d0.loss_cls: 2.4869, decode.d0.loss_mask: 0.7108, decode.d0.loss_dice: 1.1782, decode.d1.loss_cls: 0.7337, decode.d1.loss_mask: 0.6766, decode.d1.loss_dice: 1.0749, decode.d2.loss_cls: 0.6511, decode.d2.loss_mask: 0.6576, decode.d2.loss_dice: 1.0288, decode.d3.loss_cls: 0.6022, decode.d3.loss_mask: 0.6510, decode.d3.loss_dice: 0.9948, decode.d4.loss_cls: 0.5816, decode.d4.loss_mask: 0.6524, decode.d4.loss_dice: 0.9923, decode.d5.loss_cls: 0.5685, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 0.9925, decode.d6.loss_cls: 0.5758, decode.d6.loss_mask: 0.6409, decode.d6.loss_dice: 0.9741, decode.d7.loss_cls: 0.5540, decode.d7.loss_mask: 0.6425, decode.d7.loss_dice: 0.9775, decode.d8.loss_cls: 0.5496, decode.d8.loss_mask: 0.6429, decode.d8.loss_dice: 0.9779, loss: 24.5829, grad_norm: 117.4590 2023-11-26 20:09:07,105 - mmseg - INFO - Iter [76250/160000] lr: 1.997e-06, eta: 8:49:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5662, decode.loss_mask: 0.6525, decode.loss_dice: 0.9698, decode.d0.loss_cls: 2.4950, decode.d0.loss_mask: 0.7108, decode.d0.loss_dice: 1.1415, decode.d1.loss_cls: 0.7426, decode.d1.loss_mask: 0.6857, decode.d1.loss_dice: 1.0611, decode.d2.loss_cls: 0.6554, decode.d2.loss_mask: 0.6647, decode.d2.loss_dice: 1.0084, decode.d3.loss_cls: 0.6223, decode.d3.loss_mask: 0.6546, decode.d3.loss_dice: 0.9785, decode.d4.loss_cls: 0.6012, decode.d4.loss_mask: 0.6572, decode.d4.loss_dice: 0.9744, decode.d5.loss_cls: 0.5845, decode.d5.loss_mask: 0.6550, decode.d5.loss_dice: 0.9746, decode.d6.loss_cls: 0.5800, decode.d6.loss_mask: 0.6511, decode.d6.loss_dice: 0.9657, decode.d7.loss_cls: 0.5715, decode.d7.loss_mask: 0.6516, decode.d7.loss_dice: 0.9654, decode.d8.loss_cls: 0.5703, decode.d8.loss_mask: 0.6524, decode.d8.loss_dice: 0.9651, loss: 24.6291, grad_norm: 129.0499 2023-11-26 20:09:25,550 - mmseg - INFO - Iter [76300/160000] lr: 1.996e-06, eta: 8:48:58, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5652, decode.loss_mask: 0.6616, decode.loss_dice: 0.9722, decode.d0.loss_cls: 2.4950, decode.d0.loss_mask: 0.7201, decode.d0.loss_dice: 1.1655, decode.d1.loss_cls: 0.7410, decode.d1.loss_mask: 0.6965, decode.d1.loss_dice: 1.0553, decode.d2.loss_cls: 0.6474, decode.d2.loss_mask: 0.6778, decode.d2.loss_dice: 1.0242, decode.d3.loss_cls: 0.6140, decode.d3.loss_mask: 0.6721, decode.d3.loss_dice: 0.9889, decode.d4.loss_cls: 0.6007, decode.d4.loss_mask: 0.6713, decode.d4.loss_dice: 0.9886, decode.d5.loss_cls: 0.5816, decode.d5.loss_mask: 0.6666, decode.d5.loss_dice: 0.9860, decode.d6.loss_cls: 0.5782, decode.d6.loss_mask: 0.6633, decode.d6.loss_dice: 0.9736, decode.d7.loss_cls: 0.5736, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9789, decode.d8.loss_cls: 0.5630, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 0.9763, loss: 24.8262, grad_norm: 134.9902 2023-11-26 20:09:44,216 - mmseg - INFO - Iter [76350/160000] lr: 1.995e-06, eta: 8:48:39, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5720, decode.loss_mask: 0.6332, decode.loss_dice: 0.9783, decode.d0.loss_cls: 2.5330, decode.d0.loss_mask: 0.6827, decode.d0.loss_dice: 1.1570, decode.d1.loss_cls: 0.7489, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 1.0560, decode.d2.loss_cls: 0.6613, decode.d2.loss_mask: 0.6468, decode.d2.loss_dice: 1.0193, decode.d3.loss_cls: 0.6211, decode.d3.loss_mask: 0.6404, decode.d3.loss_dice: 0.9918, decode.d4.loss_cls: 0.5984, decode.d4.loss_mask: 0.6394, decode.d4.loss_dice: 0.9894, decode.d5.loss_cls: 0.5923, decode.d5.loss_mask: 0.6388, decode.d5.loss_dice: 0.9900, decode.d6.loss_cls: 0.5834, decode.d6.loss_mask: 0.6380, decode.d6.loss_dice: 0.9831, decode.d7.loss_cls: 0.5754, decode.d7.loss_mask: 0.6353, decode.d7.loss_dice: 0.9847, decode.d8.loss_cls: 0.5779, decode.d8.loss_mask: 0.6343, decode.d8.loss_dice: 0.9833, loss: 24.6518, grad_norm: 117.2038 2023-11-26 20:10:02,789 - mmseg - INFO - Iter [76400/160000] lr: 1.993e-06, eta: 8:48:19, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5708, decode.loss_mask: 0.6565, decode.loss_dice: 0.9916, decode.d0.loss_cls: 2.4798, decode.d0.loss_mask: 0.7198, decode.d0.loss_dice: 1.1796, decode.d1.loss_cls: 0.7392, decode.d1.loss_mask: 0.6848, decode.d1.loss_dice: 1.0813, decode.d2.loss_cls: 0.6489, decode.d2.loss_mask: 0.6676, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6069, decode.d3.loss_mask: 0.6634, decode.d3.loss_dice: 1.0083, decode.d4.loss_cls: 0.5976, decode.d4.loss_mask: 0.6621, decode.d4.loss_dice: 1.0041, decode.d5.loss_cls: 0.5926, decode.d5.loss_mask: 0.6583, decode.d5.loss_dice: 1.0047, decode.d6.loss_cls: 0.5872, decode.d6.loss_mask: 0.6604, decode.d6.loss_dice: 0.9956, decode.d7.loss_cls: 0.5797, decode.d7.loss_mask: 0.6563, decode.d7.loss_dice: 1.0006, decode.d8.loss_cls: 0.5768, decode.d8.loss_mask: 0.6551, decode.d8.loss_dice: 0.9963, loss: 24.9607, grad_norm: 118.5303 2023-11-26 20:10:21,426 - mmseg - INFO - Iter [76450/160000] lr: 1.992e-06, eta: 8:48:00, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5651, decode.loss_mask: 0.6692, decode.loss_dice: 0.9817, decode.d0.loss_cls: 2.4330, decode.d0.loss_mask: 0.7314, decode.d0.loss_dice: 1.1738, decode.d1.loss_cls: 0.7318, decode.d1.loss_mask: 0.7063, decode.d1.loss_dice: 1.0739, decode.d2.loss_cls: 0.6578, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0252, decode.d3.loss_cls: 0.6180, decode.d3.loss_mask: 0.6784, decode.d3.loss_dice: 0.9894, decode.d4.loss_cls: 0.6018, decode.d4.loss_mask: 0.6757, decode.d4.loss_dice: 0.9965, decode.d5.loss_cls: 0.5883, decode.d5.loss_mask: 0.6734, decode.d5.loss_dice: 0.9946, decode.d6.loss_cls: 0.5896, decode.d6.loss_mask: 0.6683, decode.d6.loss_dice: 0.9797, decode.d7.loss_cls: 0.5702, decode.d7.loss_mask: 0.6692, decode.d7.loss_dice: 0.9861, decode.d8.loss_cls: 0.5666, decode.d8.loss_mask: 0.6682, decode.d8.loss_dice: 0.9805, loss: 24.9310, grad_norm: 140.8516 2023-11-26 20:10:39,785 - mmseg - INFO - Iter [76500/160000] lr: 1.991e-06, eta: 8:47:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5588, decode.loss_mask: 0.6509, decode.loss_dice: 0.9744, decode.d0.loss_cls: 2.5161, decode.d0.loss_mask: 0.7075, decode.d0.loss_dice: 1.1524, decode.d1.loss_cls: 0.7418, decode.d1.loss_mask: 0.6823, decode.d1.loss_dice: 1.0516, decode.d2.loss_cls: 0.6470, decode.d2.loss_mask: 0.6618, decode.d2.loss_dice: 1.0120, decode.d3.loss_cls: 0.5981, decode.d3.loss_mask: 0.6564, decode.d3.loss_dice: 0.9851, decode.d4.loss_cls: 0.5838, decode.d4.loss_mask: 0.6541, decode.d4.loss_dice: 0.9860, decode.d5.loss_cls: 0.5722, decode.d5.loss_mask: 0.6535, decode.d5.loss_dice: 0.9845, decode.d6.loss_cls: 0.5705, decode.d6.loss_mask: 0.6532, decode.d6.loss_dice: 0.9717, decode.d7.loss_cls: 0.5594, decode.d7.loss_mask: 0.6519, decode.d7.loss_dice: 0.9770, decode.d8.loss_cls: 0.5613, decode.d8.loss_mask: 0.6518, decode.d8.loss_dice: 0.9726, loss: 24.5997, grad_norm: 112.7619 2023-11-26 20:10:58,117 - mmseg - INFO - Iter [76550/160000] lr: 1.990e-06, eta: 8:47:21, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5890, decode.loss_mask: 0.6717, decode.loss_dice: 0.9814, decode.d0.loss_cls: 2.5078, decode.d0.loss_mask: 0.7384, decode.d0.loss_dice: 1.1698, decode.d1.loss_cls: 0.7622, decode.d1.loss_mask: 0.7044, decode.d1.loss_dice: 1.0617, decode.d2.loss_cls: 0.6618, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0268, decode.d3.loss_cls: 0.6241, decode.d3.loss_mask: 0.6806, decode.d3.loss_dice: 1.0017, decode.d4.loss_cls: 0.6088, decode.d4.loss_mask: 0.6817, decode.d4.loss_dice: 0.9977, decode.d5.loss_cls: 0.5964, decode.d5.loss_mask: 0.6774, decode.d5.loss_dice: 0.9933, decode.d6.loss_cls: 0.6002, decode.d6.loss_mask: 0.6735, decode.d6.loss_dice: 0.9850, decode.d7.loss_cls: 0.5936, decode.d7.loss_mask: 0.6712, decode.d7.loss_dice: 0.9869, decode.d8.loss_cls: 0.5879, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 0.9882, loss: 25.1821, grad_norm: 121.4395 2023-11-26 20:11:16,641 - mmseg - INFO - Iter [76600/160000] lr: 1.989e-06, eta: 8:47:01, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5713, decode.loss_mask: 0.6741, decode.loss_dice: 0.9765, decode.d0.loss_cls: 2.4150, decode.d0.loss_mask: 0.7373, decode.d0.loss_dice: 1.1632, decode.d1.loss_cls: 0.7425, decode.d1.loss_mask: 0.7023, decode.d1.loss_dice: 1.0590, decode.d2.loss_cls: 0.6505, decode.d2.loss_mask: 0.6875, decode.d2.loss_dice: 1.0194, decode.d3.loss_cls: 0.6144, decode.d3.loss_mask: 0.6836, decode.d3.loss_dice: 0.9953, decode.d4.loss_cls: 0.5910, decode.d4.loss_mask: 0.6791, decode.d4.loss_dice: 0.9917, decode.d5.loss_cls: 0.5805, decode.d5.loss_mask: 0.6822, decode.d5.loss_dice: 0.9878, decode.d6.loss_cls: 0.5756, decode.d6.loss_mask: 0.6789, decode.d6.loss_dice: 0.9847, decode.d7.loss_cls: 0.5721, decode.d7.loss_mask: 0.6765, decode.d7.loss_dice: 0.9803, decode.d8.loss_cls: 0.5685, decode.d8.loss_mask: 0.6754, decode.d8.loss_dice: 0.9836, loss: 24.9002, grad_norm: 119.9607 2023-11-26 20:11:35,105 - mmseg - INFO - Iter [76650/160000] lr: 1.988e-06, eta: 8:46:42, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5750, decode.loss_mask: 0.6380, decode.loss_dice: 0.9499, decode.d0.loss_cls: 2.4996, decode.d0.loss_mask: 0.7048, decode.d0.loss_dice: 1.1461, decode.d1.loss_cls: 0.7703, decode.d1.loss_mask: 0.6777, decode.d1.loss_dice: 1.0354, decode.d2.loss_cls: 0.6668, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 0.9989, decode.d3.loss_cls: 0.6331, decode.d3.loss_mask: 0.6472, decode.d3.loss_dice: 0.9642, decode.d4.loss_cls: 0.6172, decode.d4.loss_mask: 0.6440, decode.d4.loss_dice: 0.9651, decode.d5.loss_cls: 0.5945, decode.d5.loss_mask: 0.6456, decode.d5.loss_dice: 0.9664, decode.d6.loss_cls: 0.5932, decode.d6.loss_mask: 0.6405, decode.d6.loss_dice: 0.9546, decode.d7.loss_cls: 0.5846, decode.d7.loss_mask: 0.6379, decode.d7.loss_dice: 0.9502, decode.d8.loss_cls: 0.5746, decode.d8.loss_mask: 0.6399, decode.d8.loss_dice: 0.9519, loss: 24.5237, grad_norm: 123.1987 2023-11-26 20:11:53,390 - mmseg - INFO - Iter [76700/160000] lr: 1.986e-06, eta: 8:46:22, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5871, decode.loss_mask: 0.6532, decode.loss_dice: 0.9740, decode.d0.loss_cls: 2.5616, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1709, decode.d1.loss_cls: 0.7938, decode.d1.loss_mask: 0.6920, decode.d1.loss_dice: 1.0644, decode.d2.loss_cls: 0.6845, decode.d2.loss_mask: 0.6722, decode.d2.loss_dice: 1.0213, decode.d3.loss_cls: 0.6415, decode.d3.loss_mask: 0.6621, decode.d3.loss_dice: 0.9914, decode.d4.loss_cls: 0.6136, decode.d4.loss_mask: 0.6584, decode.d4.loss_dice: 0.9883, decode.d5.loss_cls: 0.6075, decode.d5.loss_mask: 0.6567, decode.d5.loss_dice: 0.9856, decode.d6.loss_cls: 0.6013, decode.d6.loss_mask: 0.6569, decode.d6.loss_dice: 0.9755, decode.d7.loss_cls: 0.5883, decode.d7.loss_mask: 0.6570, decode.d7.loss_dice: 0.9763, decode.d8.loss_cls: 0.5913, decode.d8.loss_mask: 0.6548, decode.d8.loss_dice: 0.9736, loss: 25.0730, grad_norm: 104.7631 2023-11-26 20:12:11,962 - mmseg - INFO - Iter [76750/160000] lr: 1.985e-06, eta: 8:46:03, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5972, decode.loss_mask: 0.6384, decode.loss_dice: 0.9653, decode.d0.loss_cls: 2.4743, decode.d0.loss_mask: 0.6992, decode.d0.loss_dice: 1.1497, decode.d1.loss_cls: 0.7597, decode.d1.loss_mask: 0.6774, decode.d1.loss_dice: 1.0610, decode.d2.loss_cls: 0.6691, decode.d2.loss_mask: 0.6578, decode.d2.loss_dice: 1.0125, decode.d3.loss_cls: 0.6321, decode.d3.loss_mask: 0.6509, decode.d3.loss_dice: 0.9885, decode.d4.loss_cls: 0.6133, decode.d4.loss_mask: 0.6478, decode.d4.loss_dice: 0.9848, decode.d5.loss_cls: 0.6138, decode.d5.loss_mask: 0.6427, decode.d5.loss_dice: 0.9827, decode.d6.loss_cls: 0.6138, decode.d6.loss_mask: 0.6382, decode.d6.loss_dice: 0.9715, decode.d7.loss_cls: 0.6098, decode.d7.loss_mask: 0.6419, decode.d7.loss_dice: 0.9714, decode.d8.loss_cls: 0.6002, decode.d8.loss_mask: 0.6386, decode.d8.loss_dice: 0.9735, loss: 24.7772, grad_norm: 114.8884 2023-11-26 20:12:30,534 - mmseg - INFO - Iter [76800/160000] lr: 1.984e-06, eta: 8:45:43, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.6012, decode.loss_mask: 0.6537, decode.loss_dice: 0.9869, decode.d0.loss_cls: 2.5236, decode.d0.loss_mask: 0.7035, decode.d0.loss_dice: 1.1759, decode.d1.loss_cls: 0.7989, decode.d1.loss_mask: 0.6912, decode.d1.loss_dice: 1.0779, decode.d2.loss_cls: 0.7067, decode.d2.loss_mask: 0.6710, decode.d2.loss_dice: 1.0268, decode.d3.loss_cls: 0.6661, decode.d3.loss_mask: 0.6595, decode.d3.loss_dice: 1.0051, decode.d4.loss_cls: 0.6413, decode.d4.loss_mask: 0.6584, decode.d4.loss_dice: 0.9996, decode.d5.loss_cls: 0.6278, decode.d5.loss_mask: 0.6570, decode.d5.loss_dice: 0.9993, decode.d6.loss_cls: 0.6180, decode.d6.loss_mask: 0.6542, decode.d6.loss_dice: 0.9902, decode.d7.loss_cls: 0.6099, decode.d7.loss_mask: 0.6556, decode.d7.loss_dice: 0.9907, decode.d8.loss_cls: 0.6053, decode.d8.loss_mask: 0.6559, decode.d8.loss_dice: 0.9916, loss: 25.3030, grad_norm: 131.3041 2023-11-26 20:12:49,054 - mmseg - INFO - Iter [76850/160000] lr: 1.983e-06, eta: 8:45:24, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5554, decode.loss_mask: 0.6512, decode.loss_dice: 0.9621, decode.d0.loss_cls: 2.5117, decode.d0.loss_mask: 0.7060, decode.d0.loss_dice: 1.1241, decode.d1.loss_cls: 0.7216, decode.d1.loss_mask: 0.6908, decode.d1.loss_dice: 1.0422, decode.d2.loss_cls: 0.6299, decode.d2.loss_mask: 0.6708, decode.d2.loss_dice: 1.0006, decode.d3.loss_cls: 0.5876, decode.d3.loss_mask: 0.6589, decode.d3.loss_dice: 0.9749, decode.d4.loss_cls: 0.5738, decode.d4.loss_mask: 0.6569, decode.d4.loss_dice: 0.9760, decode.d5.loss_cls: 0.5663, decode.d5.loss_mask: 0.6550, decode.d5.loss_dice: 0.9743, decode.d6.loss_cls: 0.5560, decode.d6.loss_mask: 0.6561, decode.d6.loss_dice: 0.9686, decode.d7.loss_cls: 0.5551, decode.d7.loss_mask: 0.6546, decode.d7.loss_dice: 0.9659, decode.d8.loss_cls: 0.5486, decode.d8.loss_mask: 0.6535, decode.d8.loss_dice: 0.9665, loss: 24.4150, grad_norm: 118.6815 2023-11-26 20:13:07,429 - mmseg - INFO - Iter [76900/160000] lr: 1.982e-06, eta: 8:45:04, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5937, decode.loss_mask: 0.6339, decode.loss_dice: 0.9709, decode.d0.loss_cls: 2.5312, decode.d0.loss_mask: 0.6945, decode.d0.loss_dice: 1.1780, decode.d1.loss_cls: 0.7925, decode.d1.loss_mask: 0.6636, decode.d1.loss_dice: 1.0607, decode.d2.loss_cls: 0.7083, decode.d2.loss_mask: 0.6448, decode.d2.loss_dice: 1.0190, decode.d3.loss_cls: 0.6591, decode.d3.loss_mask: 0.6388, decode.d3.loss_dice: 0.9837, decode.d4.loss_cls: 0.6345, decode.d4.loss_mask: 0.6371, decode.d4.loss_dice: 0.9828, decode.d5.loss_cls: 0.6224, decode.d5.loss_mask: 0.6356, decode.d5.loss_dice: 0.9831, decode.d6.loss_cls: 0.6211, decode.d6.loss_mask: 0.6332, decode.d6.loss_dice: 0.9705, decode.d7.loss_cls: 0.6040, decode.d7.loss_mask: 0.6326, decode.d7.loss_dice: 0.9699, decode.d8.loss_cls: 0.6039, decode.d8.loss_mask: 0.6323, decode.d8.loss_dice: 0.9726, loss: 24.9083, grad_norm: 118.8490 2023-11-26 20:13:25,695 - mmseg - INFO - Iter [76950/160000] lr: 1.980e-06, eta: 8:44:45, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5726, decode.loss_mask: 0.6348, decode.loss_dice: 0.9705, decode.d0.loss_cls: 2.4421, decode.d0.loss_mask: 0.6931, decode.d0.loss_dice: 1.1479, decode.d1.loss_cls: 0.7389, decode.d1.loss_mask: 0.6687, decode.d1.loss_dice: 1.0561, decode.d2.loss_cls: 0.6537, decode.d2.loss_mask: 0.6469, decode.d2.loss_dice: 1.0106, decode.d3.loss_cls: 0.6114, decode.d3.loss_mask: 0.6428, decode.d3.loss_dice: 0.9808, decode.d4.loss_cls: 0.5940, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9813, decode.d5.loss_cls: 0.5802, decode.d5.loss_mask: 0.6370, decode.d5.loss_dice: 0.9808, decode.d6.loss_cls: 0.5867, decode.d6.loss_mask: 0.6357, decode.d6.loss_dice: 0.9668, decode.d7.loss_cls: 0.5756, decode.d7.loss_mask: 0.6385, decode.d7.loss_dice: 0.9693, decode.d8.loss_cls: 0.5697, decode.d8.loss_mask: 0.6350, decode.d8.loss_dice: 0.9755, loss: 24.4355, grad_norm: 118.0703 2023-11-26 20:13:45,864 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:13:45,865 - mmseg - INFO - Iter [77000/160000] lr: 1.979e-06, eta: 8:44:27, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5806, decode.loss_mask: 0.6671, decode.loss_dice: 1.0094, decode.d0.loss_cls: 2.4622, decode.d0.loss_mask: 0.7241, decode.d0.loss_dice: 1.1814, decode.d1.loss_cls: 0.7597, decode.d1.loss_mask: 0.7060, decode.d1.loss_dice: 1.0947, decode.d2.loss_cls: 0.6657, decode.d2.loss_mask: 0.6874, decode.d2.loss_dice: 1.0523, decode.d3.loss_cls: 0.6293, decode.d3.loss_mask: 0.6781, decode.d3.loss_dice: 1.0246, decode.d4.loss_cls: 0.6076, decode.d4.loss_mask: 0.6803, decode.d4.loss_dice: 1.0278, decode.d5.loss_cls: 0.6009, decode.d5.loss_mask: 0.6783, decode.d5.loss_dice: 1.0245, decode.d6.loss_cls: 0.5955, decode.d6.loss_mask: 0.6697, decode.d6.loss_dice: 1.0119, decode.d7.loss_cls: 0.5884, decode.d7.loss_mask: 0.6686, decode.d7.loss_dice: 1.0149, decode.d8.loss_cls: 0.5894, decode.d8.loss_mask: 0.6642, decode.d8.loss_dice: 1.0189, loss: 25.3636, grad_norm: 127.2097 2023-11-26 20:14:08,664 - mmseg - INFO - Iter [77050/160000] lr: 1.978e-06, eta: 8:44:12, time: 0.456, data_time: 0.056, memory: 36416, decode.loss_cls: 0.5624, decode.loss_mask: 0.6531, decode.loss_dice: 0.9747, decode.d0.loss_cls: 2.4010, decode.d0.loss_mask: 0.7072, decode.d0.loss_dice: 1.1550, decode.d1.loss_cls: 0.7349, decode.d1.loss_mask: 0.6903, decode.d1.loss_dice: 1.0669, decode.d2.loss_cls: 0.6336, decode.d2.loss_mask: 0.6694, decode.d2.loss_dice: 1.0185, decode.d3.loss_cls: 0.6069, decode.d3.loss_mask: 0.6606, decode.d3.loss_dice: 0.9872, decode.d4.loss_cls: 0.5803, decode.d4.loss_mask: 0.6595, decode.d4.loss_dice: 0.9926, decode.d5.loss_cls: 0.5787, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9884, decode.d6.loss_cls: 0.5715, decode.d6.loss_mask: 0.6553, decode.d6.loss_dice: 0.9791, decode.d7.loss_cls: 0.5563, decode.d7.loss_mask: 0.6538, decode.d7.loss_dice: 0.9791, decode.d8.loss_cls: 0.5531, decode.d8.loss_mask: 0.6573, decode.d8.loss_dice: 0.9773, loss: 24.5592, grad_norm: 126.4893 2023-11-26 20:14:27,564 - mmseg - INFO - Iter [77100/160000] lr: 1.977e-06, eta: 8:43:53, time: 0.378, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5783, decode.loss_mask: 0.6445, decode.loss_dice: 0.9701, decode.d0.loss_cls: 2.5401, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.1621, decode.d1.loss_cls: 0.7528, decode.d1.loss_mask: 0.6751, decode.d1.loss_dice: 1.0580, decode.d2.loss_cls: 0.6684, decode.d2.loss_mask: 0.6553, decode.d2.loss_dice: 1.0140, decode.d3.loss_cls: 0.6332, decode.d3.loss_mask: 0.6460, decode.d3.loss_dice: 0.9877, decode.d4.loss_cls: 0.6126, decode.d4.loss_mask: 0.6458, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.5945, decode.d5.loss_mask: 0.6446, decode.d5.loss_dice: 0.9831, decode.d6.loss_cls: 0.5898, decode.d6.loss_mask: 0.6448, decode.d6.loss_dice: 0.9748, decode.d7.loss_cls: 0.5893, decode.d7.loss_mask: 0.6428, decode.d7.loss_dice: 0.9728, decode.d8.loss_cls: 0.5774, decode.d8.loss_mask: 0.6451, decode.d8.loss_dice: 0.9700, loss: 24.7627, grad_norm: 129.5971 2023-11-26 20:14:46,034 - mmseg - INFO - Iter [77150/160000] lr: 1.976e-06, eta: 8:43:34, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5503, decode.loss_mask: 0.6329, decode.loss_dice: 0.9741, decode.d0.loss_cls: 2.4374, decode.d0.loss_mask: 0.7024, decode.d0.loss_dice: 1.1559, decode.d1.loss_cls: 0.7311, decode.d1.loss_mask: 0.6713, decode.d1.loss_dice: 1.0638, decode.d2.loss_cls: 0.6362, decode.d2.loss_mask: 0.6480, decode.d2.loss_dice: 1.0187, decode.d3.loss_cls: 0.6050, decode.d3.loss_mask: 0.6408, decode.d3.loss_dice: 0.9890, decode.d4.loss_cls: 0.5852, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9889, decode.d5.loss_cls: 0.5789, decode.d5.loss_mask: 0.6360, decode.d5.loss_dice: 0.9891, decode.d6.loss_cls: 0.5679, decode.d6.loss_mask: 0.6327, decode.d6.loss_dice: 0.9765, decode.d7.loss_cls: 0.5578, decode.d7.loss_mask: 0.6322, decode.d7.loss_dice: 0.9738, decode.d8.loss_cls: 0.5543, decode.d8.loss_mask: 0.6325, decode.d8.loss_dice: 0.9746, loss: 24.3738, grad_norm: 110.6283 2023-11-26 20:15:04,587 - mmseg - INFO - Iter [77200/160000] lr: 1.974e-06, eta: 8:43:14, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5768, decode.loss_mask: 0.6510, decode.loss_dice: 0.9714, decode.d0.loss_cls: 2.5179, decode.d0.loss_mask: 0.7173, decode.d0.loss_dice: 1.1604, decode.d1.loss_cls: 0.7452, decode.d1.loss_mask: 0.6927, decode.d1.loss_dice: 1.0675, decode.d2.loss_cls: 0.6533, decode.d2.loss_mask: 0.6734, decode.d2.loss_dice: 1.0248, decode.d3.loss_cls: 0.6238, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 0.9878, decode.d4.loss_cls: 0.5991, decode.d4.loss_mask: 0.6609, decode.d4.loss_dice: 0.9859, decode.d5.loss_cls: 0.5935, decode.d5.loss_mask: 0.6571, decode.d5.loss_dice: 0.9810, decode.d6.loss_cls: 0.5842, decode.d6.loss_mask: 0.6561, decode.d6.loss_dice: 0.9728, decode.d7.loss_cls: 0.5844, decode.d7.loss_mask: 0.6543, decode.d7.loss_dice: 0.9734, decode.d8.loss_cls: 0.5758, decode.d8.loss_mask: 0.6538, decode.d8.loss_dice: 0.9730, loss: 24.8287, grad_norm: 149.8957 2023-11-26 20:15:22,907 - mmseg - INFO - Iter [77250/160000] lr: 1.973e-06, eta: 8:42:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5851, decode.loss_mask: 0.6564, decode.loss_dice: 0.9989, decode.d0.loss_cls: 2.5183, decode.d0.loss_mask: 0.7176, decode.d0.loss_dice: 1.1960, decode.d1.loss_cls: 0.7683, decode.d1.loss_mask: 0.6889, decode.d1.loss_dice: 1.0903, decode.d2.loss_cls: 0.6618, decode.d2.loss_mask: 0.6704, decode.d2.loss_dice: 1.0521, decode.d3.loss_cls: 0.6263, decode.d3.loss_mask: 0.6606, decode.d3.loss_dice: 1.0148, decode.d4.loss_cls: 0.6122, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 1.0106, decode.d5.loss_cls: 0.6055, decode.d5.loss_mask: 0.6566, decode.d5.loss_dice: 1.0129, decode.d6.loss_cls: 0.5978, decode.d6.loss_mask: 0.6544, decode.d6.loss_dice: 1.0009, decode.d7.loss_cls: 0.5900, decode.d7.loss_mask: 0.6542, decode.d7.loss_dice: 1.0018, decode.d8.loss_cls: 0.5922, decode.d8.loss_mask: 0.6538, decode.d8.loss_dice: 1.0039, loss: 25.2120, grad_norm: 128.2563 2023-11-26 20:15:41,259 - mmseg - INFO - Iter [77300/160000] lr: 1.972e-06, eta: 8:42:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5526, decode.loss_mask: 0.6232, decode.loss_dice: 0.9302, decode.d0.loss_cls: 2.3981, decode.d0.loss_mask: 0.6889, decode.d0.loss_dice: 1.1168, decode.d1.loss_cls: 0.7313, decode.d1.loss_mask: 0.6609, decode.d1.loss_dice: 1.0139, decode.d2.loss_cls: 0.6536, decode.d2.loss_mask: 0.6377, decode.d2.loss_dice: 0.9680, decode.d3.loss_cls: 0.6084, decode.d3.loss_mask: 0.6319, decode.d3.loss_dice: 0.9416, decode.d4.loss_cls: 0.5848, decode.d4.loss_mask: 0.6325, decode.d4.loss_dice: 0.9398, decode.d5.loss_cls: 0.5722, decode.d5.loss_mask: 0.6350, decode.d5.loss_dice: 0.9344, decode.d6.loss_cls: 0.5612, decode.d6.loss_mask: 0.6263, decode.d6.loss_dice: 0.9275, decode.d7.loss_cls: 0.5510, decode.d7.loss_mask: 0.6245, decode.d7.loss_dice: 0.9301, decode.d8.loss_cls: 0.5480, decode.d8.loss_mask: 0.6237, decode.d8.loss_dice: 0.9339, loss: 23.7820, grad_norm: 123.6107 2023-11-26 20:15:59,629 - mmseg - INFO - Iter [77350/160000] lr: 1.971e-06, eta: 8:42:15, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5656, decode.loss_mask: 0.6412, decode.loss_dice: 0.9761, decode.d0.loss_cls: 2.5158, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.1664, decode.d1.loss_cls: 0.7402, decode.d1.loss_mask: 0.6820, decode.d1.loss_dice: 1.0733, decode.d2.loss_cls: 0.6554, decode.d2.loss_mask: 0.6613, decode.d2.loss_dice: 1.0242, decode.d3.loss_cls: 0.6118, decode.d3.loss_mask: 0.6501, decode.d3.loss_dice: 0.9896, decode.d4.loss_cls: 0.6013, decode.d4.loss_mask: 0.6532, decode.d4.loss_dice: 0.9915, decode.d5.loss_cls: 0.5878, decode.d5.loss_mask: 0.6474, decode.d5.loss_dice: 0.9884, decode.d6.loss_cls: 0.5737, decode.d6.loss_mask: 0.6454, decode.d6.loss_dice: 0.9806, decode.d7.loss_cls: 0.5647, decode.d7.loss_mask: 0.6400, decode.d7.loss_dice: 0.9771, decode.d8.loss_cls: 0.5593, decode.d8.loss_mask: 0.6421, decode.d8.loss_dice: 0.9786, loss: 24.6877, grad_norm: 113.0777 2023-11-26 20:16:17,951 - mmseg - INFO - Iter [77400/160000] lr: 1.970e-06, eta: 8:41:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5606, decode.loss_mask: 0.6396, decode.loss_dice: 0.9802, decode.d0.loss_cls: 2.4666, decode.d0.loss_mask: 0.7085, decode.d0.loss_dice: 1.1671, decode.d1.loss_cls: 0.7391, decode.d1.loss_mask: 0.6752, decode.d1.loss_dice: 1.0701, decode.d2.loss_cls: 0.6518, decode.d2.loss_mask: 0.6558, decode.d2.loss_dice: 1.0219, decode.d3.loss_cls: 0.6142, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 0.9932, decode.d4.loss_cls: 0.5924, decode.d4.loss_mask: 0.6475, decode.d4.loss_dice: 1.0000, decode.d5.loss_cls: 0.5800, decode.d5.loss_mask: 0.6443, decode.d5.loss_dice: 0.9931, decode.d6.loss_cls: 0.5761, decode.d6.loss_mask: 0.6397, decode.d6.loss_dice: 0.9816, decode.d7.loss_cls: 0.5715, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9830, decode.d8.loss_cls: 0.5610, decode.d8.loss_mask: 0.6402, decode.d8.loss_dice: 0.9836, loss: 24.6256, grad_norm: 128.3930 2023-11-26 20:16:36,309 - mmseg - INFO - Iter [77450/160000] lr: 1.968e-06, eta: 8:41:36, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5763, decode.loss_mask: 0.6372, decode.loss_dice: 0.9848, decode.d0.loss_cls: 2.4500, decode.d0.loss_mask: 0.7128, decode.d0.loss_dice: 1.1610, decode.d1.loss_cls: 0.7280, decode.d1.loss_mask: 0.6760, decode.d1.loss_dice: 1.0776, decode.d2.loss_cls: 0.6335, decode.d2.loss_mask: 0.6612, decode.d2.loss_dice: 1.0349, decode.d3.loss_cls: 0.6133, decode.d3.loss_mask: 0.6501, decode.d3.loss_dice: 1.0029, decode.d4.loss_cls: 0.6072, decode.d4.loss_mask: 0.6506, decode.d4.loss_dice: 0.9998, decode.d5.loss_cls: 0.5871, decode.d5.loss_mask: 0.6491, decode.d5.loss_dice: 0.9980, decode.d6.loss_cls: 0.5781, decode.d6.loss_mask: 0.6397, decode.d6.loss_dice: 0.9850, decode.d7.loss_cls: 0.5843, decode.d7.loss_mask: 0.6401, decode.d7.loss_dice: 0.9866, decode.d8.loss_cls: 0.5691, decode.d8.loss_mask: 0.6416, decode.d8.loss_dice: 0.9888, loss: 24.7049, grad_norm: 117.7589 2023-11-26 20:16:54,536 - mmseg - INFO - Iter [77500/160000] lr: 1.967e-06, eta: 8:41:16, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5675, decode.loss_mask: 0.6511, decode.loss_dice: 0.9684, decode.d0.loss_cls: 2.4986, decode.d0.loss_mask: 0.7113, decode.d0.loss_dice: 1.1529, decode.d1.loss_cls: 0.7489, decode.d1.loss_mask: 0.6798, decode.d1.loss_dice: 1.0615, decode.d2.loss_cls: 0.6511, decode.d2.loss_mask: 0.6657, decode.d2.loss_dice: 1.0203, decode.d3.loss_cls: 0.6127, decode.d3.loss_mask: 0.6576, decode.d3.loss_dice: 0.9846, decode.d4.loss_cls: 0.5922, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 0.9845, decode.d5.loss_cls: 0.5874, decode.d5.loss_mask: 0.6572, decode.d5.loss_dice: 0.9793, decode.d6.loss_cls: 0.5740, decode.d6.loss_mask: 0.6581, decode.d6.loss_dice: 0.9661, decode.d7.loss_cls: 0.5737, decode.d7.loss_mask: 0.6569, decode.d7.loss_dice: 0.9699, decode.d8.loss_cls: 0.5684, decode.d8.loss_mask: 0.6513, decode.d8.loss_dice: 0.9687, loss: 24.6796, grad_norm: 141.4511 2023-11-26 20:17:12,886 - mmseg - INFO - Iter [77550/160000] lr: 1.966e-06, eta: 8:40:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5693, decode.loss_mask: 0.6563, decode.loss_dice: 0.9937, decode.d0.loss_cls: 2.4797, decode.d0.loss_mask: 0.7059, decode.d0.loss_dice: 1.1685, decode.d1.loss_cls: 0.7580, decode.d1.loss_mask: 0.6892, decode.d1.loss_dice: 1.0738, decode.d2.loss_cls: 0.6570, decode.d2.loss_mask: 0.6706, decode.d2.loss_dice: 1.0261, decode.d3.loss_cls: 0.6202, decode.d3.loss_mask: 0.6668, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.6042, decode.d4.loss_mask: 0.6629, decode.d4.loss_dice: 1.0006, decode.d5.loss_cls: 0.5900, decode.d5.loss_mask: 0.6578, decode.d5.loss_dice: 1.0017, decode.d6.loss_cls: 0.5795, decode.d6.loss_mask: 0.6581, decode.d6.loss_dice: 0.9912, decode.d7.loss_cls: 0.5757, decode.d7.loss_mask: 0.6565, decode.d7.loss_dice: 0.9980, decode.d8.loss_cls: 0.5685, decode.d8.loss_mask: 0.6576, decode.d8.loss_dice: 0.9953, loss: 24.9328, grad_norm: 134.2407 2023-11-26 20:17:31,478 - mmseg - INFO - Iter [77600/160000] lr: 1.965e-06, eta: 8:40:37, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5717, decode.loss_mask: 0.6318, decode.loss_dice: 0.9670, decode.d0.loss_cls: 2.5379, decode.d0.loss_mask: 0.7016, decode.d0.loss_dice: 1.1645, decode.d1.loss_cls: 0.7563, decode.d1.loss_mask: 0.6758, decode.d1.loss_dice: 1.0665, decode.d2.loss_cls: 0.6689, decode.d2.loss_mask: 0.6537, decode.d2.loss_dice: 1.0196, decode.d3.loss_cls: 0.6207, decode.d3.loss_mask: 0.6448, decode.d3.loss_dice: 0.9913, decode.d4.loss_cls: 0.6012, decode.d4.loss_mask: 0.6418, decode.d4.loss_dice: 0.9860, decode.d5.loss_cls: 0.5895, decode.d5.loss_mask: 0.6359, decode.d5.loss_dice: 0.9874, decode.d6.loss_cls: 0.5874, decode.d6.loss_mask: 0.6318, decode.d6.loss_dice: 0.9742, decode.d7.loss_cls: 0.5721, decode.d7.loss_mask: 0.6349, decode.d7.loss_dice: 0.9763, decode.d8.loss_cls: 0.5681, decode.d8.loss_mask: 0.6322, decode.d8.loss_dice: 0.9777, loss: 24.6688, grad_norm: 131.8383 2023-11-26 20:17:49,812 - mmseg - INFO - Iter [77650/160000] lr: 1.964e-06, eta: 8:40:18, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5499, decode.loss_mask: 0.6061, decode.loss_dice: 0.9325, decode.d0.loss_cls: 2.5594, decode.d0.loss_mask: 0.6665, decode.d0.loss_dice: 1.1290, decode.d1.loss_cls: 0.7295, decode.d1.loss_mask: 0.6446, decode.d1.loss_dice: 1.0299, decode.d2.loss_cls: 0.6366, decode.d2.loss_mask: 0.6253, decode.d2.loss_dice: 0.9765, decode.d3.loss_cls: 0.5892, decode.d3.loss_mask: 0.6156, decode.d3.loss_dice: 0.9509, decode.d4.loss_cls: 0.5766, decode.d4.loss_mask: 0.6126, decode.d4.loss_dice: 0.9535, decode.d5.loss_cls: 0.5637, decode.d5.loss_mask: 0.6116, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.5612, decode.d6.loss_mask: 0.6066, decode.d6.loss_dice: 0.9403, decode.d7.loss_cls: 0.5533, decode.d7.loss_mask: 0.6050, decode.d7.loss_dice: 0.9424, decode.d8.loss_cls: 0.5438, decode.d8.loss_mask: 0.6066, decode.d8.loss_dice: 0.9421, loss: 23.8071, grad_norm: 116.3132 2023-11-26 20:18:08,292 - mmseg - INFO - Iter [77700/160000] lr: 1.962e-06, eta: 8:39:58, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5688, decode.loss_mask: 0.6591, decode.loss_dice: 0.9819, decode.d0.loss_cls: 2.4780, decode.d0.loss_mask: 0.7102, decode.d0.loss_dice: 1.1645, decode.d1.loss_cls: 0.7723, decode.d1.loss_mask: 0.6897, decode.d1.loss_dice: 1.0714, decode.d2.loss_cls: 0.6602, decode.d2.loss_mask: 0.6734, decode.d2.loss_dice: 1.0260, decode.d3.loss_cls: 0.6146, decode.d3.loss_mask: 0.6646, decode.d3.loss_dice: 0.9999, decode.d4.loss_cls: 0.5966, decode.d4.loss_mask: 0.6619, decode.d4.loss_dice: 1.0003, decode.d5.loss_cls: 0.5894, decode.d5.loss_mask: 0.6609, decode.d5.loss_dice: 0.9991, decode.d6.loss_cls: 0.5772, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9859, decode.d7.loss_cls: 0.5764, decode.d7.loss_mask: 0.6573, decode.d7.loss_dice: 0.9848, decode.d8.loss_cls: 0.5708, decode.d8.loss_mask: 0.6572, decode.d8.loss_dice: 0.9888, loss: 24.8999, grad_norm: 119.3373 2023-11-26 20:18:27,915 - mmseg - INFO - Iter [77750/160000] lr: 1.961e-06, eta: 8:39:40, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5823, decode.loss_mask: 0.6381, decode.loss_dice: 0.9686, decode.d0.loss_cls: 2.5166, decode.d0.loss_mask: 0.6929, decode.d0.loss_dice: 1.1642, decode.d1.loss_cls: 0.7644, decode.d1.loss_mask: 0.6712, decode.d1.loss_dice: 1.0555, decode.d2.loss_cls: 0.6600, decode.d2.loss_mask: 0.6552, decode.d2.loss_dice: 1.0121, decode.d3.loss_cls: 0.6266, decode.d3.loss_mask: 0.6428, decode.d3.loss_dice: 0.9860, decode.d4.loss_cls: 0.6015, decode.d4.loss_mask: 0.6439, decode.d4.loss_dice: 0.9860, decode.d5.loss_cls: 0.6055, decode.d5.loss_mask: 0.6417, decode.d5.loss_dice: 0.9808, decode.d6.loss_cls: 0.5921, decode.d6.loss_mask: 0.6387, decode.d6.loss_dice: 0.9695, decode.d7.loss_cls: 0.5810, decode.d7.loss_mask: 0.6384, decode.d7.loss_dice: 0.9683, decode.d8.loss_cls: 0.5783, decode.d8.loss_mask: 0.6384, decode.d8.loss_dice: 0.9734, loss: 24.6742, grad_norm: 119.7684 2023-11-26 20:18:47,517 - mmseg - INFO - Iter [77800/160000] lr: 1.960e-06, eta: 8:39:22, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5510, decode.loss_mask: 0.6489, decode.loss_dice: 0.9524, decode.d0.loss_cls: 2.4639, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.1429, decode.d1.loss_cls: 0.7152, decode.d1.loss_mask: 0.6891, decode.d1.loss_dice: 1.0491, decode.d2.loss_cls: 0.6278, decode.d2.loss_mask: 0.6642, decode.d2.loss_dice: 0.9951, decode.d3.loss_cls: 0.5982, decode.d3.loss_mask: 0.6528, decode.d3.loss_dice: 0.9697, decode.d4.loss_cls: 0.5762, decode.d4.loss_mask: 0.6518, decode.d4.loss_dice: 0.9629, decode.d5.loss_cls: 0.5658, decode.d5.loss_mask: 0.6494, decode.d5.loss_dice: 0.9629, decode.d6.loss_cls: 0.5568, decode.d6.loss_mask: 0.6496, decode.d6.loss_dice: 0.9551, decode.d7.loss_cls: 0.5518, decode.d7.loss_mask: 0.6494, decode.d7.loss_dice: 0.9560, decode.d8.loss_cls: 0.5518, decode.d8.loss_mask: 0.6491, decode.d8.loss_dice: 0.9567, loss: 24.2694, grad_norm: 115.4522 2023-11-26 20:19:07,016 - mmseg - INFO - Iter [77850/160000] lr: 1.959e-06, eta: 8:39:04, time: 0.390, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5351, decode.loss_mask: 0.6422, decode.loss_dice: 0.9584, decode.d0.loss_cls: 2.4387, decode.d0.loss_mask: 0.7053, decode.d0.loss_dice: 1.1428, decode.d1.loss_cls: 0.6945, decode.d1.loss_mask: 0.6741, decode.d1.loss_dice: 1.0501, decode.d2.loss_cls: 0.6151, decode.d2.loss_mask: 0.6579, decode.d2.loss_dice: 1.0079, decode.d3.loss_cls: 0.5734, decode.d3.loss_mask: 0.6553, decode.d3.loss_dice: 0.9847, decode.d4.loss_cls: 0.5546, decode.d4.loss_mask: 0.6498, decode.d4.loss_dice: 0.9814, decode.d5.loss_cls: 0.5437, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9721, decode.d6.loss_cls: 0.5472, decode.d6.loss_mask: 0.6423, decode.d6.loss_dice: 0.9639, decode.d7.loss_cls: 0.5436, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9644, decode.d8.loss_cls: 0.5347, decode.d8.loss_mask: 0.6406, decode.d8.loss_dice: 0.9617, loss: 24.1181, grad_norm: 116.6686 2023-11-26 20:19:25,315 - mmseg - INFO - Iter [77900/160000] lr: 1.958e-06, eta: 8:38:44, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5731, decode.loss_mask: 0.6449, decode.loss_dice: 0.9659, decode.d0.loss_cls: 2.5155, decode.d0.loss_mask: 0.7147, decode.d0.loss_dice: 1.1698, decode.d1.loss_cls: 0.7648, decode.d1.loss_mask: 0.6798, decode.d1.loss_dice: 1.0556, decode.d2.loss_cls: 0.6644, decode.d2.loss_mask: 0.6621, decode.d2.loss_dice: 1.0118, decode.d3.loss_cls: 0.6366, decode.d3.loss_mask: 0.6542, decode.d3.loss_dice: 0.9811, decode.d4.loss_cls: 0.6054, decode.d4.loss_mask: 0.6512, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.5877, decode.d5.loss_mask: 0.6511, decode.d5.loss_dice: 0.9799, decode.d6.loss_cls: 0.5862, decode.d6.loss_mask: 0.6489, decode.d6.loss_dice: 0.9750, decode.d7.loss_cls: 0.5825, decode.d7.loss_mask: 0.6485, decode.d7.loss_dice: 0.9721, decode.d8.loss_cls: 0.5735, decode.d8.loss_mask: 0.6469, decode.d8.loss_dice: 0.9738, loss: 24.7622, grad_norm: 128.5592 2023-11-26 20:19:43,705 - mmseg - INFO - Iter [77950/160000] lr: 1.957e-06, eta: 8:38:24, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5717, decode.loss_mask: 0.6351, decode.loss_dice: 0.9752, decode.d0.loss_cls: 2.5166, decode.d0.loss_mask: 0.6961, decode.d0.loss_dice: 1.1624, decode.d1.loss_cls: 0.7555, decode.d1.loss_mask: 0.6712, decode.d1.loss_dice: 1.0501, decode.d2.loss_cls: 0.6671, decode.d2.loss_mask: 0.6497, decode.d2.loss_dice: 1.0135, decode.d3.loss_cls: 0.6174, decode.d3.loss_mask: 0.6482, decode.d3.loss_dice: 0.9840, decode.d4.loss_cls: 0.6016, decode.d4.loss_mask: 0.6430, decode.d4.loss_dice: 0.9902, decode.d5.loss_cls: 0.5995, decode.d5.loss_mask: 0.6393, decode.d5.loss_dice: 0.9797, decode.d6.loss_cls: 0.5924, decode.d6.loss_mask: 0.6378, decode.d6.loss_dice: 0.9703, decode.d7.loss_cls: 0.5773, decode.d7.loss_mask: 0.6362, decode.d7.loss_dice: 0.9731, decode.d8.loss_cls: 0.5747, decode.d8.loss_mask: 0.6350, decode.d8.loss_dice: 0.9733, loss: 24.6374, grad_norm: 113.1509 2023-11-26 20:20:02,293 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:20:02,293 - mmseg - INFO - Iter [78000/160000] lr: 1.955e-06, eta: 8:38:05, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5819, decode.loss_mask: 0.6516, decode.loss_dice: 0.9779, decode.d0.loss_cls: 2.4898, decode.d0.loss_mask: 0.7135, decode.d0.loss_dice: 1.1681, decode.d1.loss_cls: 0.7640, decode.d1.loss_mask: 0.6896, decode.d1.loss_dice: 1.0738, decode.d2.loss_cls: 0.6783, decode.d2.loss_mask: 0.6696, decode.d2.loss_dice: 1.0235, decode.d3.loss_cls: 0.6298, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 1.0041, decode.d4.loss_cls: 0.6104, decode.d4.loss_mask: 0.6613, decode.d4.loss_dice: 0.9992, decode.d5.loss_cls: 0.6067, decode.d5.loss_mask: 0.6573, decode.d5.loss_dice: 0.9904, decode.d6.loss_cls: 0.5961, decode.d6.loss_mask: 0.6546, decode.d6.loss_dice: 0.9773, decode.d7.loss_cls: 0.5859, decode.d7.loss_mask: 0.6569, decode.d7.loss_dice: 0.9739, decode.d8.loss_cls: 0.5858, decode.d8.loss_mask: 0.6529, decode.d8.loss_dice: 0.9792, loss: 24.9634, grad_norm: 116.8454 2023-11-26 20:20:20,734 - mmseg - INFO - Iter [78050/160000] lr: 1.954e-06, eta: 8:37:45, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5737, decode.loss_mask: 0.6413, decode.loss_dice: 0.9735, decode.d0.loss_cls: 2.4380, decode.d0.loss_mask: 0.6944, decode.d0.loss_dice: 1.1513, decode.d1.loss_cls: 0.7529, decode.d1.loss_mask: 0.6667, decode.d1.loss_dice: 1.0565, decode.d2.loss_cls: 0.6606, decode.d2.loss_mask: 0.6548, decode.d2.loss_dice: 1.0070, decode.d3.loss_cls: 0.6229, decode.d3.loss_mask: 0.6503, decode.d3.loss_dice: 0.9823, decode.d4.loss_cls: 0.6067, decode.d4.loss_mask: 0.6439, decode.d4.loss_dice: 0.9807, decode.d5.loss_cls: 0.5944, decode.d5.loss_mask: 0.6438, decode.d5.loss_dice: 0.9818, decode.d6.loss_cls: 0.5866, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9731, decode.d7.loss_cls: 0.5796, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9764, decode.d8.loss_cls: 0.5683, decode.d8.loss_mask: 0.6412, decode.d8.loss_dice: 0.9784, loss: 24.5636, grad_norm: 129.5208 2023-11-26 20:20:39,112 - mmseg - INFO - Iter [78100/160000] lr: 1.953e-06, eta: 8:37:26, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5726, decode.loss_mask: 0.6231, decode.loss_dice: 0.9641, decode.d0.loss_cls: 2.5319, decode.d0.loss_mask: 0.6885, decode.d0.loss_dice: 1.1479, decode.d1.loss_cls: 0.7528, decode.d1.loss_mask: 0.6667, decode.d1.loss_dice: 1.0548, decode.d2.loss_cls: 0.6579, decode.d2.loss_mask: 0.6491, decode.d2.loss_dice: 1.0140, decode.d3.loss_cls: 0.6218, decode.d3.loss_mask: 0.6364, decode.d3.loss_dice: 0.9808, decode.d4.loss_cls: 0.5942, decode.d4.loss_mask: 0.6338, decode.d4.loss_dice: 0.9836, decode.d5.loss_cls: 0.5865, decode.d5.loss_mask: 0.6296, decode.d5.loss_dice: 0.9793, decode.d6.loss_cls: 0.5793, decode.d6.loss_mask: 0.6278, decode.d6.loss_dice: 0.9672, decode.d7.loss_cls: 0.5725, decode.d7.loss_mask: 0.6231, decode.d7.loss_dice: 0.9645, decode.d8.loss_cls: 0.5714, decode.d8.loss_mask: 0.6231, decode.d8.loss_dice: 0.9680, loss: 24.4664, grad_norm: 107.6194 2023-11-26 20:20:57,459 - mmseg - INFO - Iter [78150/160000] lr: 1.952e-06, eta: 8:37:06, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5798, decode.loss_mask: 0.6332, decode.loss_dice: 0.9949, decode.d0.loss_cls: 2.5270, decode.d0.loss_mask: 0.6916, decode.d0.loss_dice: 1.1871, decode.d1.loss_cls: 0.7756, decode.d1.loss_mask: 0.6691, decode.d1.loss_dice: 1.0915, decode.d2.loss_cls: 0.6856, decode.d2.loss_mask: 0.6481, decode.d2.loss_dice: 1.0476, decode.d3.loss_cls: 0.6362, decode.d3.loss_mask: 0.6392, decode.d3.loss_dice: 1.0186, decode.d4.loss_cls: 0.6220, decode.d4.loss_mask: 0.6381, decode.d4.loss_dice: 1.0123, decode.d5.loss_cls: 0.6098, decode.d5.loss_mask: 0.6374, decode.d5.loss_dice: 1.0093, decode.d6.loss_cls: 0.5997, decode.d6.loss_mask: 0.6356, decode.d6.loss_dice: 0.9992, decode.d7.loss_cls: 0.5810, decode.d7.loss_mask: 0.6336, decode.d7.loss_dice: 0.9975, decode.d8.loss_cls: 0.5768, decode.d8.loss_mask: 0.6343, decode.d8.loss_dice: 1.0010, loss: 25.0127, grad_norm: 111.1836 2023-11-26 20:21:15,719 - mmseg - INFO - Iter [78200/160000] lr: 1.951e-06, eta: 8:36:47, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5565, decode.loss_mask: 0.6345, decode.loss_dice: 0.9540, decode.d0.loss_cls: 2.4460, decode.d0.loss_mask: 0.6924, decode.d0.loss_dice: 1.1491, decode.d1.loss_cls: 0.7397, decode.d1.loss_mask: 0.6677, decode.d1.loss_dice: 1.0474, decode.d2.loss_cls: 0.6513, decode.d2.loss_mask: 0.6482, decode.d2.loss_dice: 0.9989, decode.d3.loss_cls: 0.6161, decode.d3.loss_mask: 0.6450, decode.d3.loss_dice: 0.9772, decode.d4.loss_cls: 0.5947, decode.d4.loss_mask: 0.6396, decode.d4.loss_dice: 0.9700, decode.d5.loss_cls: 0.5815, decode.d5.loss_mask: 0.6369, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5783, decode.d6.loss_mask: 0.6353, decode.d6.loss_dice: 0.9611, decode.d7.loss_cls: 0.5633, decode.d7.loss_mask: 0.6343, decode.d7.loss_dice: 0.9635, decode.d8.loss_cls: 0.5547, decode.d8.loss_mask: 0.6340, decode.d8.loss_dice: 0.9641, loss: 24.3062, grad_norm: 119.6249 2023-11-26 20:21:33,993 - mmseg - INFO - Iter [78250/160000] lr: 1.949e-06, eta: 8:36:27, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5838, decode.loss_mask: 0.6358, decode.loss_dice: 0.9811, decode.d0.loss_cls: 2.4723, decode.d0.loss_mask: 0.6953, decode.d0.loss_dice: 1.1604, decode.d1.loss_cls: 0.7495, decode.d1.loss_mask: 0.6697, decode.d1.loss_dice: 1.0666, decode.d2.loss_cls: 0.6673, decode.d2.loss_mask: 0.6534, decode.d2.loss_dice: 1.0285, decode.d3.loss_cls: 0.6402, decode.d3.loss_mask: 0.6466, decode.d3.loss_dice: 1.0001, decode.d4.loss_cls: 0.6068, decode.d4.loss_mask: 0.6420, decode.d4.loss_dice: 0.9997, decode.d5.loss_cls: 0.6045, decode.d5.loss_mask: 0.6380, decode.d5.loss_dice: 0.9943, decode.d6.loss_cls: 0.6007, decode.d6.loss_mask: 0.6373, decode.d6.loss_dice: 0.9859, decode.d7.loss_cls: 0.5848, decode.d7.loss_mask: 0.6387, decode.d7.loss_dice: 0.9875, decode.d8.loss_cls: 0.5890, decode.d8.loss_mask: 0.6364, decode.d8.loss_dice: 0.9838, loss: 24.7803, grad_norm: 117.5383 2023-11-26 20:21:52,236 - mmseg - INFO - Iter [78300/160000] lr: 1.948e-06, eta: 8:36:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5686, decode.loss_mask: 0.6637, decode.loss_dice: 0.9614, decode.d0.loss_cls: 2.4237, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.1404, decode.d1.loss_cls: 0.7526, decode.d1.loss_mask: 0.6969, decode.d1.loss_dice: 1.0456, decode.d2.loss_cls: 0.6492, decode.d2.loss_mask: 0.6849, decode.d2.loss_dice: 1.0025, decode.d3.loss_cls: 0.6161, decode.d3.loss_mask: 0.6721, decode.d3.loss_dice: 0.9718, decode.d4.loss_cls: 0.5918, decode.d4.loss_mask: 0.6728, decode.d4.loss_dice: 0.9697, decode.d5.loss_cls: 0.5838, decode.d5.loss_mask: 0.6699, decode.d5.loss_dice: 0.9668, decode.d6.loss_cls: 0.5773, decode.d6.loss_mask: 0.6666, decode.d6.loss_dice: 0.9577, decode.d7.loss_cls: 0.5664, decode.d7.loss_mask: 0.6667, decode.d7.loss_dice: 0.9613, decode.d8.loss_cls: 0.5694, decode.d8.loss_mask: 0.6681, decode.d8.loss_dice: 0.9622, loss: 24.6262, grad_norm: 141.0127 2023-11-26 20:22:13,005 - mmseg - INFO - Iter [78350/160000] lr: 1.947e-06, eta: 8:35:50, time: 0.415, data_time: 0.056, memory: 36416, decode.loss_cls: 0.5508, decode.loss_mask: 0.6768, decode.loss_dice: 1.0128, decode.d0.loss_cls: 2.4975, decode.d0.loss_mask: 0.7417, decode.d0.loss_dice: 1.1918, decode.d1.loss_cls: 0.7203, decode.d1.loss_mask: 0.7108, decode.d1.loss_dice: 1.1047, decode.d2.loss_cls: 0.6252, decode.d2.loss_mask: 0.6977, decode.d2.loss_dice: 1.0602, decode.d3.loss_cls: 0.5937, decode.d3.loss_mask: 0.6857, decode.d3.loss_dice: 1.0308, decode.d4.loss_cls: 0.5741, decode.d4.loss_mask: 0.6839, decode.d4.loss_dice: 1.0283, decode.d5.loss_cls: 0.5631, decode.d5.loss_mask: 0.6841, decode.d5.loss_dice: 1.0232, decode.d6.loss_cls: 0.5589, decode.d6.loss_mask: 0.6793, decode.d6.loss_dice: 1.0117, decode.d7.loss_cls: 0.5411, decode.d7.loss_mask: 0.6813, decode.d7.loss_dice: 1.0166, decode.d8.loss_cls: 0.5506, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 1.0131, loss: 25.1870, grad_norm: 130.3311 2023-11-26 20:22:31,700 - mmseg - INFO - Iter [78400/160000] lr: 1.946e-06, eta: 8:35:31, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5681, decode.loss_mask: 0.6514, decode.loss_dice: 0.9589, decode.d0.loss_cls: 2.4817, decode.d0.loss_mask: 0.7137, decode.d0.loss_dice: 1.1556, decode.d1.loss_cls: 0.7519, decode.d1.loss_mask: 0.6935, decode.d1.loss_dice: 1.0567, decode.d2.loss_cls: 0.6550, decode.d2.loss_mask: 0.6760, decode.d2.loss_dice: 1.0100, decode.d3.loss_cls: 0.6198, decode.d3.loss_mask: 0.6626, decode.d3.loss_dice: 0.9782, decode.d4.loss_cls: 0.5968, decode.d4.loss_mask: 0.6581, decode.d4.loss_dice: 0.9757, decode.d5.loss_cls: 0.5846, decode.d5.loss_mask: 0.6573, decode.d5.loss_dice: 0.9725, decode.d6.loss_cls: 0.5771, decode.d6.loss_mask: 0.6566, decode.d6.loss_dice: 0.9628, decode.d7.loss_cls: 0.5708, decode.d7.loss_mask: 0.6533, decode.d7.loss_dice: 0.9597, decode.d8.loss_cls: 0.5723, decode.d8.loss_mask: 0.6528, decode.d8.loss_dice: 0.9643, loss: 24.6478, grad_norm: 126.1642 2023-11-26 20:22:50,208 - mmseg - INFO - Iter [78450/160000] lr: 1.945e-06, eta: 8:35:12, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5443, decode.loss_mask: 0.6150, decode.loss_dice: 0.9497, decode.d0.loss_cls: 2.4555, decode.d0.loss_mask: 0.6789, decode.d0.loss_dice: 1.1433, decode.d1.loss_cls: 0.7189, decode.d1.loss_mask: 0.6459, decode.d1.loss_dice: 1.0452, decode.d2.loss_cls: 0.6168, decode.d2.loss_mask: 0.6292, decode.d2.loss_dice: 1.0037, decode.d3.loss_cls: 0.5932, decode.d3.loss_mask: 0.6226, decode.d3.loss_dice: 0.9625, decode.d4.loss_cls: 0.5727, decode.d4.loss_mask: 0.6199, decode.d4.loss_dice: 0.9687, decode.d5.loss_cls: 0.5673, decode.d5.loss_mask: 0.6200, decode.d5.loss_dice: 0.9615, decode.d6.loss_cls: 0.5514, decode.d6.loss_mask: 0.6171, decode.d6.loss_dice: 0.9531, decode.d7.loss_cls: 0.5464, decode.d7.loss_mask: 0.6169, decode.d7.loss_dice: 0.9503, decode.d8.loss_cls: 0.5408, decode.d8.loss_mask: 0.6183, decode.d8.loss_dice: 0.9532, loss: 23.8823, grad_norm: 104.2091 2023-11-26 20:23:08,575 - mmseg - INFO - Iter [78500/160000] lr: 1.943e-06, eta: 8:34:52, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5455, decode.loss_mask: 0.6526, decode.loss_dice: 0.9633, decode.d0.loss_cls: 2.5074, decode.d0.loss_mask: 0.7206, decode.d0.loss_dice: 1.1557, decode.d1.loss_cls: 0.7301, decode.d1.loss_mask: 0.6856, decode.d1.loss_dice: 1.0476, decode.d2.loss_cls: 0.6367, decode.d2.loss_mask: 0.6692, decode.d2.loss_dice: 1.0031, decode.d3.loss_cls: 0.5963, decode.d3.loss_mask: 0.6625, decode.d3.loss_dice: 0.9750, decode.d4.loss_cls: 0.5851, decode.d4.loss_mask: 0.6600, decode.d4.loss_dice: 0.9720, decode.d5.loss_cls: 0.5782, decode.d5.loss_mask: 0.6554, decode.d5.loss_dice: 0.9676, decode.d6.loss_cls: 0.5627, decode.d6.loss_mask: 0.6541, decode.d6.loss_dice: 0.9608, decode.d7.loss_cls: 0.5517, decode.d7.loss_mask: 0.6516, decode.d7.loss_dice: 0.9647, decode.d8.loss_cls: 0.5471, decode.d8.loss_mask: 0.6536, decode.d8.loss_dice: 0.9645, loss: 24.4805, grad_norm: 123.6375 2023-11-26 20:23:26,825 - mmseg - INFO - Iter [78550/160000] lr: 1.942e-06, eta: 8:34:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5824, decode.loss_mask: 0.6524, decode.loss_dice: 0.9798, decode.d0.loss_cls: 2.4978, decode.d0.loss_mask: 0.7154, decode.d0.loss_dice: 1.1736, decode.d1.loss_cls: 0.7595, decode.d1.loss_mask: 0.6926, decode.d1.loss_dice: 1.0800, decode.d2.loss_cls: 0.6666, decode.d2.loss_mask: 0.6755, decode.d2.loss_dice: 1.0383, decode.d3.loss_cls: 0.6284, decode.d3.loss_mask: 0.6618, decode.d3.loss_dice: 1.0033, decode.d4.loss_cls: 0.6118, decode.d4.loss_mask: 0.6612, decode.d4.loss_dice: 1.0084, decode.d5.loss_cls: 0.6047, decode.d5.loss_mask: 0.6597, decode.d5.loss_dice: 0.9969, decode.d6.loss_cls: 0.5962, decode.d6.loss_mask: 0.6531, decode.d6.loss_dice: 0.9821, decode.d7.loss_cls: 0.5882, decode.d7.loss_mask: 0.6529, decode.d7.loss_dice: 0.9846, decode.d8.loss_cls: 0.5812, decode.d8.loss_mask: 0.6539, decode.d8.loss_dice: 0.9825, loss: 25.0247, grad_norm: 126.3486 2023-11-26 20:23:45,138 - mmseg - INFO - Iter [78600/160000] lr: 1.941e-06, eta: 8:34:13, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5307, decode.loss_mask: 0.6395, decode.loss_dice: 0.9534, decode.d0.loss_cls: 2.4075, decode.d0.loss_mask: 0.6925, decode.d0.loss_dice: 1.1235, decode.d1.loss_cls: 0.6935, decode.d1.loss_mask: 0.6742, decode.d1.loss_dice: 1.0365, decode.d2.loss_cls: 0.6103, decode.d2.loss_mask: 0.6524, decode.d2.loss_dice: 1.0016, decode.d3.loss_cls: 0.5707, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9654, decode.d4.loss_cls: 0.5570, decode.d4.loss_mask: 0.6410, decode.d4.loss_dice: 0.9642, decode.d5.loss_cls: 0.5470, decode.d5.loss_mask: 0.6430, decode.d5.loss_dice: 0.9651, decode.d6.loss_cls: 0.5390, decode.d6.loss_mask: 0.6429, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5335, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9526, decode.d8.loss_cls: 0.5311, decode.d8.loss_mask: 0.6419, decode.d8.loss_dice: 0.9547, loss: 23.9041, grad_norm: 126.0739 2023-11-26 20:24:03,469 - mmseg - INFO - Iter [78650/160000] lr: 1.940e-06, eta: 8:33:53, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5613, decode.loss_mask: 0.6309, decode.loss_dice: 0.9531, decode.d0.loss_cls: 2.4641, decode.d0.loss_mask: 0.7056, decode.d0.loss_dice: 1.1381, decode.d1.loss_cls: 0.7416, decode.d1.loss_mask: 0.6702, decode.d1.loss_dice: 1.0462, decode.d2.loss_cls: 0.6543, decode.d2.loss_mask: 0.6450, decode.d2.loss_dice: 0.9946, decode.d3.loss_cls: 0.6108, decode.d3.loss_mask: 0.6413, decode.d3.loss_dice: 0.9652, decode.d4.loss_cls: 0.6034, decode.d4.loss_mask: 0.6364, decode.d4.loss_dice: 0.9623, decode.d5.loss_cls: 0.5885, decode.d5.loss_mask: 0.6389, decode.d5.loss_dice: 0.9644, decode.d6.loss_cls: 0.5844, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9505, decode.d7.loss_cls: 0.5693, decode.d7.loss_mask: 0.6338, decode.d7.loss_dice: 0.9537, decode.d8.loss_cls: 0.5658, decode.d8.loss_mask: 0.6311, decode.d8.loss_dice: 0.9521, loss: 24.2899, grad_norm: 115.5513 2023-11-26 20:24:21,705 - mmseg - INFO - Iter [78700/160000] lr: 1.939e-06, eta: 8:33:33, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5475, decode.loss_mask: 0.6512, decode.loss_dice: 0.9599, decode.d0.loss_cls: 2.4447, decode.d0.loss_mask: 0.6976, decode.d0.loss_dice: 1.1280, decode.d1.loss_cls: 0.7015, decode.d1.loss_mask: 0.6866, decode.d1.loss_dice: 1.0489, decode.d2.loss_cls: 0.6229, decode.d2.loss_mask: 0.6656, decode.d2.loss_dice: 1.0078, decode.d3.loss_cls: 0.5944, decode.d3.loss_mask: 0.6583, decode.d3.loss_dice: 0.9750, decode.d4.loss_cls: 0.5734, decode.d4.loss_mask: 0.6545, decode.d4.loss_dice: 0.9774, decode.d5.loss_cls: 0.5668, decode.d5.loss_mask: 0.6531, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5623, decode.d6.loss_mask: 0.6518, decode.d6.loss_dice: 0.9644, decode.d7.loss_cls: 0.5441, decode.d7.loss_mask: 0.6507, decode.d7.loss_dice: 0.9647, decode.d8.loss_cls: 0.5441, decode.d8.loss_mask: 0.6505, decode.d8.loss_dice: 0.9647, loss: 24.2877, grad_norm: 115.1772 2023-11-26 20:24:40,105 - mmseg - INFO - Iter [78750/160000] lr: 1.937e-06, eta: 8:33:14, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5480, decode.loss_mask: 0.6274, decode.loss_dice: 0.9621, decode.d0.loss_cls: 2.4857, decode.d0.loss_mask: 0.6798, decode.d0.loss_dice: 1.1433, decode.d1.loss_cls: 0.7042, decode.d1.loss_mask: 0.6614, decode.d1.loss_dice: 1.0450, decode.d2.loss_cls: 0.6095, decode.d2.loss_mask: 0.6420, decode.d2.loss_dice: 1.0063, decode.d3.loss_cls: 0.5905, decode.d3.loss_mask: 0.6375, decode.d3.loss_dice: 0.9780, decode.d4.loss_cls: 0.5651, decode.d4.loss_mask: 0.6362, decode.d4.loss_dice: 0.9761, decode.d5.loss_cls: 0.5542, decode.d5.loss_mask: 0.6347, decode.d5.loss_dice: 0.9747, decode.d6.loss_cls: 0.5544, decode.d6.loss_mask: 0.6313, decode.d6.loss_dice: 0.9581, decode.d7.loss_cls: 0.5522, decode.d7.loss_mask: 0.6306, decode.d7.loss_dice: 0.9618, decode.d8.loss_cls: 0.5549, decode.d8.loss_mask: 0.6272, decode.d8.loss_dice: 0.9651, loss: 24.0974, grad_norm: 121.3945 2023-11-26 20:24:58,692 - mmseg - INFO - Iter [78800/160000] lr: 1.936e-06, eta: 8:32:55, time: 0.374, data_time: 0.012, memory: 36416, decode.loss_cls: 0.5568, decode.loss_mask: 0.6513, decode.loss_dice: 0.9612, decode.d0.loss_cls: 2.4738, decode.d0.loss_mask: 0.7120, decode.d0.loss_dice: 1.1449, decode.d1.loss_cls: 0.7186, decode.d1.loss_mask: 0.6853, decode.d1.loss_dice: 1.0481, decode.d2.loss_cls: 0.6379, decode.d2.loss_mask: 0.6699, decode.d2.loss_dice: 1.0036, decode.d3.loss_cls: 0.6004, decode.d3.loss_mask: 0.6593, decode.d3.loss_dice: 0.9742, decode.d4.loss_cls: 0.5850, decode.d4.loss_mask: 0.6579, decode.d4.loss_dice: 0.9733, decode.d5.loss_cls: 0.5674, decode.d5.loss_mask: 0.6560, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5726, decode.d6.loss_mask: 0.6525, decode.d6.loss_dice: 0.9644, decode.d7.loss_cls: 0.5586, decode.d7.loss_mask: 0.6510, decode.d7.loss_dice: 0.9607, decode.d8.loss_cls: 0.5556, decode.d8.loss_mask: 0.6517, decode.d8.loss_dice: 0.9614, loss: 24.4366, grad_norm: 123.5756 2023-11-26 20:25:17,358 - mmseg - INFO - Iter [78850/160000] lr: 1.935e-06, eta: 8:32:35, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5519, decode.loss_mask: 0.6411, decode.loss_dice: 0.9356, decode.d0.loss_cls: 2.4577, decode.d0.loss_mask: 0.7117, decode.d0.loss_dice: 1.1369, decode.d1.loss_cls: 0.7196, decode.d1.loss_mask: 0.6871, decode.d1.loss_dice: 1.0421, decode.d2.loss_cls: 0.6338, decode.d2.loss_mask: 0.6652, decode.d2.loss_dice: 0.9790, decode.d3.loss_cls: 0.5932, decode.d3.loss_mask: 0.6508, decode.d3.loss_dice: 0.9500, decode.d4.loss_cls: 0.5752, decode.d4.loss_mask: 0.6458, decode.d4.loss_dice: 0.9479, decode.d5.loss_cls: 0.5666, decode.d5.loss_mask: 0.6451, decode.d5.loss_dice: 0.9515, decode.d6.loss_cls: 0.5593, decode.d6.loss_mask: 0.6459, decode.d6.loss_dice: 0.9398, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6450, decode.d7.loss_dice: 0.9394, decode.d8.loss_cls: 0.5435, decode.d8.loss_mask: 0.6456, decode.d8.loss_dice: 0.9385, loss: 24.0900, grad_norm: 112.4877 2023-11-26 20:25:35,570 - mmseg - INFO - Iter [78900/160000] lr: 1.934e-06, eta: 8:32:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5403, decode.loss_mask: 0.6376, decode.loss_dice: 0.9554, decode.d0.loss_cls: 2.4632, decode.d0.loss_mask: 0.7080, decode.d0.loss_dice: 1.1438, decode.d1.loss_cls: 0.7303, decode.d1.loss_mask: 0.6795, decode.d1.loss_dice: 1.0426, decode.d2.loss_cls: 0.6307, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 1.0082, decode.d3.loss_cls: 0.5904, decode.d3.loss_mask: 0.6479, decode.d3.loss_dice: 0.9708, decode.d4.loss_cls: 0.5704, decode.d4.loss_mask: 0.6415, decode.d4.loss_dice: 0.9684, decode.d5.loss_cls: 0.5546, decode.d5.loss_mask: 0.6429, decode.d5.loss_dice: 0.9676, decode.d6.loss_cls: 0.5496, decode.d6.loss_mask: 0.6422, decode.d6.loss_dice: 0.9631, decode.d7.loss_cls: 0.5401, decode.d7.loss_mask: 0.6417, decode.d7.loss_dice: 0.9626, decode.d8.loss_cls: 0.5373, decode.d8.loss_mask: 0.6373, decode.d8.loss_dice: 0.9574, loss: 24.1854, grad_norm: 127.3119 2023-11-26 20:25:53,866 - mmseg - INFO - Iter [78950/160000] lr: 1.933e-06, eta: 8:31:56, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5674, decode.loss_mask: 0.6446, decode.loss_dice: 0.9780, decode.d0.loss_cls: 2.4969, decode.d0.loss_mask: 0.7117, decode.d0.loss_dice: 1.1603, decode.d1.loss_cls: 0.7419, decode.d1.loss_mask: 0.6833, decode.d1.loss_dice: 1.0718, decode.d2.loss_cls: 0.6393, decode.d2.loss_mask: 0.6620, decode.d2.loss_dice: 1.0302, decode.d3.loss_cls: 0.6100, decode.d3.loss_mask: 0.6532, decode.d3.loss_dice: 0.9945, decode.d4.loss_cls: 0.5913, decode.d4.loss_mask: 0.6456, decode.d4.loss_dice: 0.9942, decode.d5.loss_cls: 0.5831, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9918, decode.d6.loss_cls: 0.5844, decode.d6.loss_mask: 0.6464, decode.d6.loss_dice: 0.9816, decode.d7.loss_cls: 0.5747, decode.d7.loss_mask: 0.6460, decode.d7.loss_dice: 0.9807, decode.d8.loss_cls: 0.5736, decode.d8.loss_mask: 0.6434, decode.d8.loss_dice: 0.9820, loss: 24.7122, grad_norm: 117.7614 2023-11-26 20:26:12,218 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:26:12,218 - mmseg - INFO - Iter [79000/160000] lr: 1.931e-06, eta: 8:31:36, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5516, decode.loss_mask: 0.6280, decode.loss_dice: 0.9741, decode.d0.loss_cls: 2.4933, decode.d0.loss_mask: 0.6964, decode.d0.loss_dice: 1.1600, decode.d1.loss_cls: 0.7541, decode.d1.loss_mask: 0.6634, decode.d1.loss_dice: 1.0530, decode.d2.loss_cls: 0.6505, decode.d2.loss_mask: 0.6441, decode.d2.loss_dice: 1.0182, decode.d3.loss_cls: 0.6039, decode.d3.loss_mask: 0.6376, decode.d3.loss_dice: 0.9838, decode.d4.loss_cls: 0.5890, decode.d4.loss_mask: 0.6369, decode.d4.loss_dice: 0.9855, decode.d5.loss_cls: 0.5714, decode.d5.loss_mask: 0.6337, decode.d5.loss_dice: 0.9830, decode.d6.loss_cls: 0.5767, decode.d6.loss_mask: 0.6302, decode.d6.loss_dice: 0.9719, decode.d7.loss_cls: 0.5568, decode.d7.loss_mask: 0.6316, decode.d7.loss_dice: 0.9747, decode.d8.loss_cls: 0.5563, decode.d8.loss_mask: 0.6303, decode.d8.loss_dice: 0.9757, loss: 24.4155, grad_norm: 115.6100 2023-11-26 20:26:30,801 - mmseg - INFO - Iter [79050/160000] lr: 1.930e-06, eta: 8:31:17, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5585, decode.loss_mask: 0.6532, decode.loss_dice: 0.9792, decode.d0.loss_cls: 2.4624, decode.d0.loss_mask: 0.7109, decode.d0.loss_dice: 1.1707, decode.d1.loss_cls: 0.7358, decode.d1.loss_mask: 0.6850, decode.d1.loss_dice: 1.0790, decode.d2.loss_cls: 0.6392, decode.d2.loss_mask: 0.6698, decode.d2.loss_dice: 1.0306, decode.d3.loss_cls: 0.6029, decode.d3.loss_mask: 0.6583, decode.d3.loss_dice: 0.9966, decode.d4.loss_cls: 0.5905, decode.d4.loss_mask: 0.6590, decode.d4.loss_dice: 0.9995, decode.d5.loss_cls: 0.5742, decode.d5.loss_mask: 0.6577, decode.d5.loss_dice: 0.9913, decode.d6.loss_cls: 0.5676, decode.d6.loss_mask: 0.6549, decode.d6.loss_dice: 0.9783, decode.d7.loss_cls: 0.5599, decode.d7.loss_mask: 0.6549, decode.d7.loss_dice: 0.9830, decode.d8.loss_cls: 0.5656, decode.d8.loss_mask: 0.6535, decode.d8.loss_dice: 0.9835, loss: 24.7056, grad_norm: 132.9515 2023-11-26 20:26:49,015 - mmseg - INFO - Iter [79100/160000] lr: 1.929e-06, eta: 8:30:57, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5649, decode.loss_mask: 0.6303, decode.loss_dice: 0.9578, decode.d0.loss_cls: 2.5020, decode.d0.loss_mask: 0.6916, decode.d0.loss_dice: 1.1428, decode.d1.loss_cls: 0.7405, decode.d1.loss_mask: 0.6697, decode.d1.loss_dice: 1.0509, decode.d2.loss_cls: 0.6408, decode.d2.loss_mask: 0.6521, decode.d2.loss_dice: 1.0030, decode.d3.loss_cls: 0.6097, decode.d3.loss_mask: 0.6426, decode.d3.loss_dice: 0.9738, decode.d4.loss_cls: 0.5897, decode.d4.loss_mask: 0.6409, decode.d4.loss_dice: 0.9756, decode.d5.loss_cls: 0.5831, decode.d5.loss_mask: 0.6369, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5671, decode.d6.loss_mask: 0.6339, decode.d6.loss_dice: 0.9631, decode.d7.loss_cls: 0.5616, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9624, decode.d8.loss_cls: 0.5596, decode.d8.loss_mask: 0.6307, decode.d8.loss_dice: 0.9597, loss: 24.3405, grad_norm: 123.5467 2023-11-26 20:27:07,364 - mmseg - INFO - Iter [79150/160000] lr: 1.928e-06, eta: 8:30:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5372, decode.loss_mask: 0.6484, decode.loss_dice: 0.9800, decode.d0.loss_cls: 2.4674, decode.d0.loss_mask: 0.7129, decode.d0.loss_dice: 1.1593, decode.d1.loss_cls: 0.7290, decode.d1.loss_mask: 0.6779, decode.d1.loss_dice: 1.0688, decode.d2.loss_cls: 0.6299, decode.d2.loss_mask: 0.6581, decode.d2.loss_dice: 1.0156, decode.d3.loss_cls: 0.5854, decode.d3.loss_mask: 0.6544, decode.d3.loss_dice: 0.9871, decode.d4.loss_cls: 0.5581, decode.d4.loss_mask: 0.6542, decode.d4.loss_dice: 0.9907, decode.d5.loss_cls: 0.5501, decode.d5.loss_mask: 0.6495, decode.d5.loss_dice: 0.9871, decode.d6.loss_cls: 0.5416, decode.d6.loss_mask: 0.6505, decode.d6.loss_dice: 0.9830, decode.d7.loss_cls: 0.5389, decode.d7.loss_mask: 0.6453, decode.d7.loss_dice: 0.9790, decode.d8.loss_cls: 0.5376, decode.d8.loss_mask: 0.6480, decode.d8.loss_dice: 0.9821, loss: 24.4070, grad_norm: 112.6746 2023-11-26 20:27:26,011 - mmseg - INFO - Iter [79200/160000] lr: 1.927e-06, eta: 8:30:19, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5607, decode.loss_mask: 0.6269, decode.loss_dice: 0.9795, decode.d0.loss_cls: 2.5311, decode.d0.loss_mask: 0.6904, decode.d0.loss_dice: 1.1797, decode.d1.loss_cls: 0.7462, decode.d1.loss_mask: 0.6715, decode.d1.loss_dice: 1.0797, decode.d2.loss_cls: 0.6541, decode.d2.loss_mask: 0.6514, decode.d2.loss_dice: 1.0229, decode.d3.loss_cls: 0.6166, decode.d3.loss_mask: 0.6418, decode.d3.loss_dice: 0.9963, decode.d4.loss_cls: 0.6000, decode.d4.loss_mask: 0.6370, decode.d4.loss_dice: 0.9942, decode.d5.loss_cls: 0.5923, decode.d5.loss_mask: 0.6336, decode.d5.loss_dice: 0.9929, decode.d6.loss_cls: 0.5770, decode.d6.loss_mask: 0.6314, decode.d6.loss_dice: 0.9807, decode.d7.loss_cls: 0.5658, decode.d7.loss_mask: 0.6335, decode.d7.loss_dice: 0.9825, decode.d8.loss_cls: 0.5648, decode.d8.loss_mask: 0.6289, decode.d8.loss_dice: 0.9827, loss: 24.6461, grad_norm: 113.5450 2023-11-26 20:27:45,397 - mmseg - INFO - Iter [79250/160000] lr: 1.926e-06, eta: 8:30:00, time: 0.390, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5528, decode.loss_mask: 0.6497, decode.loss_dice: 0.9753, decode.d0.loss_cls: 2.4137, decode.d0.loss_mask: 0.7059, decode.d0.loss_dice: 1.1392, decode.d1.loss_cls: 0.7312, decode.d1.loss_mask: 0.6876, decode.d1.loss_dice: 1.0648, decode.d2.loss_cls: 0.6386, decode.d2.loss_mask: 0.6637, decode.d2.loss_dice: 1.0161, decode.d3.loss_cls: 0.6011, decode.d3.loss_mask: 0.6542, decode.d3.loss_dice: 0.9888, decode.d4.loss_cls: 0.5925, decode.d4.loss_mask: 0.6499, decode.d4.loss_dice: 0.9830, decode.d5.loss_cls: 0.5721, decode.d5.loss_mask: 0.6507, decode.d5.loss_dice: 0.9833, decode.d6.loss_cls: 0.5683, decode.d6.loss_mask: 0.6485, decode.d6.loss_dice: 0.9731, decode.d7.loss_cls: 0.5581, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9757, decode.d8.loss_cls: 0.5547, decode.d8.loss_mask: 0.6465, decode.d8.loss_dice: 0.9759, loss: 24.4630, grad_norm: 127.3033 2023-11-26 20:28:05,672 - mmseg - INFO - Iter [79300/160000] lr: 1.924e-06, eta: 8:29:43, time: 0.405, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5334, decode.loss_mask: 0.6066, decode.loss_dice: 0.9647, decode.d0.loss_cls: 2.4317, decode.d0.loss_mask: 0.6652, decode.d0.loss_dice: 1.1468, decode.d1.loss_cls: 0.7161, decode.d1.loss_mask: 0.6459, decode.d1.loss_dice: 1.0519, decode.d2.loss_cls: 0.6258, decode.d2.loss_mask: 0.6263, decode.d2.loss_dice: 1.0138, decode.d3.loss_cls: 0.5800, decode.d3.loss_mask: 0.6176, decode.d3.loss_dice: 0.9779, decode.d4.loss_cls: 0.5650, decode.d4.loss_mask: 0.6177, decode.d4.loss_dice: 0.9794, decode.d5.loss_cls: 0.5611, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.9755, decode.d6.loss_cls: 0.5508, decode.d6.loss_mask: 0.6104, decode.d6.loss_dice: 0.9702, decode.d7.loss_cls: 0.5387, decode.d7.loss_mask: 0.6100, decode.d7.loss_dice: 0.9660, decode.d8.loss_cls: 0.5262, decode.d8.loss_mask: 0.6086, decode.d8.loss_dice: 0.9723, loss: 23.8693, grad_norm: 124.3522 2023-11-26 20:28:24,150 - mmseg - INFO - Iter [79350/160000] lr: 1.923e-06, eta: 8:29:23, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5377, decode.loss_mask: 0.6505, decode.loss_dice: 0.9910, decode.d0.loss_cls: 2.4863, decode.d0.loss_mask: 0.7106, decode.d0.loss_dice: 1.1763, decode.d1.loss_cls: 0.7229, decode.d1.loss_mask: 0.6961, decode.d1.loss_dice: 1.0859, decode.d2.loss_cls: 0.6346, decode.d2.loss_mask: 0.6674, decode.d2.loss_dice: 1.0376, decode.d3.loss_cls: 0.5833, decode.d3.loss_mask: 0.6634, decode.d3.loss_dice: 1.0038, decode.d4.loss_cls: 0.5699, decode.d4.loss_mask: 0.6593, decode.d4.loss_dice: 1.0055, decode.d5.loss_cls: 0.5696, decode.d5.loss_mask: 0.6576, decode.d5.loss_dice: 0.9983, decode.d6.loss_cls: 0.5612, decode.d6.loss_mask: 0.6530, decode.d6.loss_dice: 0.9870, decode.d7.loss_cls: 0.5566, decode.d7.loss_mask: 0.6498, decode.d7.loss_dice: 0.9872, decode.d8.loss_cls: 0.5471, decode.d8.loss_mask: 0.6519, decode.d8.loss_dice: 0.9895, loss: 24.6910, grad_norm: 118.4198 2023-11-26 20:28:42,808 - mmseg - INFO - Iter [79400/160000] lr: 1.922e-06, eta: 8:29:04, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5836, decode.loss_mask: 0.6471, decode.loss_dice: 0.9619, decode.d0.loss_cls: 2.4637, decode.d0.loss_mask: 0.7142, decode.d0.loss_dice: 1.1540, decode.d1.loss_cls: 0.7644, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0582, decode.d2.loss_cls: 0.6769, decode.d2.loss_mask: 0.6635, decode.d2.loss_dice: 1.0047, decode.d3.loss_cls: 0.6235, decode.d3.loss_mask: 0.6545, decode.d3.loss_dice: 0.9781, decode.d4.loss_cls: 0.6144, decode.d4.loss_mask: 0.6502, decode.d4.loss_dice: 0.9743, decode.d5.loss_cls: 0.6009, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9736, decode.d6.loss_cls: 0.5957, decode.d6.loss_mask: 0.6487, decode.d6.loss_dice: 0.9614, decode.d7.loss_cls: 0.5845, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9639, decode.d8.loss_cls: 0.5770, decode.d8.loss_mask: 0.6489, decode.d8.loss_dice: 0.9621, loss: 24.6891, grad_norm: 114.8783 2023-11-26 20:29:01,741 - mmseg - INFO - Iter [79450/160000] lr: 1.921e-06, eta: 8:28:45, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5713, decode.loss_mask: 0.6469, decode.loss_dice: 0.9843, decode.d0.loss_cls: 2.4730, decode.d0.loss_mask: 0.7009, decode.d0.loss_dice: 1.1543, decode.d1.loss_cls: 0.7501, decode.d1.loss_mask: 0.6807, decode.d1.loss_dice: 1.0652, decode.d2.loss_cls: 0.6568, decode.d2.loss_mask: 0.6624, decode.d2.loss_dice: 1.0215, decode.d3.loss_cls: 0.6129, decode.d3.loss_mask: 0.6584, decode.d3.loss_dice: 1.0006, decode.d4.loss_cls: 0.6049, decode.d4.loss_mask: 0.6534, decode.d4.loss_dice: 0.9932, decode.d5.loss_cls: 0.5910, decode.d5.loss_mask: 0.6538, decode.d5.loss_dice: 0.9920, decode.d6.loss_cls: 0.5856, decode.d6.loss_mask: 0.6491, decode.d6.loss_dice: 0.9837, decode.d7.loss_cls: 0.5752, decode.d7.loss_mask: 0.6486, decode.d7.loss_dice: 0.9845, decode.d8.loss_cls: 0.5730, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9852, loss: 24.7598, grad_norm: 117.0717 2023-11-26 20:29:20,109 - mmseg - INFO - Iter [79500/160000] lr: 1.920e-06, eta: 8:28:25, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5718, decode.loss_mask: 0.6524, decode.loss_dice: 0.9724, decode.d0.loss_cls: 2.4657, decode.d0.loss_mask: 0.7156, decode.d0.loss_dice: 1.1673, decode.d1.loss_cls: 0.7396, decode.d1.loss_mask: 0.6874, decode.d1.loss_dice: 1.0699, decode.d2.loss_cls: 0.6624, decode.d2.loss_mask: 0.6649, decode.d2.loss_dice: 1.0237, decode.d3.loss_cls: 0.6273, decode.d3.loss_mask: 0.6547, decode.d3.loss_dice: 0.9870, decode.d4.loss_cls: 0.5976, decode.d4.loss_mask: 0.6541, decode.d4.loss_dice: 0.9874, decode.d5.loss_cls: 0.5897, decode.d5.loss_mask: 0.6565, decode.d5.loss_dice: 0.9855, decode.d6.loss_cls: 0.5805, decode.d6.loss_mask: 0.6540, decode.d6.loss_dice: 0.9784, decode.d7.loss_cls: 0.5702, decode.d7.loss_mask: 0.6554, decode.d7.loss_dice: 0.9774, decode.d8.loss_cls: 0.5672, decode.d8.loss_mask: 0.6551, decode.d8.loss_dice: 0.9751, loss: 24.7464, grad_norm: 131.6116 2023-11-26 20:29:38,368 - mmseg - INFO - Iter [79550/160000] lr: 1.918e-06, eta: 8:28:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5415, decode.loss_mask: 0.6418, decode.loss_dice: 0.9543, decode.d0.loss_cls: 2.4776, decode.d0.loss_mask: 0.7103, decode.d0.loss_dice: 1.1460, decode.d1.loss_cls: 0.7203, decode.d1.loss_mask: 0.6747, decode.d1.loss_dice: 1.0437, decode.d2.loss_cls: 0.6118, decode.d2.loss_mask: 0.6613, decode.d2.loss_dice: 1.0040, decode.d3.loss_cls: 0.5783, decode.d3.loss_mask: 0.6511, decode.d3.loss_dice: 0.9756, decode.d4.loss_cls: 0.5749, decode.d4.loss_mask: 0.6483, decode.d4.loss_dice: 0.9720, decode.d5.loss_cls: 0.5538, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9769, decode.d6.loss_cls: 0.5561, decode.d6.loss_mask: 0.6467, decode.d6.loss_dice: 0.9605, decode.d7.loss_cls: 0.5427, decode.d7.loss_mask: 0.6441, decode.d7.loss_dice: 0.9627, decode.d8.loss_cls: 0.5412, decode.d8.loss_mask: 0.6410, decode.d8.loss_dice: 0.9593, loss: 24.2229, grad_norm: 130.8179 2023-11-26 20:29:59,027 - mmseg - INFO - Iter [79600/160000] lr: 1.917e-06, eta: 8:27:49, time: 0.413, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5268, decode.loss_mask: 0.6462, decode.loss_dice: 0.9706, decode.d0.loss_cls: 2.4551, decode.d0.loss_mask: 0.7041, decode.d0.loss_dice: 1.1641, decode.d1.loss_cls: 0.6978, decode.d1.loss_mask: 0.6853, decode.d1.loss_dice: 1.0642, decode.d2.loss_cls: 0.6228, decode.d2.loss_mask: 0.6600, decode.d2.loss_dice: 1.0113, decode.d3.loss_cls: 0.5794, decode.d3.loss_mask: 0.6545, decode.d3.loss_dice: 0.9878, decode.d4.loss_cls: 0.5680, decode.d4.loss_mask: 0.6501, decode.d4.loss_dice: 0.9819, decode.d5.loss_cls: 0.5581, decode.d5.loss_mask: 0.6488, decode.d5.loss_dice: 0.9830, decode.d6.loss_cls: 0.5473, decode.d6.loss_mask: 0.6480, decode.d6.loss_dice: 0.9670, decode.d7.loss_cls: 0.5389, decode.d7.loss_mask: 0.6452, decode.d7.loss_dice: 0.9671, decode.d8.loss_cls: 0.5387, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9680, loss: 24.2860, grad_norm: 122.5243 2023-11-26 20:30:17,470 - mmseg - INFO - Iter [79650/160000] lr: 1.916e-06, eta: 8:27:29, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5624, decode.loss_mask: 0.6053, decode.loss_dice: 0.9483, decode.d0.loss_cls: 2.4982, decode.d0.loss_mask: 0.6654, decode.d0.loss_dice: 1.1391, decode.d1.loss_cls: 0.7353, decode.d1.loss_mask: 0.6397, decode.d1.loss_dice: 1.0442, decode.d2.loss_cls: 0.6538, decode.d2.loss_mask: 0.6177, decode.d2.loss_dice: 0.9950, decode.d3.loss_cls: 0.6149, decode.d3.loss_mask: 0.6064, decode.d3.loss_dice: 0.9666, decode.d4.loss_cls: 0.6001, decode.d4.loss_mask: 0.6094, decode.d4.loss_dice: 0.9609, decode.d5.loss_cls: 0.5818, decode.d5.loss_mask: 0.6065, decode.d5.loss_dice: 0.9639, decode.d6.loss_cls: 0.5779, decode.d6.loss_mask: 0.6032, decode.d6.loss_dice: 0.9517, decode.d7.loss_cls: 0.5729, decode.d7.loss_mask: 0.6058, decode.d7.loss_dice: 0.9546, decode.d8.loss_cls: 0.5727, decode.d8.loss_mask: 0.6060, decode.d8.loss_dice: 0.9532, loss: 24.0132, grad_norm: 121.5414 2023-11-26 20:30:35,881 - mmseg - INFO - Iter [79700/160000] lr: 1.915e-06, eta: 8:27:10, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5367, decode.loss_mask: 0.6402, decode.loss_dice: 0.9667, decode.d0.loss_cls: 2.4483, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.1478, decode.d1.loss_cls: 0.7203, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 1.0548, decode.d2.loss_cls: 0.6169, decode.d2.loss_mask: 0.6600, decode.d2.loss_dice: 1.0155, decode.d3.loss_cls: 0.5761, decode.d3.loss_mask: 0.6501, decode.d3.loss_dice: 0.9866, decode.d4.loss_cls: 0.5562, decode.d4.loss_mask: 0.6518, decode.d4.loss_dice: 0.9848, decode.d5.loss_cls: 0.5470, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9817, decode.d6.loss_cls: 0.5407, decode.d6.loss_mask: 0.6459, decode.d6.loss_dice: 0.9705, decode.d7.loss_cls: 0.5369, decode.d7.loss_mask: 0.6433, decode.d7.loss_dice: 0.9695, decode.d8.loss_cls: 0.5380, decode.d8.loss_mask: 0.6413, decode.d8.loss_dice: 0.9728, loss: 24.2270, grad_norm: 116.8283 2023-11-26 20:30:54,254 - mmseg - INFO - Iter [79750/160000] lr: 1.914e-06, eta: 8:26:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5818, decode.loss_mask: 0.6626, decode.loss_dice: 0.9773, decode.d0.loss_cls: 2.5312, decode.d0.loss_mask: 0.7273, decode.d0.loss_dice: 1.1750, decode.d1.loss_cls: 0.7662, decode.d1.loss_mask: 0.6940, decode.d1.loss_dice: 1.0674, decode.d2.loss_cls: 0.6710, decode.d2.loss_mask: 0.6771, decode.d2.loss_dice: 1.0282, decode.d3.loss_cls: 0.6179, decode.d3.loss_mask: 0.6767, decode.d3.loss_dice: 0.9996, decode.d4.loss_cls: 0.6103, decode.d4.loss_mask: 0.6672, decode.d4.loss_dice: 0.9963, decode.d5.loss_cls: 0.5997, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 0.9933, decode.d6.loss_cls: 0.5915, decode.d6.loss_mask: 0.6657, decode.d6.loss_dice: 0.9830, decode.d7.loss_cls: 0.5856, decode.d7.loss_mask: 0.6628, decode.d7.loss_dice: 0.9781, decode.d8.loss_cls: 0.5824, decode.d8.loss_mask: 0.6618, decode.d8.loss_dice: 0.9800, loss: 25.0756, grad_norm: 130.9911 2023-11-26 20:31:13,025 - mmseg - INFO - Iter [79800/160000] lr: 1.912e-06, eta: 8:26:31, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5246, decode.loss_mask: 0.6355, decode.loss_dice: 0.9527, decode.d0.loss_cls: 2.4389, decode.d0.loss_mask: 0.6873, decode.d0.loss_dice: 1.1354, decode.d1.loss_cls: 0.7171, decode.d1.loss_mask: 0.6694, decode.d1.loss_dice: 1.0443, decode.d2.loss_cls: 0.6208, decode.d2.loss_mask: 0.6460, decode.d2.loss_dice: 1.0014, decode.d3.loss_cls: 0.5795, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9723, decode.d4.loss_cls: 0.5647, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9687, decode.d5.loss_cls: 0.5501, decode.d5.loss_mask: 0.6358, decode.d5.loss_dice: 0.9653, decode.d6.loss_cls: 0.5396, decode.d6.loss_mask: 0.6366, decode.d6.loss_dice: 0.9575, decode.d7.loss_cls: 0.5207, decode.d7.loss_mask: 0.6333, decode.d7.loss_dice: 0.9575, decode.d8.loss_cls: 0.5227, decode.d8.loss_mask: 0.6322, decode.d8.loss_dice: 0.9518, loss: 23.9363, grad_norm: 119.3654 2023-11-26 20:31:31,344 - mmseg - INFO - Iter [79850/160000] lr: 1.911e-06, eta: 8:26:11, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5349, decode.loss_mask: 0.6407, decode.loss_dice: 0.9491, decode.d0.loss_cls: 2.4688, decode.d0.loss_mask: 0.7090, decode.d0.loss_dice: 1.1399, decode.d1.loss_cls: 0.7218, decode.d1.loss_mask: 0.6762, decode.d1.loss_dice: 1.0435, decode.d2.loss_cls: 0.6127, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 0.9992, decode.d3.loss_cls: 0.5866, decode.d3.loss_mask: 0.6526, decode.d3.loss_dice: 0.9680, decode.d4.loss_cls: 0.5569, decode.d4.loss_mask: 0.6482, decode.d4.loss_dice: 0.9712, decode.d5.loss_cls: 0.5544, decode.d5.loss_mask: 0.6485, decode.d5.loss_dice: 0.9652, decode.d6.loss_cls: 0.5476, decode.d6.loss_mask: 0.6404, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5391, decode.d7.loss_mask: 0.6390, decode.d7.loss_dice: 0.9547, decode.d8.loss_cls: 0.5274, decode.d8.loss_mask: 0.6388, decode.d8.loss_dice: 0.9506, loss: 24.1005, grad_norm: 144.1865 2023-11-26 20:31:49,690 - mmseg - INFO - Iter [79900/160000] lr: 1.910e-06, eta: 8:25:52, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5762, decode.loss_mask: 0.6772, decode.loss_dice: 0.9725, decode.d0.loss_cls: 2.4429, decode.d0.loss_mask: 0.7405, decode.d0.loss_dice: 1.1653, decode.d1.loss_cls: 0.7658, decode.d1.loss_mask: 0.7079, decode.d1.loss_dice: 1.0725, decode.d2.loss_cls: 0.6733, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.0247, decode.d3.loss_cls: 0.6302, decode.d3.loss_mask: 0.6873, decode.d3.loss_dice: 0.9955, decode.d4.loss_cls: 0.6115, decode.d4.loss_mask: 0.6841, decode.d4.loss_dice: 0.9924, decode.d5.loss_cls: 0.5995, decode.d5.loss_mask: 0.6845, decode.d5.loss_dice: 0.9934, decode.d6.loss_cls: 0.5900, decode.d6.loss_mask: 0.6820, decode.d6.loss_dice: 0.9787, decode.d7.loss_cls: 0.5828, decode.d7.loss_mask: 0.6822, decode.d7.loss_dice: 0.9762, decode.d8.loss_cls: 0.5765, decode.d8.loss_mask: 0.6800, decode.d8.loss_dice: 0.9765, loss: 25.1144, grad_norm: 128.7563 2023-11-26 20:32:08,129 - mmseg - INFO - Iter [79950/160000] lr: 1.909e-06, eta: 8:25:32, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5352, decode.loss_mask: 0.6306, decode.loss_dice: 0.9763, decode.d0.loss_cls: 2.4768, decode.d0.loss_mask: 0.6920, decode.d0.loss_dice: 1.1626, decode.d1.loss_cls: 0.7175, decode.d1.loss_mask: 0.6654, decode.d1.loss_dice: 1.0672, decode.d2.loss_cls: 0.6238, decode.d2.loss_mask: 0.6482, decode.d2.loss_dice: 1.0137, decode.d3.loss_cls: 0.5809, decode.d3.loss_mask: 0.6399, decode.d3.loss_dice: 0.9948, decode.d4.loss_cls: 0.5729, decode.d4.loss_mask: 0.6338, decode.d4.loss_dice: 0.9852, decode.d5.loss_cls: 0.5600, decode.d5.loss_mask: 0.6318, decode.d5.loss_dice: 0.9835, decode.d6.loss_cls: 0.5540, decode.d6.loss_mask: 0.6310, decode.d6.loss_dice: 0.9718, decode.d7.loss_cls: 0.5424, decode.d7.loss_mask: 0.6314, decode.d7.loss_dice: 0.9731, decode.d8.loss_cls: 0.5408, decode.d8.loss_mask: 0.6299, decode.d8.loss_dice: 0.9727, loss: 24.2392, grad_norm: 112.2358 2023-11-26 20:32:26,735 - mmseg - INFO - Saving checkpoint at 80000 iterations 2023-11-26 20:32:28,417 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:32:28,417 - mmseg - INFO - Iter [80000/160000] lr: 1.908e-06, eta: 8:25:15, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5212, decode.loss_mask: 0.6325, decode.loss_dice: 0.9604, decode.d0.loss_cls: 2.4775, decode.d0.loss_mask: 0.6863, decode.d0.loss_dice: 1.1306, decode.d1.loss_cls: 0.7131, decode.d1.loss_mask: 0.6615, decode.d1.loss_dice: 1.0370, decode.d2.loss_cls: 0.6288, decode.d2.loss_mask: 0.6455, decode.d2.loss_dice: 1.0000, decode.d3.loss_cls: 0.5936, decode.d3.loss_mask: 0.6353, decode.d3.loss_dice: 0.9706, decode.d4.loss_cls: 0.5762, decode.d4.loss_mask: 0.6365, decode.d4.loss_dice: 0.9662, decode.d5.loss_cls: 0.5585, decode.d5.loss_mask: 0.6352, decode.d5.loss_dice: 0.9677, decode.d6.loss_cls: 0.5418, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9587, decode.d7.loss_cls: 0.5366, decode.d7.loss_mask: 0.6343, decode.d7.loss_dice: 0.9592, decode.d8.loss_cls: 0.5331, decode.d8.loss_mask: 0.6329, decode.d8.loss_dice: 0.9578, loss: 24.0219, grad_norm: 121.2375 2023-11-26 20:32:45,014 - mmseg - INFO - per class results: 2023-11-26 20:32:45,019 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.1 | 84.64 | | building | 81.1 | 89.78 | | sky | 94.8 | 97.53 | | floor | 82.22 | 90.64 | | tree | 75.31 | 86.36 | | ceiling | 82.93 | 90.64 | | road | 84.81 | 90.35 | | bed | 90.45 | 95.34 | | windowpane | 60.13 | 79.54 | | grass | 65.96 | 73.34 | | cabinet | 58.24 | 68.65 | | sidewalk | 67.74 | 82.39 | | person | 83.85 | 91.45 | | earth | 36.01 | 57.27 | | door | 54.3 | 74.93 | | table | 63.33 | 76.62 | | mountain | 62.09 | 81.93 | | plant | 52.82 | 66.9 | | curtain | 74.57 | 86.89 | | chair | 59.97 | 73.24 | | car | 86.16 | 93.19 | | water | 50.99 | 70.38 | | painting | 67.48 | 85.24 | | sofa | 67.69 | 85.53 | | shelf | 47.04 | 68.09 | | house | 46.25 | 75.25 | | sea | 60.16 | 76.66 | | mirror | 64.83 | 83.26 | | rug | 66.14 | 77.58 | | field | 31.98 | 44.54 | | armchair | 43.44 | 62.87 | | seat | 62.73 | 84.88 | | fence | 43.42 | 64.3 | | desk | 49.22 | 68.68 | | rock | 49.19 | 60.97 | | wardrobe | 44.28 | 67.44 | | lamp | 67.34 | 79.57 | | bathtub | 78.46 | 86.68 | | railing | 30.47 | 43.23 | | cushion | 61.86 | 69.06 | | base | 36.5 | 58.08 | | box | 25.92 | 41.2 | | column | 42.36 | 60.65 | | signboard | 36.57 | 56.13 | | chest of drawers | 38.79 | 73.24 | | counter | 24.86 | 38.18 | | sand | 31.91 | 45.21 | | sink | 70.89 | 83.4 | | skyscraper | 45.57 | 56.15 | | fireplace | 70.88 | 90.0 | | refrigerator | 73.76 | 89.18 | | grandstand | 58.89 | 68.21 | | path | 22.09 | 38.04 | | stairs | 38.6 | 50.28 | | runway | 75.68 | 97.38 | | case | 47.37 | 56.58 | | pool table | 94.74 | 97.08 | | pillow | 61.85 | 78.65 | | screen door | 49.58 | 74.59 | | stairway | 27.16 | 43.48 | | river | 16.1 | 18.15 | | bridge | 75.05 | 88.11 | | bookcase | 34.05 | 44.72 | | blind | 37.01 | 42.76 | | coffee table | 58.03 | 84.79 | | toilet | 88.61 | 91.55 | | flower | 42.24 | 61.09 | | book | 50.49 | 76.53 | | hill | 5.34 | 12.19 | | bench | 51.12 | 68.47 | | countertop | 53.13 | 74.93 | | stove | 75.11 | 81.37 | | palm | 51.24 | 80.87 | | kitchen island | 45.29 | 85.85 | | computer | 64.92 | 67.58 | | swivel chair | 50.24 | 69.75 | | boat | 63.19 | 90.36 | | bar | 52.36 | 65.32 | | arcade machine | 19.5 | 20.74 | | hovel | 12.06 | 15.88 | | bus | 87.87 | 95.12 | | towel | 74.19 | 88.21 | | light | 61.09 | 77.36 | | truck | 39.29 | 52.95 | | tower | 25.67 | 52.61 | | chandelier | 68.45 | 84.41 | | awning | 32.19 | 53.35 | | streetlight | 35.21 | 52.21 | | booth | 37.19 | 42.32 | | television receiver | 73.03 | 86.85 | | airplane | 60.17 | 66.44 | | dirt track | 3.82 | 12.35 | | apparel | 29.93 | 61.18 | | pole | 25.98 | 41.46 | | land | 2.44 | 4.94 | | bannister | 10.35 | 30.1 | | escalator | 28.6 | 33.2 | | ottoman | 50.67 | 66.41 | | bottle | 22.28 | 30.87 | | buffet | 46.37 | 56.81 | | poster | 29.79 | 42.93 | | stage | 8.8 | 34.79 | | van | 49.33 | 68.43 | | ship | 10.56 | 11.53 | | fountain | 26.24 | 27.49 | | conveyer belt | 47.25 | 60.06 | | canopy | 24.91 | 38.87 | | washer | 69.02 | 78.48 | | plaything | 25.26 | 44.02 | | swimming pool | 50.7 | 71.99 | | stool | 45.93 | 69.65 | | barrel | 51.79 | 74.7 | | basket | 30.8 | 62.02 | | waterfall | 43.52 | 60.88 | | tent | 94.34 | 97.64 | | bag | 18.4 | 28.27 | | minibike | 66.32 | 86.92 | | cradle | 88.75 | 97.95 | | oven | 45.57 | 68.86 | | ball | 51.61 | 65.41 | | food | 66.2 | 83.2 | | step | 15.73 | 31.03 | | tank | 42.97 | 44.84 | | trade name | 30.2 | 37.19 | | microwave | 81.2 | 90.39 | | pot | 37.38 | 44.33 | | animal | 69.46 | 72.97 | | bicycle | 59.22 | 85.46 | | lake | 0.0 | 0.0 | | dishwasher | 77.82 | 90.08 | | screen | 50.77 | 92.76 | | blanket | 39.73 | 47.73 | | sculpture | 60.16 | 82.18 | | hood | 84.27 | 91.99 | | sconce | 55.11 | 68.16 | | vase | 45.09 | 67.44 | | traffic light | 31.79 | 67.27 | | tray | 17.64 | 38.95 | | ashcan | 39.93 | 67.09 | | fan | 60.18 | 84.83 | | pier | 11.77 | 14.1 | | crt screen | 4.47 | 16.29 | | plate | 56.02 | 71.85 | | monitor | 11.93 | 13.83 | | bulletin board | 43.65 | 61.43 | | shower | 14.66 | 23.85 | | radiator | 57.25 | 87.91 | | glass | 21.79 | 25.32 | | clock | 39.52 | 67.43 | | flag | 48.16 | 52.63 | +---------------------+-------+-------+ 2023-11-26 20:32:45,019 - mmseg - INFO - Summary: 2023-11-26 20:32:45,019 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.75 | 49.42 | 64.17 | +-------+-------+-------+ 2023-11-26 20:32:45,020 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:32:45,021 - mmseg - INFO - Iter(val) [250] aAcc: 0.8275, mIoU: 0.4942, mAcc: 0.6417, IoU.wall: 0.7710, IoU.building: 0.8110, IoU.sky: 0.9480, IoU.floor: 0.8222, IoU.tree: 0.7531, IoU.ceiling: 0.8293, IoU.road: 0.8481, IoU.bed : 0.9045, IoU.windowpane: 0.6013, IoU.grass: 0.6596, IoU.cabinet: 0.5824, IoU.sidewalk: 0.6774, IoU.person: 0.8385, IoU.earth: 0.3601, IoU.door: 0.5430, IoU.table: 0.6333, IoU.mountain: 0.6209, IoU.plant: 0.5282, IoU.curtain: 0.7457, IoU.chair: 0.5997, IoU.car: 0.8616, IoU.water: 0.5099, IoU.painting: 0.6748, IoU.sofa: 0.6769, IoU.shelf: 0.4704, IoU.house: 0.4625, IoU.sea: 0.6016, IoU.mirror: 0.6483, IoU.rug: 0.6614, IoU.field: 0.3198, IoU.armchair: 0.4344, IoU.seat: 0.6273, IoU.fence: 0.4342, IoU.desk: 0.4922, IoU.rock: 0.4919, IoU.wardrobe: 0.4428, IoU.lamp: 0.6734, IoU.bathtub: 0.7846, IoU.railing: 0.3047, IoU.cushion: 0.6186, IoU.base: 0.3650, IoU.box: 0.2592, IoU.column: 0.4236, IoU.signboard: 0.3657, IoU.chest of drawers: 0.3879, IoU.counter: 0.2486, IoU.sand: 0.3191, IoU.sink: 0.7089, IoU.skyscraper: 0.4557, IoU.fireplace: 0.7088, IoU.refrigerator: 0.7376, IoU.grandstand: 0.5889, IoU.path: 0.2209, IoU.stairs: 0.3860, IoU.runway: 0.7568, IoU.case: 0.4737, IoU.pool table: 0.9474, IoU.pillow: 0.6185, IoU.screen door: 0.4958, IoU.stairway: 0.2716, IoU.river: 0.1610, IoU.bridge: 0.7505, IoU.bookcase: 0.3405, IoU.blind: 0.3701, IoU.coffee table: 0.5803, IoU.toilet: 0.8861, IoU.flower: 0.4224, IoU.book: 0.5049, IoU.hill: 0.0534, IoU.bench: 0.5112, IoU.countertop: 0.5313, IoU.stove: 0.7511, IoU.palm: 0.5124, IoU.kitchen island: 0.4529, IoU.computer: 0.6492, IoU.swivel chair: 0.5024, IoU.boat: 0.6319, IoU.bar: 0.5236, IoU.arcade machine: 0.1950, IoU.hovel: 0.1206, IoU.bus: 0.8787, IoU.towel: 0.7419, IoU.light: 0.6109, IoU.truck: 0.3929, IoU.tower: 0.2567, IoU.chandelier: 0.6845, IoU.awning: 0.3219, IoU.streetlight: 0.3521, IoU.booth: 0.3719, IoU.television receiver: 0.7303, IoU.airplane: 0.6017, IoU.dirt track: 0.0382, IoU.apparel: 0.2993, IoU.pole: 0.2598, IoU.land: 0.0244, IoU.bannister: 0.1035, IoU.escalator: 0.2860, IoU.ottoman: 0.5067, IoU.bottle: 0.2228, IoU.buffet: 0.4637, IoU.poster: 0.2979, IoU.stage: 0.0880, IoU.van: 0.4933, IoU.ship: 0.1056, IoU.fountain: 0.2624, IoU.conveyer belt: 0.4725, IoU.canopy: 0.2491, IoU.washer: 0.6902, IoU.plaything: 0.2526, IoU.swimming pool: 0.5070, IoU.stool: 0.4593, IoU.barrel: 0.5179, IoU.basket: 0.3080, IoU.waterfall: 0.4352, IoU.tent: 0.9434, IoU.bag: 0.1840, IoU.minibike: 0.6632, IoU.cradle: 0.8875, IoU.oven: 0.4557, IoU.ball: 0.5161, IoU.food: 0.6620, IoU.step: 0.1573, IoU.tank: 0.4297, IoU.trade name: 0.3020, IoU.microwave: 0.8120, IoU.pot: 0.3738, IoU.animal: 0.6946, IoU.bicycle: 0.5922, IoU.lake: 0.0000, IoU.dishwasher: 0.7782, IoU.screen: 0.5077, IoU.blanket: 0.3973, IoU.sculpture: 0.6016, IoU.hood: 0.8427, IoU.sconce: 0.5511, IoU.vase: 0.4509, IoU.traffic light: 0.3179, IoU.tray: 0.1764, IoU.ashcan: 0.3993, IoU.fan: 0.6018, IoU.pier: 0.1177, IoU.crt screen: 0.0447, IoU.plate: 0.5602, IoU.monitor: 0.1193, IoU.bulletin board: 0.4365, IoU.shower: 0.1466, IoU.radiator: 0.5725, IoU.glass: 0.2179, IoU.clock: 0.3952, IoU.flag: 0.4816, Acc.wall: 0.8464, Acc.building: 0.8978, Acc.sky: 0.9753, Acc.floor: 0.9064, Acc.tree: 0.8636, Acc.ceiling: 0.9064, Acc.road: 0.9035, Acc.bed : 0.9534, Acc.windowpane: 0.7954, Acc.grass: 0.7334, Acc.cabinet: 0.6865, Acc.sidewalk: 0.8239, Acc.person: 0.9145, Acc.earth: 0.5727, Acc.door: 0.7493, Acc.table: 0.7662, Acc.mountain: 0.8193, Acc.plant: 0.6690, Acc.curtain: 0.8689, Acc.chair: 0.7324, Acc.car: 0.9319, Acc.water: 0.7038, Acc.painting: 0.8524, Acc.sofa: 0.8553, Acc.shelf: 0.6809, Acc.house: 0.7525, Acc.sea: 0.7666, Acc.mirror: 0.8326, Acc.rug: 0.7758, Acc.field: 0.4454, Acc.armchair: 0.6287, Acc.seat: 0.8488, Acc.fence: 0.6430, Acc.desk: 0.6868, Acc.rock: 0.6097, Acc.wardrobe: 0.6744, Acc.lamp: 0.7957, Acc.bathtub: 0.8668, Acc.railing: 0.4323, Acc.cushion: 0.6906, Acc.base: 0.5808, Acc.box: 0.4120, Acc.column: 0.6065, Acc.signboard: 0.5613, Acc.chest of drawers: 0.7324, Acc.counter: 0.3818, Acc.sand: 0.4521, Acc.sink: 0.8340, Acc.skyscraper: 0.5615, Acc.fireplace: 0.9000, Acc.refrigerator: 0.8918, Acc.grandstand: 0.6821, Acc.path: 0.3804, Acc.stairs: 0.5028, Acc.runway: 0.9738, Acc.case: 0.5658, Acc.pool table: 0.9708, Acc.pillow: 0.7865, Acc.screen door: 0.7459, Acc.stairway: 0.4348, Acc.river: 0.1815, Acc.bridge: 0.8811, Acc.bookcase: 0.4472, Acc.blind: 0.4276, Acc.coffee table: 0.8479, Acc.toilet: 0.9155, Acc.flower: 0.6109, Acc.book: 0.7653, Acc.hill: 0.1219, Acc.bench: 0.6847, Acc.countertop: 0.7493, Acc.stove: 0.8137, Acc.palm: 0.8087, Acc.kitchen island: 0.8585, Acc.computer: 0.6758, Acc.swivel chair: 0.6975, Acc.boat: 0.9036, Acc.bar: 0.6532, Acc.arcade machine: 0.2074, Acc.hovel: 0.1588, Acc.bus: 0.9512, Acc.towel: 0.8821, Acc.light: 0.7736, Acc.truck: 0.5295, Acc.tower: 0.5261, Acc.chandelier: 0.8441, Acc.awning: 0.5335, Acc.streetlight: 0.5221, Acc.booth: 0.4232, Acc.television receiver: 0.8685, Acc.airplane: 0.6644, Acc.dirt track: 0.1235, Acc.apparel: 0.6118, Acc.pole: 0.4146, Acc.land: 0.0494, Acc.bannister: 0.3010, Acc.escalator: 0.3320, Acc.ottoman: 0.6641, Acc.bottle: 0.3087, Acc.buffet: 0.5681, Acc.poster: 0.4293, Acc.stage: 0.3479, Acc.van: 0.6843, Acc.ship: 0.1153, Acc.fountain: 0.2749, Acc.conveyer belt: 0.6006, Acc.canopy: 0.3887, Acc.washer: 0.7848, Acc.plaything: 0.4402, Acc.swimming pool: 0.7199, Acc.stool: 0.6965, Acc.barrel: 0.7470, Acc.basket: 0.6202, Acc.waterfall: 0.6088, Acc.tent: 0.9764, Acc.bag: 0.2827, Acc.minibike: 0.8692, Acc.cradle: 0.9795, Acc.oven: 0.6886, Acc.ball: 0.6541, Acc.food: 0.8320, Acc.step: 0.3103, Acc.tank: 0.4484, Acc.trade name: 0.3719, Acc.microwave: 0.9039, Acc.pot: 0.4433, Acc.animal: 0.7297, Acc.bicycle: 0.8546, Acc.lake: 0.0000, Acc.dishwasher: 0.9008, Acc.screen: 0.9276, Acc.blanket: 0.4773, Acc.sculpture: 0.8218, Acc.hood: 0.9199, Acc.sconce: 0.6816, Acc.vase: 0.6744, Acc.traffic light: 0.6727, Acc.tray: 0.3895, Acc.ashcan: 0.6709, Acc.fan: 0.8483, Acc.pier: 0.1410, Acc.crt screen: 0.1629, Acc.plate: 0.7185, Acc.monitor: 0.1383, Acc.bulletin board: 0.6143, Acc.shower: 0.2385, Acc.radiator: 0.8791, Acc.glass: 0.2532, Acc.clock: 0.6743, Acc.flag: 0.5263 2023-11-26 20:33:03,590 - mmseg - INFO - Iter [80050/160000] lr: 1.906e-06, eta: 8:25:12, time: 0.703, data_time: 0.342, memory: 36416, decode.loss_cls: 0.5531, decode.loss_mask: 0.6387, decode.loss_dice: 0.9697, decode.d0.loss_cls: 2.3827, decode.d0.loss_mask: 0.7001, decode.d0.loss_dice: 1.1526, decode.d1.loss_cls: 0.7112, decode.d1.loss_mask: 0.6755, decode.d1.loss_dice: 1.0537, decode.d2.loss_cls: 0.6371, decode.d2.loss_mask: 0.6566, decode.d2.loss_dice: 1.0116, decode.d3.loss_cls: 0.6050, decode.d3.loss_mask: 0.6435, decode.d3.loss_dice: 0.9840, decode.d4.loss_cls: 0.5907, decode.d4.loss_mask: 0.6441, decode.d4.loss_dice: 0.9782, decode.d5.loss_cls: 0.5726, decode.d5.loss_mask: 0.6442, decode.d5.loss_dice: 0.9825, decode.d6.loss_cls: 0.5618, decode.d6.loss_mask: 0.6394, decode.d6.loss_dice: 0.9705, decode.d7.loss_cls: 0.5540, decode.d7.loss_mask: 0.6402, decode.d7.loss_dice: 0.9680, decode.d8.loss_cls: 0.5540, decode.d8.loss_mask: 0.6390, decode.d8.loss_dice: 0.9739, loss: 24.2883, grad_norm: 134.6689 2023-11-26 20:33:22,855 - mmseg - INFO - Iter [80100/160000] lr: 1.905e-06, eta: 8:24:53, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5265, decode.loss_mask: 0.6414, decode.loss_dice: 0.9701, decode.d0.loss_cls: 2.4811, decode.d0.loss_mask: 0.6906, decode.d0.loss_dice: 1.1448, decode.d1.loss_cls: 0.6985, decode.d1.loss_mask: 0.6732, decode.d1.loss_dice: 1.0544, decode.d2.loss_cls: 0.6064, decode.d2.loss_mask: 0.6542, decode.d2.loss_dice: 1.0090, decode.d3.loss_cls: 0.5646, decode.d3.loss_mask: 0.6461, decode.d3.loss_dice: 0.9789, decode.d4.loss_cls: 0.5537, decode.d4.loss_mask: 0.6477, decode.d4.loss_dice: 0.9736, decode.d5.loss_cls: 0.5368, decode.d5.loss_mask: 0.6436, decode.d5.loss_dice: 0.9767, decode.d6.loss_cls: 0.5302, decode.d6.loss_mask: 0.6436, decode.d6.loss_dice: 0.9699, decode.d7.loss_cls: 0.5240, decode.d7.loss_mask: 0.6437, decode.d7.loss_dice: 0.9730, decode.d8.loss_cls: 0.5252, decode.d8.loss_mask: 0.6449, decode.d8.loss_dice: 0.9719, loss: 24.0983, grad_norm: 115.4635 2023-11-26 20:33:41,264 - mmseg - INFO - Iter [80150/160000] lr: 1.904e-06, eta: 8:24:34, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5433, decode.loss_mask: 0.6302, decode.loss_dice: 0.9418, decode.d0.loss_cls: 2.4501, decode.d0.loss_mask: 0.6919, decode.d0.loss_dice: 1.1295, decode.d1.loss_cls: 0.7257, decode.d1.loss_mask: 0.6673, decode.d1.loss_dice: 1.0329, decode.d2.loss_cls: 0.6456, decode.d2.loss_mask: 0.6527, decode.d2.loss_dice: 0.9791, decode.d3.loss_cls: 0.5991, decode.d3.loss_mask: 0.6454, decode.d3.loss_dice: 0.9587, decode.d4.loss_cls: 0.5811, decode.d4.loss_mask: 0.6419, decode.d4.loss_dice: 0.9591, decode.d5.loss_cls: 0.5756, decode.d5.loss_mask: 0.6390, decode.d5.loss_dice: 0.9589, decode.d6.loss_cls: 0.5655, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9487, decode.d7.loss_cls: 0.5459, decode.d7.loss_mask: 0.6333, decode.d7.loss_dice: 0.9456, decode.d8.loss_cls: 0.5442, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9437, loss: 24.0411, grad_norm: 133.1517 2023-11-26 20:33:59,468 - mmseg - INFO - Iter [80200/160000] lr: 1.903e-06, eta: 8:24:14, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5394, decode.loss_mask: 0.6251, decode.loss_dice: 0.9493, decode.d0.loss_cls: 2.4742, decode.d0.loss_mask: 0.6838, decode.d0.loss_dice: 1.1103, decode.d1.loss_cls: 0.7098, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 1.0280, decode.d2.loss_cls: 0.6223, decode.d2.loss_mask: 0.6388, decode.d2.loss_dice: 0.9840, decode.d3.loss_cls: 0.5916, decode.d3.loss_mask: 0.6308, decode.d3.loss_dice: 0.9619, decode.d4.loss_cls: 0.5791, decode.d4.loss_mask: 0.6299, decode.d4.loss_dice: 0.9553, decode.d5.loss_cls: 0.5606, decode.d5.loss_mask: 0.6294, decode.d5.loss_dice: 0.9601, decode.d6.loss_cls: 0.5608, decode.d6.loss_mask: 0.6251, decode.d6.loss_dice: 0.9449, decode.d7.loss_cls: 0.5429, decode.d7.loss_mask: 0.6248, decode.d7.loss_dice: 0.9446, decode.d8.loss_cls: 0.5461, decode.d8.loss_mask: 0.6253, decode.d8.loss_dice: 0.9484, loss: 23.8851, grad_norm: 109.6816 2023-11-26 20:34:17,838 - mmseg - INFO - Iter [80250/160000] lr: 1.902e-06, eta: 8:23:55, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5696, decode.loss_mask: 0.6183, decode.loss_dice: 0.9682, decode.d0.loss_cls: 2.4652, decode.d0.loss_mask: 0.6817, decode.d0.loss_dice: 1.1400, decode.d1.loss_cls: 0.7495, decode.d1.loss_mask: 0.6554, decode.d1.loss_dice: 1.0514, decode.d2.loss_cls: 0.6576, decode.d2.loss_mask: 0.6321, decode.d2.loss_dice: 1.0127, decode.d3.loss_cls: 0.6130, decode.d3.loss_mask: 0.6279, decode.d3.loss_dice: 0.9848, decode.d4.loss_cls: 0.5961, decode.d4.loss_mask: 0.6258, decode.d4.loss_dice: 0.9859, decode.d5.loss_cls: 0.5847, decode.d5.loss_mask: 0.6228, decode.d5.loss_dice: 0.9800, decode.d6.loss_cls: 0.5813, decode.d6.loss_mask: 0.6162, decode.d6.loss_dice: 0.9693, decode.d7.loss_cls: 0.5787, decode.d7.loss_mask: 0.6182, decode.d7.loss_dice: 0.9663, decode.d8.loss_cls: 0.5722, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.9711, loss: 24.3133, grad_norm: 114.1278 2023-11-26 20:34:36,135 - mmseg - INFO - Iter [80300/160000] lr: 1.900e-06, eta: 8:23:35, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5907, decode.loss_mask: 0.6604, decode.loss_dice: 0.9861, decode.d0.loss_cls: 2.4695, decode.d0.loss_mask: 0.7214, decode.d0.loss_dice: 1.1662, decode.d1.loss_cls: 0.7683, decode.d1.loss_mask: 0.6914, decode.d1.loss_dice: 1.0671, decode.d2.loss_cls: 0.6706, decode.d2.loss_mask: 0.6744, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6369, decode.d3.loss_mask: 0.6687, decode.d3.loss_dice: 1.0012, decode.d4.loss_cls: 0.6187, decode.d4.loss_mask: 0.6673, decode.d4.loss_dice: 0.9943, decode.d5.loss_cls: 0.6070, decode.d5.loss_mask: 0.6617, decode.d5.loss_dice: 0.9951, decode.d6.loss_cls: 0.5937, decode.d6.loss_mask: 0.6625, decode.d6.loss_dice: 0.9882, decode.d7.loss_cls: 0.5937, decode.d7.loss_mask: 0.6608, decode.d7.loss_dice: 0.9865, decode.d8.loss_cls: 0.5954, decode.d8.loss_mask: 0.6585, decode.d8.loss_dice: 0.9886, loss: 25.0795, grad_norm: 130.0251 2023-11-26 20:34:54,465 - mmseg - INFO - Iter [80350/160000] lr: 1.899e-06, eta: 8:23:15, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5732, decode.loss_mask: 0.6530, decode.loss_dice: 0.9741, decode.d0.loss_cls: 2.4886, decode.d0.loss_mask: 0.7198, decode.d0.loss_dice: 1.1671, decode.d1.loss_cls: 0.7576, decode.d1.loss_mask: 0.6865, decode.d1.loss_dice: 1.0690, decode.d2.loss_cls: 0.6628, decode.d2.loss_mask: 0.6731, decode.d2.loss_dice: 1.0215, decode.d3.loss_cls: 0.6256, decode.d3.loss_mask: 0.6628, decode.d3.loss_dice: 0.9896, decode.d4.loss_cls: 0.6085, decode.d4.loss_mask: 0.6544, decode.d4.loss_dice: 0.9898, decode.d5.loss_cls: 0.5857, decode.d5.loss_mask: 0.6554, decode.d5.loss_dice: 0.9889, decode.d6.loss_cls: 0.5799, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9742, decode.d7.loss_cls: 0.5771, decode.d7.loss_mask: 0.6526, decode.d7.loss_dice: 0.9729, decode.d8.loss_cls: 0.5764, decode.d8.loss_mask: 0.6514, decode.d8.loss_dice: 0.9721, loss: 24.8161, grad_norm: 117.5158 2023-11-26 20:35:13,010 - mmseg - INFO - Iter [80400/160000] lr: 1.898e-06, eta: 8:22:56, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5406, decode.loss_mask: 0.6300, decode.loss_dice: 0.9597, decode.d0.loss_cls: 2.4732, decode.d0.loss_mask: 0.6837, decode.d0.loss_dice: 1.1504, decode.d1.loss_cls: 0.7172, decode.d1.loss_mask: 0.6609, decode.d1.loss_dice: 1.0499, decode.d2.loss_cls: 0.6233, decode.d2.loss_mask: 0.6403, decode.d2.loss_dice: 1.0050, decode.d3.loss_cls: 0.5931, decode.d3.loss_mask: 0.6309, decode.d3.loss_dice: 0.9743, decode.d4.loss_cls: 0.5714, decode.d4.loss_mask: 0.6332, decode.d4.loss_dice: 0.9740, decode.d5.loss_cls: 0.5650, decode.d5.loss_mask: 0.6314, decode.d5.loss_dice: 0.9754, decode.d6.loss_cls: 0.5521, decode.d6.loss_mask: 0.6291, decode.d6.loss_dice: 0.9638, decode.d7.loss_cls: 0.5364, decode.d7.loss_mask: 0.6294, decode.d7.loss_dice: 0.9638, decode.d8.loss_cls: 0.5432, decode.d8.loss_mask: 0.6285, decode.d8.loss_dice: 0.9613, loss: 24.0906, grad_norm: 102.8707 2023-11-26 20:35:31,796 - mmseg - INFO - Iter [80450/160000] lr: 1.897e-06, eta: 8:22:37, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5272, decode.loss_mask: 0.6467, decode.loss_dice: 0.9526, decode.d0.loss_cls: 2.4560, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.1258, decode.d1.loss_cls: 0.7334, decode.d1.loss_mask: 0.6772, decode.d1.loss_dice: 1.0359, decode.d2.loss_cls: 0.6266, decode.d2.loss_mask: 0.6637, decode.d2.loss_dice: 0.9932, decode.d3.loss_cls: 0.5845, decode.d3.loss_mask: 0.6524, decode.d3.loss_dice: 0.9601, decode.d4.loss_cls: 0.5612, decode.d4.loss_mask: 0.6509, decode.d4.loss_dice: 0.9631, decode.d5.loss_cls: 0.5524, decode.d5.loss_mask: 0.6504, decode.d5.loss_dice: 0.9639, decode.d6.loss_cls: 0.5446, decode.d6.loss_mask: 0.6482, decode.d6.loss_dice: 0.9544, decode.d7.loss_cls: 0.5318, decode.d7.loss_mask: 0.6482, decode.d7.loss_dice: 0.9491, decode.d8.loss_cls: 0.5285, decode.d8.loss_mask: 0.6469, decode.d8.loss_dice: 0.9495, loss: 24.0809, grad_norm: 117.7764 2023-11-26 20:35:50,278 - mmseg - INFO - Iter [80500/160000] lr: 1.896e-06, eta: 8:22:17, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5400, decode.loss_mask: 0.6388, decode.loss_dice: 0.9697, decode.d0.loss_cls: 2.4314, decode.d0.loss_mask: 0.7008, decode.d0.loss_dice: 1.1628, decode.d1.loss_cls: 0.7327, decode.d1.loss_mask: 0.6711, decode.d1.loss_dice: 1.0666, decode.d2.loss_cls: 0.6272, decode.d2.loss_mask: 0.6557, decode.d2.loss_dice: 1.0105, decode.d3.loss_cls: 0.5848, decode.d3.loss_mask: 0.6469, decode.d3.loss_dice: 0.9826, decode.d4.loss_cls: 0.5746, decode.d4.loss_mask: 0.6471, decode.d4.loss_dice: 0.9825, decode.d5.loss_cls: 0.5682, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9862, decode.d6.loss_cls: 0.5605, decode.d6.loss_mask: 0.6443, decode.d6.loss_dice: 0.9688, decode.d7.loss_cls: 0.5429, decode.d7.loss_mask: 0.6416, decode.d7.loss_dice: 0.9710, decode.d8.loss_cls: 0.5426, decode.d8.loss_mask: 0.6414, decode.d8.loss_dice: 0.9709, loss: 24.3056, grad_norm: 119.6225 2023-11-26 20:36:08,602 - mmseg - INFO - Iter [80550/160000] lr: 1.895e-06, eta: 8:21:58, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5508, decode.loss_mask: 0.6273, decode.loss_dice: 0.9730, decode.d0.loss_cls: 2.5039, decode.d0.loss_mask: 0.6929, decode.d0.loss_dice: 1.1686, decode.d1.loss_cls: 0.7446, decode.d1.loss_mask: 0.6647, decode.d1.loss_dice: 1.0594, decode.d2.loss_cls: 0.6440, decode.d2.loss_mask: 0.6443, decode.d2.loss_dice: 1.0127, decode.d3.loss_cls: 0.6037, decode.d3.loss_mask: 0.6369, decode.d3.loss_dice: 0.9821, decode.d4.loss_cls: 0.5813, decode.d4.loss_mask: 0.6362, decode.d4.loss_dice: 0.9786, decode.d5.loss_cls: 0.5754, decode.d5.loss_mask: 0.6334, decode.d5.loss_dice: 0.9824, decode.d6.loss_cls: 0.5674, decode.d6.loss_mask: 0.6316, decode.d6.loss_dice: 0.9716, decode.d7.loss_cls: 0.5549, decode.d7.loss_mask: 0.6297, decode.d7.loss_dice: 0.9686, decode.d8.loss_cls: 0.5521, decode.d8.loss_mask: 0.6274, decode.d8.loss_dice: 0.9726, loss: 24.3719, grad_norm: 127.2331 2023-11-26 20:36:26,906 - mmseg - INFO - Iter [80600/160000] lr: 1.893e-06, eta: 8:21:38, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5903, decode.loss_mask: 0.6688, decode.loss_dice: 1.0092, decode.d0.loss_cls: 2.5391, decode.d0.loss_mask: 0.7250, decode.d0.loss_dice: 1.1828, decode.d1.loss_cls: 0.7640, decode.d1.loss_mask: 0.7009, decode.d1.loss_dice: 1.0900, decode.d2.loss_cls: 0.6749, decode.d2.loss_mask: 0.6825, decode.d2.loss_dice: 1.0379, decode.d3.loss_cls: 0.6399, decode.d3.loss_mask: 0.6736, decode.d3.loss_dice: 1.0181, decode.d4.loss_cls: 0.6133, decode.d4.loss_mask: 0.6770, decode.d4.loss_dice: 1.0199, decode.d5.loss_cls: 0.6090, decode.d5.loss_mask: 0.6751, decode.d5.loss_dice: 1.0158, decode.d6.loss_cls: 0.6075, decode.d6.loss_mask: 0.6696, decode.d6.loss_dice: 1.0080, decode.d7.loss_cls: 0.5969, decode.d7.loss_mask: 0.6690, decode.d7.loss_dice: 1.0102, decode.d8.loss_cls: 0.5914, decode.d8.loss_mask: 0.6686, decode.d8.loss_dice: 1.0123, loss: 25.4403, grad_norm: 118.1069 2023-11-26 20:36:45,241 - mmseg - INFO - Iter [80650/160000] lr: 1.892e-06, eta: 8:21:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5557, decode.loss_mask: 0.6591, decode.loss_dice: 0.9668, decode.d0.loss_cls: 2.4765, decode.d0.loss_mask: 0.7290, decode.d0.loss_dice: 1.1641, decode.d1.loss_cls: 0.7154, decode.d1.loss_mask: 0.6974, decode.d1.loss_dice: 1.0602, decode.d2.loss_cls: 0.6357, decode.d2.loss_mask: 0.6781, decode.d2.loss_dice: 1.0096, decode.d3.loss_cls: 0.6031, decode.d3.loss_mask: 0.6718, decode.d3.loss_dice: 0.9831, decode.d4.loss_cls: 0.5868, decode.d4.loss_mask: 0.6671, decode.d4.loss_dice: 0.9786, decode.d5.loss_cls: 0.5765, decode.d5.loss_mask: 0.6638, decode.d5.loss_dice: 0.9682, decode.d6.loss_cls: 0.5641, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 0.9655, decode.d7.loss_cls: 0.5609, decode.d7.loss_mask: 0.6606, decode.d7.loss_dice: 0.9670, decode.d8.loss_cls: 0.5568, decode.d8.loss_mask: 0.6590, decode.d8.loss_dice: 0.9687, loss: 24.6100, grad_norm: 122.7710 2023-11-26 20:37:03,621 - mmseg - INFO - Iter [80700/160000] lr: 1.891e-06, eta: 8:20:59, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5453, decode.loss_mask: 0.6221, decode.loss_dice: 0.9472, decode.d0.loss_cls: 2.4266, decode.d0.loss_mask: 0.6842, decode.d0.loss_dice: 1.1382, decode.d1.loss_cls: 0.7018, decode.d1.loss_mask: 0.6519, decode.d1.loss_dice: 1.0506, decode.d2.loss_cls: 0.6211, decode.d2.loss_mask: 0.6433, decode.d2.loss_dice: 1.0020, decode.d3.loss_cls: 0.5807, decode.d3.loss_mask: 0.6352, decode.d3.loss_dice: 0.9726, decode.d4.loss_cls: 0.5633, decode.d4.loss_mask: 0.6292, decode.d4.loss_dice: 0.9677, decode.d5.loss_cls: 0.5540, decode.d5.loss_mask: 0.6246, decode.d5.loss_dice: 0.9622, decode.d6.loss_cls: 0.5514, decode.d6.loss_mask: 0.6268, decode.d6.loss_dice: 0.9517, decode.d7.loss_cls: 0.5384, decode.d7.loss_mask: 0.6249, decode.d7.loss_dice: 0.9513, decode.d8.loss_cls: 0.5420, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.9543, loss: 23.8872, grad_norm: 124.9383 2023-11-26 20:37:22,317 - mmseg - INFO - Iter [80750/160000] lr: 1.890e-06, eta: 8:20:40, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5210, decode.loss_mask: 0.6438, decode.loss_dice: 0.9421, decode.d0.loss_cls: 2.4569, decode.d0.loss_mask: 0.7043, decode.d0.loss_dice: 1.1275, decode.d1.loss_cls: 0.6949, decode.d1.loss_mask: 0.6710, decode.d1.loss_dice: 1.0296, decode.d2.loss_cls: 0.6028, decode.d2.loss_mask: 0.6581, decode.d2.loss_dice: 0.9856, decode.d3.loss_cls: 0.5657, decode.d3.loss_mask: 0.6536, decode.d3.loss_dice: 0.9590, decode.d4.loss_cls: 0.5492, decode.d4.loss_mask: 0.6538, decode.d4.loss_dice: 0.9593, decode.d5.loss_cls: 0.5470, decode.d5.loss_mask: 0.6501, decode.d5.loss_dice: 0.9529, decode.d6.loss_cls: 0.5356, decode.d6.loss_mask: 0.6485, decode.d6.loss_dice: 0.9434, decode.d7.loss_cls: 0.5248, decode.d7.loss_mask: 0.6462, decode.d7.loss_dice: 0.9457, decode.d8.loss_cls: 0.5180, decode.d8.loss_mask: 0.6444, decode.d8.loss_dice: 0.9452, loss: 23.8801, grad_norm: 135.5175 2023-11-26 20:37:40,744 - mmseg - INFO - Iter [80800/160000] lr: 1.889e-06, eta: 8:20:21, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5355, decode.loss_mask: 0.6501, decode.loss_dice: 0.9647, decode.d0.loss_cls: 2.4308, decode.d0.loss_mask: 0.7015, decode.d0.loss_dice: 1.1430, decode.d1.loss_cls: 0.7181, decode.d1.loss_mask: 0.6813, decode.d1.loss_dice: 1.0469, decode.d2.loss_cls: 0.6261, decode.d2.loss_mask: 0.6636, decode.d2.loss_dice: 1.0087, decode.d3.loss_cls: 0.5867, decode.d3.loss_mask: 0.6545, decode.d3.loss_dice: 0.9736, decode.d4.loss_cls: 0.5654, decode.d4.loss_mask: 0.6522, decode.d4.loss_dice: 0.9789, decode.d5.loss_cls: 0.5647, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9772, decode.d6.loss_cls: 0.5624, decode.d6.loss_mask: 0.6508, decode.d6.loss_dice: 0.9682, decode.d7.loss_cls: 0.5539, decode.d7.loss_mask: 0.6506, decode.d7.loss_dice: 0.9642, decode.d8.loss_cls: 0.5477, decode.d8.loss_mask: 0.6506, decode.d8.loss_dice: 0.9693, loss: 24.2944, grad_norm: 137.3059 2023-11-26 20:38:01,754 - mmseg - INFO - Iter [80850/160000] lr: 1.887e-06, eta: 8:20:04, time: 0.420, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5554, decode.loss_mask: 0.6440, decode.loss_dice: 0.9704, decode.d0.loss_cls: 2.4969, decode.d0.loss_mask: 0.7068, decode.d0.loss_dice: 1.1603, decode.d1.loss_cls: 0.7314, decode.d1.loss_mask: 0.6822, decode.d1.loss_dice: 1.0734, decode.d2.loss_cls: 0.6523, decode.d2.loss_mask: 0.6605, decode.d2.loss_dice: 1.0120, decode.d3.loss_cls: 0.6148, decode.d3.loss_mask: 0.6502, decode.d3.loss_dice: 0.9819, decode.d4.loss_cls: 0.5979, decode.d4.loss_mask: 0.6468, decode.d4.loss_dice: 0.9795, decode.d5.loss_cls: 0.5873, decode.d5.loss_mask: 0.6475, decode.d5.loss_dice: 0.9830, decode.d6.loss_cls: 0.5737, decode.d6.loss_mask: 0.6493, decode.d6.loss_dice: 0.9711, decode.d7.loss_cls: 0.5637, decode.d7.loss_mask: 0.6467, decode.d7.loss_dice: 0.9744, decode.d8.loss_cls: 0.5639, decode.d8.loss_mask: 0.6458, decode.d8.loss_dice: 0.9740, loss: 24.5973, grad_norm: 136.6750 2023-11-26 20:38:21,157 - mmseg - INFO - Iter [80900/160000] lr: 1.886e-06, eta: 8:19:45, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5460, decode.loss_mask: 0.5893, decode.loss_dice: 0.9217, decode.d0.loss_cls: 2.5013, decode.d0.loss_mask: 0.6550, decode.d0.loss_dice: 1.1197, decode.d1.loss_cls: 0.7383, decode.d1.loss_mask: 0.6284, decode.d1.loss_dice: 1.0278, decode.d2.loss_cls: 0.6398, decode.d2.loss_mask: 0.6103, decode.d2.loss_dice: 0.9761, decode.d3.loss_cls: 0.6064, decode.d3.loss_mask: 0.5977, decode.d3.loss_dice: 0.9445, decode.d4.loss_cls: 0.5824, decode.d4.loss_mask: 0.5925, decode.d4.loss_dice: 0.9451, decode.d5.loss_cls: 0.5587, decode.d5.loss_mask: 0.5915, decode.d5.loss_dice: 0.9437, decode.d6.loss_cls: 0.5589, decode.d6.loss_mask: 0.5931, decode.d6.loss_dice: 0.9320, decode.d7.loss_cls: 0.5537, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.9309, decode.d8.loss_cls: 0.5439, decode.d8.loss_mask: 0.5902, decode.d8.loss_dice: 0.9331, loss: 23.5436, grad_norm: 120.8001 2023-11-26 20:38:40,852 - mmseg - INFO - Iter [80950/160000] lr: 1.885e-06, eta: 8:19:27, time: 0.394, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5622, decode.loss_mask: 0.6024, decode.loss_dice: 0.9058, decode.d0.loss_cls: 2.4469, decode.d0.loss_mask: 0.6718, decode.d0.loss_dice: 1.1055, decode.d1.loss_cls: 0.7488, decode.d1.loss_mask: 0.6400, decode.d1.loss_dice: 0.9993, decode.d2.loss_cls: 0.6595, decode.d2.loss_mask: 0.6204, decode.d2.loss_dice: 0.9544, decode.d3.loss_cls: 0.6142, decode.d3.loss_mask: 0.6140, decode.d3.loss_dice: 0.9241, decode.d4.loss_cls: 0.5918, decode.d4.loss_mask: 0.6130, decode.d4.loss_dice: 0.9255, decode.d5.loss_cls: 0.5714, decode.d5.loss_mask: 0.6124, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.5678, decode.d6.loss_mask: 0.6074, decode.d6.loss_dice: 0.9106, decode.d7.loss_cls: 0.5682, decode.d7.loss_mask: 0.6036, decode.d7.loss_dice: 0.9096, decode.d8.loss_cls: 0.5638, decode.d8.loss_mask: 0.6047, decode.d8.loss_dice: 0.9078, loss: 23.5568, grad_norm: 128.2678 2023-11-26 20:38:59,087 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:38:59,087 - mmseg - INFO - Iter [81000/160000] lr: 1.884e-06, eta: 8:19:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5486, decode.loss_mask: 0.6271, decode.loss_dice: 0.9485, decode.d0.loss_cls: 2.4233, decode.d0.loss_mask: 0.6873, decode.d0.loss_dice: 1.1431, decode.d1.loss_cls: 0.7199, decode.d1.loss_mask: 0.6639, decode.d1.loss_dice: 1.0444, decode.d2.loss_cls: 0.6270, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 0.9960, decode.d3.loss_cls: 0.6033, decode.d3.loss_mask: 0.6392, decode.d3.loss_dice: 0.9645, decode.d4.loss_cls: 0.5834, decode.d4.loss_mask: 0.6356, decode.d4.loss_dice: 0.9616, decode.d5.loss_cls: 0.5722, decode.d5.loss_mask: 0.6345, decode.d5.loss_dice: 0.9596, decode.d6.loss_cls: 0.5615, decode.d6.loss_mask: 0.6324, decode.d6.loss_dice: 0.9482, decode.d7.loss_cls: 0.5554, decode.d7.loss_mask: 0.6298, decode.d7.loss_dice: 0.9472, decode.d8.loss_cls: 0.5560, decode.d8.loss_mask: 0.6258, decode.d8.loss_dice: 0.9477, loss: 24.0363, grad_norm: 110.4243 2023-11-26 20:39:17,355 - mmseg - INFO - Iter [81050/160000] lr: 1.883e-06, eta: 8:18:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5351, decode.loss_mask: 0.6340, decode.loss_dice: 0.9439, decode.d0.loss_cls: 2.4296, decode.d0.loss_mask: 0.6922, decode.d0.loss_dice: 1.1256, decode.d1.loss_cls: 0.7056, decode.d1.loss_mask: 0.6618, decode.d1.loss_dice: 1.0334, decode.d2.loss_cls: 0.6150, decode.d2.loss_mask: 0.6472, decode.d2.loss_dice: 0.9864, decode.d3.loss_cls: 0.5860, decode.d3.loss_mask: 0.6413, decode.d3.loss_dice: 0.9568, decode.d4.loss_cls: 0.5633, decode.d4.loss_mask: 0.6403, decode.d4.loss_dice: 0.9659, decode.d5.loss_cls: 0.5510, decode.d5.loss_mask: 0.6359, decode.d5.loss_dice: 0.9608, decode.d6.loss_cls: 0.5485, decode.d6.loss_mask: 0.6351, decode.d6.loss_dice: 0.9453, decode.d7.loss_cls: 0.5390, decode.d7.loss_mask: 0.6315, decode.d7.loss_dice: 0.9498, decode.d8.loss_cls: 0.5358, decode.d8.loss_mask: 0.6320, decode.d8.loss_dice: 0.9508, loss: 23.8791, grad_norm: 121.2401 2023-11-26 20:39:35,548 - mmseg - INFO - Iter [81100/160000] lr: 1.881e-06, eta: 8:18:28, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5199, decode.loss_mask: 0.6551, decode.loss_dice: 0.9698, decode.d0.loss_cls: 2.4138, decode.d0.loss_mask: 0.7213, decode.d0.loss_dice: 1.1734, decode.d1.loss_cls: 0.6981, decode.d1.loss_mask: 0.6891, decode.d1.loss_dice: 1.0656, decode.d2.loss_cls: 0.6012, decode.d2.loss_mask: 0.6744, decode.d2.loss_dice: 1.0198, decode.d3.loss_cls: 0.5726, decode.d3.loss_mask: 0.6660, decode.d3.loss_dice: 0.9913, decode.d4.loss_cls: 0.5554, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 0.9905, decode.d5.loss_cls: 0.5487, decode.d5.loss_mask: 0.6599, decode.d5.loss_dice: 0.9852, decode.d6.loss_cls: 0.5359, decode.d6.loss_mask: 0.6601, decode.d6.loss_dice: 0.9736, decode.d7.loss_cls: 0.5251, decode.d7.loss_mask: 0.6564, decode.d7.loss_dice: 0.9747, decode.d8.loss_cls: 0.5213, decode.d8.loss_mask: 0.6564, decode.d8.loss_dice: 0.9752, loss: 24.3124, grad_norm: 135.7870 2023-11-26 20:39:53,752 - mmseg - INFO - Iter [81150/160000] lr: 1.880e-06, eta: 8:18:08, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5358, decode.loss_mask: 0.6381, decode.loss_dice: 0.9495, decode.d0.loss_cls: 2.4617, decode.d0.loss_mask: 0.7071, decode.d0.loss_dice: 1.1343, decode.d1.loss_cls: 0.7254, decode.d1.loss_mask: 0.6790, decode.d1.loss_dice: 1.0395, decode.d2.loss_cls: 0.6185, decode.d2.loss_mask: 0.6582, decode.d2.loss_dice: 0.9999, decode.d3.loss_cls: 0.6000, decode.d3.loss_mask: 0.6447, decode.d3.loss_dice: 0.9709, decode.d4.loss_cls: 0.5675, decode.d4.loss_mask: 0.6413, decode.d4.loss_dice: 0.9635, decode.d5.loss_cls: 0.5611, decode.d5.loss_mask: 0.6426, decode.d5.loss_dice: 0.9624, decode.d6.loss_cls: 0.5475, decode.d6.loss_mask: 0.6411, decode.d6.loss_dice: 0.9497, decode.d7.loss_cls: 0.5444, decode.d7.loss_mask: 0.6391, decode.d7.loss_dice: 0.9530, decode.d8.loss_cls: 0.5429, decode.d8.loss_mask: 0.6389, decode.d8.loss_dice: 0.9514, loss: 24.1088, grad_norm: 141.4339 2023-11-26 20:40:12,221 - mmseg - INFO - Iter [81200/160000] lr: 1.879e-06, eta: 8:17:49, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5110, decode.loss_mask: 0.6414, decode.loss_dice: 0.9645, decode.d0.loss_cls: 2.4491, decode.d0.loss_mask: 0.7021, decode.d0.loss_dice: 1.1409, decode.d1.loss_cls: 0.7087, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 1.0520, decode.d2.loss_cls: 0.6063, decode.d2.loss_mask: 0.6556, decode.d2.loss_dice: 1.0059, decode.d3.loss_cls: 0.5705, decode.d3.loss_mask: 0.6454, decode.d3.loss_dice: 0.9808, decode.d4.loss_cls: 0.5502, decode.d4.loss_mask: 0.6451, decode.d4.loss_dice: 0.9793, decode.d5.loss_cls: 0.5246, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 0.9762, decode.d6.loss_cls: 0.5176, decode.d6.loss_mask: 0.6440, decode.d6.loss_dice: 0.9689, decode.d7.loss_cls: 0.5099, decode.d7.loss_mask: 0.6408, decode.d7.loss_dice: 0.9645, decode.d8.loss_cls: 0.5078, decode.d8.loss_mask: 0.6415, decode.d8.loss_dice: 0.9650, loss: 23.9909, grad_norm: 130.2497 2023-11-26 20:40:30,832 - mmseg - INFO - Iter [81250/160000] lr: 1.878e-06, eta: 8:17:30, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5316, decode.loss_mask: 0.6273, decode.loss_dice: 0.9657, decode.d0.loss_cls: 2.4556, decode.d0.loss_mask: 0.6913, decode.d0.loss_dice: 1.1381, decode.d1.loss_cls: 0.7003, decode.d1.loss_mask: 0.6616, decode.d1.loss_dice: 1.0464, decode.d2.loss_cls: 0.6255, decode.d2.loss_mask: 0.6383, decode.d2.loss_dice: 0.9973, decode.d3.loss_cls: 0.5820, decode.d3.loss_mask: 0.6338, decode.d3.loss_dice: 0.9678, decode.d4.loss_cls: 0.5633, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.9694, decode.d5.loss_cls: 0.5577, decode.d5.loss_mask: 0.6312, decode.d5.loss_dice: 0.9707, decode.d6.loss_cls: 0.5406, decode.d6.loss_mask: 0.6310, decode.d6.loss_dice: 0.9664, decode.d7.loss_cls: 0.5382, decode.d7.loss_mask: 0.6296, decode.d7.loss_dice: 0.9639, decode.d8.loss_cls: 0.5362, decode.d8.loss_mask: 0.6296, decode.d8.loss_dice: 0.9676, loss: 23.9882, grad_norm: 111.2090 2023-11-26 20:40:49,329 - mmseg - INFO - Iter [81300/160000] lr: 1.877e-06, eta: 8:17:10, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5516, decode.loss_mask: 0.6245, decode.loss_dice: 0.9627, decode.d0.loss_cls: 2.4472, decode.d0.loss_mask: 0.6820, decode.d0.loss_dice: 1.1423, decode.d1.loss_cls: 0.7467, decode.d1.loss_mask: 0.6597, decode.d1.loss_dice: 1.0445, decode.d2.loss_cls: 0.6424, decode.d2.loss_mask: 0.6374, decode.d2.loss_dice: 1.0031, decode.d3.loss_cls: 0.5984, decode.d3.loss_mask: 0.6289, decode.d3.loss_dice: 0.9785, decode.d4.loss_cls: 0.5782, decode.d4.loss_mask: 0.6275, decode.d4.loss_dice: 0.9759, decode.d5.loss_cls: 0.5750, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9752, decode.d6.loss_cls: 0.5583, decode.d6.loss_mask: 0.6244, decode.d6.loss_dice: 0.9667, decode.d7.loss_cls: 0.5609, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.9617, decode.d8.loss_cls: 0.5527, decode.d8.loss_mask: 0.6223, decode.d8.loss_dice: 0.9649, loss: 24.1405, grad_norm: 116.2265 2023-11-26 20:41:07,868 - mmseg - INFO - Iter [81350/160000] lr: 1.875e-06, eta: 8:16:51, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5502, decode.loss_mask: 0.6502, decode.loss_dice: 0.9648, decode.d0.loss_cls: 2.4977, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.1559, decode.d1.loss_cls: 0.7384, decode.d1.loss_mask: 0.6845, decode.d1.loss_dice: 1.0623, decode.d2.loss_cls: 0.6326, decode.d2.loss_mask: 0.6650, decode.d2.loss_dice: 1.0165, decode.d3.loss_cls: 0.5885, decode.d3.loss_mask: 0.6566, decode.d3.loss_dice: 0.9805, decode.d4.loss_cls: 0.5762, decode.d4.loss_mask: 0.6528, decode.d4.loss_dice: 0.9761, decode.d5.loss_cls: 0.5753, decode.d5.loss_mask: 0.6489, decode.d5.loss_dice: 0.9752, decode.d6.loss_cls: 0.5643, decode.d6.loss_mask: 0.6486, decode.d6.loss_dice: 0.9662, decode.d7.loss_cls: 0.5535, decode.d7.loss_mask: 0.6470, decode.d7.loss_dice: 0.9643, decode.d8.loss_cls: 0.5471, decode.d8.loss_mask: 0.6468, decode.d8.loss_dice: 0.9686, loss: 24.4662, grad_norm: 112.8144 2023-11-26 20:41:26,170 - mmseg - INFO - Iter [81400/160000] lr: 1.874e-06, eta: 8:16:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5524, decode.loss_mask: 0.6463, decode.loss_dice: 0.9632, decode.d0.loss_cls: 2.4534, decode.d0.loss_mask: 0.7162, decode.d0.loss_dice: 1.1501, decode.d1.loss_cls: 0.7398, decode.d1.loss_mask: 0.6836, decode.d1.loss_dice: 1.0522, decode.d2.loss_cls: 0.6298, decode.d2.loss_mask: 0.6641, decode.d2.loss_dice: 1.0073, decode.d3.loss_cls: 0.6033, decode.d3.loss_mask: 0.6512, decode.d3.loss_dice: 0.9725, decode.d4.loss_cls: 0.5724, decode.d4.loss_mask: 0.6503, decode.d4.loss_dice: 0.9755, decode.d5.loss_cls: 0.5729, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9718, decode.d6.loss_cls: 0.5641, decode.d6.loss_mask: 0.6479, decode.d6.loss_dice: 0.9658, decode.d7.loss_cls: 0.5540, decode.d7.loss_mask: 0.6471, decode.d7.loss_dice: 0.9592, decode.d8.loss_cls: 0.5540, decode.d8.loss_mask: 0.6463, decode.d8.loss_dice: 0.9654, loss: 24.3805, grad_norm: 139.5881 2023-11-26 20:41:44,580 - mmseg - INFO - Iter [81450/160000] lr: 1.873e-06, eta: 8:16:12, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5569, decode.loss_mask: 0.6428, decode.loss_dice: 1.0234, decode.d0.loss_cls: 2.5140, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.2109, decode.d1.loss_cls: 0.7265, decode.d1.loss_mask: 0.6838, decode.d1.loss_dice: 1.1129, decode.d2.loss_cls: 0.6436, decode.d2.loss_mask: 0.6647, decode.d2.loss_dice: 1.0704, decode.d3.loss_cls: 0.6090, decode.d3.loss_mask: 0.6497, decode.d3.loss_dice: 1.0364, decode.d4.loss_cls: 0.5910, decode.d4.loss_mask: 0.6500, decode.d4.loss_dice: 1.0314, decode.d5.loss_cls: 0.5681, decode.d5.loss_mask: 0.6479, decode.d5.loss_dice: 1.0317, decode.d6.loss_cls: 0.5660, decode.d6.loss_mask: 0.6473, decode.d6.loss_dice: 1.0185, decode.d7.loss_cls: 0.5644, decode.d7.loss_mask: 0.6427, decode.d7.loss_dice: 1.0218, decode.d8.loss_cls: 0.5638, decode.d8.loss_mask: 0.6424, decode.d8.loss_dice: 1.0211, loss: 25.0565, grad_norm: 140.3814 2023-11-26 20:42:02,800 - mmseg - INFO - Iter [81500/160000] lr: 1.872e-06, eta: 8:15:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5467, decode.loss_mask: 0.6519, decode.loss_dice: 0.9940, decode.d0.loss_cls: 2.4196, decode.d0.loss_mask: 0.7045, decode.d0.loss_dice: 1.1767, decode.d1.loss_cls: 0.7385, decode.d1.loss_mask: 0.6838, decode.d1.loss_dice: 1.0713, decode.d2.loss_cls: 0.6454, decode.d2.loss_mask: 0.6688, decode.d2.loss_dice: 1.0353, decode.d3.loss_cls: 0.6168, decode.d3.loss_mask: 0.6588, decode.d3.loss_dice: 1.0075, decode.d4.loss_cls: 0.5986, decode.d4.loss_mask: 0.6552, decode.d4.loss_dice: 1.0007, decode.d5.loss_cls: 0.5870, decode.d5.loss_mask: 0.6544, decode.d5.loss_dice: 1.0027, decode.d6.loss_cls: 0.5729, decode.d6.loss_mask: 0.6518, decode.d6.loss_dice: 0.9870, decode.d7.loss_cls: 0.5538, decode.d7.loss_mask: 0.6542, decode.d7.loss_dice: 0.9934, decode.d8.loss_cls: 0.5610, decode.d8.loss_mask: 0.6515, decode.d8.loss_dice: 0.9939, loss: 24.7377, grad_norm: 125.5134 2023-11-26 20:42:21,148 - mmseg - INFO - Iter [81550/160000] lr: 1.871e-06, eta: 8:15:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5349, decode.loss_mask: 0.6366, decode.loss_dice: 0.9595, decode.d0.loss_cls: 2.4585, decode.d0.loss_mask: 0.6972, decode.d0.loss_dice: 1.1507, decode.d1.loss_cls: 0.7255, decode.d1.loss_mask: 0.6653, decode.d1.loss_dice: 1.0517, decode.d2.loss_cls: 0.6170, decode.d2.loss_mask: 0.6468, decode.d2.loss_dice: 1.0099, decode.d3.loss_cls: 0.5718, decode.d3.loss_mask: 0.6475, decode.d3.loss_dice: 0.9745, decode.d4.loss_cls: 0.5628, decode.d4.loss_mask: 0.6422, decode.d4.loss_dice: 0.9714, decode.d5.loss_cls: 0.5530, decode.d5.loss_mask: 0.6404, decode.d5.loss_dice: 0.9723, decode.d6.loss_cls: 0.5440, decode.d6.loss_mask: 0.6386, decode.d6.loss_dice: 0.9640, decode.d7.loss_cls: 0.5378, decode.d7.loss_mask: 0.6383, decode.d7.loss_dice: 0.9619, decode.d8.loss_cls: 0.5350, decode.d8.loss_mask: 0.6376, decode.d8.loss_dice: 0.9628, loss: 24.1097, grad_norm: 113.8243 2023-11-26 20:42:39,383 - mmseg - INFO - Iter [81600/160000] lr: 1.869e-06, eta: 8:15:13, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5491, decode.loss_mask: 0.6371, decode.loss_dice: 0.9436, decode.d0.loss_cls: 2.4530, decode.d0.loss_mask: 0.6955, decode.d0.loss_dice: 1.1144, decode.d1.loss_cls: 0.7155, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 1.0186, decode.d2.loss_cls: 0.6181, decode.d2.loss_mask: 0.6486, decode.d2.loss_dice: 0.9828, decode.d3.loss_cls: 0.5847, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9593, decode.d4.loss_cls: 0.5709, decode.d4.loss_mask: 0.6384, decode.d4.loss_dice: 0.9554, decode.d5.loss_cls: 0.5589, decode.d5.loss_mask: 0.6400, decode.d5.loss_dice: 0.9597, decode.d6.loss_cls: 0.5527, decode.d6.loss_mask: 0.6374, decode.d6.loss_dice: 0.9467, decode.d7.loss_cls: 0.5496, decode.d7.loss_mask: 0.6361, decode.d7.loss_dice: 0.9472, decode.d8.loss_cls: 0.5454, decode.d8.loss_mask: 0.6368, decode.d8.loss_dice: 0.9467, loss: 23.9472, grad_norm: 123.9678 2023-11-26 20:42:57,913 - mmseg - INFO - Iter [81650/160000] lr: 1.868e-06, eta: 8:14:54, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5551, decode.loss_mask: 0.6371, decode.loss_dice: 0.9977, decode.d0.loss_cls: 2.4698, decode.d0.loss_mask: 0.6889, decode.d0.loss_dice: 1.1791, decode.d1.loss_cls: 0.7320, decode.d1.loss_mask: 0.6669, decode.d1.loss_dice: 1.0826, decode.d2.loss_cls: 0.6441, decode.d2.loss_mask: 0.6495, decode.d2.loss_dice: 1.0372, decode.d3.loss_cls: 0.6005, decode.d3.loss_mask: 0.6416, decode.d3.loss_dice: 1.0049, decode.d4.loss_cls: 0.5891, decode.d4.loss_mask: 0.6394, decode.d4.loss_dice: 1.0028, decode.d5.loss_cls: 0.5806, decode.d5.loss_mask: 0.6379, decode.d5.loss_dice: 1.0052, decode.d6.loss_cls: 0.5689, decode.d6.loss_mask: 0.6401, decode.d6.loss_dice: 0.9983, decode.d7.loss_cls: 0.5593, decode.d7.loss_mask: 0.6391, decode.d7.loss_dice: 0.9996, decode.d8.loss_cls: 0.5593, decode.d8.loss_mask: 0.6366, decode.d8.loss_dice: 0.9967, loss: 24.6397, grad_norm: 134.0798 2023-11-26 20:43:16,633 - mmseg - INFO - Iter [81700/160000] lr: 1.867e-06, eta: 8:14:34, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5687, decode.loss_mask: 0.6315, decode.loss_dice: 0.9564, decode.d0.loss_cls: 2.4295, decode.d0.loss_mask: 0.7075, decode.d0.loss_dice: 1.1503, decode.d1.loss_cls: 0.7595, decode.d1.loss_mask: 0.6750, decode.d1.loss_dice: 1.0437, decode.d2.loss_cls: 0.6540, decode.d2.loss_mask: 0.6559, decode.d2.loss_dice: 1.0001, decode.d3.loss_cls: 0.6134, decode.d3.loss_mask: 0.6424, decode.d3.loss_dice: 0.9761, decode.d4.loss_cls: 0.5994, decode.d4.loss_mask: 0.6389, decode.d4.loss_dice: 0.9723, decode.d5.loss_cls: 0.5843, decode.d5.loss_mask: 0.6403, decode.d5.loss_dice: 0.9702, decode.d6.loss_cls: 0.5712, decode.d6.loss_mask: 0.6374, decode.d6.loss_dice: 0.9588, decode.d7.loss_cls: 0.5708, decode.d7.loss_mask: 0.6339, decode.d7.loss_dice: 0.9601, decode.d8.loss_cls: 0.5655, decode.d8.loss_mask: 0.6338, decode.d8.loss_dice: 0.9617, loss: 24.3626, grad_norm: 115.4890 2023-11-26 20:43:34,940 - mmseg - INFO - Iter [81750/160000] lr: 1.866e-06, eta: 8:14:15, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5656, decode.loss_mask: 0.6421, decode.loss_dice: 0.9890, decode.d0.loss_cls: 2.4874, decode.d0.loss_mask: 0.6938, decode.d0.loss_dice: 1.1692, decode.d1.loss_cls: 0.7356, decode.d1.loss_mask: 0.6757, decode.d1.loss_dice: 1.0821, decode.d2.loss_cls: 0.6477, decode.d2.loss_mask: 0.6579, decode.d2.loss_dice: 1.0351, decode.d3.loss_cls: 0.6152, decode.d3.loss_mask: 0.6488, decode.d3.loss_dice: 1.0022, decode.d4.loss_cls: 0.5994, decode.d4.loss_mask: 0.6450, decode.d4.loss_dice: 0.9975, decode.d5.loss_cls: 0.5860, decode.d5.loss_mask: 0.6471, decode.d5.loss_dice: 0.9991, decode.d6.loss_cls: 0.5809, decode.d6.loss_mask: 0.6437, decode.d6.loss_dice: 0.9864, decode.d7.loss_cls: 0.5778, decode.d7.loss_mask: 0.6410, decode.d7.loss_dice: 0.9935, decode.d8.loss_cls: 0.5769, decode.d8.loss_mask: 0.6422, decode.d8.loss_dice: 0.9896, loss: 24.7534, grad_norm: 128.5895 2023-11-26 20:43:53,444 - mmseg - INFO - Iter [81800/160000] lr: 1.865e-06, eta: 8:13:55, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5702, decode.loss_mask: 0.6403, decode.loss_dice: 0.9667, decode.d0.loss_cls: 2.5294, decode.d0.loss_mask: 0.7007, decode.d0.loss_dice: 1.1552, decode.d1.loss_cls: 0.7563, decode.d1.loss_mask: 0.6731, decode.d1.loss_dice: 1.0553, decode.d2.loss_cls: 0.6507, decode.d2.loss_mask: 0.6567, decode.d2.loss_dice: 1.0124, decode.d3.loss_cls: 0.6166, decode.d3.loss_mask: 0.6471, decode.d3.loss_dice: 0.9810, decode.d4.loss_cls: 0.5934, decode.d4.loss_mask: 0.6482, decode.d4.loss_dice: 0.9780, decode.d5.loss_cls: 0.5852, decode.d5.loss_mask: 0.6439, decode.d5.loss_dice: 0.9751, decode.d6.loss_cls: 0.5778, decode.d6.loss_mask: 0.6404, decode.d6.loss_dice: 0.9623, decode.d7.loss_cls: 0.5675, decode.d7.loss_mask: 0.6413, decode.d7.loss_dice: 0.9675, decode.d8.loss_cls: 0.5670, decode.d8.loss_mask: 0.6421, decode.d8.loss_dice: 0.9697, loss: 24.5710, grad_norm: 112.4287 2023-11-26 20:44:11,761 - mmseg - INFO - Iter [81850/160000] lr: 1.864e-06, eta: 8:13:36, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5590, decode.loss_mask: 0.6379, decode.loss_dice: 0.9837, decode.d0.loss_cls: 2.4868, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.1885, decode.d1.loss_cls: 0.7409, decode.d1.loss_mask: 0.6743, decode.d1.loss_dice: 1.0736, decode.d2.loss_cls: 0.6458, decode.d2.loss_mask: 0.6534, decode.d2.loss_dice: 1.0334, decode.d3.loss_cls: 0.6009, decode.d3.loss_mask: 0.6436, decode.d3.loss_dice: 1.0088, decode.d4.loss_cls: 0.5862, decode.d4.loss_mask: 0.6423, decode.d4.loss_dice: 0.9990, decode.d5.loss_cls: 0.5750, decode.d5.loss_mask: 0.6373, decode.d5.loss_dice: 0.9978, decode.d6.loss_cls: 0.5667, decode.d6.loss_mask: 0.6372, decode.d6.loss_dice: 0.9850, decode.d7.loss_cls: 0.5626, decode.d7.loss_mask: 0.6375, decode.d7.loss_dice: 0.9873, decode.d8.loss_cls: 0.5617, decode.d8.loss_mask: 0.6376, decode.d8.loss_dice: 0.9853, loss: 24.6318, grad_norm: 131.4387 2023-11-26 20:44:30,124 - mmseg - INFO - Iter [81900/160000] lr: 1.862e-06, eta: 8:13:16, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5004, decode.loss_mask: 0.6346, decode.loss_dice: 0.9395, decode.d0.loss_cls: 2.3944, decode.d0.loss_mask: 0.6929, decode.d0.loss_dice: 1.1189, decode.d1.loss_cls: 0.6735, decode.d1.loss_mask: 0.6700, decode.d1.loss_dice: 1.0253, decode.d2.loss_cls: 0.5734, decode.d2.loss_mask: 0.6506, decode.d2.loss_dice: 0.9807, decode.d3.loss_cls: 0.5361, decode.d3.loss_mask: 0.6410, decode.d3.loss_dice: 0.9523, decode.d4.loss_cls: 0.5235, decode.d4.loss_mask: 0.6403, decode.d4.loss_dice: 0.9491, decode.d5.loss_cls: 0.5176, decode.d5.loss_mask: 0.6397, decode.d5.loss_dice: 0.9473, decode.d6.loss_cls: 0.5089, decode.d6.loss_mask: 0.6371, decode.d6.loss_dice: 0.9392, decode.d7.loss_cls: 0.5067, decode.d7.loss_mask: 0.6347, decode.d7.loss_dice: 0.9368, decode.d8.loss_cls: 0.5076, decode.d8.loss_mask: 0.6334, decode.d8.loss_dice: 0.9398, loss: 23.4455, grad_norm: 127.1790 2023-11-26 20:44:48,569 - mmseg - INFO - Iter [81950/160000] lr: 1.861e-06, eta: 8:12:57, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5419, decode.loss_mask: 0.6342, decode.loss_dice: 0.9579, decode.d0.loss_cls: 2.5030, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.1446, decode.d1.loss_cls: 0.7179, decode.d1.loss_mask: 0.6658, decode.d1.loss_dice: 1.0481, decode.d2.loss_cls: 0.6281, decode.d2.loss_mask: 0.6466, decode.d2.loss_dice: 1.0026, decode.d3.loss_cls: 0.5944, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9755, decode.d4.loss_cls: 0.5711, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9732, decode.d5.loss_cls: 0.5673, decode.d5.loss_mask: 0.6349, decode.d5.loss_dice: 0.9704, decode.d6.loss_cls: 0.5639, decode.d6.loss_mask: 0.6331, decode.d6.loss_dice: 0.9640, decode.d7.loss_cls: 0.5524, decode.d7.loss_mask: 0.6316, decode.d7.loss_dice: 0.9591, decode.d8.loss_cls: 0.5509, decode.d8.loss_mask: 0.6314, decode.d8.loss_dice: 0.9616, loss: 24.1888, grad_norm: 112.8898 2023-11-26 20:45:07,752 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:45:07,752 - mmseg - INFO - Iter [82000/160000] lr: 1.860e-06, eta: 8:12:38, time: 0.384, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5413, decode.loss_mask: 0.6402, decode.loss_dice: 0.9484, decode.d0.loss_cls: 2.3498, decode.d0.loss_mask: 0.7080, decode.d0.loss_dice: 1.1323, decode.d1.loss_cls: 0.7060, decode.d1.loss_mask: 0.6764, decode.d1.loss_dice: 1.0366, decode.d2.loss_cls: 0.6166, decode.d2.loss_mask: 0.6570, decode.d2.loss_dice: 0.9955, decode.d3.loss_cls: 0.5781, decode.d3.loss_mask: 0.6549, decode.d3.loss_dice: 0.9629, decode.d4.loss_cls: 0.5615, decode.d4.loss_mask: 0.6531, decode.d4.loss_dice: 0.9582, decode.d5.loss_cls: 0.5530, decode.d5.loss_mask: 0.6472, decode.d5.loss_dice: 0.9570, decode.d6.loss_cls: 0.5449, decode.d6.loss_mask: 0.6463, decode.d6.loss_dice: 0.9537, decode.d7.loss_cls: 0.5396, decode.d7.loss_mask: 0.6445, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.5363, decode.d8.loss_mask: 0.6424, decode.d8.loss_dice: 0.9549, loss: 23.9477, grad_norm: 107.3750 2023-11-26 20:45:26,182 - mmseg - INFO - Iter [82050/160000] lr: 1.859e-06, eta: 8:12:19, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5095, decode.loss_mask: 0.6450, decode.loss_dice: 0.9456, decode.d0.loss_cls: 2.4379, decode.d0.loss_mask: 0.7035, decode.d0.loss_dice: 1.1343, decode.d1.loss_cls: 0.6901, decode.d1.loss_mask: 0.6766, decode.d1.loss_dice: 1.0335, decode.d2.loss_cls: 0.6032, decode.d2.loss_mask: 0.6577, decode.d2.loss_dice: 0.9839, decode.d3.loss_cls: 0.5657, decode.d3.loss_mask: 0.6521, decode.d3.loss_dice: 0.9638, decode.d4.loss_cls: 0.5457, decode.d4.loss_mask: 0.6491, decode.d4.loss_dice: 0.9590, decode.d5.loss_cls: 0.5323, decode.d5.loss_mask: 0.6489, decode.d5.loss_dice: 0.9579, decode.d6.loss_cls: 0.5318, decode.d6.loss_mask: 0.6458, decode.d6.loss_dice: 0.9473, decode.d7.loss_cls: 0.5227, decode.d7.loss_mask: 0.6476, decode.d7.loss_dice: 0.9482, decode.d8.loss_cls: 0.5150, decode.d8.loss_mask: 0.6466, decode.d8.loss_dice: 0.9460, loss: 23.8461, grad_norm: 119.6589 2023-11-26 20:45:47,110 - mmseg - INFO - Iter [82100/160000] lr: 1.858e-06, eta: 8:12:02, time: 0.419, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5597, decode.loss_mask: 0.6171, decode.loss_dice: 0.9428, decode.d0.loss_cls: 2.4819, decode.d0.loss_mask: 0.6841, decode.d0.loss_dice: 1.1326, decode.d1.loss_cls: 0.7376, decode.d1.loss_mask: 0.6623, decode.d1.loss_dice: 1.0383, decode.d2.loss_cls: 0.6499, decode.d2.loss_mask: 0.6401, decode.d2.loss_dice: 0.9937, decode.d3.loss_cls: 0.6082, decode.d3.loss_mask: 0.6339, decode.d3.loss_dice: 0.9662, decode.d4.loss_cls: 0.5768, decode.d4.loss_mask: 0.6312, decode.d4.loss_dice: 0.9618, decode.d5.loss_cls: 0.5762, decode.d5.loss_mask: 0.6294, decode.d5.loss_dice: 0.9576, decode.d6.loss_cls: 0.5656, decode.d6.loss_mask: 0.6262, decode.d6.loss_dice: 0.9448, decode.d7.loss_cls: 0.5601, decode.d7.loss_mask: 0.6236, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.5591, decode.d8.loss_mask: 0.6201, decode.d8.loss_dice: 0.9441, loss: 24.0694, grad_norm: 115.0075 2023-11-26 20:46:05,441 - mmseg - INFO - Iter [82150/160000] lr: 1.856e-06, eta: 8:11:42, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5166, decode.loss_mask: 0.6244, decode.loss_dice: 0.9350, decode.d0.loss_cls: 2.3932, decode.d0.loss_mask: 0.6857, decode.d0.loss_dice: 1.1158, decode.d1.loss_cls: 0.6809, decode.d1.loss_mask: 0.6618, decode.d1.loss_dice: 1.0259, decode.d2.loss_cls: 0.6049, decode.d2.loss_mask: 0.6406, decode.d2.loss_dice: 0.9776, decode.d3.loss_cls: 0.5704, decode.d3.loss_mask: 0.6329, decode.d3.loss_dice: 0.9480, decode.d4.loss_cls: 0.5475, decode.d4.loss_mask: 0.6311, decode.d4.loss_dice: 0.9466, decode.d5.loss_cls: 0.5472, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9408, decode.d6.loss_cls: 0.5314, decode.d6.loss_mask: 0.6247, decode.d6.loss_dice: 0.9370, decode.d7.loss_cls: 0.5223, decode.d7.loss_mask: 0.6251, decode.d7.loss_dice: 0.9379, decode.d8.loss_cls: 0.5215, decode.d8.loss_mask: 0.6232, decode.d8.loss_dice: 0.9369, loss: 23.5122, grad_norm: 127.3630 2023-11-26 20:46:23,861 - mmseg - INFO - Iter [82200/160000] lr: 1.855e-06, eta: 8:11:23, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5509, decode.loss_mask: 0.6281, decode.loss_dice: 0.9494, decode.d0.loss_cls: 2.5316, decode.d0.loss_mask: 0.6898, decode.d0.loss_dice: 1.1360, decode.d1.loss_cls: 0.7430, decode.d1.loss_mask: 0.6615, decode.d1.loss_dice: 1.0422, decode.d2.loss_cls: 0.6481, decode.d2.loss_mask: 0.6403, decode.d2.loss_dice: 0.9930, decode.d3.loss_cls: 0.6032, decode.d3.loss_mask: 0.6348, decode.d3.loss_dice: 0.9632, decode.d4.loss_cls: 0.5849, decode.d4.loss_mask: 0.6350, decode.d4.loss_dice: 0.9686, decode.d5.loss_cls: 0.5704, decode.d5.loss_mask: 0.6324, decode.d5.loss_dice: 0.9633, decode.d6.loss_cls: 0.5735, decode.d6.loss_mask: 0.6239, decode.d6.loss_dice: 0.9462, decode.d7.loss_cls: 0.5649, decode.d7.loss_mask: 0.6246, decode.d7.loss_dice: 0.9479, decode.d8.loss_cls: 0.5562, decode.d8.loss_mask: 0.6249, decode.d8.loss_dice: 0.9479, loss: 24.1798, grad_norm: 135.8503 2023-11-26 20:46:42,232 - mmseg - INFO - Iter [82250/160000] lr: 1.854e-06, eta: 8:11:03, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5303, decode.loss_mask: 0.6587, decode.loss_dice: 0.9552, decode.d0.loss_cls: 2.4338, decode.d0.loss_mask: 0.7215, decode.d0.loss_dice: 1.1388, decode.d1.loss_cls: 0.7140, decode.d1.loss_mask: 0.6930, decode.d1.loss_dice: 1.0359, decode.d2.loss_cls: 0.6165, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 0.9981, decode.d3.loss_cls: 0.5777, decode.d3.loss_mask: 0.6683, decode.d3.loss_dice: 0.9709, decode.d4.loss_cls: 0.5667, decode.d4.loss_mask: 0.6678, decode.d4.loss_dice: 0.9656, decode.d5.loss_cls: 0.5450, decode.d5.loss_mask: 0.6638, decode.d5.loss_dice: 0.9679, decode.d6.loss_cls: 0.5409, decode.d6.loss_mask: 0.6586, decode.d6.loss_dice: 0.9583, decode.d7.loss_cls: 0.5314, decode.d7.loss_mask: 0.6575, decode.d7.loss_dice: 0.9553, decode.d8.loss_cls: 0.5209, decode.d8.loss_mask: 0.6589, decode.d8.loss_dice: 0.9605, loss: 24.2057, grad_norm: 128.3917 2023-11-26 20:47:00,594 - mmseg - INFO - Iter [82300/160000] lr: 1.853e-06, eta: 8:10:44, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5144, decode.loss_mask: 0.6147, decode.loss_dice: 0.9457, decode.d0.loss_cls: 2.4256, decode.d0.loss_mask: 0.6682, decode.d0.loss_dice: 1.1273, decode.d1.loss_cls: 0.6750, decode.d1.loss_mask: 0.6443, decode.d1.loss_dice: 1.0367, decode.d2.loss_cls: 0.5965, decode.d2.loss_mask: 0.6291, decode.d2.loss_dice: 0.9867, decode.d3.loss_cls: 0.5476, decode.d3.loss_mask: 0.6187, decode.d3.loss_dice: 0.9628, decode.d4.loss_cls: 0.5361, decode.d4.loss_mask: 0.6160, decode.d4.loss_dice: 0.9594, decode.d5.loss_cls: 0.5236, decode.d5.loss_mask: 0.6172, decode.d5.loss_dice: 0.9634, decode.d6.loss_cls: 0.5196, decode.d6.loss_mask: 0.6142, decode.d6.loss_dice: 0.9541, decode.d7.loss_cls: 0.5110, decode.d7.loss_mask: 0.6172, decode.d7.loss_dice: 0.9525, decode.d8.loss_cls: 0.5123, decode.d8.loss_mask: 0.6154, decode.d8.loss_dice: 0.9493, loss: 23.4545, grad_norm: 114.3103 2023-11-26 20:47:18,758 - mmseg - INFO - Iter [82350/160000] lr: 1.852e-06, eta: 8:10:24, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5066, decode.loss_mask: 0.6487, decode.loss_dice: 0.9724, decode.d0.loss_cls: 2.4008, decode.d0.loss_mask: 0.7075, decode.d0.loss_dice: 1.1531, decode.d1.loss_cls: 0.6712, decode.d1.loss_mask: 0.6833, decode.d1.loss_dice: 1.0591, decode.d2.loss_cls: 0.5962, decode.d2.loss_mask: 0.6613, decode.d2.loss_dice: 1.0151, decode.d3.loss_cls: 0.5563, decode.d3.loss_mask: 0.6509, decode.d3.loss_dice: 0.9825, decode.d4.loss_cls: 0.5394, decode.d4.loss_mask: 0.6533, decode.d4.loss_dice: 0.9849, decode.d5.loss_cls: 0.5319, decode.d5.loss_mask: 0.6537, decode.d5.loss_dice: 0.9827, decode.d6.loss_cls: 0.5275, decode.d6.loss_mask: 0.6498, decode.d6.loss_dice: 0.9707, decode.d7.loss_cls: 0.5149, decode.d7.loss_mask: 0.6509, decode.d7.loss_dice: 0.9690, decode.d8.loss_cls: 0.5054, decode.d8.loss_mask: 0.6491, decode.d8.loss_dice: 0.9759, loss: 24.0239, grad_norm: 112.7946 2023-11-26 20:47:37,004 - mmseg - INFO - Iter [82400/160000] lr: 1.850e-06, eta: 8:10:04, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5469, decode.loss_mask: 0.6229, decode.loss_dice: 0.9544, decode.d0.loss_cls: 2.4795, decode.d0.loss_mask: 0.6804, decode.d0.loss_dice: 1.1331, decode.d1.loss_cls: 0.7267, decode.d1.loss_mask: 0.6598, decode.d1.loss_dice: 1.0436, decode.d2.loss_cls: 0.6262, decode.d2.loss_mask: 0.6481, decode.d2.loss_dice: 1.0048, decode.d3.loss_cls: 0.5980, decode.d3.loss_mask: 0.6382, decode.d3.loss_dice: 0.9736, decode.d4.loss_cls: 0.5819, decode.d4.loss_mask: 0.6339, decode.d4.loss_dice: 0.9681, decode.d5.loss_cls: 0.5720, decode.d5.loss_mask: 0.6304, decode.d5.loss_dice: 0.9690, decode.d6.loss_cls: 0.5618, decode.d6.loss_mask: 0.6267, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5499, decode.d7.loss_mask: 0.6276, decode.d7.loss_dice: 0.9557, decode.d8.loss_cls: 0.5488, decode.d8.loss_mask: 0.6236, decode.d8.loss_dice: 0.9527, loss: 24.0940, grad_norm: 122.1790 2023-11-26 20:47:56,891 - mmseg - INFO - Iter [82450/160000] lr: 1.849e-06, eta: 8:09:46, time: 0.397, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5440, decode.loss_mask: 0.6487, decode.loss_dice: 0.9383, decode.d0.loss_cls: 2.4516, decode.d0.loss_mask: 0.7074, decode.d0.loss_dice: 1.1249, decode.d1.loss_cls: 0.6975, decode.d1.loss_mask: 0.6882, decode.d1.loss_dice: 1.0324, decode.d2.loss_cls: 0.6192, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 0.9805, decode.d3.loss_cls: 0.5847, decode.d3.loss_mask: 0.6567, decode.d3.loss_dice: 0.9515, decode.d4.loss_cls: 0.5704, decode.d4.loss_mask: 0.6545, decode.d4.loss_dice: 0.9489, decode.d5.loss_cls: 0.5506, decode.d5.loss_mask: 0.6488, decode.d5.loss_dice: 0.9486, decode.d6.loss_cls: 0.5495, decode.d6.loss_mask: 0.6499, decode.d6.loss_dice: 0.9317, decode.d7.loss_cls: 0.5419, decode.d7.loss_mask: 0.6487, decode.d7.loss_dice: 0.9376, decode.d8.loss_cls: 0.5387, decode.d8.loss_mask: 0.6476, decode.d8.loss_dice: 0.9377, loss: 23.9926, grad_norm: 123.8726 2023-11-26 20:48:16,739 - mmseg - INFO - Iter [82500/160000] lr: 1.848e-06, eta: 8:09:28, time: 0.397, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5559, decode.loss_mask: 0.6325, decode.loss_dice: 0.9877, decode.d0.loss_cls: 2.4951, decode.d0.loss_mask: 0.6986, decode.d0.loss_dice: 1.1792, decode.d1.loss_cls: 0.7174, decode.d1.loss_mask: 0.6728, decode.d1.loss_dice: 1.0812, decode.d2.loss_cls: 0.6485, decode.d2.loss_mask: 0.6506, decode.d2.loss_dice: 1.0340, decode.d3.loss_cls: 0.5963, decode.d3.loss_mask: 0.6452, decode.d3.loss_dice: 1.0099, decode.d4.loss_cls: 0.5857, decode.d4.loss_mask: 0.6389, decode.d4.loss_dice: 1.0031, decode.d5.loss_cls: 0.5733, decode.d5.loss_mask: 0.6397, decode.d5.loss_dice: 0.9992, decode.d6.loss_cls: 0.5643, decode.d6.loss_mask: 0.6367, decode.d6.loss_dice: 0.9869, decode.d7.loss_cls: 0.5677, decode.d7.loss_mask: 0.6364, decode.d7.loss_dice: 0.9865, decode.d8.loss_cls: 0.5578, decode.d8.loss_mask: 0.6331, decode.d8.loss_dice: 0.9881, loss: 24.6023, grad_norm: 118.8420 2023-11-26 20:48:35,109 - mmseg - INFO - Iter [82550/160000] lr: 1.847e-06, eta: 8:09:09, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5764, decode.loss_mask: 0.6293, decode.loss_dice: 0.9603, decode.d0.loss_cls: 2.5140, decode.d0.loss_mask: 0.6964, decode.d0.loss_dice: 1.1603, decode.d1.loss_cls: 0.7638, decode.d1.loss_mask: 0.6614, decode.d1.loss_dice: 1.0491, decode.d2.loss_cls: 0.6662, decode.d2.loss_mask: 0.6457, decode.d2.loss_dice: 1.0081, decode.d3.loss_cls: 0.6262, decode.d3.loss_mask: 0.6369, decode.d3.loss_dice: 0.9791, decode.d4.loss_cls: 0.6049, decode.d4.loss_mask: 0.6367, decode.d4.loss_dice: 0.9772, decode.d5.loss_cls: 0.5921, decode.d5.loss_mask: 0.6385, decode.d5.loss_dice: 0.9800, decode.d6.loss_cls: 0.5927, decode.d6.loss_mask: 0.6336, decode.d6.loss_dice: 0.9609, decode.d7.loss_cls: 0.5821, decode.d7.loss_mask: 0.6301, decode.d7.loss_dice: 0.9655, decode.d8.loss_cls: 0.5816, decode.d8.loss_mask: 0.6301, decode.d8.loss_dice: 0.9624, loss: 24.5416, grad_norm: 121.8621 2023-11-26 20:48:53,536 - mmseg - INFO - Iter [82600/160000] lr: 1.846e-06, eta: 8:08:49, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5601, decode.loss_mask: 0.6237, decode.loss_dice: 0.9459, decode.d0.loss_cls: 2.4949, decode.d0.loss_mask: 0.6905, decode.d0.loss_dice: 1.1410, decode.d1.loss_cls: 0.7593, decode.d1.loss_mask: 0.6608, decode.d1.loss_dice: 1.0319, decode.d2.loss_cls: 0.6669, decode.d2.loss_mask: 0.6414, decode.d2.loss_dice: 0.9933, decode.d3.loss_cls: 0.6177, decode.d3.loss_mask: 0.6319, decode.d3.loss_dice: 0.9639, decode.d4.loss_cls: 0.5979, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9630, decode.d5.loss_cls: 0.5836, decode.d5.loss_mask: 0.6246, decode.d5.loss_dice: 0.9567, decode.d6.loss_cls: 0.5725, decode.d6.loss_mask: 0.6277, decode.d6.loss_dice: 0.9504, decode.d7.loss_cls: 0.5594, decode.d7.loss_mask: 0.6261, decode.d7.loss_dice: 0.9534, decode.d8.loss_cls: 0.5632, decode.d8.loss_mask: 0.6247, decode.d8.loss_dice: 0.9536, loss: 24.2081, grad_norm: 118.8521 2023-11-26 20:49:15,242 - mmseg - INFO - Iter [82650/160000] lr: 1.844e-06, eta: 8:08:33, time: 0.434, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5337, decode.loss_mask: 0.6335, decode.loss_dice: 0.9583, decode.d0.loss_cls: 2.4553, decode.d0.loss_mask: 0.6968, decode.d0.loss_dice: 1.1560, decode.d1.loss_cls: 0.7139, decode.d1.loss_mask: 0.6675, decode.d1.loss_dice: 1.0538, decode.d2.loss_cls: 0.6279, decode.d2.loss_mask: 0.6482, decode.d2.loss_dice: 1.0085, decode.d3.loss_cls: 0.5784, decode.d3.loss_mask: 0.6421, decode.d3.loss_dice: 0.9776, decode.d4.loss_cls: 0.5653, decode.d4.loss_mask: 0.6416, decode.d4.loss_dice: 0.9738, decode.d5.loss_cls: 0.5597, decode.d5.loss_mask: 0.6357, decode.d5.loss_dice: 0.9712, decode.d6.loss_cls: 0.5368, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9599, decode.d7.loss_cls: 0.5343, decode.d7.loss_mask: 0.6321, decode.d7.loss_dice: 0.9638, decode.d8.loss_cls: 0.5321, decode.d8.loss_mask: 0.6320, decode.d8.loss_dice: 0.9588, loss: 24.0819, grad_norm: 119.3731 2023-11-26 20:49:33,640 - mmseg - INFO - Iter [82700/160000] lr: 1.843e-06, eta: 8:08:14, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5547, decode.loss_mask: 0.6361, decode.loss_dice: 0.9914, decode.d0.loss_cls: 2.5037, decode.d0.loss_mask: 0.6915, decode.d0.loss_dice: 1.1674, decode.d1.loss_cls: 0.7256, decode.d1.loss_mask: 0.6643, decode.d1.loss_dice: 1.0780, decode.d2.loss_cls: 0.6361, decode.d2.loss_mask: 0.6498, decode.d2.loss_dice: 1.0309, decode.d3.loss_cls: 0.6031, decode.d3.loss_mask: 0.6409, decode.d3.loss_dice: 1.0029, decode.d4.loss_cls: 0.5877, decode.d4.loss_mask: 0.6411, decode.d4.loss_dice: 1.0039, decode.d5.loss_cls: 0.5755, decode.d5.loss_mask: 0.6418, decode.d5.loss_dice: 0.9977, decode.d6.loss_cls: 0.5696, decode.d6.loss_mask: 0.6379, decode.d6.loss_dice: 0.9945, decode.d7.loss_cls: 0.5611, decode.d7.loss_mask: 0.6358, decode.d7.loss_dice: 0.9925, decode.d8.loss_cls: 0.5620, decode.d8.loss_mask: 0.6357, decode.d8.loss_dice: 0.9910, loss: 24.6042, grad_norm: 122.0239 2023-11-26 20:49:52,084 - mmseg - INFO - Iter [82750/160000] lr: 1.842e-06, eta: 8:07:54, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5365, decode.loss_mask: 0.6412, decode.loss_dice: 0.9667, decode.d0.loss_cls: 2.5187, decode.d0.loss_mask: 0.7021, decode.d0.loss_dice: 1.1552, decode.d1.loss_cls: 0.7089, decode.d1.loss_mask: 0.6767, decode.d1.loss_dice: 1.0708, decode.d2.loss_cls: 0.6213, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 1.0217, decode.d3.loss_cls: 0.5792, decode.d3.loss_mask: 0.6515, decode.d3.loss_dice: 0.9920, decode.d4.loss_cls: 0.5604, decode.d4.loss_mask: 0.6517, decode.d4.loss_dice: 0.9939, decode.d5.loss_cls: 0.5499, decode.d5.loss_mask: 0.6498, decode.d5.loss_dice: 0.9859, decode.d6.loss_cls: 0.5366, decode.d6.loss_mask: 0.6463, decode.d6.loss_dice: 0.9821, decode.d7.loss_cls: 0.5284, decode.d7.loss_mask: 0.6461, decode.d7.loss_dice: 0.9767, decode.d8.loss_cls: 0.5279, decode.d8.loss_mask: 0.6440, decode.d8.loss_dice: 0.9753, loss: 24.3590, grad_norm: 115.7365 2023-11-26 20:50:10,390 - mmseg - INFO - Iter [82800/160000] lr: 1.841e-06, eta: 8:07:35, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5328, decode.loss_mask: 0.6206, decode.loss_dice: 0.9454, decode.d0.loss_cls: 2.5084, decode.d0.loss_mask: 0.6673, decode.d0.loss_dice: 1.1156, decode.d1.loss_cls: 0.6955, decode.d1.loss_mask: 0.6521, decode.d1.loss_dice: 1.0335, decode.d2.loss_cls: 0.6241, decode.d2.loss_mask: 0.6339, decode.d2.loss_dice: 0.9926, decode.d3.loss_cls: 0.5788, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9615, decode.d4.loss_cls: 0.5679, decode.d4.loss_mask: 0.6245, decode.d4.loss_dice: 0.9594, decode.d5.loss_cls: 0.5551, decode.d5.loss_mask: 0.6237, decode.d5.loss_dice: 0.9578, decode.d6.loss_cls: 0.5392, decode.d6.loss_mask: 0.6211, decode.d6.loss_dice: 0.9465, decode.d7.loss_cls: 0.5341, decode.d7.loss_mask: 0.6187, decode.d7.loss_dice: 0.9454, decode.d8.loss_cls: 0.5284, decode.d8.loss_mask: 0.6188, decode.d8.loss_dice: 0.9480, loss: 23.7769, grad_norm: 115.9719 2023-11-26 20:50:28,932 - mmseg - INFO - Iter [82850/160000] lr: 1.840e-06, eta: 8:07:15, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5566, decode.loss_mask: 0.6361, decode.loss_dice: 0.9801, decode.d0.loss_cls: 2.5373, decode.d0.loss_mask: 0.6959, decode.d0.loss_dice: 1.1618, decode.d1.loss_cls: 0.7596, decode.d1.loss_mask: 0.6681, decode.d1.loss_dice: 1.0667, decode.d2.loss_cls: 0.6544, decode.d2.loss_mask: 0.6488, decode.d2.loss_dice: 1.0230, decode.d3.loss_cls: 0.6043, decode.d3.loss_mask: 0.6459, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.5787, decode.d4.loss_mask: 0.6436, decode.d4.loss_dice: 0.9990, decode.d5.loss_cls: 0.5737, decode.d5.loss_mask: 0.6430, decode.d5.loss_dice: 0.9956, decode.d6.loss_cls: 0.5736, decode.d6.loss_mask: 0.6346, decode.d6.loss_dice: 0.9814, decode.d7.loss_cls: 0.5607, decode.d7.loss_mask: 0.6375, decode.d7.loss_dice: 0.9810, decode.d8.loss_cls: 0.5580, decode.d8.loss_mask: 0.6366, decode.d8.loss_dice: 0.9810, loss: 24.6169, grad_norm: 120.9956 2023-11-26 20:50:47,519 - mmseg - INFO - Iter [82900/160000] lr: 1.838e-06, eta: 8:06:56, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5257, decode.loss_mask: 0.6177, decode.loss_dice: 0.9301, decode.d0.loss_cls: 2.4371, decode.d0.loss_mask: 0.6789, decode.d0.loss_dice: 1.1089, decode.d1.loss_cls: 0.7034, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 1.0188, decode.d2.loss_cls: 0.5990, decode.d2.loss_mask: 0.6361, decode.d2.loss_dice: 0.9792, decode.d3.loss_cls: 0.5686, decode.d3.loss_mask: 0.6281, decode.d3.loss_dice: 0.9477, decode.d4.loss_cls: 0.5542, decode.d4.loss_mask: 0.6268, decode.d4.loss_dice: 0.9462, decode.d5.loss_cls: 0.5439, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.9458, decode.d6.loss_cls: 0.5425, decode.d6.loss_mask: 0.6198, decode.d6.loss_dice: 0.9341, decode.d7.loss_cls: 0.5359, decode.d7.loss_mask: 0.6201, decode.d7.loss_dice: 0.9331, decode.d8.loss_cls: 0.5301, decode.d8.loss_mask: 0.6207, decode.d8.loss_dice: 0.9320, loss: 23.5411, grad_norm: 124.7204 2023-11-26 20:51:05,974 - mmseg - INFO - Iter [82950/160000] lr: 1.837e-06, eta: 8:06:37, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5210, decode.loss_mask: 0.6379, decode.loss_dice: 0.9292, decode.d0.loss_cls: 2.4395, decode.d0.loss_mask: 0.7061, decode.d0.loss_dice: 1.1055, decode.d1.loss_cls: 0.7096, decode.d1.loss_mask: 0.6734, decode.d1.loss_dice: 1.0019, decode.d2.loss_cls: 0.6202, decode.d2.loss_mask: 0.6562, decode.d2.loss_dice: 0.9670, decode.d3.loss_cls: 0.5790, decode.d3.loss_mask: 0.6434, decode.d3.loss_dice: 0.9421, decode.d4.loss_cls: 0.5598, decode.d4.loss_mask: 0.6417, decode.d4.loss_dice: 0.9416, decode.d5.loss_cls: 0.5528, decode.d5.loss_mask: 0.6421, decode.d5.loss_dice: 0.9379, decode.d6.loss_cls: 0.5350, decode.d6.loss_mask: 0.6382, decode.d6.loss_dice: 0.9271, decode.d7.loss_cls: 0.5329, decode.d7.loss_mask: 0.6383, decode.d7.loss_dice: 0.9295, decode.d8.loss_cls: 0.5286, decode.d8.loss_mask: 0.6384, decode.d8.loss_dice: 0.9289, loss: 23.7048, grad_norm: 125.8384 2023-11-26 20:51:24,428 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:51:24,428 - mmseg - INFO - Iter [83000/160000] lr: 1.836e-06, eta: 8:06:17, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5256, decode.loss_mask: 0.6524, decode.loss_dice: 0.9582, decode.d0.loss_cls: 2.4649, decode.d0.loss_mask: 0.7159, decode.d0.loss_dice: 1.1386, decode.d1.loss_cls: 0.7120, decode.d1.loss_mask: 0.6849, decode.d1.loss_dice: 1.0480, decode.d2.loss_cls: 0.6090, decode.d2.loss_mask: 0.6715, decode.d2.loss_dice: 0.9984, decode.d3.loss_cls: 0.5716, decode.d3.loss_mask: 0.6618, decode.d3.loss_dice: 0.9662, decode.d4.loss_cls: 0.5552, decode.d4.loss_mask: 0.6603, decode.d4.loss_dice: 0.9616, decode.d5.loss_cls: 0.5344, decode.d5.loss_mask: 0.6576, decode.d5.loss_dice: 0.9648, decode.d6.loss_cls: 0.5353, decode.d6.loss_mask: 0.6560, decode.d6.loss_dice: 0.9564, decode.d7.loss_cls: 0.5255, decode.d7.loss_mask: 0.6566, decode.d7.loss_dice: 0.9586, decode.d8.loss_cls: 0.5199, decode.d8.loss_mask: 0.6545, decode.d8.loss_dice: 0.9617, loss: 24.1377, grad_norm: 119.3232 2023-11-26 20:51:42,819 - mmseg - INFO - Iter [83050/160000] lr: 1.835e-06, eta: 8:05:58, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5939, decode.loss_mask: 0.6486, decode.loss_dice: 0.9776, decode.d0.loss_cls: 2.4811, decode.d0.loss_mask: 0.7096, decode.d0.loss_dice: 1.1687, decode.d1.loss_cls: 0.7633, decode.d1.loss_mask: 0.6894, decode.d1.loss_dice: 1.0750, decode.d2.loss_cls: 0.6838, decode.d2.loss_mask: 0.6632, decode.d2.loss_dice: 1.0236, decode.d3.loss_cls: 0.6389, decode.d3.loss_mask: 0.6563, decode.d3.loss_dice: 0.9972, decode.d4.loss_cls: 0.6223, decode.d4.loss_mask: 0.6541, decode.d4.loss_dice: 0.9905, decode.d5.loss_cls: 0.6121, decode.d5.loss_mask: 0.6493, decode.d5.loss_dice: 0.9892, decode.d6.loss_cls: 0.6049, decode.d6.loss_mask: 0.6477, decode.d6.loss_dice: 0.9814, decode.d7.loss_cls: 0.5961, decode.d7.loss_mask: 0.6476, decode.d7.loss_dice: 0.9812, decode.d8.loss_cls: 0.5966, decode.d8.loss_mask: 0.6447, decode.d8.loss_dice: 0.9775, loss: 24.9657, grad_norm: 109.7751 2023-11-26 20:52:01,183 - mmseg - INFO - Iter [83100/160000] lr: 1.834e-06, eta: 8:05:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5643, decode.loss_mask: 0.6476, decode.loss_dice: 0.9783, decode.d0.loss_cls: 2.4571, decode.d0.loss_mask: 0.7098, decode.d0.loss_dice: 1.1747, decode.d1.loss_cls: 0.7436, decode.d1.loss_mask: 0.6857, decode.d1.loss_dice: 1.0750, decode.d2.loss_cls: 0.6492, decode.d2.loss_mask: 0.6661, decode.d2.loss_dice: 1.0284, decode.d3.loss_cls: 0.6208, decode.d3.loss_mask: 0.6537, decode.d3.loss_dice: 0.9965, decode.d4.loss_cls: 0.6060, decode.d4.loss_mask: 0.6532, decode.d4.loss_dice: 0.9953, decode.d5.loss_cls: 0.5849, decode.d5.loss_mask: 0.6525, decode.d5.loss_dice: 0.9935, decode.d6.loss_cls: 0.5808, decode.d6.loss_mask: 0.6490, decode.d6.loss_dice: 0.9811, decode.d7.loss_cls: 0.5711, decode.d7.loss_mask: 0.6500, decode.d7.loss_dice: 0.9826, decode.d8.loss_cls: 0.5774, decode.d8.loss_mask: 0.6476, decode.d8.loss_dice: 0.9780, loss: 24.7537, grad_norm: 131.1224 2023-11-26 20:52:19,642 - mmseg - INFO - Iter [83150/160000] lr: 1.833e-06, eta: 8:05:19, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5098, decode.loss_mask: 0.6462, decode.loss_dice: 0.9444, decode.d0.loss_cls: 2.4363, decode.d0.loss_mask: 0.7009, decode.d0.loss_dice: 1.1248, decode.d1.loss_cls: 0.6828, decode.d1.loss_mask: 0.6775, decode.d1.loss_dice: 1.0390, decode.d2.loss_cls: 0.5862, decode.d2.loss_mask: 0.6553, decode.d2.loss_dice: 0.9906, decode.d3.loss_cls: 0.5650, decode.d3.loss_mask: 0.6517, decode.d3.loss_dice: 0.9601, decode.d4.loss_cls: 0.5446, decode.d4.loss_mask: 0.6514, decode.d4.loss_dice: 0.9567, decode.d5.loss_cls: 0.5343, decode.d5.loss_mask: 0.6512, decode.d5.loss_dice: 0.9557, decode.d6.loss_cls: 0.5283, decode.d6.loss_mask: 0.6509, decode.d6.loss_dice: 0.9472, decode.d7.loss_cls: 0.5119, decode.d7.loss_mask: 0.6503, decode.d7.loss_dice: 0.9467, decode.d8.loss_cls: 0.5111, decode.d8.loss_mask: 0.6509, decode.d8.loss_dice: 0.9428, loss: 23.8047, grad_norm: 119.3510 2023-11-26 20:52:37,993 - mmseg - INFO - Iter [83200/160000] lr: 1.831e-06, eta: 8:04:59, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5588, decode.loss_mask: 0.6470, decode.loss_dice: 0.9498, decode.d0.loss_cls: 2.4172, decode.d0.loss_mask: 0.7072, decode.d0.loss_dice: 1.1337, decode.d1.loss_cls: 0.7346, decode.d1.loss_mask: 0.6785, decode.d1.loss_dice: 1.0362, decode.d2.loss_cls: 0.6473, decode.d2.loss_mask: 0.6615, decode.d2.loss_dice: 0.9926, decode.d3.loss_cls: 0.6110, decode.d3.loss_mask: 0.6572, decode.d3.loss_dice: 0.9668, decode.d4.loss_cls: 0.5930, decode.d4.loss_mask: 0.6527, decode.d4.loss_dice: 0.9596, decode.d5.loss_cls: 0.5795, decode.d5.loss_mask: 0.6500, decode.d5.loss_dice: 0.9606, decode.d6.loss_cls: 0.5727, decode.d6.loss_mask: 0.6466, decode.d6.loss_dice: 0.9543, decode.d7.loss_cls: 0.5583, decode.d7.loss_mask: 0.6481, decode.d7.loss_dice: 0.9557, decode.d8.loss_cls: 0.5618, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9548, loss: 24.2946, grad_norm: 116.6619 2023-11-26 20:52:56,363 - mmseg - INFO - Iter [83250/160000] lr: 1.830e-06, eta: 8:04:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5374, decode.loss_mask: 0.6333, decode.loss_dice: 0.9535, decode.d0.loss_cls: 2.3944, decode.d0.loss_mask: 0.6907, decode.d0.loss_dice: 1.1396, decode.d1.loss_cls: 0.7076, decode.d1.loss_mask: 0.6675, decode.d1.loss_dice: 1.0530, decode.d2.loss_cls: 0.6260, decode.d2.loss_mask: 0.6486, decode.d2.loss_dice: 1.0009, decode.d3.loss_cls: 0.5806, decode.d3.loss_mask: 0.6382, decode.d3.loss_dice: 0.9689, decode.d4.loss_cls: 0.5655, decode.d4.loss_mask: 0.6364, decode.d4.loss_dice: 0.9635, decode.d5.loss_cls: 0.5478, decode.d5.loss_mask: 0.6385, decode.d5.loss_dice: 0.9710, decode.d6.loss_cls: 0.5468, decode.d6.loss_mask: 0.6353, decode.d6.loss_dice: 0.9581, decode.d7.loss_cls: 0.5360, decode.d7.loss_mask: 0.6346, decode.d7.loss_dice: 0.9557, decode.d8.loss_cls: 0.5302, decode.d8.loss_mask: 0.6331, decode.d8.loss_dice: 0.9595, loss: 23.9522, grad_norm: 122.3805 2023-11-26 20:53:14,908 - mmseg - INFO - Iter [83300/160000] lr: 1.829e-06, eta: 8:04:21, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5604, decode.loss_mask: 0.6462, decode.loss_dice: 0.9785, decode.d0.loss_cls: 2.4227, decode.d0.loss_mask: 0.7087, decode.d0.loss_dice: 1.1667, decode.d1.loss_cls: 0.7355, decode.d1.loss_mask: 0.6782, decode.d1.loss_dice: 1.0692, decode.d2.loss_cls: 0.6368, decode.d2.loss_mask: 0.6626, decode.d2.loss_dice: 1.0334, decode.d3.loss_cls: 0.6090, decode.d3.loss_mask: 0.6496, decode.d3.loss_dice: 0.9975, decode.d4.loss_cls: 0.5861, decode.d4.loss_mask: 0.6471, decode.d4.loss_dice: 0.9969, decode.d5.loss_cls: 0.5725, decode.d5.loss_mask: 0.6466, decode.d5.loss_dice: 0.9938, decode.d6.loss_cls: 0.5682, decode.d6.loss_mask: 0.6456, decode.d6.loss_dice: 0.9841, decode.d7.loss_cls: 0.5607, decode.d7.loss_mask: 0.6484, decode.d7.loss_dice: 0.9822, decode.d8.loss_cls: 0.5583, decode.d8.loss_mask: 0.6462, decode.d8.loss_dice: 0.9823, loss: 24.5737, grad_norm: 115.4880 2023-11-26 20:53:33,301 - mmseg - INFO - Iter [83350/160000] lr: 1.828e-06, eta: 8:04:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5300, decode.loss_mask: 0.6388, decode.loss_dice: 0.9765, decode.d0.loss_cls: 2.4498, decode.d0.loss_mask: 0.7013, decode.d0.loss_dice: 1.1636, decode.d1.loss_cls: 0.7098, decode.d1.loss_mask: 0.6783, decode.d1.loss_dice: 1.0608, decode.d2.loss_cls: 0.6108, decode.d2.loss_mask: 0.6533, decode.d2.loss_dice: 1.0254, decode.d3.loss_cls: 0.5771, decode.d3.loss_mask: 0.6493, decode.d3.loss_dice: 0.9883, decode.d4.loss_cls: 0.5619, decode.d4.loss_mask: 0.6441, decode.d4.loss_dice: 0.9885, decode.d5.loss_cls: 0.5458, decode.d5.loss_mask: 0.6419, decode.d5.loss_dice: 0.9904, decode.d6.loss_cls: 0.5406, decode.d6.loss_mask: 0.6408, decode.d6.loss_dice: 0.9812, decode.d7.loss_cls: 0.5300, decode.d7.loss_mask: 0.6425, decode.d7.loss_dice: 0.9805, decode.d8.loss_cls: 0.5344, decode.d8.loss_mask: 0.6402, decode.d8.loss_dice: 0.9814, loss: 24.2575, grad_norm: 124.0310 2023-11-26 20:53:54,076 - mmseg - INFO - Iter [83400/160000] lr: 1.827e-06, eta: 8:03:44, time: 0.416, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5482, decode.loss_mask: 0.6305, decode.loss_dice: 0.9703, decode.d0.loss_cls: 2.5016, decode.d0.loss_mask: 0.6899, decode.d0.loss_dice: 1.1694, decode.d1.loss_cls: 0.7405, decode.d1.loss_mask: 0.6651, decode.d1.loss_dice: 1.0571, decode.d2.loss_cls: 0.6407, decode.d2.loss_mask: 0.6456, decode.d2.loss_dice: 1.0106, decode.d3.loss_cls: 0.5960, decode.d3.loss_mask: 0.6359, decode.d3.loss_dice: 0.9820, decode.d4.loss_cls: 0.5808, decode.d4.loss_mask: 0.6362, decode.d4.loss_dice: 0.9820, decode.d5.loss_cls: 0.5725, decode.d5.loss_mask: 0.6313, decode.d5.loss_dice: 0.9803, decode.d6.loss_cls: 0.5498, decode.d6.loss_mask: 0.6310, decode.d6.loss_dice: 0.9686, decode.d7.loss_cls: 0.5481, decode.d7.loss_mask: 0.6305, decode.d7.loss_dice: 0.9714, decode.d8.loss_cls: 0.5479, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9727, loss: 24.3176, grad_norm: 121.2704 2023-11-26 20:54:12,522 - mmseg - INFO - Iter [83450/160000] lr: 1.825e-06, eta: 8:03:24, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5262, decode.loss_mask: 0.6152, decode.loss_dice: 0.9261, decode.d0.loss_cls: 2.5150, decode.d0.loss_mask: 0.6743, decode.d0.loss_dice: 1.1164, decode.d1.loss_cls: 0.6997, decode.d1.loss_mask: 0.6496, decode.d1.loss_dice: 1.0284, decode.d2.loss_cls: 0.6186, decode.d2.loss_mask: 0.6309, decode.d2.loss_dice: 0.9693, decode.d3.loss_cls: 0.5811, decode.d3.loss_mask: 0.6200, decode.d3.loss_dice: 0.9427, decode.d4.loss_cls: 0.5594, decode.d4.loss_mask: 0.6212, decode.d4.loss_dice: 0.9417, decode.d5.loss_cls: 0.5541, decode.d5.loss_mask: 0.6186, decode.d5.loss_dice: 0.9372, decode.d6.loss_cls: 0.5465, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9310, decode.d7.loss_cls: 0.5327, decode.d7.loss_mask: 0.6166, decode.d7.loss_dice: 0.9306, decode.d8.loss_cls: 0.5290, decode.d8.loss_mask: 0.6162, decode.d8.loss_dice: 0.9277, loss: 23.5938, grad_norm: 136.3905 2023-11-26 20:54:30,770 - mmseg - INFO - Iter [83500/160000] lr: 1.824e-06, eta: 8:03:05, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4754, decode.loss_mask: 0.6435, decode.loss_dice: 0.9513, decode.d0.loss_cls: 2.3896, decode.d0.loss_mask: 0.7051, decode.d0.loss_dice: 1.1290, decode.d1.loss_cls: 0.6498, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 1.0322, decode.d2.loss_cls: 0.5591, decode.d2.loss_mask: 0.6616, decode.d2.loss_dice: 0.9943, decode.d3.loss_cls: 0.5279, decode.d3.loss_mask: 0.6563, decode.d3.loss_dice: 0.9668, decode.d4.loss_cls: 0.5070, decode.d4.loss_mask: 0.6544, decode.d4.loss_dice: 0.9608, decode.d5.loss_cls: 0.4912, decode.d5.loss_mask: 0.6515, decode.d5.loss_dice: 0.9623, decode.d6.loss_cls: 0.4932, decode.d6.loss_mask: 0.6490, decode.d6.loss_dice: 0.9537, decode.d7.loss_cls: 0.4804, decode.d7.loss_mask: 0.6466, decode.d7.loss_dice: 0.9557, decode.d8.loss_cls: 0.4826, decode.d8.loss_mask: 0.6439, decode.d8.loss_dice: 0.9513, loss: 23.5022, grad_norm: 128.5530 2023-11-26 20:54:49,169 - mmseg - INFO - Iter [83550/160000] lr: 1.823e-06, eta: 8:02:45, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5074, decode.loss_mask: 0.6419, decode.loss_dice: 0.9462, decode.d0.loss_cls: 2.3750, decode.d0.loss_mask: 0.6991, decode.d0.loss_dice: 1.1204, decode.d1.loss_cls: 0.6919, decode.d1.loss_mask: 0.6782, decode.d1.loss_dice: 1.0307, decode.d2.loss_cls: 0.5970, decode.d2.loss_mask: 0.6609, decode.d2.loss_dice: 0.9951, decode.d3.loss_cls: 0.5533, decode.d3.loss_mask: 0.6515, decode.d3.loss_dice: 0.9661, decode.d4.loss_cls: 0.5333, decode.d4.loss_mask: 0.6483, decode.d4.loss_dice: 0.9646, decode.d5.loss_cls: 0.5241, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9616, decode.d6.loss_cls: 0.5259, decode.d6.loss_mask: 0.6433, decode.d6.loss_dice: 0.9510, decode.d7.loss_cls: 0.5114, decode.d7.loss_mask: 0.6418, decode.d7.loss_dice: 0.9514, decode.d8.loss_cls: 0.5126, decode.d8.loss_mask: 0.6418, decode.d8.loss_dice: 0.9448, loss: 23.7169, grad_norm: 121.2223 2023-11-26 20:55:07,453 - mmseg - INFO - Iter [83600/160000] lr: 1.822e-06, eta: 8:02:26, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5534, decode.loss_mask: 0.6438, decode.loss_dice: 0.9697, decode.d0.loss_cls: 2.4472, decode.d0.loss_mask: 0.7099, decode.d0.loss_dice: 1.1583, decode.d1.loss_cls: 0.7409, decode.d1.loss_mask: 0.6826, decode.d1.loss_dice: 1.0612, decode.d2.loss_cls: 0.6288, decode.d2.loss_mask: 0.6608, decode.d2.loss_dice: 1.0180, decode.d3.loss_cls: 0.5976, decode.d3.loss_mask: 0.6531, decode.d3.loss_dice: 0.9842, decode.d4.loss_cls: 0.5742, decode.d4.loss_mask: 0.6516, decode.d4.loss_dice: 0.9797, decode.d5.loss_cls: 0.5666, decode.d5.loss_mask: 0.6527, decode.d5.loss_dice: 0.9751, decode.d6.loss_cls: 0.5605, decode.d6.loss_mask: 0.6487, decode.d6.loss_dice: 0.9707, decode.d7.loss_cls: 0.5519, decode.d7.loss_mask: 0.6462, decode.d7.loss_dice: 0.9699, decode.d8.loss_cls: 0.5490, decode.d8.loss_mask: 0.6472, decode.d8.loss_dice: 0.9727, loss: 24.4261, grad_norm: 121.9335 2023-11-26 20:55:25,789 - mmseg - INFO - Iter [83650/160000] lr: 1.821e-06, eta: 8:02:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5361, decode.loss_mask: 0.6343, decode.loss_dice: 0.9699, decode.d0.loss_cls: 2.4918, decode.d0.loss_mask: 0.6914, decode.d0.loss_dice: 1.1489, decode.d1.loss_cls: 0.7147, decode.d1.loss_mask: 0.6726, decode.d1.loss_dice: 1.0536, decode.d2.loss_cls: 0.6197, decode.d2.loss_mask: 0.6518, decode.d2.loss_dice: 1.0134, decode.d3.loss_cls: 0.5889, decode.d3.loss_mask: 0.6456, decode.d3.loss_dice: 0.9849, decode.d4.loss_cls: 0.5725, decode.d4.loss_mask: 0.6410, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.5625, decode.d5.loss_mask: 0.6401, decode.d5.loss_dice: 0.9820, decode.d6.loss_cls: 0.5576, decode.d6.loss_mask: 0.6336, decode.d6.loss_dice: 0.9721, decode.d7.loss_cls: 0.5470, decode.d7.loss_mask: 0.6331, decode.d7.loss_dice: 0.9698, decode.d8.loss_cls: 0.5337, decode.d8.loss_mask: 0.6343, decode.d8.loss_dice: 0.9726, loss: 24.2547, grad_norm: 121.1134 2023-11-26 20:55:44,392 - mmseg - INFO - Iter [83700/160000] lr: 1.819e-06, eta: 8:01:47, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5148, decode.loss_mask: 0.6253, decode.loss_dice: 0.9514, decode.d0.loss_cls: 2.4555, decode.d0.loss_mask: 0.6886, decode.d0.loss_dice: 1.1342, decode.d1.loss_cls: 0.6922, decode.d1.loss_mask: 0.6592, decode.d1.loss_dice: 1.0380, decode.d2.loss_cls: 0.6078, decode.d2.loss_mask: 0.6349, decode.d2.loss_dice: 0.9939, decode.d3.loss_cls: 0.5682, decode.d3.loss_mask: 0.6302, decode.d3.loss_dice: 0.9690, decode.d4.loss_cls: 0.5463, decode.d4.loss_mask: 0.6318, decode.d4.loss_dice: 0.9661, decode.d5.loss_cls: 0.5299, decode.d5.loss_mask: 0.6288, decode.d5.loss_dice: 0.9665, decode.d6.loss_cls: 0.5316, decode.d6.loss_mask: 0.6243, decode.d6.loss_dice: 0.9568, decode.d7.loss_cls: 0.5218, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.9526, decode.d8.loss_cls: 0.5165, decode.d8.loss_mask: 0.6238, decode.d8.loss_dice: 0.9562, loss: 23.7387, grad_norm: 114.7509 2023-11-26 20:56:02,871 - mmseg - INFO - Iter [83750/160000] lr: 1.818e-06, eta: 8:01:28, time: 0.372, data_time: 0.012, memory: 36416, decode.loss_cls: 0.5232, decode.loss_mask: 0.6474, decode.loss_dice: 0.9802, decode.d0.loss_cls: 2.4515, decode.d0.loss_mask: 0.6997, decode.d0.loss_dice: 1.1637, decode.d1.loss_cls: 0.7096, decode.d1.loss_mask: 0.6817, decode.d1.loss_dice: 1.0648, decode.d2.loss_cls: 0.6052, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 1.0218, decode.d3.loss_cls: 0.5712, decode.d3.loss_mask: 0.6589, decode.d3.loss_dice: 0.9941, decode.d4.loss_cls: 0.5570, decode.d4.loss_mask: 0.6524, decode.d4.loss_dice: 0.9898, decode.d5.loss_cls: 0.5374, decode.d5.loss_mask: 0.6523, decode.d5.loss_dice: 0.9934, decode.d6.loss_cls: 0.5343, decode.d6.loss_mask: 0.6499, decode.d6.loss_dice: 0.9790, decode.d7.loss_cls: 0.5311, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9781, decode.d8.loss_cls: 0.5241, decode.d8.loss_mask: 0.6481, decode.d8.loss_dice: 0.9855, loss: 24.2951, grad_norm: 125.4807 2023-11-26 20:56:21,198 - mmseg - INFO - Iter [83800/160000] lr: 1.817e-06, eta: 8:01:08, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5433, decode.loss_mask: 0.6297, decode.loss_dice: 0.9702, decode.d0.loss_cls: 2.4790, decode.d0.loss_mask: 0.6929, decode.d0.loss_dice: 1.1636, decode.d1.loss_cls: 0.7305, decode.d1.loss_mask: 0.6606, decode.d1.loss_dice: 1.0633, decode.d2.loss_cls: 0.6355, decode.d2.loss_mask: 0.6413, decode.d2.loss_dice: 1.0226, decode.d3.loss_cls: 0.5945, decode.d3.loss_mask: 0.6329, decode.d3.loss_dice: 0.9915, decode.d4.loss_cls: 0.5829, decode.d4.loss_mask: 0.6333, decode.d4.loss_dice: 0.9835, decode.d5.loss_cls: 0.5620, decode.d5.loss_mask: 0.6313, decode.d5.loss_dice: 0.9864, decode.d6.loss_cls: 0.5542, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.9698, decode.d7.loss_cls: 0.5459, decode.d7.loss_mask: 0.6277, decode.d7.loss_dice: 0.9735, decode.d8.loss_cls: 0.5440, decode.d8.loss_mask: 0.6268, decode.d8.loss_dice: 0.9748, loss: 24.2759, grad_norm: 124.3728 2023-11-26 20:56:39,808 - mmseg - INFO - Iter [83850/160000] lr: 1.816e-06, eta: 8:00:49, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5291, decode.loss_mask: 0.6422, decode.loss_dice: 0.9534, decode.d0.loss_cls: 2.4189, decode.d0.loss_mask: 0.6992, decode.d0.loss_dice: 1.1394, decode.d1.loss_cls: 0.7085, decode.d1.loss_mask: 0.6790, decode.d1.loss_dice: 1.0395, decode.d2.loss_cls: 0.6192, decode.d2.loss_mask: 0.6597, decode.d2.loss_dice: 1.0004, decode.d3.loss_cls: 0.5765, decode.d3.loss_mask: 0.6506, decode.d3.loss_dice: 0.9689, decode.d4.loss_cls: 0.5644, decode.d4.loss_mask: 0.6495, decode.d4.loss_dice: 0.9644, decode.d5.loss_cls: 0.5597, decode.d5.loss_mask: 0.6459, decode.d5.loss_dice: 0.9683, decode.d6.loss_cls: 0.5434, decode.d6.loss_mask: 0.6421, decode.d6.loss_dice: 0.9581, decode.d7.loss_cls: 0.5301, decode.d7.loss_mask: 0.6396, decode.d7.loss_dice: 0.9623, decode.d8.loss_cls: 0.5341, decode.d8.loss_mask: 0.6397, decode.d8.loss_dice: 0.9582, loss: 24.0442, grad_norm: 128.1791 2023-11-26 20:56:58,315 - mmseg - INFO - Iter [83900/160000] lr: 1.815e-06, eta: 8:00:30, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5486, decode.loss_mask: 0.6203, decode.loss_dice: 0.9553, decode.d0.loss_cls: 2.4580, decode.d0.loss_mask: 0.6723, decode.d0.loss_dice: 1.1552, decode.d1.loss_cls: 0.7490, decode.d1.loss_mask: 0.6505, decode.d1.loss_dice: 1.0536, decode.d2.loss_cls: 0.6570, decode.d2.loss_mask: 0.6333, decode.d2.loss_dice: 1.0008, decode.d3.loss_cls: 0.6100, decode.d3.loss_mask: 0.6233, decode.d3.loss_dice: 0.9665, decode.d4.loss_cls: 0.5893, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.9619, decode.d5.loss_cls: 0.5763, decode.d5.loss_mask: 0.6236, decode.d5.loss_dice: 0.9675, decode.d6.loss_cls: 0.5587, decode.d6.loss_mask: 0.6193, decode.d6.loss_dice: 0.9582, decode.d7.loss_cls: 0.5568, decode.d7.loss_mask: 0.6185, decode.d7.loss_dice: 0.9598, decode.d8.loss_cls: 0.5520, decode.d8.loss_mask: 0.6178, decode.d8.loss_dice: 0.9625, loss: 24.1024, grad_norm: 126.2241 2023-11-26 20:57:16,619 - mmseg - INFO - Iter [83950/160000] lr: 1.813e-06, eta: 8:00:10, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5248, decode.loss_mask: 0.6391, decode.loss_dice: 0.9645, decode.d0.loss_cls: 2.4542, decode.d0.loss_mask: 0.7027, decode.d0.loss_dice: 1.1527, decode.d1.loss_cls: 0.7143, decode.d1.loss_mask: 0.6788, decode.d1.loss_dice: 1.0493, decode.d2.loss_cls: 0.6190, decode.d2.loss_mask: 0.6591, decode.d2.loss_dice: 1.0073, decode.d3.loss_cls: 0.5723, decode.d3.loss_mask: 0.6538, decode.d3.loss_dice: 0.9762, decode.d4.loss_cls: 0.5592, decode.d4.loss_mask: 0.6474, decode.d4.loss_dice: 0.9784, decode.d5.loss_cls: 0.5438, decode.d5.loss_mask: 0.6467, decode.d5.loss_dice: 0.9768, decode.d6.loss_cls: 0.5417, decode.d6.loss_mask: 0.6445, decode.d6.loss_dice: 0.9672, decode.d7.loss_cls: 0.5265, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9630, decode.d8.loss_cls: 0.5275, decode.d8.loss_mask: 0.6402, decode.d8.loss_dice: 0.9669, loss: 24.1374, grad_norm: 129.8200 2023-11-26 20:57:35,126 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 20:57:35,126 - mmseg - INFO - Iter [84000/160000] lr: 1.812e-06, eta: 7:59:51, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5481, decode.loss_mask: 0.6481, decode.loss_dice: 0.9715, decode.d0.loss_cls: 2.4836, decode.d0.loss_mask: 0.7003, decode.d0.loss_dice: 1.1585, decode.d1.loss_cls: 0.7414, decode.d1.loss_mask: 0.6872, decode.d1.loss_dice: 1.0658, decode.d2.loss_cls: 0.6421, decode.d2.loss_mask: 0.6691, decode.d2.loss_dice: 1.0235, decode.d3.loss_cls: 0.6008, decode.d3.loss_mask: 0.6582, decode.d3.loss_dice: 0.9874, decode.d4.loss_cls: 0.5839, decode.d4.loss_mask: 0.6584, decode.d4.loss_dice: 0.9867, decode.d5.loss_cls: 0.5681, decode.d5.loss_mask: 0.6524, decode.d5.loss_dice: 0.9875, decode.d6.loss_cls: 0.5574, decode.d6.loss_mask: 0.6510, decode.d6.loss_dice: 0.9753, decode.d7.loss_cls: 0.5526, decode.d7.loss_mask: 0.6517, decode.d7.loss_dice: 0.9770, decode.d8.loss_cls: 0.5454, decode.d8.loss_mask: 0.6521, decode.d8.loss_dice: 0.9749, loss: 24.5599, grad_norm: 121.4017 2023-11-26 20:57:53,813 - mmseg - INFO - Iter [84050/160000] lr: 1.811e-06, eta: 7:59:32, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5300, decode.loss_mask: 0.6258, decode.loss_dice: 0.9446, decode.d0.loss_cls: 2.3946, decode.d0.loss_mask: 0.6777, decode.d0.loss_dice: 1.1219, decode.d1.loss_cls: 0.7103, decode.d1.loss_mask: 0.6623, decode.d1.loss_dice: 1.0347, decode.d2.loss_cls: 0.6127, decode.d2.loss_mask: 0.6465, decode.d2.loss_dice: 0.9989, decode.d3.loss_cls: 0.5759, decode.d3.loss_mask: 0.6379, decode.d3.loss_dice: 0.9605, decode.d4.loss_cls: 0.5610, decode.d4.loss_mask: 0.6320, decode.d4.loss_dice: 0.9554, decode.d5.loss_cls: 0.5495, decode.d5.loss_mask: 0.6290, decode.d5.loss_dice: 0.9551, decode.d6.loss_cls: 0.5517, decode.d6.loss_mask: 0.6269, decode.d6.loss_dice: 0.9456, decode.d7.loss_cls: 0.5341, decode.d7.loss_mask: 0.6256, decode.d7.loss_dice: 0.9494, decode.d8.loss_cls: 0.5228, decode.d8.loss_mask: 0.6275, decode.d8.loss_dice: 0.9540, loss: 23.7541, grad_norm: 114.4583 2023-11-26 20:58:12,258 - mmseg - INFO - Iter [84100/160000] lr: 1.810e-06, eta: 7:59:12, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5394, decode.loss_mask: 0.6358, decode.loss_dice: 0.9403, decode.d0.loss_cls: 2.4430, decode.d0.loss_mask: 0.6874, decode.d0.loss_dice: 1.1218, decode.d1.loss_cls: 0.7189, decode.d1.loss_mask: 0.6669, decode.d1.loss_dice: 1.0230, decode.d2.loss_cls: 0.6125, decode.d2.loss_mask: 0.6534, decode.d2.loss_dice: 0.9858, decode.d3.loss_cls: 0.5722, decode.d3.loss_mask: 0.6506, decode.d3.loss_dice: 0.9600, decode.d4.loss_cls: 0.5650, decode.d4.loss_mask: 0.6458, decode.d4.loss_dice: 0.9561, decode.d5.loss_cls: 0.5585, decode.d5.loss_mask: 0.6423, decode.d5.loss_dice: 0.9538, decode.d6.loss_cls: 0.5526, decode.d6.loss_mask: 0.6411, decode.d6.loss_dice: 0.9427, decode.d7.loss_cls: 0.5450, decode.d7.loss_mask: 0.6392, decode.d7.loss_dice: 0.9394, decode.d8.loss_cls: 0.5412, decode.d8.loss_mask: 0.6395, decode.d8.loss_dice: 0.9445, loss: 23.9179, grad_norm: 121.6956 2023-11-26 20:58:30,724 - mmseg - INFO - Iter [84150/160000] lr: 1.809e-06, eta: 7:58:53, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5269, decode.loss_mask: 0.6343, decode.loss_dice: 0.9559, decode.d0.loss_cls: 2.3972, decode.d0.loss_mask: 0.6964, decode.d0.loss_dice: 1.1452, decode.d1.loss_cls: 0.7076, decode.d1.loss_mask: 0.6636, decode.d1.loss_dice: 1.0388, decode.d2.loss_cls: 0.6012, decode.d2.loss_mask: 0.6487, decode.d2.loss_dice: 1.0005, decode.d3.loss_cls: 0.5682, decode.d3.loss_mask: 0.6418, decode.d3.loss_dice: 0.9781, decode.d4.loss_cls: 0.5500, decode.d4.loss_mask: 0.6408, decode.d4.loss_dice: 0.9757, decode.d5.loss_cls: 0.5443, decode.d5.loss_mask: 0.6411, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5404, decode.d6.loss_mask: 0.6368, decode.d6.loss_dice: 0.9680, decode.d7.loss_cls: 0.5330, decode.d7.loss_mask: 0.6349, decode.d7.loss_dice: 0.9641, decode.d8.loss_cls: 0.5256, decode.d8.loss_mask: 0.6353, decode.d8.loss_dice: 0.9632, loss: 23.9324, grad_norm: 130.9109 2023-11-26 20:58:49,151 - mmseg - INFO - Iter [84200/160000] lr: 1.807e-06, eta: 7:58:33, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5166, decode.loss_mask: 0.6225, decode.loss_dice: 0.9479, decode.d0.loss_cls: 2.4240, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.1239, decode.d1.loss_cls: 0.6858, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 1.0352, decode.d2.loss_cls: 0.6034, decode.d2.loss_mask: 0.6368, decode.d2.loss_dice: 0.9939, decode.d3.loss_cls: 0.5633, decode.d3.loss_mask: 0.6262, decode.d3.loss_dice: 0.9679, decode.d4.loss_cls: 0.5436, decode.d4.loss_mask: 0.6271, decode.d4.loss_dice: 0.9652, decode.d5.loss_cls: 0.5410, decode.d5.loss_mask: 0.6257, decode.d5.loss_dice: 0.9602, decode.d6.loss_cls: 0.5238, decode.d6.loss_mask: 0.6253, decode.d6.loss_dice: 0.9526, decode.d7.loss_cls: 0.5186, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.9504, decode.d8.loss_cls: 0.5199, decode.d8.loss_mask: 0.6234, decode.d8.loss_dice: 0.9541, loss: 23.6335, grad_norm: 122.5967 2023-11-26 20:59:07,576 - mmseg - INFO - Iter [84250/160000] lr: 1.806e-06, eta: 7:58:14, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5653, decode.loss_mask: 0.6167, decode.loss_dice: 0.9605, decode.d0.loss_cls: 2.4932, decode.d0.loss_mask: 0.6786, decode.d0.loss_dice: 1.1555, decode.d1.loss_cls: 0.7407, decode.d1.loss_mask: 0.6537, decode.d1.loss_dice: 1.0482, decode.d2.loss_cls: 0.6561, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 1.0016, decode.d3.loss_cls: 0.6117, decode.d3.loss_mask: 0.6214, decode.d3.loss_dice: 0.9751, decode.d4.loss_cls: 0.5944, decode.d4.loss_mask: 0.6196, decode.d4.loss_dice: 0.9728, decode.d5.loss_cls: 0.5905, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9693, decode.d6.loss_cls: 0.5802, decode.d6.loss_mask: 0.6191, decode.d6.loss_dice: 0.9660, decode.d7.loss_cls: 0.5710, decode.d7.loss_mask: 0.6181, decode.d7.loss_dice: 0.9577, decode.d8.loss_cls: 0.5684, decode.d8.loss_mask: 0.6162, decode.d8.loss_dice: 0.9636, loss: 24.2382, grad_norm: 120.4337 2023-11-26 20:59:26,978 - mmseg - INFO - Iter [84300/160000] lr: 1.805e-06, eta: 7:57:55, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5552, decode.loss_mask: 0.6534, decode.loss_dice: 0.9350, decode.d0.loss_cls: 2.4440, decode.d0.loss_mask: 0.7286, decode.d0.loss_dice: 1.1300, decode.d1.loss_cls: 0.7218, decode.d1.loss_mask: 0.6977, decode.d1.loss_dice: 1.0335, decode.d2.loss_cls: 0.6341, decode.d2.loss_mask: 0.6731, decode.d2.loss_dice: 0.9797, decode.d3.loss_cls: 0.5986, decode.d3.loss_mask: 0.6618, decode.d3.loss_dice: 0.9508, decode.d4.loss_cls: 0.5833, decode.d4.loss_mask: 0.6620, decode.d4.loss_dice: 0.9505, decode.d5.loss_cls: 0.5711, decode.d5.loss_mask: 0.6608, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.5569, decode.d6.loss_mask: 0.6584, decode.d6.loss_dice: 0.9394, decode.d7.loss_cls: 0.5569, decode.d7.loss_mask: 0.6546, decode.d7.loss_dice: 0.9372, decode.d8.loss_cls: 0.5533, decode.d8.loss_mask: 0.6554, decode.d8.loss_dice: 0.9446, loss: 24.2259, grad_norm: 139.3179 2023-11-26 20:59:47,356 - mmseg - INFO - Iter [84350/160000] lr: 1.804e-06, eta: 7:57:38, time: 0.407, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5361, decode.loss_mask: 0.6290, decode.loss_dice: 0.9463, decode.d0.loss_cls: 2.4438, decode.d0.loss_mask: 0.6872, decode.d0.loss_dice: 1.1282, decode.d1.loss_cls: 0.7164, decode.d1.loss_mask: 0.6656, decode.d1.loss_dice: 1.0228, decode.d2.loss_cls: 0.6150, decode.d2.loss_mask: 0.6485, decode.d2.loss_dice: 0.9908, decode.d3.loss_cls: 0.5814, decode.d3.loss_mask: 0.6376, decode.d3.loss_dice: 0.9598, decode.d4.loss_cls: 0.5639, decode.d4.loss_mask: 0.6359, decode.d4.loss_dice: 0.9572, decode.d5.loss_cls: 0.5530, decode.d5.loss_mask: 0.6353, decode.d5.loss_dice: 0.9542, decode.d6.loss_cls: 0.5501, decode.d6.loss_mask: 0.6309, decode.d6.loss_dice: 0.9478, decode.d7.loss_cls: 0.5358, decode.d7.loss_mask: 0.6315, decode.d7.loss_dice: 0.9463, decode.d8.loss_cls: 0.5417, decode.d8.loss_mask: 0.6292, decode.d8.loss_dice: 0.9462, loss: 23.8677, grad_norm: 123.3822 2023-11-26 21:00:07,689 - mmseg - INFO - Iter [84400/160000] lr: 1.803e-06, eta: 7:57:20, time: 0.407, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5378, decode.loss_mask: 0.6299, decode.loss_dice: 0.9645, decode.d0.loss_cls: 2.4635, decode.d0.loss_mask: 0.6895, decode.d0.loss_dice: 1.1514, decode.d1.loss_cls: 0.7065, decode.d1.loss_mask: 0.6603, decode.d1.loss_dice: 1.0521, decode.d2.loss_cls: 0.6259, decode.d2.loss_mask: 0.6434, decode.d2.loss_dice: 1.0115, decode.d3.loss_cls: 0.6042, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9752, decode.d4.loss_cls: 0.5839, decode.d4.loss_mask: 0.6335, decode.d4.loss_dice: 0.9723, decode.d5.loss_cls: 0.5699, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9715, decode.d6.loss_cls: 0.5532, decode.d6.loss_mask: 0.6330, decode.d6.loss_dice: 0.9627, decode.d7.loss_cls: 0.5411, decode.d7.loss_mask: 0.6315, decode.d7.loss_dice: 0.9634, decode.d8.loss_cls: 0.5450, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9625, loss: 24.1347, grad_norm: 125.4876 2023-11-26 21:00:26,520 - mmseg - INFO - Iter [84450/160000] lr: 1.802e-06, eta: 7:57:01, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5220, decode.loss_mask: 0.6223, decode.loss_dice: 0.9257, decode.d0.loss_cls: 2.4328, decode.d0.loss_mask: 0.6760, decode.d0.loss_dice: 1.0944, decode.d1.loss_cls: 0.6990, decode.d1.loss_mask: 0.6576, decode.d1.loss_dice: 1.0075, decode.d2.loss_cls: 0.5971, decode.d2.loss_mask: 0.6371, decode.d2.loss_dice: 0.9579, decode.d3.loss_cls: 0.5655, decode.d3.loss_mask: 0.6297, decode.d3.loss_dice: 0.9333, decode.d4.loss_cls: 0.5409, decode.d4.loss_mask: 0.6284, decode.d4.loss_dice: 0.9355, decode.d5.loss_cls: 0.5342, decode.d5.loss_mask: 0.6238, decode.d5.loss_dice: 0.9339, decode.d6.loss_cls: 0.5259, decode.d6.loss_mask: 0.6217, decode.d6.loss_dice: 0.9257, decode.d7.loss_cls: 0.5234, decode.d7.loss_mask: 0.6201, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.5190, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.9251, loss: 23.3628, grad_norm: 129.6577 2023-11-26 21:00:46,221 - mmseg - INFO - Iter [84500/160000] lr: 1.800e-06, eta: 7:56:43, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5457, decode.loss_mask: 0.6076, decode.loss_dice: 0.9368, decode.d0.loss_cls: 2.4522, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.1182, decode.d1.loss_cls: 0.7124, decode.d1.loss_mask: 0.6423, decode.d1.loss_dice: 1.0265, decode.d2.loss_cls: 0.6271, decode.d2.loss_mask: 0.6286, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5959, decode.d3.loss_mask: 0.6182, decode.d3.loss_dice: 0.9507, decode.d4.loss_cls: 0.5715, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.9474, decode.d5.loss_cls: 0.5576, decode.d5.loss_mask: 0.6143, decode.d5.loss_dice: 0.9457, decode.d6.loss_cls: 0.5597, decode.d6.loss_mask: 0.6134, decode.d6.loss_dice: 0.9360, decode.d7.loss_cls: 0.5507, decode.d7.loss_mask: 0.6097, decode.d7.loss_dice: 0.9380, decode.d8.loss_cls: 0.5493, decode.d8.loss_mask: 0.6082, decode.d8.loss_dice: 0.9359, loss: 23.6645, grad_norm: 118.9769 2023-11-26 21:01:07,073 - mmseg - INFO - Iter [84550/160000] lr: 1.799e-06, eta: 7:56:26, time: 0.417, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5220, decode.loss_mask: 0.6442, decode.loss_dice: 0.9556, decode.d0.loss_cls: 2.4186, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.1268, decode.d1.loss_cls: 0.6871, decode.d1.loss_mask: 0.6726, decode.d1.loss_dice: 1.0355, decode.d2.loss_cls: 0.5874, decode.d2.loss_mask: 0.6572, decode.d2.loss_dice: 0.9943, decode.d3.loss_cls: 0.5696, decode.d3.loss_mask: 0.6515, decode.d3.loss_dice: 0.9717, decode.d4.loss_cls: 0.5570, decode.d4.loss_mask: 0.6529, decode.d4.loss_dice: 0.9690, decode.d5.loss_cls: 0.5488, decode.d5.loss_mask: 0.6472, decode.d5.loss_dice: 0.9648, decode.d6.loss_cls: 0.5366, decode.d6.loss_mask: 0.6456, decode.d6.loss_dice: 0.9584, decode.d7.loss_cls: 0.5295, decode.d7.loss_mask: 0.6441, decode.d7.loss_dice: 0.9583, decode.d8.loss_cls: 0.5233, decode.d8.loss_mask: 0.6444, decode.d8.loss_dice: 0.9570, loss: 23.9363, grad_norm: 126.8234 2023-11-26 21:01:27,783 - mmseg - INFO - Iter [84600/160000] lr: 1.798e-06, eta: 7:56:08, time: 0.414, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5508, decode.loss_mask: 0.6709, decode.loss_dice: 0.9783, decode.d0.loss_cls: 2.4258, decode.d0.loss_mask: 0.7353, decode.d0.loss_dice: 1.1572, decode.d1.loss_cls: 0.7147, decode.d1.loss_mask: 0.7005, decode.d1.loss_dice: 1.0607, decode.d2.loss_cls: 0.6261, decode.d2.loss_mask: 0.6823, decode.d2.loss_dice: 1.0187, decode.d3.loss_cls: 0.5940, decode.d3.loss_mask: 0.6747, decode.d3.loss_dice: 0.9917, decode.d4.loss_cls: 0.5819, decode.d4.loss_mask: 0.6738, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.5666, decode.d5.loss_mask: 0.6749, decode.d5.loss_dice: 0.9891, decode.d6.loss_cls: 0.5549, decode.d6.loss_mask: 0.6710, decode.d6.loss_dice: 0.9813, decode.d7.loss_cls: 0.5514, decode.d7.loss_mask: 0.6714, decode.d7.loss_dice: 0.9774, decode.d8.loss_cls: 0.5485, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 0.9805, loss: 24.6615, grad_norm: 130.7856 2023-11-26 21:01:50,710 - mmseg - INFO - Iter [84650/160000] lr: 1.797e-06, eta: 7:55:53, time: 0.459, data_time: 0.056, memory: 36416, decode.loss_cls: 0.5174, decode.loss_mask: 0.6263, decode.loss_dice: 0.9510, decode.d0.loss_cls: 2.4304, decode.d0.loss_mask: 0.6893, decode.d0.loss_dice: 1.1332, decode.d1.loss_cls: 0.7110, decode.d1.loss_mask: 0.6617, decode.d1.loss_dice: 1.0335, decode.d2.loss_cls: 0.6093, decode.d2.loss_mask: 0.6476, decode.d2.loss_dice: 0.9917, decode.d3.loss_cls: 0.5683, decode.d3.loss_mask: 0.6387, decode.d3.loss_dice: 0.9676, decode.d4.loss_cls: 0.5525, decode.d4.loss_mask: 0.6368, decode.d4.loss_dice: 0.9576, decode.d5.loss_cls: 0.5392, decode.d5.loss_mask: 0.6321, decode.d5.loss_dice: 0.9640, decode.d6.loss_cls: 0.5299, decode.d6.loss_mask: 0.6306, decode.d6.loss_dice: 0.9544, decode.d7.loss_cls: 0.5267, decode.d7.loss_mask: 0.6271, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.5199, decode.d8.loss_mask: 0.6266, decode.d8.loss_dice: 0.9527, loss: 23.7781, grad_norm: 106.0844 2023-11-26 21:02:11,535 - mmseg - INFO - Iter [84700/160000] lr: 1.796e-06, eta: 7:55:36, time: 0.416, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5411, decode.loss_mask: 0.6484, decode.loss_dice: 0.9739, decode.d0.loss_cls: 2.4871, decode.d0.loss_mask: 0.7100, decode.d0.loss_dice: 1.1561, decode.d1.loss_cls: 0.7199, decode.d1.loss_mask: 0.6878, decode.d1.loss_dice: 1.0686, decode.d2.loss_cls: 0.6265, decode.d2.loss_mask: 0.6678, decode.d2.loss_dice: 1.0179, decode.d3.loss_cls: 0.5779, decode.d3.loss_mask: 0.6609, decode.d3.loss_dice: 0.9923, decode.d4.loss_cls: 0.5634, decode.d4.loss_mask: 0.6600, decode.d4.loss_dice: 0.9847, decode.d5.loss_cls: 0.5547, decode.d5.loss_mask: 0.6567, decode.d5.loss_dice: 0.9868, decode.d6.loss_cls: 0.5511, decode.d6.loss_mask: 0.6539, decode.d6.loss_dice: 0.9760, decode.d7.loss_cls: 0.5426, decode.d7.loss_mask: 0.6523, decode.d7.loss_dice: 0.9720, decode.d8.loss_cls: 0.5443, decode.d8.loss_mask: 0.6500, decode.d8.loss_dice: 0.9750, loss: 24.4600, grad_norm: 143.1641 2023-11-26 21:02:29,958 - mmseg - INFO - Iter [84750/160000] lr: 1.794e-06, eta: 7:55:16, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5066, decode.loss_mask: 0.6192, decode.loss_dice: 0.9454, decode.d0.loss_cls: 2.4315, decode.d0.loss_mask: 0.6790, decode.d0.loss_dice: 1.1407, decode.d1.loss_cls: 0.6897, decode.d1.loss_mask: 0.6494, decode.d1.loss_dice: 1.0288, decode.d2.loss_cls: 0.5898, decode.d2.loss_mask: 0.6284, decode.d2.loss_dice: 0.9816, decode.d3.loss_cls: 0.5451, decode.d3.loss_mask: 0.6250, decode.d3.loss_dice: 0.9503, decode.d4.loss_cls: 0.5281, decode.d4.loss_mask: 0.6234, decode.d4.loss_dice: 0.9569, decode.d5.loss_cls: 0.5155, decode.d5.loss_mask: 0.6204, decode.d5.loss_dice: 0.9513, decode.d6.loss_cls: 0.5169, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9435, decode.d7.loss_cls: 0.5066, decode.d7.loss_mask: 0.6185, decode.d7.loss_dice: 0.9439, decode.d8.loss_cls: 0.5046, decode.d8.loss_mask: 0.6172, decode.d8.loss_dice: 0.9435, loss: 23.4187, grad_norm: 107.5164 2023-11-26 21:02:48,239 - mmseg - INFO - Iter [84800/160000] lr: 1.793e-06, eta: 7:54:57, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5235, decode.loss_mask: 0.6038, decode.loss_dice: 0.9442, decode.d0.loss_cls: 2.4302, decode.d0.loss_mask: 0.6617, decode.d0.loss_dice: 1.1263, decode.d1.loss_cls: 0.7090, decode.d1.loss_mask: 0.6394, decode.d1.loss_dice: 1.0276, decode.d2.loss_cls: 0.6101, decode.d2.loss_mask: 0.6215, decode.d2.loss_dice: 0.9806, decode.d3.loss_cls: 0.5856, decode.d3.loss_mask: 0.6150, decode.d3.loss_dice: 0.9504, decode.d4.loss_cls: 0.5591, decode.d4.loss_mask: 0.6140, decode.d4.loss_dice: 0.9548, decode.d5.loss_cls: 0.5483, decode.d5.loss_mask: 0.6109, decode.d5.loss_dice: 0.9533, decode.d6.loss_cls: 0.5363, decode.d6.loss_mask: 0.6084, decode.d6.loss_dice: 0.9409, decode.d7.loss_cls: 0.5280, decode.d7.loss_mask: 0.6086, decode.d7.loss_dice: 0.9404, decode.d8.loss_cls: 0.5283, decode.d8.loss_mask: 0.6075, decode.d8.loss_dice: 0.9432, loss: 23.5110, grad_norm: 134.3082 2023-11-26 21:03:06,560 - mmseg - INFO - Iter [84850/160000] lr: 1.792e-06, eta: 7:54:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5500, decode.loss_mask: 0.6408, decode.loss_dice: 0.9847, decode.d0.loss_cls: 2.4107, decode.d0.loss_mask: 0.7007, decode.d0.loss_dice: 1.1721, decode.d1.loss_cls: 0.7235, decode.d1.loss_mask: 0.6725, decode.d1.loss_dice: 1.0662, decode.d2.loss_cls: 0.6229, decode.d2.loss_mask: 0.6599, decode.d2.loss_dice: 1.0271, decode.d3.loss_cls: 0.5880, decode.d3.loss_mask: 0.6534, decode.d3.loss_dice: 1.0020, decode.d4.loss_cls: 0.5799, decode.d4.loss_mask: 0.6473, decode.d4.loss_dice: 0.9942, decode.d5.loss_cls: 0.5659, decode.d5.loss_mask: 0.6471, decode.d5.loss_dice: 0.9977, decode.d6.loss_cls: 0.5577, decode.d6.loss_mask: 0.6432, decode.d6.loss_dice: 0.9865, decode.d7.loss_cls: 0.5552, decode.d7.loss_mask: 0.6418, decode.d7.loss_dice: 0.9880, decode.d8.loss_cls: 0.5501, decode.d8.loss_mask: 0.6436, decode.d8.loss_dice: 0.9891, loss: 24.4617, grad_norm: 120.0386 2023-11-26 21:03:25,071 - mmseg - INFO - Iter [84900/160000] lr: 1.791e-06, eta: 7:54:18, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5304, decode.loss_mask: 0.6126, decode.loss_dice: 0.9432, decode.d0.loss_cls: 2.4379, decode.d0.loss_mask: 0.6748, decode.d0.loss_dice: 1.1338, decode.d1.loss_cls: 0.7167, decode.d1.loss_mask: 0.6447, decode.d1.loss_dice: 1.0418, decode.d2.loss_cls: 0.6165, decode.d2.loss_mask: 0.6268, decode.d2.loss_dice: 0.9861, decode.d3.loss_cls: 0.5677, decode.d3.loss_mask: 0.6204, decode.d3.loss_dice: 0.9623, decode.d4.loss_cls: 0.5477, decode.d4.loss_mask: 0.6193, decode.d4.loss_dice: 0.9629, decode.d5.loss_cls: 0.5475, decode.d5.loss_mask: 0.6166, decode.d5.loss_dice: 0.9579, decode.d6.loss_cls: 0.5497, decode.d6.loss_mask: 0.6169, decode.d6.loss_dice: 0.9486, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6164, decode.d7.loss_dice: 0.9448, decode.d8.loss_cls: 0.5418, decode.d8.loss_mask: 0.6128, decode.d8.loss_dice: 0.9455, loss: 23.6893, grad_norm: 121.1719 2023-11-26 21:03:43,660 - mmseg - INFO - Iter [84950/160000] lr: 1.790e-06, eta: 7:53:58, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5084, decode.loss_mask: 0.6330, decode.loss_dice: 0.9338, decode.d0.loss_cls: 2.3760, decode.d0.loss_mask: 0.6886, decode.d0.loss_dice: 1.1138, decode.d1.loss_cls: 0.6912, decode.d1.loss_mask: 0.6682, decode.d1.loss_dice: 1.0217, decode.d2.loss_cls: 0.5998, decode.d2.loss_mask: 0.6449, decode.d2.loss_dice: 0.9782, decode.d3.loss_cls: 0.5602, decode.d3.loss_mask: 0.6421, decode.d3.loss_dice: 0.9546, decode.d4.loss_cls: 0.5394, decode.d4.loss_mask: 0.6385, decode.d4.loss_dice: 0.9532, decode.d5.loss_cls: 0.5274, decode.d5.loss_mask: 0.6356, decode.d5.loss_dice: 0.9491, decode.d6.loss_cls: 0.5191, decode.d6.loss_mask: 0.6361, decode.d6.loss_dice: 0.9415, decode.d7.loss_cls: 0.5101, decode.d7.loss_mask: 0.6341, decode.d7.loss_dice: 0.9431, decode.d8.loss_cls: 0.5057, decode.d8.loss_mask: 0.6345, decode.d8.loss_dice: 0.9456, loss: 23.5274, grad_norm: 119.0515 2023-11-26 21:04:02,072 - mmseg - INFO - Saving checkpoint at 85000 iterations 2023-11-26 21:04:03,749 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:04:03,749 - mmseg - INFO - Iter [85000/160000] lr: 1.788e-06, eta: 7:53:41, time: 0.402, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5096, decode.loss_mask: 0.6640, decode.loss_dice: 0.9575, decode.d0.loss_cls: 2.4433, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1420, decode.d1.loss_cls: 0.6775, decode.d1.loss_mask: 0.6998, decode.d1.loss_dice: 1.0538, decode.d2.loss_cls: 0.5821, decode.d2.loss_mask: 0.6826, decode.d2.loss_dice: 1.0034, decode.d3.loss_cls: 0.5492, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 0.9801, decode.d4.loss_cls: 0.5415, decode.d4.loss_mask: 0.6654, decode.d4.loss_dice: 0.9784, decode.d5.loss_cls: 0.5313, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 0.9737, decode.d6.loss_cls: 0.5239, decode.d6.loss_mask: 0.6634, decode.d6.loss_dice: 0.9580, decode.d7.loss_cls: 0.5188, decode.d7.loss_mask: 0.6660, decode.d7.loss_dice: 0.9604, decode.d8.loss_cls: 0.5104, decode.d8.loss_mask: 0.6644, decode.d8.loss_dice: 0.9608, loss: 24.1173, grad_norm: 122.1473 2023-11-26 21:04:20,193 - mmseg - INFO - per class results: 2023-11-26 21:04:20,199 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.89 | 85.06 | | building | 81.67 | 89.27 | | sky | 94.76 | 96.98 | | floor | 81.99 | 91.2 | | tree | 75.23 | 87.77 | | ceiling | 83.8 | 90.72 | | road | 85.86 | 90.8 | | bed | 90.9 | 95.21 | | windowpane | 60.93 | 81.01 | | grass | 71.54 | 85.21 | | cabinet | 60.0 | 74.64 | | sidewalk | 69.33 | 83.32 | | person | 83.79 | 91.82 | | earth | 32.19 | 39.01 | | door | 53.93 | 72.63 | | table | 64.12 | 79.19 | | mountain | 60.56 | 73.33 | | plant | 52.27 | 67.7 | | curtain | 73.92 | 89.31 | | chair | 60.08 | 74.71 | | car | 85.7 | 94.7 | | water | 50.68 | 72.98 | | painting | 73.62 | 88.25 | | sofa | 70.73 | 86.45 | | shelf | 43.65 | 63.21 | | house | 48.12 | 78.1 | | sea | 55.44 | 76.51 | | mirror | 66.3 | 79.82 | | rug | 65.75 | 78.17 | | field | 31.43 | 57.89 | | armchair | 41.94 | 56.57 | | seat | 60.2 | 86.71 | | fence | 45.36 | 64.68 | | desk | 52.04 | 74.26 | | rock | 58.09 | 75.86 | | wardrobe | 51.2 | 66.77 | | lamp | 66.49 | 83.79 | | bathtub | 77.0 | 85.75 | | railing | 35.55 | 53.35 | | cushion | 64.4 | 74.15 | | base | 34.81 | 62.68 | | box | 27.16 | 46.06 | | column | 46.3 | 69.44 | | signboard | 38.46 | 58.52 | | chest of drawers | 38.49 | 66.73 | | counter | 33.93 | 45.21 | | sand | 43.17 | 68.02 | | sink | 77.33 | 86.38 | | skyscraper | 43.0 | 61.68 | | fireplace | 74.31 | 87.75 | | refrigerator | 79.07 | 89.28 | | grandstand | 39.54 | 66.99 | | path | 20.19 | 31.09 | | stairs | 32.23 | 43.73 | | runway | 76.0 | 97.23 | | case | 38.19 | 57.62 | | pool table | 94.99 | 97.63 | | pillow | 62.99 | 83.02 | | screen door | 63.14 | 94.93 | | stairway | 29.15 | 42.68 | | river | 14.8 | 22.06 | | bridge | 73.82 | 88.51 | | bookcase | 38.72 | 55.42 | | blind | 42.76 | 48.67 | | coffee table | 62.87 | 85.71 | | toilet | 88.48 | 92.38 | | flower | 40.28 | 61.75 | | book | 49.52 | 74.4 | | hill | 4.72 | 10.67 | | bench | 40.6 | 56.98 | | countertop | 53.64 | 70.33 | | stove | 83.52 | 89.2 | | palm | 50.35 | 81.24 | | kitchen island | 37.33 | 57.31 | | computer | 72.94 | 78.62 | | swivel chair | 45.82 | 76.06 | | boat | 64.45 | 88.95 | | bar | 54.41 | 63.93 | | arcade machine | 67.13 | 75.1 | | hovel | 13.28 | 15.4 | | bus | 83.9 | 95.8 | | towel | 68.53 | 87.48 | | light | 60.04 | 78.24 | | truck | 38.05 | 52.79 | | tower | 28.3 | 55.78 | | chandelier | 68.11 | 82.22 | | awning | 38.1 | 50.64 | | streetlight | 33.78 | 57.42 | | booth | 12.75 | 17.44 | | television receiver | 73.85 | 88.12 | | airplane | 64.85 | 73.66 | | dirt track | 9.5 | 10.04 | | apparel | 27.28 | 50.55 | | pole | 28.68 | 50.43 | | land | 3.61 | 10.58 | | bannister | 10.39 | 19.88 | | escalator | 24.09 | 25.65 | | ottoman | 54.58 | 72.63 | | bottle | 24.48 | 34.19 | | buffet | 40.75 | 54.19 | | poster | 28.3 | 37.49 | | stage | 19.11 | 33.87 | | van | 42.95 | 53.41 | | ship | 9.95 | 10.8 | | fountain | 23.13 | 25.86 | | conveyer belt | 54.85 | 89.5 | | canopy | 28.48 | 40.1 | | washer | 72.83 | 77.99 | | plaything | 27.01 | 39.18 | | swimming pool | 68.08 | 69.75 | | stool | 47.16 | 72.9 | | barrel | 59.69 | 74.74 | | basket | 35.52 | 56.3 | | waterfall | 38.99 | 62.01 | | tent | 92.01 | 98.03 | | bag | 17.39 | 24.09 | | minibike | 71.63 | 86.87 | | cradle | 85.61 | 98.16 | | oven | 36.12 | 69.45 | | ball | 49.06 | 59.11 | | food | 65.68 | 85.07 | | step | 8.71 | 17.03 | | tank | 35.58 | 39.92 | | trade name | 34.08 | 43.41 | | microwave | 61.34 | 68.33 | | pot | 37.17 | 45.36 | | animal | 67.42 | 70.36 | | bicycle | 63.33 | 82.65 | | lake | 0.04 | 0.04 | | dishwasher | 76.38 | 84.76 | | screen | 58.46 | 82.22 | | blanket | 26.39 | 31.58 | | sculpture | 55.3 | 86.01 | | hood | 83.72 | 92.28 | | sconce | 53.65 | 66.24 | | vase | 43.06 | 74.27 | | traffic light | 36.91 | 68.81 | | tray | 16.37 | 27.39 | | ashcan | 42.36 | 61.74 | | fan | 59.94 | 85.03 | | pier | 15.41 | 19.18 | | crt screen | 15.71 | 56.02 | | plate | 58.61 | 73.82 | | monitor | 11.34 | 14.26 | | bulletin board | 37.97 | 67.45 | | shower | 18.3 | 23.03 | | radiator | 62.66 | 80.92 | | glass | 21.67 | 23.9 | | clock | 47.61 | 67.92 | | flag | 48.03 | 57.53 | +---------------------+-------+-------+ 2023-11-26 21:04:20,199 - mmseg - INFO - Summary: 2023-11-26 21:04:20,199 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 83.22 | 50.1 | 64.87 | +-------+------+-------+ 2023-11-26 21:04:20,200 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:04:20,200 - mmseg - INFO - Iter(val) [250] aAcc: 0.8322, mIoU: 0.5010, mAcc: 0.6487, IoU.wall: 0.7789, IoU.building: 0.8167, IoU.sky: 0.9476, IoU.floor: 0.8199, IoU.tree: 0.7523, IoU.ceiling: 0.8380, IoU.road: 0.8586, IoU.bed : 0.9090, IoU.windowpane: 0.6093, IoU.grass: 0.7154, IoU.cabinet: 0.6000, IoU.sidewalk: 0.6933, IoU.person: 0.8379, IoU.earth: 0.3219, IoU.door: 0.5393, IoU.table: 0.6412, IoU.mountain: 0.6056, IoU.plant: 0.5227, IoU.curtain: 0.7392, IoU.chair: 0.6008, IoU.car: 0.8570, IoU.water: 0.5068, IoU.painting: 0.7362, IoU.sofa: 0.7073, IoU.shelf: 0.4365, IoU.house: 0.4812, IoU.sea: 0.5544, IoU.mirror: 0.6630, IoU.rug: 0.6575, IoU.field: 0.3143, IoU.armchair: 0.4194, IoU.seat: 0.6020, IoU.fence: 0.4536, IoU.desk: 0.5204, IoU.rock: 0.5809, IoU.wardrobe: 0.5120, IoU.lamp: 0.6649, IoU.bathtub: 0.7700, IoU.railing: 0.3555, IoU.cushion: 0.6440, IoU.base: 0.3481, IoU.box: 0.2716, IoU.column: 0.4630, IoU.signboard: 0.3846, IoU.chest of drawers: 0.3849, IoU.counter: 0.3393, IoU.sand: 0.4317, IoU.sink: 0.7733, IoU.skyscraper: 0.4300, IoU.fireplace: 0.7431, IoU.refrigerator: 0.7907, IoU.grandstand: 0.3954, IoU.path: 0.2019, IoU.stairs: 0.3223, IoU.runway: 0.7600, IoU.case: 0.3819, IoU.pool table: 0.9499, IoU.pillow: 0.6299, IoU.screen door: 0.6314, IoU.stairway: 0.2915, IoU.river: 0.1480, IoU.bridge: 0.7382, IoU.bookcase: 0.3872, IoU.blind: 0.4276, IoU.coffee table: 0.6287, IoU.toilet: 0.8848, IoU.flower: 0.4028, IoU.book: 0.4952, IoU.hill: 0.0472, IoU.bench: 0.4060, IoU.countertop: 0.5364, IoU.stove: 0.8352, IoU.palm: 0.5035, IoU.kitchen island: 0.3733, IoU.computer: 0.7294, IoU.swivel chair: 0.4582, IoU.boat: 0.6445, IoU.bar: 0.5441, IoU.arcade machine: 0.6713, IoU.hovel: 0.1328, IoU.bus: 0.8390, IoU.towel: 0.6853, IoU.light: 0.6004, IoU.truck: 0.3805, IoU.tower: 0.2830, IoU.chandelier: 0.6811, IoU.awning: 0.3810, IoU.streetlight: 0.3378, IoU.booth: 0.1275, IoU.television receiver: 0.7385, IoU.airplane: 0.6485, IoU.dirt track: 0.0950, IoU.apparel: 0.2728, IoU.pole: 0.2868, IoU.land: 0.0361, IoU.bannister: 0.1039, IoU.escalator: 0.2409, IoU.ottoman: 0.5458, IoU.bottle: 0.2448, IoU.buffet: 0.4075, IoU.poster: 0.2830, IoU.stage: 0.1911, IoU.van: 0.4295, IoU.ship: 0.0995, IoU.fountain: 0.2313, IoU.conveyer belt: 0.5485, IoU.canopy: 0.2848, IoU.washer: 0.7283, IoU.plaything: 0.2701, IoU.swimming pool: 0.6808, IoU.stool: 0.4716, IoU.barrel: 0.5969, IoU.basket: 0.3552, IoU.waterfall: 0.3899, IoU.tent: 0.9201, IoU.bag: 0.1739, IoU.minibike: 0.7163, IoU.cradle: 0.8561, IoU.oven: 0.3612, IoU.ball: 0.4906, IoU.food: 0.6568, IoU.step: 0.0871, IoU.tank: 0.3558, IoU.trade name: 0.3408, IoU.microwave: 0.6134, IoU.pot: 0.3717, IoU.animal: 0.6742, IoU.bicycle: 0.6333, IoU.lake: 0.0004, IoU.dishwasher: 0.7638, IoU.screen: 0.5846, IoU.blanket: 0.2639, IoU.sculpture: 0.5530, IoU.hood: 0.8372, IoU.sconce: 0.5365, IoU.vase: 0.4306, IoU.traffic light: 0.3691, IoU.tray: 0.1637, IoU.ashcan: 0.4236, IoU.fan: 0.5994, IoU.pier: 0.1541, IoU.crt screen: 0.1571, IoU.plate: 0.5861, IoU.monitor: 0.1134, IoU.bulletin board: 0.3797, IoU.shower: 0.1830, IoU.radiator: 0.6266, IoU.glass: 0.2167, IoU.clock: 0.4761, IoU.flag: 0.4803, Acc.wall: 0.8506, Acc.building: 0.8927, Acc.sky: 0.9698, Acc.floor: 0.9120, Acc.tree: 0.8777, Acc.ceiling: 0.9072, Acc.road: 0.9080, Acc.bed : 0.9521, Acc.windowpane: 0.8101, Acc.grass: 0.8521, Acc.cabinet: 0.7464, Acc.sidewalk: 0.8332, Acc.person: 0.9182, Acc.earth: 0.3901, Acc.door: 0.7263, Acc.table: 0.7919, Acc.mountain: 0.7333, Acc.plant: 0.6770, Acc.curtain: 0.8931, Acc.chair: 0.7471, Acc.car: 0.9470, Acc.water: 0.7298, Acc.painting: 0.8825, Acc.sofa: 0.8645, Acc.shelf: 0.6321, Acc.house: 0.7810, Acc.sea: 0.7651, Acc.mirror: 0.7982, Acc.rug: 0.7817, Acc.field: 0.5789, Acc.armchair: 0.5657, Acc.seat: 0.8671, Acc.fence: 0.6468, Acc.desk: 0.7426, Acc.rock: 0.7586, Acc.wardrobe: 0.6677, Acc.lamp: 0.8379, Acc.bathtub: 0.8575, Acc.railing: 0.5335, Acc.cushion: 0.7415, Acc.base: 0.6268, Acc.box: 0.4606, Acc.column: 0.6944, Acc.signboard: 0.5852, Acc.chest of drawers: 0.6673, Acc.counter: 0.4521, Acc.sand: 0.6802, Acc.sink: 0.8638, Acc.skyscraper: 0.6168, Acc.fireplace: 0.8775, Acc.refrigerator: 0.8928, Acc.grandstand: 0.6699, Acc.path: 0.3109, Acc.stairs: 0.4373, Acc.runway: 0.9723, Acc.case: 0.5762, Acc.pool table: 0.9763, Acc.pillow: 0.8302, Acc.screen door: 0.9493, Acc.stairway: 0.4268, Acc.river: 0.2206, Acc.bridge: 0.8851, Acc.bookcase: 0.5542, Acc.blind: 0.4867, Acc.coffee table: 0.8571, Acc.toilet: 0.9238, Acc.flower: 0.6175, Acc.book: 0.7440, Acc.hill: 0.1067, Acc.bench: 0.5698, Acc.countertop: 0.7033, Acc.stove: 0.8920, Acc.palm: 0.8124, Acc.kitchen island: 0.5731, Acc.computer: 0.7862, Acc.swivel chair: 0.7606, Acc.boat: 0.8895, Acc.bar: 0.6393, Acc.arcade machine: 0.7510, Acc.hovel: 0.1540, Acc.bus: 0.9580, Acc.towel: 0.8748, Acc.light: 0.7824, Acc.truck: 0.5279, Acc.tower: 0.5578, Acc.chandelier: 0.8222, Acc.awning: 0.5064, Acc.streetlight: 0.5742, Acc.booth: 0.1744, Acc.television receiver: 0.8812, Acc.airplane: 0.7366, Acc.dirt track: 0.1004, Acc.apparel: 0.5055, Acc.pole: 0.5043, Acc.land: 0.1058, Acc.bannister: 0.1988, Acc.escalator: 0.2565, Acc.ottoman: 0.7263, Acc.bottle: 0.3419, Acc.buffet: 0.5419, Acc.poster: 0.3749, Acc.stage: 0.3387, Acc.van: 0.5341, Acc.ship: 0.1080, Acc.fountain: 0.2586, Acc.conveyer belt: 0.8950, Acc.canopy: 0.4010, Acc.washer: 0.7799, Acc.plaything: 0.3918, Acc.swimming pool: 0.6975, Acc.stool: 0.7290, Acc.barrel: 0.7474, Acc.basket: 0.5630, Acc.waterfall: 0.6201, Acc.tent: 0.9803, Acc.bag: 0.2409, Acc.minibike: 0.8687, Acc.cradle: 0.9816, Acc.oven: 0.6945, Acc.ball: 0.5911, Acc.food: 0.8507, Acc.step: 0.1703, Acc.tank: 0.3992, Acc.trade name: 0.4341, Acc.microwave: 0.6833, Acc.pot: 0.4536, Acc.animal: 0.7036, Acc.bicycle: 0.8265, Acc.lake: 0.0004, Acc.dishwasher: 0.8476, Acc.screen: 0.8222, Acc.blanket: 0.3158, Acc.sculpture: 0.8601, Acc.hood: 0.9228, Acc.sconce: 0.6624, Acc.vase: 0.7427, Acc.traffic light: 0.6881, Acc.tray: 0.2739, Acc.ashcan: 0.6174, Acc.fan: 0.8503, Acc.pier: 0.1918, Acc.crt screen: 0.5602, Acc.plate: 0.7382, Acc.monitor: 0.1426, Acc.bulletin board: 0.6745, Acc.shower: 0.2303, Acc.radiator: 0.8092, Acc.glass: 0.2390, Acc.clock: 0.6792, Acc.flag: 0.5753 2023-11-26 21:04:38,476 - mmseg - INFO - Iter [85050/160000] lr: 1.787e-06, eta: 7:53:36, time: 0.695, data_time: 0.338, memory: 36416, decode.loss_cls: 0.5181, decode.loss_mask: 0.6257, decode.loss_dice: 0.9470, decode.d0.loss_cls: 2.4585, decode.d0.loss_mask: 0.6904, decode.d0.loss_dice: 1.1321, decode.d1.loss_cls: 0.7147, decode.d1.loss_mask: 0.6563, decode.d1.loss_dice: 1.0260, decode.d2.loss_cls: 0.6251, decode.d2.loss_mask: 0.6396, decode.d2.loss_dice: 0.9811, decode.d3.loss_cls: 0.5807, decode.d3.loss_mask: 0.6324, decode.d3.loss_dice: 0.9610, decode.d4.loss_cls: 0.5715, decode.d4.loss_mask: 0.6321, decode.d4.loss_dice: 0.9591, decode.d5.loss_cls: 0.5509, decode.d5.loss_mask: 0.6303, decode.d5.loss_dice: 0.9617, decode.d6.loss_cls: 0.5365, decode.d6.loss_mask: 0.6243, decode.d6.loss_dice: 0.9545, decode.d7.loss_cls: 0.5236, decode.d7.loss_mask: 0.6242, decode.d7.loss_dice: 0.9556, decode.d8.loss_cls: 0.5203, decode.d8.loss_mask: 0.6266, decode.d8.loss_dice: 0.9525, loss: 23.8126, grad_norm: 124.2681 2023-11-26 21:04:56,794 - mmseg - INFO - Iter [85100/160000] lr: 1.786e-06, eta: 7:53:16, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5021, decode.loss_mask: 0.6024, decode.loss_dice: 0.9194, decode.d0.loss_cls: 2.3909, decode.d0.loss_mask: 0.6668, decode.d0.loss_dice: 1.0912, decode.d1.loss_cls: 0.6836, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 0.9977, decode.d2.loss_cls: 0.5901, decode.d2.loss_mask: 0.6224, decode.d2.loss_dice: 0.9611, decode.d3.loss_cls: 0.5528, decode.d3.loss_mask: 0.6160, decode.d3.loss_dice: 0.9292, decode.d4.loss_cls: 0.5295, decode.d4.loss_mask: 0.6160, decode.d4.loss_dice: 0.9295, decode.d5.loss_cls: 0.5313, decode.d5.loss_mask: 0.6071, decode.d5.loss_dice: 0.9322, decode.d6.loss_cls: 0.5258, decode.d6.loss_mask: 0.6023, decode.d6.loss_dice: 0.9214, decode.d7.loss_cls: 0.5115, decode.d7.loss_mask: 0.6049, decode.d7.loss_dice: 0.9213, decode.d8.loss_cls: 0.5072, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.9219, loss: 23.0244, grad_norm: 125.5896 2023-11-26 21:05:15,074 - mmseg - INFO - Iter [85150/160000] lr: 1.785e-06, eta: 7:52:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5273, decode.loss_mask: 0.6106, decode.loss_dice: 0.9592, decode.d0.loss_cls: 2.4751, decode.d0.loss_mask: 0.6736, decode.d0.loss_dice: 1.1318, decode.d1.loss_cls: 0.7196, decode.d1.loss_mask: 0.6472, decode.d1.loss_dice: 1.0377, decode.d2.loss_cls: 0.6099, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.9920, decode.d3.loss_cls: 0.5859, decode.d3.loss_mask: 0.6167, decode.d3.loss_dice: 0.9660, decode.d4.loss_cls: 0.5606, decode.d4.loss_mask: 0.6148, decode.d4.loss_dice: 0.9683, decode.d5.loss_cls: 0.5464, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.9699, decode.d6.loss_cls: 0.5469, decode.d6.loss_mask: 0.6137, decode.d6.loss_dice: 0.9614, decode.d7.loss_cls: 0.5324, decode.d7.loss_mask: 0.6121, decode.d7.loss_dice: 0.9616, decode.d8.loss_cls: 0.5246, decode.d8.loss_mask: 0.6107, decode.d8.loss_dice: 0.9636, loss: 23.7751, grad_norm: 117.8118 2023-11-26 21:05:33,313 - mmseg - INFO - Iter [85200/160000] lr: 1.784e-06, eta: 7:52:37, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5508, decode.loss_mask: 0.6307, decode.loss_dice: 0.9418, decode.d0.loss_cls: 2.4888, decode.d0.loss_mask: 0.6898, decode.d0.loss_dice: 1.1206, decode.d1.loss_cls: 0.7284, decode.d1.loss_mask: 0.6669, decode.d1.loss_dice: 1.0299, decode.d2.loss_cls: 0.6220, decode.d2.loss_mask: 0.6468, decode.d2.loss_dice: 0.9880, decode.d3.loss_cls: 0.5941, decode.d3.loss_mask: 0.6412, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5755, decode.d4.loss_mask: 0.6403, decode.d4.loss_dice: 0.9591, decode.d5.loss_cls: 0.5708, decode.d5.loss_mask: 0.6342, decode.d5.loss_dice: 0.9544, decode.d6.loss_cls: 0.5641, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9422, decode.d7.loss_cls: 0.5571, decode.d7.loss_mask: 0.6318, decode.d7.loss_dice: 0.9404, decode.d8.loss_cls: 0.5494, decode.d8.loss_mask: 0.6311, decode.d8.loss_dice: 0.9380, loss: 24.0214, grad_norm: 130.3905 2023-11-26 21:05:51,665 - mmseg - INFO - Iter [85250/160000] lr: 1.782e-06, eta: 7:52:17, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5615, decode.loss_mask: 0.6164, decode.loss_dice: 0.9603, decode.d0.loss_cls: 2.5262, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.1396, decode.d1.loss_cls: 0.7419, decode.d1.loss_mask: 0.6541, decode.d1.loss_dice: 1.0536, decode.d2.loss_cls: 0.6515, decode.d2.loss_mask: 0.6357, decode.d2.loss_dice: 1.0109, decode.d3.loss_cls: 0.6072, decode.d3.loss_mask: 0.6241, decode.d3.loss_dice: 0.9768, decode.d4.loss_cls: 0.5917, decode.d4.loss_mask: 0.6231, decode.d4.loss_dice: 0.9749, decode.d5.loss_cls: 0.5811, decode.d5.loss_mask: 0.6203, decode.d5.loss_dice: 0.9728, decode.d6.loss_cls: 0.5817, decode.d6.loss_mask: 0.6173, decode.d6.loss_dice: 0.9608, decode.d7.loss_cls: 0.5677, decode.d7.loss_mask: 0.6162, decode.d7.loss_dice: 0.9640, decode.d8.loss_cls: 0.5637, decode.d8.loss_mask: 0.6160, decode.d8.loss_dice: 0.9678, loss: 24.2470, grad_norm: 113.9247 2023-11-26 21:06:10,181 - mmseg - INFO - Iter [85300/160000] lr: 1.781e-06, eta: 7:51:58, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5608, decode.loss_mask: 0.6358, decode.loss_dice: 0.9737, decode.d0.loss_cls: 2.5015, decode.d0.loss_mask: 0.6956, decode.d0.loss_dice: 1.1629, decode.d1.loss_cls: 0.7451, decode.d1.loss_mask: 0.6762, decode.d1.loss_dice: 1.0666, decode.d2.loss_cls: 0.6598, decode.d2.loss_mask: 0.6597, decode.d2.loss_dice: 1.0187, decode.d3.loss_cls: 0.6200, decode.d3.loss_mask: 0.6501, decode.d3.loss_dice: 0.9845, decode.d4.loss_cls: 0.6066, decode.d4.loss_mask: 0.6414, decode.d4.loss_dice: 0.9792, decode.d5.loss_cls: 0.5810, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9812, decode.d6.loss_cls: 0.5675, decode.d6.loss_mask: 0.6424, decode.d6.loss_dice: 0.9739, decode.d7.loss_cls: 0.5685, decode.d7.loss_mask: 0.6350, decode.d7.loss_dice: 0.9674, decode.d8.loss_cls: 0.5600, decode.d8.loss_mask: 0.6375, decode.d8.loss_dice: 0.9735, loss: 24.5674, grad_norm: 128.4602 2023-11-26 21:06:28,639 - mmseg - INFO - Iter [85350/160000] lr: 1.780e-06, eta: 7:51:39, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5759, decode.loss_mask: 0.6283, decode.loss_dice: 0.9767, decode.d0.loss_cls: 2.5337, decode.d0.loss_mask: 0.6894, decode.d0.loss_dice: 1.1651, decode.d1.loss_cls: 0.7554, decode.d1.loss_mask: 0.6640, decode.d1.loss_dice: 1.0704, decode.d2.loss_cls: 0.6585, decode.d2.loss_mask: 0.6490, decode.d2.loss_dice: 1.0259, decode.d3.loss_cls: 0.6323, decode.d3.loss_mask: 0.6360, decode.d3.loss_dice: 0.9889, decode.d4.loss_cls: 0.6048, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9920, decode.d5.loss_cls: 0.5998, decode.d5.loss_mask: 0.6327, decode.d5.loss_dice: 0.9843, decode.d6.loss_cls: 0.5914, decode.d6.loss_mask: 0.6302, decode.d6.loss_dice: 0.9754, decode.d7.loss_cls: 0.5772, decode.d7.loss_mask: 0.6312, decode.d7.loss_dice: 0.9742, decode.d8.loss_cls: 0.5686, decode.d8.loss_mask: 0.6311, decode.d8.loss_dice: 0.9806, loss: 24.6572, grad_norm: 124.0415 2023-11-26 21:06:47,110 - mmseg - INFO - Iter [85400/160000] lr: 1.779e-06, eta: 7:51:19, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5180, decode.loss_mask: 0.6304, decode.loss_dice: 0.9653, decode.d0.loss_cls: 2.4384, decode.d0.loss_mask: 0.6953, decode.d0.loss_dice: 1.1544, decode.d1.loss_cls: 0.6987, decode.d1.loss_mask: 0.6674, decode.d1.loss_dice: 1.0642, decode.d2.loss_cls: 0.6003, decode.d2.loss_mask: 0.6465, decode.d2.loss_dice: 1.0175, decode.d3.loss_cls: 0.5732, decode.d3.loss_mask: 0.6404, decode.d3.loss_dice: 0.9835, decode.d4.loss_cls: 0.5611, decode.d4.loss_mask: 0.6381, decode.d4.loss_dice: 0.9850, decode.d5.loss_cls: 0.5516, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9808, decode.d6.loss_cls: 0.5396, decode.d6.loss_mask: 0.6351, decode.d6.loss_dice: 0.9729, decode.d7.loss_cls: 0.5252, decode.d7.loss_mask: 0.6316, decode.d7.loss_dice: 0.9712, decode.d8.loss_cls: 0.5263, decode.d8.loss_mask: 0.6311, decode.d8.loss_dice: 0.9670, loss: 24.0484, grad_norm: 113.1445 2023-11-26 21:07:06,902 - mmseg - INFO - Iter [85450/160000] lr: 1.778e-06, eta: 7:51:01, time: 0.395, data_time: 0.008, memory: 36416, decode.loss_cls: 0.5076, decode.loss_mask: 0.6714, decode.loss_dice: 0.9414, decode.d0.loss_cls: 2.3851, decode.d0.loss_mask: 0.7379, decode.d0.loss_dice: 1.1269, decode.d1.loss_cls: 0.6768, decode.d1.loss_mask: 0.7117, decode.d1.loss_dice: 1.0306, decode.d2.loss_cls: 0.6040, decode.d2.loss_mask: 0.6907, decode.d2.loss_dice: 0.9798, decode.d3.loss_cls: 0.5650, decode.d3.loss_mask: 0.6792, decode.d3.loss_dice: 0.9502, decode.d4.loss_cls: 0.5437, decode.d4.loss_mask: 0.6793, decode.d4.loss_dice: 0.9527, decode.d5.loss_cls: 0.5312, decode.d5.loss_mask: 0.6768, decode.d5.loss_dice: 0.9464, decode.d6.loss_cls: 0.5312, decode.d6.loss_mask: 0.6721, decode.d6.loss_dice: 0.9410, decode.d7.loss_cls: 0.5246, decode.d7.loss_mask: 0.6697, decode.d7.loss_dice: 0.9396, decode.d8.loss_cls: 0.5221, decode.d8.loss_mask: 0.6719, decode.d8.loss_dice: 0.9428, loss: 24.0032, grad_norm: 131.4636 2023-11-26 21:07:26,043 - mmseg - INFO - Iter [85500/160000] lr: 1.776e-06, eta: 7:50:42, time: 0.383, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5354, decode.loss_mask: 0.6334, decode.loss_dice: 0.9638, decode.d0.loss_cls: 2.3854, decode.d0.loss_mask: 0.6878, decode.d0.loss_dice: 1.1381, decode.d1.loss_cls: 0.7144, decode.d1.loss_mask: 0.6702, decode.d1.loss_dice: 1.0504, decode.d2.loss_cls: 0.6264, decode.d2.loss_mask: 0.6469, decode.d2.loss_dice: 1.0029, decode.d3.loss_cls: 0.5908, decode.d3.loss_mask: 0.6416, decode.d3.loss_dice: 0.9819, decode.d4.loss_cls: 0.5708, decode.d4.loss_mask: 0.6400, decode.d4.loss_dice: 0.9767, decode.d5.loss_cls: 0.5609, decode.d5.loss_mask: 0.6368, decode.d5.loss_dice: 0.9753, decode.d6.loss_cls: 0.5501, decode.d6.loss_mask: 0.6366, decode.d6.loss_dice: 0.9731, decode.d7.loss_cls: 0.5450, decode.d7.loss_mask: 0.6346, decode.d7.loss_dice: 0.9649, decode.d8.loss_cls: 0.5340, decode.d8.loss_mask: 0.6340, decode.d8.loss_dice: 0.9664, loss: 24.0683, grad_norm: 127.5879 2023-11-26 21:07:44,332 - mmseg - INFO - Iter [85550/160000] lr: 1.775e-06, eta: 7:50:23, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5361, decode.loss_mask: 0.6242, decode.loss_dice: 0.9616, decode.d0.loss_cls: 2.4026, decode.d0.loss_mask: 0.6790, decode.d0.loss_dice: 1.1478, decode.d1.loss_cls: 0.6904, decode.d1.loss_mask: 0.6565, decode.d1.loss_dice: 1.0476, decode.d2.loss_cls: 0.6141, decode.d2.loss_mask: 0.6387, decode.d2.loss_dice: 1.0082, decode.d3.loss_cls: 0.5787, decode.d3.loss_mask: 0.6332, decode.d3.loss_dice: 0.9766, decode.d4.loss_cls: 0.5636, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9787, decode.d5.loss_cls: 0.5551, decode.d5.loss_mask: 0.6234, decode.d5.loss_dice: 0.9781, decode.d6.loss_cls: 0.5427, decode.d6.loss_mask: 0.6238, decode.d6.loss_dice: 0.9634, decode.d7.loss_cls: 0.5318, decode.d7.loss_mask: 0.6251, decode.d7.loss_dice: 0.9689, decode.d8.loss_cls: 0.5303, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.9702, loss: 23.9010, grad_norm: 124.0898 2023-11-26 21:08:02,673 - mmseg - INFO - Iter [85600/160000] lr: 1.774e-06, eta: 7:50:03, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5430, decode.loss_mask: 0.6160, decode.loss_dice: 0.9432, decode.d0.loss_cls: 2.4598, decode.d0.loss_mask: 0.6822, decode.d0.loss_dice: 1.1305, decode.d1.loss_cls: 0.7371, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0344, decode.d2.loss_cls: 0.6355, decode.d2.loss_mask: 0.6354, decode.d2.loss_dice: 0.9864, decode.d3.loss_cls: 0.5875, decode.d3.loss_mask: 0.6263, decode.d3.loss_dice: 0.9617, decode.d4.loss_cls: 0.5716, decode.d4.loss_mask: 0.6245, decode.d4.loss_dice: 0.9595, decode.d5.loss_cls: 0.5567, decode.d5.loss_mask: 0.6208, decode.d5.loss_dice: 0.9619, decode.d6.loss_cls: 0.5565, decode.d6.loss_mask: 0.6200, decode.d6.loss_dice: 0.9501, decode.d7.loss_cls: 0.5376, decode.d7.loss_mask: 0.6184, decode.d7.loss_dice: 0.9509, decode.d8.loss_cls: 0.5388, decode.d8.loss_mask: 0.6167, decode.d8.loss_dice: 0.9467, loss: 23.8650, grad_norm: 122.4433 2023-11-26 21:08:21,076 - mmseg - INFO - Iter [85650/160000] lr: 1.773e-06, eta: 7:49:44, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5490, decode.loss_mask: 0.6212, decode.loss_dice: 0.9802, decode.d0.loss_cls: 2.4541, decode.d0.loss_mask: 0.6859, decode.d0.loss_dice: 1.1736, decode.d1.loss_cls: 0.7499, decode.d1.loss_mask: 0.6559, decode.d1.loss_dice: 1.0664, decode.d2.loss_cls: 0.6444, decode.d2.loss_mask: 0.6352, decode.d2.loss_dice: 1.0256, decode.d3.loss_cls: 0.6107, decode.d3.loss_mask: 0.6245, decode.d3.loss_dice: 0.9875, decode.d4.loss_cls: 0.6031, decode.d4.loss_mask: 0.6237, decode.d4.loss_dice: 0.9838, decode.d5.loss_cls: 0.5842, decode.d5.loss_mask: 0.6259, decode.d5.loss_dice: 0.9854, decode.d6.loss_cls: 0.5691, decode.d6.loss_mask: 0.6208, decode.d6.loss_dice: 0.9798, decode.d7.loss_cls: 0.5534, decode.d7.loss_mask: 0.6196, decode.d7.loss_dice: 0.9798, decode.d8.loss_cls: 0.5541, decode.d8.loss_mask: 0.6206, decode.d8.loss_dice: 0.9756, loss: 24.3432, grad_norm: 117.6685 2023-11-26 21:08:39,471 - mmseg - INFO - Iter [85700/160000] lr: 1.772e-06, eta: 7:49:24, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5132, decode.loss_mask: 0.6237, decode.loss_dice: 0.9558, decode.d0.loss_cls: 2.4293, decode.d0.loss_mask: 0.6935, decode.d0.loss_dice: 1.1431, decode.d1.loss_cls: 0.6966, decode.d1.loss_mask: 0.6641, decode.d1.loss_dice: 1.0463, decode.d2.loss_cls: 0.6071, decode.d2.loss_mask: 0.6421, decode.d2.loss_dice: 0.9941, decode.d3.loss_cls: 0.5648, decode.d3.loss_mask: 0.6349, decode.d3.loss_dice: 0.9675, decode.d4.loss_cls: 0.5464, decode.d4.loss_mask: 0.6324, decode.d4.loss_dice: 0.9698, decode.d5.loss_cls: 0.5432, decode.d5.loss_mask: 0.6278, decode.d5.loss_dice: 0.9615, decode.d6.loss_cls: 0.5306, decode.d6.loss_mask: 0.6255, decode.d6.loss_dice: 0.9541, decode.d7.loss_cls: 0.5229, decode.d7.loss_mask: 0.6259, decode.d7.loss_dice: 0.9586, decode.d8.loss_cls: 0.5161, decode.d8.loss_mask: 0.6245, decode.d8.loss_dice: 0.9572, loss: 23.7728, grad_norm: 119.6654 2023-11-26 21:08:57,938 - mmseg - INFO - Iter [85750/160000] lr: 1.771e-06, eta: 7:49:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5542, decode.loss_mask: 0.6645, decode.loss_dice: 0.9931, decode.d0.loss_cls: 2.4046, decode.d0.loss_mask: 0.7294, decode.d0.loss_dice: 1.1737, decode.d1.loss_cls: 0.7211, decode.d1.loss_mask: 0.7072, decode.d1.loss_dice: 1.0711, decode.d2.loss_cls: 0.6369, decode.d2.loss_mask: 0.6856, decode.d2.loss_dice: 1.0325, decode.d3.loss_cls: 0.5967, decode.d3.loss_mask: 0.6764, decode.d3.loss_dice: 1.0110, decode.d4.loss_cls: 0.5930, decode.d4.loss_mask: 0.6732, decode.d4.loss_dice: 1.0089, decode.d5.loss_cls: 0.5723, decode.d5.loss_mask: 0.6712, decode.d5.loss_dice: 1.0069, decode.d6.loss_cls: 0.5615, decode.d6.loss_mask: 0.6667, decode.d6.loss_dice: 0.9952, decode.d7.loss_cls: 0.5564, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9934, decode.d8.loss_cls: 0.5512, decode.d8.loss_mask: 0.6659, decode.d8.loss_dice: 0.9960, loss: 24.8343, grad_norm: 130.5474 2023-11-26 21:09:16,301 - mmseg - INFO - Iter [85800/160000] lr: 1.769e-06, eta: 7:48:46, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5144, decode.loss_mask: 0.6483, decode.loss_dice: 0.9360, decode.d0.loss_cls: 2.4240, decode.d0.loss_mask: 0.7172, decode.d0.loss_dice: 1.1158, decode.d1.loss_cls: 0.6829, decode.d1.loss_mask: 0.6840, decode.d1.loss_dice: 1.0128, decode.d2.loss_cls: 0.5967, decode.d2.loss_mask: 0.6621, decode.d2.loss_dice: 0.9790, decode.d3.loss_cls: 0.5637, decode.d3.loss_mask: 0.6541, decode.d3.loss_dice: 0.9550, decode.d4.loss_cls: 0.5493, decode.d4.loss_mask: 0.6546, decode.d4.loss_dice: 0.9547, decode.d5.loss_cls: 0.5363, decode.d5.loss_mask: 0.6518, decode.d5.loss_dice: 0.9536, decode.d6.loss_cls: 0.5366, decode.d6.loss_mask: 0.6484, decode.d6.loss_dice: 0.9420, decode.d7.loss_cls: 0.5277, decode.d7.loss_mask: 0.6463, decode.d7.loss_dice: 0.9404, decode.d8.loss_cls: 0.5213, decode.d8.loss_mask: 0.6482, decode.d8.loss_dice: 0.9413, loss: 23.7986, grad_norm: 115.8512 2023-11-26 21:09:34,679 - mmseg - INFO - Iter [85850/160000] lr: 1.768e-06, eta: 7:48:26, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5320, decode.loss_mask: 0.6572, decode.loss_dice: 0.9559, decode.d0.loss_cls: 2.4167, decode.d0.loss_mask: 0.7259, decode.d0.loss_dice: 1.1424, decode.d1.loss_cls: 0.7186, decode.d1.loss_mask: 0.6962, decode.d1.loss_dice: 1.0382, decode.d2.loss_cls: 0.6176, decode.d2.loss_mask: 0.6745, decode.d2.loss_dice: 1.0010, decode.d3.loss_cls: 0.5786, decode.d3.loss_mask: 0.6678, decode.d3.loss_dice: 0.9725, decode.d4.loss_cls: 0.5664, decode.d4.loss_mask: 0.6635, decode.d4.loss_dice: 0.9684, decode.d5.loss_cls: 0.5553, decode.d5.loss_mask: 0.6604, decode.d5.loss_dice: 0.9663, decode.d6.loss_cls: 0.5499, decode.d6.loss_mask: 0.6578, decode.d6.loss_dice: 0.9581, decode.d7.loss_cls: 0.5483, decode.d7.loss_mask: 0.6565, decode.d7.loss_dice: 0.9580, decode.d8.loss_cls: 0.5472, decode.d8.loss_mask: 0.6539, decode.d8.loss_dice: 0.9540, loss: 24.2592, grad_norm: 132.5739 2023-11-26 21:09:55,216 - mmseg - INFO - Iter [85900/160000] lr: 1.767e-06, eta: 7:48:08, time: 0.411, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5497, decode.loss_mask: 0.6174, decode.loss_dice: 0.9511, decode.d0.loss_cls: 2.4775, decode.d0.loss_mask: 0.6804, decode.d0.loss_dice: 1.1345, decode.d1.loss_cls: 0.7368, decode.d1.loss_mask: 0.6517, decode.d1.loss_dice: 1.0427, decode.d2.loss_cls: 0.6449, decode.d2.loss_mask: 0.6336, decode.d2.loss_dice: 0.9957, decode.d3.loss_cls: 0.5986, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9688, decode.d4.loss_cls: 0.5799, decode.d4.loss_mask: 0.6246, decode.d4.loss_dice: 0.9631, decode.d5.loss_cls: 0.5683, decode.d5.loss_mask: 0.6221, decode.d5.loss_dice: 0.9600, decode.d6.loss_cls: 0.5582, decode.d6.loss_mask: 0.6201, decode.d6.loss_dice: 0.9492, decode.d7.loss_cls: 0.5617, decode.d7.loss_mask: 0.6184, decode.d7.loss_dice: 0.9499, decode.d8.loss_cls: 0.5514, decode.d8.loss_mask: 0.6198, decode.d8.loss_dice: 0.9460, loss: 24.0059, grad_norm: 129.3396 2023-11-26 21:10:13,524 - mmseg - INFO - Iter [85950/160000] lr: 1.766e-06, eta: 7:47:49, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5057, decode.loss_mask: 0.6252, decode.loss_dice: 0.9224, decode.d0.loss_cls: 2.4023, decode.d0.loss_mask: 0.6820, decode.d0.loss_dice: 1.0989, decode.d1.loss_cls: 0.6759, decode.d1.loss_mask: 0.6514, decode.d1.loss_dice: 0.9982, decode.d2.loss_cls: 0.5833, decode.d2.loss_mask: 0.6417, decode.d2.loss_dice: 0.9654, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.6347, decode.d3.loss_dice: 0.9382, decode.d4.loss_cls: 0.5362, decode.d4.loss_mask: 0.6294, decode.d4.loss_dice: 0.9372, decode.d5.loss_cls: 0.5236, decode.d5.loss_mask: 0.6294, decode.d5.loss_dice: 0.9386, decode.d6.loss_cls: 0.5177, decode.d6.loss_mask: 0.6253, decode.d6.loss_dice: 0.9206, decode.d7.loss_cls: 0.5076, decode.d7.loss_mask: 0.6231, decode.d7.loss_dice: 0.9205, decode.d8.loss_cls: 0.5056, decode.d8.loss_mask: 0.6247, decode.d8.loss_dice: 0.9240, loss: 23.2343, grad_norm: 125.9863 2023-11-26 21:10:31,886 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:10:31,887 - mmseg - INFO - Iter [86000/160000] lr: 1.765e-06, eta: 7:47:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5084, decode.loss_mask: 0.6236, decode.loss_dice: 0.9559, decode.d0.loss_cls: 2.4563, decode.d0.loss_mask: 0.6827, decode.d0.loss_dice: 1.1570, decode.d1.loss_cls: 0.6958, decode.d1.loss_mask: 0.6612, decode.d1.loss_dice: 1.0598, decode.d2.loss_cls: 0.6058, decode.d2.loss_mask: 0.6405, decode.d2.loss_dice: 1.0061, decode.d3.loss_cls: 0.5510, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.9774, decode.d4.loss_cls: 0.5435, decode.d4.loss_mask: 0.6273, decode.d4.loss_dice: 0.9762, decode.d5.loss_cls: 0.5352, decode.d5.loss_mask: 0.6264, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5251, decode.d6.loss_mask: 0.6258, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.5162, decode.d7.loss_mask: 0.6244, decode.d7.loss_dice: 0.9585, decode.d8.loss_cls: 0.5164, decode.d8.loss_mask: 0.6242, decode.d8.loss_dice: 0.9600, loss: 23.8071, grad_norm: 121.7657 2023-11-26 21:10:50,427 - mmseg - INFO - Iter [86050/160000] lr: 1.763e-06, eta: 7:47:10, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5011, decode.loss_mask: 0.6057, decode.loss_dice: 0.9160, decode.d0.loss_cls: 2.3829, decode.d0.loss_mask: 0.6696, decode.d0.loss_dice: 1.1022, decode.d1.loss_cls: 0.6655, decode.d1.loss_mask: 0.6486, decode.d1.loss_dice: 1.0030, decode.d2.loss_cls: 0.5723, decode.d2.loss_mask: 0.6274, decode.d2.loss_dice: 0.9620, decode.d3.loss_cls: 0.5278, decode.d3.loss_mask: 0.6182, decode.d3.loss_dice: 0.9339, decode.d4.loss_cls: 0.5131, decode.d4.loss_mask: 0.6160, decode.d4.loss_dice: 0.9335, decode.d5.loss_cls: 0.5075, decode.d5.loss_mask: 0.6133, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.5012, decode.d6.loss_mask: 0.6112, decode.d6.loss_dice: 0.9223, decode.d7.loss_cls: 0.4936, decode.d7.loss_mask: 0.6108, decode.d7.loss_dice: 0.9218, decode.d8.loss_cls: 0.4938, decode.d8.loss_mask: 0.6111, decode.d8.loss_dice: 0.9223, loss: 22.9391, grad_norm: 127.6880 2023-11-26 21:11:08,799 - mmseg - INFO - Iter [86100/160000] lr: 1.762e-06, eta: 7:46:51, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4999, decode.loss_mask: 0.6211, decode.loss_dice: 0.9239, decode.d0.loss_cls: 2.4276, decode.d0.loss_mask: 0.6819, decode.d0.loss_dice: 1.0960, decode.d1.loss_cls: 0.7027, decode.d1.loss_mask: 0.6590, decode.d1.loss_dice: 0.9993, decode.d2.loss_cls: 0.6026, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9635, decode.d3.loss_cls: 0.5605, decode.d3.loss_mask: 0.6291, decode.d3.loss_dice: 0.9365, decode.d4.loss_cls: 0.5387, decode.d4.loss_mask: 0.6310, decode.d4.loss_dice: 0.9410, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6282, decode.d5.loss_dice: 0.9410, decode.d6.loss_cls: 0.5183, decode.d6.loss_mask: 0.6201, decode.d6.loss_dice: 0.9271, decode.d7.loss_cls: 0.5009, decode.d7.loss_mask: 0.6216, decode.d7.loss_dice: 0.9282, decode.d8.loss_cls: 0.5007, decode.d8.loss_mask: 0.6228, decode.d8.loss_dice: 0.9263, loss: 23.3073, grad_norm: 115.7666 2023-11-26 21:11:27,573 - mmseg - INFO - Iter [86150/160000] lr: 1.761e-06, eta: 7:46:32, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5126, decode.loss_mask: 0.6484, decode.loss_dice: 0.9395, decode.d0.loss_cls: 2.4406, decode.d0.loss_mask: 0.7172, decode.d0.loss_dice: 1.1227, decode.d1.loss_cls: 0.6984, decode.d1.loss_mask: 0.6781, decode.d1.loss_dice: 1.0297, decode.d2.loss_cls: 0.6077, decode.d2.loss_mask: 0.6631, decode.d2.loss_dice: 0.9863, decode.d3.loss_cls: 0.5654, decode.d3.loss_mask: 0.6557, decode.d3.loss_dice: 0.9561, decode.d4.loss_cls: 0.5430, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5374, decode.d5.loss_mask: 0.6494, decode.d5.loss_dice: 0.9509, decode.d6.loss_cls: 0.5376, decode.d6.loss_mask: 0.6462, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5266, decode.d7.loss_mask: 0.6484, decode.d7.loss_dice: 0.9429, decode.d8.loss_cls: 0.5155, decode.d8.loss_mask: 0.6476, decode.d8.loss_dice: 0.9414, loss: 23.8551, grad_norm: 128.6522 2023-11-26 21:11:46,006 - mmseg - INFO - Iter [86200/160000] lr: 1.760e-06, eta: 7:46:12, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5064, decode.loss_mask: 0.6237, decode.loss_dice: 0.9509, decode.d0.loss_cls: 2.4348, decode.d0.loss_mask: 0.6854, decode.d0.loss_dice: 1.1234, decode.d1.loss_cls: 0.6837, decode.d1.loss_mask: 0.6585, decode.d1.loss_dice: 1.0336, decode.d2.loss_cls: 0.5931, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 0.9918, decode.d3.loss_cls: 0.5606, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9615, decode.d4.loss_cls: 0.5441, decode.d4.loss_mask: 0.6290, decode.d4.loss_dice: 0.9623, decode.d5.loss_cls: 0.5285, decode.d5.loss_mask: 0.6261, decode.d5.loss_dice: 0.9587, decode.d6.loss_cls: 0.5197, decode.d6.loss_mask: 0.6258, decode.d6.loss_dice: 0.9506, decode.d7.loss_cls: 0.5109, decode.d7.loss_mask: 0.6264, decode.d7.loss_dice: 0.9485, decode.d8.loss_cls: 0.5101, decode.d8.loss_mask: 0.6222, decode.d8.loss_dice: 0.9481, loss: 23.5902, grad_norm: 114.4970 2023-11-26 21:12:04,418 - mmseg - INFO - Iter [86250/160000] lr: 1.759e-06, eta: 7:45:53, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5059, decode.loss_mask: 0.6422, decode.loss_dice: 0.9351, decode.d0.loss_cls: 2.3909, decode.d0.loss_mask: 0.7073, decode.d0.loss_dice: 1.1170, decode.d1.loss_cls: 0.6748, decode.d1.loss_mask: 0.6720, decode.d1.loss_dice: 1.0252, decode.d2.loss_cls: 0.5843, decode.d2.loss_mask: 0.6557, decode.d2.loss_dice: 0.9829, decode.d3.loss_cls: 0.5470, decode.d3.loss_mask: 0.6456, decode.d3.loss_dice: 0.9525, decode.d4.loss_cls: 0.5266, decode.d4.loss_mask: 0.6486, decode.d4.loss_dice: 0.9526, decode.d5.loss_cls: 0.5170, decode.d5.loss_mask: 0.6480, decode.d5.loss_dice: 0.9563, decode.d6.loss_cls: 0.5207, decode.d6.loss_mask: 0.6414, decode.d6.loss_dice: 0.9351, decode.d7.loss_cls: 0.5126, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9385, decode.d8.loss_cls: 0.5061, decode.d8.loss_mask: 0.6409, decode.d8.loss_dice: 0.9377, loss: 23.5614, grad_norm: 128.9457 2023-11-26 21:12:22,868 - mmseg - INFO - Iter [86300/160000] lr: 1.757e-06, eta: 7:45:33, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4954, decode.loss_mask: 0.6033, decode.loss_dice: 0.9351, decode.d0.loss_cls: 2.4226, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.1176, decode.d1.loss_cls: 0.6787, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 1.0235, decode.d2.loss_cls: 0.5860, decode.d2.loss_mask: 0.6186, decode.d2.loss_dice: 0.9710, decode.d3.loss_cls: 0.5410, decode.d3.loss_mask: 0.6117, decode.d3.loss_dice: 0.9439, decode.d4.loss_cls: 0.5287, decode.d4.loss_mask: 0.6089, decode.d4.loss_dice: 0.9430, decode.d5.loss_cls: 0.5170, decode.d5.loss_mask: 0.6095, decode.d5.loss_dice: 0.9449, decode.d6.loss_cls: 0.5078, decode.d6.loss_mask: 0.6034, decode.d6.loss_dice: 0.9366, decode.d7.loss_cls: 0.4922, decode.d7.loss_mask: 0.6020, decode.d7.loss_dice: 0.9370, decode.d8.loss_cls: 0.4982, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.9323, loss: 23.1198, grad_norm: 119.0733 2023-11-26 21:12:41,192 - mmseg - INFO - Iter [86350/160000] lr: 1.756e-06, eta: 7:45:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5412, decode.loss_mask: 0.6213, decode.loss_dice: 0.9533, decode.d0.loss_cls: 2.4321, decode.d0.loss_mask: 0.6758, decode.d0.loss_dice: 1.1423, decode.d1.loss_cls: 0.7288, decode.d1.loss_mask: 0.6541, decode.d1.loss_dice: 1.0470, decode.d2.loss_cls: 0.6291, decode.d2.loss_mask: 0.6408, decode.d2.loss_dice: 1.0000, decode.d3.loss_cls: 0.5962, decode.d3.loss_mask: 0.6289, decode.d3.loss_dice: 0.9687, decode.d4.loss_cls: 0.5760, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9657, decode.d5.loss_cls: 0.5652, decode.d5.loss_mask: 0.6293, decode.d5.loss_dice: 0.9656, decode.d6.loss_cls: 0.5551, decode.d6.loss_mask: 0.6236, decode.d6.loss_dice: 0.9534, decode.d7.loss_cls: 0.5496, decode.d7.loss_mask: 0.6205, decode.d7.loss_dice: 0.9529, decode.d8.loss_cls: 0.5473, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.9552, loss: 23.9694, grad_norm: 114.9582 2023-11-26 21:12:59,380 - mmseg - INFO - Iter [86400/160000] lr: 1.755e-06, eta: 7:44:54, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5168, decode.loss_mask: 0.6526, decode.loss_dice: 0.9536, decode.d0.loss_cls: 2.3863, decode.d0.loss_mask: 0.7216, decode.d0.loss_dice: 1.1362, decode.d1.loss_cls: 0.6796, decode.d1.loss_mask: 0.6964, decode.d1.loss_dice: 1.0490, decode.d2.loss_cls: 0.5906, decode.d2.loss_mask: 0.6756, decode.d2.loss_dice: 1.0010, decode.d3.loss_cls: 0.5631, decode.d3.loss_mask: 0.6623, decode.d3.loss_dice: 0.9739, decode.d4.loss_cls: 0.5554, decode.d4.loss_mask: 0.6586, decode.d4.loss_dice: 0.9676, decode.d5.loss_cls: 0.5374, decode.d5.loss_mask: 0.6639, decode.d5.loss_dice: 0.9702, decode.d6.loss_cls: 0.5246, decode.d6.loss_mask: 0.6593, decode.d6.loss_dice: 0.9609, decode.d7.loss_cls: 0.5242, decode.d7.loss_mask: 0.6539, decode.d7.loss_dice: 0.9592, decode.d8.loss_cls: 0.5203, decode.d8.loss_mask: 0.6549, decode.d8.loss_dice: 0.9569, loss: 24.0258, grad_norm: 132.2915 2023-11-26 21:13:17,591 - mmseg - INFO - Iter [86450/160000] lr: 1.754e-06, eta: 7:44:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5237, decode.loss_mask: 0.6344, decode.loss_dice: 0.9512, decode.d0.loss_cls: 2.4336, decode.d0.loss_mask: 0.7000, decode.d0.loss_dice: 1.1345, decode.d1.loss_cls: 0.7066, decode.d1.loss_mask: 0.6703, decode.d1.loss_dice: 1.0351, decode.d2.loss_cls: 0.6037, decode.d2.loss_mask: 0.6546, decode.d2.loss_dice: 0.9974, decode.d3.loss_cls: 0.5719, decode.d3.loss_mask: 0.6419, decode.d3.loss_dice: 0.9706, decode.d4.loss_cls: 0.5497, decode.d4.loss_mask: 0.6405, decode.d4.loss_dice: 0.9658, decode.d5.loss_cls: 0.5363, decode.d5.loss_mask: 0.6394, decode.d5.loss_dice: 0.9675, decode.d6.loss_cls: 0.5389, decode.d6.loss_mask: 0.6371, decode.d6.loss_dice: 0.9586, decode.d7.loss_cls: 0.5249, decode.d7.loss_mask: 0.6372, decode.d7.loss_dice: 0.9576, decode.d8.loss_cls: 0.5227, decode.d8.loss_mask: 0.6377, decode.d8.loss_dice: 0.9580, loss: 23.9013, grad_norm: 130.1243 2023-11-26 21:13:35,923 - mmseg - INFO - Iter [86500/160000] lr: 1.753e-06, eta: 7:44:15, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5734, decode.loss_mask: 0.6426, decode.loss_dice: 0.9771, decode.d0.loss_cls: 2.4518, decode.d0.loss_mask: 0.7074, decode.d0.loss_dice: 1.1782, decode.d1.loss_cls: 0.7496, decode.d1.loss_mask: 0.6763, decode.d1.loss_dice: 1.0774, decode.d2.loss_cls: 0.6650, decode.d2.loss_mask: 0.6618, decode.d2.loss_dice: 1.0289, decode.d3.loss_cls: 0.6179, decode.d3.loss_mask: 0.6498, decode.d3.loss_dice: 0.9952, decode.d4.loss_cls: 0.6061, decode.d4.loss_mask: 0.6455, decode.d4.loss_dice: 0.9946, decode.d5.loss_cls: 0.5806, decode.d5.loss_mask: 0.6490, decode.d5.loss_dice: 0.9931, decode.d6.loss_cls: 0.5821, decode.d6.loss_mask: 0.6449, decode.d6.loss_dice: 0.9833, decode.d7.loss_cls: 0.5728, decode.d7.loss_mask: 0.6456, decode.d7.loss_dice: 0.9817, decode.d8.loss_cls: 0.5730, decode.d8.loss_mask: 0.6445, decode.d8.loss_dice: 0.9840, loss: 24.7330, grad_norm: 112.7655 2023-11-26 21:13:54,337 - mmseg - INFO - Iter [86550/160000] lr: 1.751e-06, eta: 7:43:56, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5118, decode.loss_mask: 0.6394, decode.loss_dice: 0.9623, decode.d0.loss_cls: 2.4227, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.1504, decode.d1.loss_cls: 0.7039, decode.d1.loss_mask: 0.6761, decode.d1.loss_dice: 1.0561, decode.d2.loss_cls: 0.6130, decode.d2.loss_mask: 0.6585, decode.d2.loss_dice: 1.0054, decode.d3.loss_cls: 0.5636, decode.d3.loss_mask: 0.6485, decode.d3.loss_dice: 0.9826, decode.d4.loss_cls: 0.5474, decode.d4.loss_mask: 0.6516, decode.d4.loss_dice: 0.9797, decode.d5.loss_cls: 0.5401, decode.d5.loss_mask: 0.6460, decode.d5.loss_dice: 0.9786, decode.d6.loss_cls: 0.5269, decode.d6.loss_mask: 0.6439, decode.d6.loss_dice: 0.9652, decode.d7.loss_cls: 0.5189, decode.d7.loss_mask: 0.6429, decode.d7.loss_dice: 0.9639, decode.d8.loss_cls: 0.5141, decode.d8.loss_mask: 0.6414, decode.d8.loss_dice: 0.9629, loss: 24.0232, grad_norm: 121.9265 2023-11-26 21:14:12,855 - mmseg - INFO - Iter [86600/160000] lr: 1.750e-06, eta: 7:43:37, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5403, decode.loss_mask: 0.6495, decode.loss_dice: 0.9806, decode.d0.loss_cls: 2.4686, decode.d0.loss_mask: 0.7064, decode.d0.loss_dice: 1.1616, decode.d1.loss_cls: 0.7277, decode.d1.loss_mask: 0.6873, decode.d1.loss_dice: 1.0679, decode.d2.loss_cls: 0.6393, decode.d2.loss_mask: 0.6643, decode.d2.loss_dice: 1.0197, decode.d3.loss_cls: 0.5992, decode.d3.loss_mask: 0.6540, decode.d3.loss_dice: 0.9941, decode.d4.loss_cls: 0.5788, decode.d4.loss_mask: 0.6578, decode.d4.loss_dice: 0.9926, decode.d5.loss_cls: 0.5675, decode.d5.loss_mask: 0.6511, decode.d5.loss_dice: 0.9905, decode.d6.loss_cls: 0.5526, decode.d6.loss_mask: 0.6500, decode.d6.loss_dice: 0.9828, decode.d7.loss_cls: 0.5500, decode.d7.loss_mask: 0.6514, decode.d7.loss_dice: 0.9767, decode.d8.loss_cls: 0.5412, decode.d8.loss_mask: 0.6490, decode.d8.loss_dice: 0.9781, loss: 24.5305, grad_norm: 117.5180 2023-11-26 21:14:32,213 - mmseg - INFO - Iter [86650/160000] lr: 1.749e-06, eta: 7:43:18, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5053, decode.loss_mask: 0.6357, decode.loss_dice: 0.9649, decode.d0.loss_cls: 2.3677, decode.d0.loss_mask: 0.6948, decode.d0.loss_dice: 1.1303, decode.d1.loss_cls: 0.6755, decode.d1.loss_mask: 0.6786, decode.d1.loss_dice: 1.0500, decode.d2.loss_cls: 0.5752, decode.d2.loss_mask: 0.6630, decode.d2.loss_dice: 1.0065, decode.d3.loss_cls: 0.5495, decode.d3.loss_mask: 0.6511, decode.d3.loss_dice: 0.9762, decode.d4.loss_cls: 0.5364, decode.d4.loss_mask: 0.6487, decode.d4.loss_dice: 0.9783, decode.d5.loss_cls: 0.5274, decode.d5.loss_mask: 0.6452, decode.d5.loss_dice: 0.9755, decode.d6.loss_cls: 0.5190, decode.d6.loss_mask: 0.6397, decode.d6.loss_dice: 0.9686, decode.d7.loss_cls: 0.5112, decode.d7.loss_mask: 0.6421, decode.d7.loss_dice: 0.9673, decode.d8.loss_cls: 0.5041, decode.d8.loss_mask: 0.6402, decode.d8.loss_dice: 0.9695, loss: 23.7973, grad_norm: 121.5673 2023-11-26 21:14:51,437 - mmseg - INFO - Iter [86700/160000] lr: 1.748e-06, eta: 7:42:59, time: 0.384, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5601, decode.loss_mask: 0.6364, decode.loss_dice: 0.9491, decode.d0.loss_cls: 2.4493, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.1399, decode.d1.loss_cls: 0.7391, decode.d1.loss_mask: 0.6694, decode.d1.loss_dice: 1.0413, decode.d2.loss_cls: 0.6467, decode.d2.loss_mask: 0.6552, decode.d2.loss_dice: 0.9940, decode.d3.loss_cls: 0.6236, decode.d3.loss_mask: 0.6441, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5985, decode.d4.loss_mask: 0.6397, decode.d4.loss_dice: 0.9659, decode.d5.loss_cls: 0.5869, decode.d5.loss_mask: 0.6387, decode.d5.loss_dice: 0.9617, decode.d6.loss_cls: 0.5699, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9513, decode.d7.loss_cls: 0.5684, decode.d7.loss_mask: 0.6359, decode.d7.loss_dice: 0.9467, decode.d8.loss_cls: 0.5573, decode.d8.loss_mask: 0.6372, decode.d8.loss_dice: 0.9512, loss: 24.2530, grad_norm: 132.3666 2023-11-26 21:15:10,896 - mmseg - INFO - Iter [86750/160000] lr: 1.747e-06, eta: 7:42:41, time: 0.389, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4926, decode.loss_mask: 0.6499, decode.loss_dice: 0.9357, decode.d0.loss_cls: 2.4158, decode.d0.loss_mask: 0.7243, decode.d0.loss_dice: 1.1116, decode.d1.loss_cls: 0.6801, decode.d1.loss_mask: 0.6811, decode.d1.loss_dice: 1.0204, decode.d2.loss_cls: 0.5704, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 0.9807, decode.d3.loss_cls: 0.5340, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 0.9528, decode.d4.loss_cls: 0.5218, decode.d4.loss_mask: 0.6565, decode.d4.loss_dice: 0.9483, decode.d5.loss_cls: 0.5088, decode.d5.loss_mask: 0.6519, decode.d5.loss_dice: 0.9438, decode.d6.loss_cls: 0.5005, decode.d6.loss_mask: 0.6518, decode.d6.loss_dice: 0.9305, decode.d7.loss_cls: 0.4973, decode.d7.loss_mask: 0.6508, decode.d7.loss_dice: 0.9332, decode.d8.loss_cls: 0.4850, decode.d8.loss_mask: 0.6520, decode.d8.loss_dice: 0.9411, loss: 23.5480, grad_norm: 133.1171 2023-11-26 21:15:29,162 - mmseg - INFO - Iter [86800/160000] lr: 1.745e-06, eta: 7:42:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5105, decode.loss_mask: 0.6373, decode.loss_dice: 0.9359, decode.d0.loss_cls: 2.4037, decode.d0.loss_mask: 0.7023, decode.d0.loss_dice: 1.1055, decode.d1.loss_cls: 0.6934, decode.d1.loss_mask: 0.6738, decode.d1.loss_dice: 1.0186, decode.d2.loss_cls: 0.5943, decode.d2.loss_mask: 0.6564, decode.d2.loss_dice: 0.9836, decode.d3.loss_cls: 0.5584, decode.d3.loss_mask: 0.6458, decode.d3.loss_dice: 0.9518, decode.d4.loss_cls: 0.5382, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 0.9506, decode.d5.loss_cls: 0.5335, decode.d5.loss_mask: 0.6406, decode.d5.loss_dice: 0.9528, decode.d6.loss_cls: 0.5246, decode.d6.loss_mask: 0.6382, decode.d6.loss_dice: 0.9406, decode.d7.loss_cls: 0.5208, decode.d7.loss_mask: 0.6363, decode.d7.loss_dice: 0.9419, decode.d8.loss_cls: 0.5121, decode.d8.loss_mask: 0.6381, decode.d8.loss_dice: 0.9435, loss: 23.6294, grad_norm: 121.6651 2023-11-26 21:15:47,346 - mmseg - INFO - Iter [86850/160000] lr: 1.744e-06, eta: 7:42:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5296, decode.loss_mask: 0.6072, decode.loss_dice: 0.9569, decode.d0.loss_cls: 2.3853, decode.d0.loss_mask: 0.6687, decode.d0.loss_dice: 1.1277, decode.d1.loss_cls: 0.7096, decode.d1.loss_mask: 0.6359, decode.d1.loss_dice: 1.0279, decode.d2.loss_cls: 0.6226, decode.d2.loss_mask: 0.6257, decode.d2.loss_dice: 0.9980, decode.d3.loss_cls: 0.5777, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.9675, decode.d4.loss_cls: 0.5574, decode.d4.loss_mask: 0.6155, decode.d4.loss_dice: 0.9704, decode.d5.loss_cls: 0.5462, decode.d5.loss_mask: 0.6132, decode.d5.loss_dice: 0.9649, decode.d6.loss_cls: 0.5486, decode.d6.loss_mask: 0.6105, decode.d6.loss_dice: 0.9560, decode.d7.loss_cls: 0.5334, decode.d7.loss_mask: 0.6080, decode.d7.loss_dice: 0.9628, decode.d8.loss_cls: 0.5303, decode.d8.loss_mask: 0.6082, decode.d8.loss_dice: 0.9572, loss: 23.6387, grad_norm: 123.3017 2023-11-26 21:16:05,595 - mmseg - INFO - Iter [86900/160000] lr: 1.743e-06, eta: 7:41:42, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5663, decode.loss_mask: 0.6149, decode.loss_dice: 0.9477, decode.d0.loss_cls: 2.4756, decode.d0.loss_mask: 0.6833, decode.d0.loss_dice: 1.1540, decode.d1.loss_cls: 0.7445, decode.d1.loss_mask: 0.6528, decode.d1.loss_dice: 1.0500, decode.d2.loss_cls: 0.6395, decode.d2.loss_mask: 0.6364, decode.d2.loss_dice: 1.0024, decode.d3.loss_cls: 0.6100, decode.d3.loss_mask: 0.6248, decode.d3.loss_dice: 0.9677, decode.d4.loss_cls: 0.5883, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9686, decode.d5.loss_cls: 0.5703, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9629, decode.d6.loss_cls: 0.5760, decode.d6.loss_mask: 0.6190, decode.d6.loss_dice: 0.9533, decode.d7.loss_cls: 0.5604, decode.d7.loss_mask: 0.6144, decode.d7.loss_dice: 0.9533, decode.d8.loss_cls: 0.5568, decode.d8.loss_mask: 0.6159, decode.d8.loss_dice: 0.9529, loss: 24.1157, grad_norm: 117.2940 2023-11-26 21:16:24,414 - mmseg - INFO - Iter [86950/160000] lr: 1.742e-06, eta: 7:41:23, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5045, decode.loss_mask: 0.6301, decode.loss_dice: 0.9392, decode.d0.loss_cls: 2.4196, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.1213, decode.d1.loss_cls: 0.6846, decode.d1.loss_mask: 0.6673, decode.d1.loss_dice: 1.0339, decode.d2.loss_cls: 0.5953, decode.d2.loss_mask: 0.6435, decode.d2.loss_dice: 0.9862, decode.d3.loss_cls: 0.5603, decode.d3.loss_mask: 0.6354, decode.d3.loss_dice: 0.9571, decode.d4.loss_cls: 0.5438, decode.d4.loss_mask: 0.6341, decode.d4.loss_dice: 0.9545, decode.d5.loss_cls: 0.5318, decode.d5.loss_mask: 0.6314, decode.d5.loss_dice: 0.9541, decode.d6.loss_cls: 0.5263, decode.d6.loss_mask: 0.6305, decode.d6.loss_dice: 0.9464, decode.d7.loss_cls: 0.5179, decode.d7.loss_mask: 0.6293, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.5056, decode.d8.loss_mask: 0.6306, decode.d8.loss_dice: 0.9448, loss: 23.5928, grad_norm: 130.2784 2023-11-26 21:16:42,862 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:16:42,862 - mmseg - INFO - Iter [87000/160000] lr: 1.741e-06, eta: 7:41:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5125, decode.loss_mask: 0.6184, decode.loss_dice: 0.9299, decode.d0.loss_cls: 2.4116, decode.d0.loss_mask: 0.6814, decode.d0.loss_dice: 1.1079, decode.d1.loss_cls: 0.6843, decode.d1.loss_mask: 0.6493, decode.d1.loss_dice: 1.0253, decode.d2.loss_cls: 0.5917, decode.d2.loss_mask: 0.6333, decode.d2.loss_dice: 0.9701, decode.d3.loss_cls: 0.5571, decode.d3.loss_mask: 0.6271, decode.d3.loss_dice: 0.9422, decode.d4.loss_cls: 0.5410, decode.d4.loss_mask: 0.6233, decode.d4.loss_dice: 0.9458, decode.d5.loss_cls: 0.5350, decode.d5.loss_mask: 0.6211, decode.d5.loss_dice: 0.9422, decode.d6.loss_cls: 0.5216, decode.d6.loss_mask: 0.6198, decode.d6.loss_dice: 0.9320, decode.d7.loss_cls: 0.5174, decode.d7.loss_mask: 0.6201, decode.d7.loss_dice: 0.9300, decode.d8.loss_cls: 0.5181, decode.d8.loss_mask: 0.6197, decode.d8.loss_dice: 0.9300, loss: 23.3591, grad_norm: 116.7501 2023-11-26 21:17:01,271 - mmseg - INFO - Iter [87050/160000] lr: 1.740e-06, eta: 7:40:44, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5117, decode.loss_mask: 0.6344, decode.loss_dice: 0.9586, decode.d0.loss_cls: 2.4243, decode.d0.loss_mask: 0.6971, decode.d0.loss_dice: 1.1343, decode.d1.loss_cls: 0.6990, decode.d1.loss_mask: 0.6660, decode.d1.loss_dice: 1.0451, decode.d2.loss_cls: 0.5942, decode.d2.loss_mask: 0.6512, decode.d2.loss_dice: 1.0020, decode.d3.loss_cls: 0.5561, decode.d3.loss_mask: 0.6449, decode.d3.loss_dice: 0.9749, decode.d4.loss_cls: 0.5357, decode.d4.loss_mask: 0.6392, decode.d4.loss_dice: 0.9737, decode.d5.loss_cls: 0.5351, decode.d5.loss_mask: 0.6416, decode.d5.loss_dice: 0.9729, decode.d6.loss_cls: 0.5174, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9617, decode.d7.loss_cls: 0.5126, decode.d7.loss_mask: 0.6395, decode.d7.loss_dice: 0.9620, decode.d8.loss_cls: 0.5087, decode.d8.loss_mask: 0.6362, decode.d8.loss_dice: 0.9616, loss: 23.8336, grad_norm: 118.1283 2023-11-26 21:17:19,768 - mmseg - INFO - Iter [87100/160000] lr: 1.738e-06, eta: 7:40:25, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5157, decode.loss_mask: 0.6205, decode.loss_dice: 0.9491, decode.d0.loss_cls: 2.4255, decode.d0.loss_mask: 0.6808, decode.d0.loss_dice: 1.1195, decode.d1.loss_cls: 0.6756, decode.d1.loss_mask: 0.6600, decode.d1.loss_dice: 1.0278, decode.d2.loss_cls: 0.5852, decode.d2.loss_mask: 0.6464, decode.d2.loss_dice: 0.9885, decode.d3.loss_cls: 0.5588, decode.d3.loss_mask: 0.6375, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5426, decode.d4.loss_mask: 0.6345, decode.d4.loss_dice: 0.9600, decode.d5.loss_cls: 0.5347, decode.d5.loss_mask: 0.6321, decode.d5.loss_dice: 0.9579, decode.d6.loss_cls: 0.5248, decode.d6.loss_mask: 0.6259, decode.d6.loss_dice: 0.9495, decode.d7.loss_cls: 0.5196, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.9479, decode.d8.loss_cls: 0.5204, decode.d8.loss_mask: 0.6232, decode.d8.loss_dice: 0.9518, loss: 23.5979, grad_norm: 119.8079 2023-11-26 21:17:41,110 - mmseg - INFO - Iter [87150/160000] lr: 1.737e-06, eta: 7:40:08, time: 0.427, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5673, decode.loss_mask: 0.6371, decode.loss_dice: 0.9824, decode.d0.loss_cls: 2.4613, decode.d0.loss_mask: 0.7000, decode.d0.loss_dice: 1.1705, decode.d1.loss_cls: 0.7442, decode.d1.loss_mask: 0.6727, decode.d1.loss_dice: 1.0810, decode.d2.loss_cls: 0.6636, decode.d2.loss_mask: 0.6567, decode.d2.loss_dice: 1.0355, decode.d3.loss_cls: 0.6192, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 1.0022, decode.d4.loss_cls: 0.5898, decode.d4.loss_mask: 0.6438, decode.d4.loss_dice: 0.9993, decode.d5.loss_cls: 0.5906, decode.d5.loss_mask: 0.6414, decode.d5.loss_dice: 0.9967, decode.d6.loss_cls: 0.5760, decode.d6.loss_mask: 0.6381, decode.d6.loss_dice: 0.9852, decode.d7.loss_cls: 0.5631, decode.d7.loss_mask: 0.6380, decode.d7.loss_dice: 0.9838, decode.d8.loss_cls: 0.5584, decode.d8.loss_mask: 0.6383, decode.d8.loss_dice: 0.9859, loss: 24.6692, grad_norm: 124.5392 2023-11-26 21:17:59,589 - mmseg - INFO - Iter [87200/160000] lr: 1.736e-06, eta: 7:39:49, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5245, decode.loss_mask: 0.6096, decode.loss_dice: 0.9592, decode.d0.loss_cls: 2.5012, decode.d0.loss_mask: 0.6707, decode.d0.loss_dice: 1.1434, decode.d1.loss_cls: 0.7249, decode.d1.loss_mask: 0.6421, decode.d1.loss_dice: 1.0493, decode.d2.loss_cls: 0.6292, decode.d2.loss_mask: 0.6240, decode.d2.loss_dice: 1.0040, decode.d3.loss_cls: 0.5835, decode.d3.loss_mask: 0.6166, decode.d3.loss_dice: 0.9755, decode.d4.loss_cls: 0.5642, decode.d4.loss_mask: 0.6152, decode.d4.loss_dice: 0.9747, decode.d5.loss_cls: 0.5488, decode.d5.loss_mask: 0.6139, decode.d5.loss_dice: 0.9740, decode.d6.loss_cls: 0.5459, decode.d6.loss_mask: 0.6123, decode.d6.loss_dice: 0.9605, decode.d7.loss_cls: 0.5333, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.9613, decode.d8.loss_cls: 0.5252, decode.d8.loss_mask: 0.6125, decode.d8.loss_dice: 0.9637, loss: 23.8747, grad_norm: 121.6493 2023-11-26 21:18:17,935 - mmseg - INFO - Iter [87250/160000] lr: 1.735e-06, eta: 7:39:29, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5532, decode.loss_mask: 0.6287, decode.loss_dice: 0.9743, decode.d0.loss_cls: 2.5020, decode.d0.loss_mask: 0.6865, decode.d0.loss_dice: 1.1561, decode.d1.loss_cls: 0.7465, decode.d1.loss_mask: 0.6573, decode.d1.loss_dice: 1.0522, decode.d2.loss_cls: 0.6439, decode.d2.loss_mask: 0.6435, decode.d2.loss_dice: 1.0153, decode.d3.loss_cls: 0.6005, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9874, decode.d4.loss_cls: 0.5821, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9836, decode.d5.loss_cls: 0.5698, decode.d5.loss_mask: 0.6340, decode.d5.loss_dice: 0.9834, decode.d6.loss_cls: 0.5693, decode.d6.loss_mask: 0.6311, decode.d6.loss_dice: 0.9750, decode.d7.loss_cls: 0.5592, decode.d7.loss_mask: 0.6305, decode.d7.loss_dice: 0.9780, decode.d8.loss_cls: 0.5627, decode.d8.loss_mask: 0.6280, decode.d8.loss_dice: 0.9797, loss: 24.3915, grad_norm: 135.3715 2023-11-26 21:18:38,208 - mmseg - INFO - Iter [87300/160000] lr: 1.734e-06, eta: 7:39:11, time: 0.405, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5252, decode.loss_mask: 0.6277, decode.loss_dice: 0.9477, decode.d0.loss_cls: 2.4542, decode.d0.loss_mask: 0.6856, decode.d0.loss_dice: 1.1291, decode.d1.loss_cls: 0.6915, decode.d1.loss_mask: 0.6631, decode.d1.loss_dice: 1.0334, decode.d2.loss_cls: 0.6091, decode.d2.loss_mask: 0.6402, decode.d2.loss_dice: 0.9873, decode.d3.loss_cls: 0.5693, decode.d3.loss_mask: 0.6331, decode.d3.loss_dice: 0.9632, decode.d4.loss_cls: 0.5502, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.9647, decode.d5.loss_cls: 0.5475, decode.d5.loss_mask: 0.6316, decode.d5.loss_dice: 0.9628, decode.d6.loss_cls: 0.5348, decode.d6.loss_mask: 0.6317, decode.d6.loss_dice: 0.9498, decode.d7.loss_cls: 0.5272, decode.d7.loss_mask: 0.6289, decode.d7.loss_dice: 0.9475, decode.d8.loss_cls: 0.5227, decode.d8.loss_mask: 0.6270, decode.d8.loss_dice: 0.9513, loss: 23.7681, grad_norm: 127.2928 2023-11-26 21:18:58,376 - mmseg - INFO - Iter [87350/160000] lr: 1.732e-06, eta: 7:38:53, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5262, decode.loss_mask: 0.6389, decode.loss_dice: 0.9482, decode.d0.loss_cls: 2.4237, decode.d0.loss_mask: 0.6989, decode.d0.loss_dice: 1.1317, decode.d1.loss_cls: 0.7065, decode.d1.loss_mask: 0.6668, decode.d1.loss_dice: 1.0326, decode.d2.loss_cls: 0.6121, decode.d2.loss_mask: 0.6507, decode.d2.loss_dice: 0.9835, decode.d3.loss_cls: 0.5682, decode.d3.loss_mask: 0.6429, decode.d3.loss_dice: 0.9607, decode.d4.loss_cls: 0.5529, decode.d4.loss_mask: 0.6376, decode.d4.loss_dice: 0.9623, decode.d5.loss_cls: 0.5434, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9594, decode.d6.loss_cls: 0.5345, decode.d6.loss_mask: 0.6383, decode.d6.loss_dice: 0.9493, decode.d7.loss_cls: 0.5336, decode.d7.loss_mask: 0.6353, decode.d7.loss_dice: 0.9487, decode.d8.loss_cls: 0.5277, decode.d8.loss_mask: 0.6372, decode.d8.loss_dice: 0.9468, loss: 23.8368, grad_norm: 127.5557 2023-11-26 21:19:16,981 - mmseg - INFO - Iter [87400/160000] lr: 1.731e-06, eta: 7:38:34, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5128, decode.loss_mask: 0.6240, decode.loss_dice: 0.9255, decode.d0.loss_cls: 2.3895, decode.d0.loss_mask: 0.6864, decode.d0.loss_dice: 1.0996, decode.d1.loss_cls: 0.6795, decode.d1.loss_mask: 0.6645, decode.d1.loss_dice: 1.0023, decode.d2.loss_cls: 0.5948, decode.d2.loss_mask: 0.6452, decode.d2.loss_dice: 0.9663, decode.d3.loss_cls: 0.5617, decode.d3.loss_mask: 0.6359, decode.d3.loss_dice: 0.9427, decode.d4.loss_cls: 0.5515, decode.d4.loss_mask: 0.6319, decode.d4.loss_dice: 0.9377, decode.d5.loss_cls: 0.5297, decode.d5.loss_mask: 0.6280, decode.d5.loss_dice: 0.9361, decode.d6.loss_cls: 0.5245, decode.d6.loss_mask: 0.6281, decode.d6.loss_dice: 0.9301, decode.d7.loss_cls: 0.5138, decode.d7.loss_mask: 0.6260, decode.d7.loss_dice: 0.9302, decode.d8.loss_cls: 0.5077, decode.d8.loss_mask: 0.6266, decode.d8.loss_dice: 0.9264, loss: 23.3590, grad_norm: 121.9310 2023-11-26 21:19:35,359 - mmseg - INFO - Iter [87450/160000] lr: 1.730e-06, eta: 7:38:15, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5354, decode.loss_mask: 0.6488, decode.loss_dice: 0.9623, decode.d0.loss_cls: 2.4205, decode.d0.loss_mask: 0.7164, decode.d0.loss_dice: 1.1566, decode.d1.loss_cls: 0.6994, decode.d1.loss_mask: 0.6833, decode.d1.loss_dice: 1.0558, decode.d2.loss_cls: 0.6111, decode.d2.loss_mask: 0.6674, decode.d2.loss_dice: 1.0106, decode.d3.loss_cls: 0.5786, decode.d3.loss_mask: 0.6558, decode.d3.loss_dice: 0.9806, decode.d4.loss_cls: 0.5624, decode.d4.loss_mask: 0.6558, decode.d4.loss_dice: 0.9832, decode.d5.loss_cls: 0.5534, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9781, decode.d6.loss_cls: 0.5398, decode.d6.loss_mask: 0.6526, decode.d6.loss_dice: 0.9711, decode.d7.loss_cls: 0.5383, decode.d7.loss_mask: 0.6500, decode.d7.loss_dice: 0.9703, decode.d8.loss_cls: 0.5396, decode.d8.loss_mask: 0.6482, decode.d8.loss_dice: 0.9690, loss: 24.2477, grad_norm: 116.1113 2023-11-26 21:19:53,667 - mmseg - INFO - Iter [87500/160000] lr: 1.729e-06, eta: 7:37:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5153, decode.loss_mask: 0.6369, decode.loss_dice: 0.9270, decode.d0.loss_cls: 2.3886, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.1192, decode.d1.loss_cls: 0.6867, decode.d1.loss_mask: 0.6717, decode.d1.loss_dice: 1.0116, decode.d2.loss_cls: 0.6066, decode.d2.loss_mask: 0.6513, decode.d2.loss_dice: 0.9607, decode.d3.loss_cls: 0.5661, decode.d3.loss_mask: 0.6434, decode.d3.loss_dice: 0.9362, decode.d4.loss_cls: 0.5461, decode.d4.loss_mask: 0.6388, decode.d4.loss_dice: 0.9368, decode.d5.loss_cls: 0.5313, decode.d5.loss_mask: 0.6399, decode.d5.loss_dice: 0.9358, decode.d6.loss_cls: 0.5284, decode.d6.loss_mask: 0.6359, decode.d6.loss_dice: 0.9288, decode.d7.loss_cls: 0.5206, decode.d7.loss_mask: 0.6379, decode.d7.loss_dice: 0.9300, decode.d8.loss_cls: 0.5061, decode.d8.loss_mask: 0.6380, decode.d8.loss_dice: 0.9327, loss: 23.5120, grad_norm: 130.5955 2023-11-26 21:20:12,629 - mmseg - INFO - Iter [87550/160000] lr: 1.728e-06, eta: 7:37:36, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5220, decode.loss_mask: 0.6197, decode.loss_dice: 0.9502, decode.d0.loss_cls: 2.4350, decode.d0.loss_mask: 0.6784, decode.d0.loss_dice: 1.1412, decode.d1.loss_cls: 0.7073, decode.d1.loss_mask: 0.6582, decode.d1.loss_dice: 1.0417, decode.d2.loss_cls: 0.6070, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 1.0010, decode.d3.loss_cls: 0.5769, decode.d3.loss_mask: 0.6292, decode.d3.loss_dice: 0.9711, decode.d4.loss_cls: 0.5536, decode.d4.loss_mask: 0.6285, decode.d4.loss_dice: 0.9641, decode.d5.loss_cls: 0.5340, decode.d5.loss_mask: 0.6261, decode.d5.loss_dice: 0.9644, decode.d6.loss_cls: 0.5285, decode.d6.loss_mask: 0.6231, decode.d6.loss_dice: 0.9524, decode.d7.loss_cls: 0.5223, decode.d7.loss_mask: 0.6234, decode.d7.loss_dice: 0.9516, decode.d8.loss_cls: 0.5346, decode.d8.loss_mask: 0.6208, decode.d8.loss_dice: 0.9494, loss: 23.7540, grad_norm: 109.4942 2023-11-26 21:20:31,005 - mmseg - INFO - Iter [87600/160000] lr: 1.726e-06, eta: 7:37:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5275, decode.loss_mask: 0.6216, decode.loss_dice: 0.9372, decode.d0.loss_cls: 2.4186, decode.d0.loss_mask: 0.6912, decode.d0.loss_dice: 1.1326, decode.d1.loss_cls: 0.6884, decode.d1.loss_mask: 0.6666, decode.d1.loss_dice: 1.0303, decode.d2.loss_cls: 0.6019, decode.d2.loss_mask: 0.6392, decode.d2.loss_dice: 0.9786, decode.d3.loss_cls: 0.5725, decode.d3.loss_mask: 0.6345, decode.d3.loss_dice: 0.9520, decode.d4.loss_cls: 0.5450, decode.d4.loss_mask: 0.6332, decode.d4.loss_dice: 0.9513, decode.d5.loss_cls: 0.5395, decode.d5.loss_mask: 0.6266, decode.d5.loss_dice: 0.9466, decode.d6.loss_cls: 0.5404, decode.d6.loss_mask: 0.6235, decode.d6.loss_dice: 0.9373, decode.d7.loss_cls: 0.5347, decode.d7.loss_mask: 0.6227, decode.d7.loss_dice: 0.9395, decode.d8.loss_cls: 0.5210, decode.d8.loss_mask: 0.6241, decode.d8.loss_dice: 0.9375, loss: 23.6157, grad_norm: 117.5273 2023-11-26 21:20:49,338 - mmseg - INFO - Iter [87650/160000] lr: 1.725e-06, eta: 7:36:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5275, decode.loss_mask: 0.6403, decode.loss_dice: 0.9624, decode.d0.loss_cls: 2.4610, decode.d0.loss_mask: 0.6923, decode.d0.loss_dice: 1.1489, decode.d1.loss_cls: 0.7055, decode.d1.loss_mask: 0.6648, decode.d1.loss_dice: 1.0558, decode.d2.loss_cls: 0.6186, decode.d2.loss_mask: 0.6568, decode.d2.loss_dice: 1.0159, decode.d3.loss_cls: 0.5868, decode.d3.loss_mask: 0.6455, decode.d3.loss_dice: 0.9843, decode.d4.loss_cls: 0.5743, decode.d4.loss_mask: 0.6399, decode.d4.loss_dice: 0.9825, decode.d5.loss_cls: 0.5521, decode.d5.loss_mask: 0.6427, decode.d5.loss_dice: 0.9798, decode.d6.loss_cls: 0.5474, decode.d6.loss_mask: 0.6414, decode.d6.loss_dice: 0.9692, decode.d7.loss_cls: 0.5375, decode.d7.loss_mask: 0.6420, decode.d7.loss_dice: 0.9647, decode.d8.loss_cls: 0.5283, decode.d8.loss_mask: 0.6412, decode.d8.loss_dice: 0.9636, loss: 24.1731, grad_norm: 149.3897 2023-11-26 21:21:07,723 - mmseg - INFO - Iter [87700/160000] lr: 1.724e-06, eta: 7:36:38, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5527, decode.loss_mask: 0.6321, decode.loss_dice: 0.9640, decode.d0.loss_cls: 2.3903, decode.d0.loss_mask: 0.6938, decode.d0.loss_dice: 1.1496, decode.d1.loss_cls: 0.7128, decode.d1.loss_mask: 0.6626, decode.d1.loss_dice: 1.0536, decode.d2.loss_cls: 0.6126, decode.d2.loss_mask: 0.6510, decode.d2.loss_dice: 1.0039, decode.d3.loss_cls: 0.5937, decode.d3.loss_mask: 0.6388, decode.d3.loss_dice: 0.9785, decode.d4.loss_cls: 0.5727, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9735, decode.d5.loss_cls: 0.5690, decode.d5.loss_mask: 0.6385, decode.d5.loss_dice: 0.9777, decode.d6.loss_cls: 0.5588, decode.d6.loss_mask: 0.6341, decode.d6.loss_dice: 0.9671, decode.d7.loss_cls: 0.5479, decode.d7.loss_mask: 0.6346, decode.d7.loss_dice: 0.9667, decode.d8.loss_cls: 0.5512, decode.d8.loss_mask: 0.6345, decode.d8.loss_dice: 0.9673, loss: 24.1221, grad_norm: 137.1806 2023-11-26 21:21:26,266 - mmseg - INFO - Iter [87750/160000] lr: 1.723e-06, eta: 7:36:19, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4997, decode.loss_mask: 0.6368, decode.loss_dice: 0.9464, decode.d0.loss_cls: 2.3612, decode.d0.loss_mask: 0.6944, decode.d0.loss_dice: 1.1157, decode.d1.loss_cls: 0.6577, decode.d1.loss_mask: 0.6735, decode.d1.loss_dice: 1.0237, decode.d2.loss_cls: 0.5698, decode.d2.loss_mask: 0.6542, decode.d2.loss_dice: 0.9869, decode.d3.loss_cls: 0.5386, decode.d3.loss_mask: 0.6483, decode.d3.loss_dice: 0.9616, decode.d4.loss_cls: 0.5173, decode.d4.loss_mask: 0.6448, decode.d4.loss_dice: 0.9602, decode.d5.loss_cls: 0.5135, decode.d5.loss_mask: 0.6407, decode.d5.loss_dice: 0.9598, decode.d6.loss_cls: 0.5125, decode.d6.loss_mask: 0.6350, decode.d6.loss_dice: 0.9488, decode.d7.loss_cls: 0.5022, decode.d7.loss_mask: 0.6353, decode.d7.loss_dice: 0.9502, decode.d8.loss_cls: 0.5022, decode.d8.loss_mask: 0.6370, decode.d8.loss_dice: 0.9478, loss: 23.4759, grad_norm: 126.8900 2023-11-26 21:21:44,845 - mmseg - INFO - Iter [87800/160000] lr: 1.722e-06, eta: 7:36:00, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5498, decode.loss_mask: 0.6446, decode.loss_dice: 0.9605, decode.d0.loss_cls: 2.4151, decode.d0.loss_mask: 0.7064, decode.d0.loss_dice: 1.1531, decode.d1.loss_cls: 0.7204, decode.d1.loss_mask: 0.6785, decode.d1.loss_dice: 1.0561, decode.d2.loss_cls: 0.6385, decode.d2.loss_mask: 0.6581, decode.d2.loss_dice: 1.0072, decode.d3.loss_cls: 0.6004, decode.d3.loss_mask: 0.6493, decode.d3.loss_dice: 0.9745, decode.d4.loss_cls: 0.5818, decode.d4.loss_mask: 0.6509, decode.d4.loss_dice: 0.9729, decode.d5.loss_cls: 0.5775, decode.d5.loss_mask: 0.6474, decode.d5.loss_dice: 0.9736, decode.d6.loss_cls: 0.5542, decode.d6.loss_mask: 0.6453, decode.d6.loss_dice: 0.9680, decode.d7.loss_cls: 0.5510, decode.d7.loss_mask: 0.6443, decode.d7.loss_dice: 0.9688, decode.d8.loss_cls: 0.5516, decode.d8.loss_mask: 0.6413, decode.d8.loss_dice: 0.9652, loss: 24.3061, grad_norm: 131.8327 2023-11-26 21:22:03,276 - mmseg - INFO - Iter [87850/160000] lr: 1.720e-06, eta: 7:35:40, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5313, decode.loss_mask: 0.6343, decode.loss_dice: 0.9266, decode.d0.loss_cls: 2.3922, decode.d0.loss_mask: 0.7047, decode.d0.loss_dice: 1.0959, decode.d1.loss_cls: 0.7011, decode.d1.loss_mask: 0.6654, decode.d1.loss_dice: 1.0053, decode.d2.loss_cls: 0.6152, decode.d2.loss_mask: 0.6484, decode.d2.loss_dice: 0.9664, decode.d3.loss_cls: 0.5745, decode.d3.loss_mask: 0.6415, decode.d3.loss_dice: 0.9466, decode.d4.loss_cls: 0.5652, decode.d4.loss_mask: 0.6422, decode.d4.loss_dice: 0.9430, decode.d5.loss_cls: 0.5513, decode.d5.loss_mask: 0.6385, decode.d5.loss_dice: 0.9427, decode.d6.loss_cls: 0.5421, decode.d6.loss_mask: 0.6351, decode.d6.loss_dice: 0.9350, decode.d7.loss_cls: 0.5373, decode.d7.loss_mask: 0.6366, decode.d7.loss_dice: 0.9318, decode.d8.loss_cls: 0.5351, decode.d8.loss_mask: 0.6333, decode.d8.loss_dice: 0.9275, loss: 23.6462, grad_norm: 136.8910 2023-11-26 21:22:21,760 - mmseg - INFO - Iter [87900/160000] lr: 1.719e-06, eta: 7:35:21, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5530, decode.loss_mask: 0.6236, decode.loss_dice: 0.9397, decode.d0.loss_cls: 2.4271, decode.d0.loss_mask: 0.6842, decode.d0.loss_dice: 1.1282, decode.d1.loss_cls: 0.7336, decode.d1.loss_mask: 0.6531, decode.d1.loss_dice: 1.0148, decode.d2.loss_cls: 0.6361, decode.d2.loss_mask: 0.6369, decode.d2.loss_dice: 0.9737, decode.d3.loss_cls: 0.5927, decode.d3.loss_mask: 0.6347, decode.d3.loss_dice: 0.9453, decode.d4.loss_cls: 0.5845, decode.d4.loss_mask: 0.6293, decode.d4.loss_dice: 0.9459, decode.d5.loss_cls: 0.5758, decode.d5.loss_mask: 0.6275, decode.d5.loss_dice: 0.9485, decode.d6.loss_cls: 0.5658, decode.d6.loss_mask: 0.6263, decode.d6.loss_dice: 0.9412, decode.d7.loss_cls: 0.5571, decode.d7.loss_mask: 0.6271, decode.d7.loss_dice: 0.9407, decode.d8.loss_cls: 0.5585, decode.d8.loss_mask: 0.6268, decode.d8.loss_dice: 0.9410, loss: 23.8728, grad_norm: 123.9976 2023-11-26 21:22:40,145 - mmseg - INFO - Iter [87950/160000] lr: 1.718e-06, eta: 7:35:01, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5130, decode.loss_mask: 0.6210, decode.loss_dice: 0.9466, decode.d0.loss_cls: 2.4219, decode.d0.loss_mask: 0.6794, decode.d0.loss_dice: 1.1271, decode.d1.loss_cls: 0.6842, decode.d1.loss_mask: 0.6574, decode.d1.loss_dice: 1.0270, decode.d2.loss_cls: 0.5885, decode.d2.loss_mask: 0.6408, decode.d2.loss_dice: 0.9930, decode.d3.loss_cls: 0.5659, decode.d3.loss_mask: 0.6317, decode.d3.loss_dice: 0.9509, decode.d4.loss_cls: 0.5510, decode.d4.loss_mask: 0.6308, decode.d4.loss_dice: 0.9580, decode.d5.loss_cls: 0.5370, decode.d5.loss_mask: 0.6273, decode.d5.loss_dice: 0.9606, decode.d6.loss_cls: 0.5242, decode.d6.loss_mask: 0.6256, decode.d6.loss_dice: 0.9476, decode.d7.loss_cls: 0.5194, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9450, decode.d8.loss_cls: 0.5109, decode.d8.loss_mask: 0.6226, decode.d8.loss_dice: 0.9476, loss: 23.5772, grad_norm: 129.3514 2023-11-26 21:22:58,543 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:22:58,543 - mmseg - INFO - Iter [88000/160000] lr: 1.717e-06, eta: 7:34:42, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5097, decode.loss_mask: 0.6287, decode.loss_dice: 0.9434, decode.d0.loss_cls: 2.3807, decode.d0.loss_mask: 0.6934, decode.d0.loss_dice: 1.1285, decode.d1.loss_cls: 0.6747, decode.d1.loss_mask: 0.6653, decode.d1.loss_dice: 1.0275, decode.d2.loss_cls: 0.5848, decode.d2.loss_mask: 0.6471, decode.d2.loss_dice: 0.9949, decode.d3.loss_cls: 0.5585, decode.d3.loss_mask: 0.6361, decode.d3.loss_dice: 0.9583, decode.d4.loss_cls: 0.5437, decode.d4.loss_mask: 0.6333, decode.d4.loss_dice: 0.9541, decode.d5.loss_cls: 0.5229, decode.d5.loss_mask: 0.6301, decode.d5.loss_dice: 0.9559, decode.d6.loss_cls: 0.5177, decode.d6.loss_mask: 0.6286, decode.d6.loss_dice: 0.9421, decode.d7.loss_cls: 0.5121, decode.d7.loss_mask: 0.6297, decode.d7.loss_dice: 0.9431, decode.d8.loss_cls: 0.5054, decode.d8.loss_mask: 0.6308, decode.d8.loss_dice: 0.9429, loss: 23.5238, grad_norm: 117.9968 2023-11-26 21:23:17,222 - mmseg - INFO - Iter [88050/160000] lr: 1.716e-06, eta: 7:34:23, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5323, decode.loss_mask: 0.6167, decode.loss_dice: 0.9480, decode.d0.loss_cls: 2.4557, decode.d0.loss_mask: 0.6774, decode.d0.loss_dice: 1.1282, decode.d1.loss_cls: 0.6964, decode.d1.loss_mask: 0.6597, decode.d1.loss_dice: 1.0404, decode.d2.loss_cls: 0.6159, decode.d2.loss_mask: 0.6363, decode.d2.loss_dice: 0.9933, decode.d3.loss_cls: 0.5677, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9657, decode.d4.loss_cls: 0.5557, decode.d4.loss_mask: 0.6286, decode.d4.loss_dice: 0.9637, decode.d5.loss_cls: 0.5486, decode.d5.loss_mask: 0.6261, decode.d5.loss_dice: 0.9589, decode.d6.loss_cls: 0.5469, decode.d6.loss_mask: 0.6215, decode.d6.loss_dice: 0.9476, decode.d7.loss_cls: 0.5413, decode.d7.loss_mask: 0.6223, decode.d7.loss_dice: 0.9464, decode.d8.loss_cls: 0.5369, decode.d8.loss_mask: 0.6191, decode.d8.loss_dice: 0.9484, loss: 23.7722, grad_norm: 120.5669 2023-11-26 21:23:35,520 - mmseg - INFO - Iter [88100/160000] lr: 1.714e-06, eta: 7:34:03, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5303, decode.loss_mask: 0.6178, decode.loss_dice: 0.9368, decode.d0.loss_cls: 2.4772, decode.d0.loss_mask: 0.6806, decode.d0.loss_dice: 1.1214, decode.d1.loss_cls: 0.7161, decode.d1.loss_mask: 0.6509, decode.d1.loss_dice: 1.0305, decode.d2.loss_cls: 0.6288, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 0.9764, decode.d3.loss_cls: 0.5830, decode.d3.loss_mask: 0.6258, decode.d3.loss_dice: 0.9544, decode.d4.loss_cls: 0.5708, decode.d4.loss_mask: 0.6245, decode.d4.loss_dice: 0.9572, decode.d5.loss_cls: 0.5567, decode.d5.loss_mask: 0.6229, decode.d5.loss_dice: 0.9505, decode.d6.loss_cls: 0.5495, decode.d6.loss_mask: 0.6191, decode.d6.loss_dice: 0.9427, decode.d7.loss_cls: 0.5386, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9395, decode.d8.loss_cls: 0.5355, decode.d8.loss_mask: 0.6167, decode.d8.loss_dice: 0.9423, loss: 23.7473, grad_norm: 123.8524 2023-11-26 21:23:53,912 - mmseg - INFO - Iter [88150/160000] lr: 1.713e-06, eta: 7:33:44, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5006, decode.loss_mask: 0.6067, decode.loss_dice: 0.9500, decode.d0.loss_cls: 2.4122, decode.d0.loss_mask: 0.6721, decode.d0.loss_dice: 1.1185, decode.d1.loss_cls: 0.6786, decode.d1.loss_mask: 0.6438, decode.d1.loss_dice: 1.0407, decode.d2.loss_cls: 0.5913, decode.d2.loss_mask: 0.6222, decode.d2.loss_dice: 0.9905, decode.d3.loss_cls: 0.5557, decode.d3.loss_mask: 0.6177, decode.d3.loss_dice: 0.9679, decode.d4.loss_cls: 0.5305, decode.d4.loss_mask: 0.6159, decode.d4.loss_dice: 0.9735, decode.d5.loss_cls: 0.5295, decode.d5.loss_mask: 0.6143, decode.d5.loss_dice: 0.9644, decode.d6.loss_cls: 0.5129, decode.d6.loss_mask: 0.6083, decode.d6.loss_dice: 0.9534, decode.d7.loss_cls: 0.5124, decode.d7.loss_mask: 0.6091, decode.d7.loss_dice: 0.9531, decode.d8.loss_cls: 0.5086, decode.d8.loss_mask: 0.6100, decode.d8.loss_dice: 0.9525, loss: 23.4168, grad_norm: 115.7705 2023-11-26 21:24:12,529 - mmseg - INFO - Iter [88200/160000] lr: 1.712e-06, eta: 7:33:25, time: 0.374, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5136, decode.loss_mask: 0.6424, decode.loss_dice: 0.9444, decode.d0.loss_cls: 2.4293, decode.d0.loss_mask: 0.7026, decode.d0.loss_dice: 1.1205, decode.d1.loss_cls: 0.6860, decode.d1.loss_mask: 0.6681, decode.d1.loss_dice: 1.0271, decode.d2.loss_cls: 0.6017, decode.d2.loss_mask: 0.6530, decode.d2.loss_dice: 0.9816, decode.d3.loss_cls: 0.5734, decode.d3.loss_mask: 0.6454, decode.d3.loss_dice: 0.9513, decode.d4.loss_cls: 0.5538, decode.d4.loss_mask: 0.6474, decode.d4.loss_dice: 0.9571, decode.d5.loss_cls: 0.5307, decode.d5.loss_mask: 0.6458, decode.d5.loss_dice: 0.9558, decode.d6.loss_cls: 0.5229, decode.d6.loss_mask: 0.6449, decode.d6.loss_dice: 0.9437, decode.d7.loss_cls: 0.5115, decode.d7.loss_mask: 0.6453, decode.d7.loss_dice: 0.9479, decode.d8.loss_cls: 0.5078, decode.d8.loss_mask: 0.6447, decode.d8.loss_dice: 0.9482, loss: 23.7478, grad_norm: 114.0408 2023-11-26 21:24:31,409 - mmseg - INFO - Iter [88250/160000] lr: 1.711e-06, eta: 7:33:06, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5336, decode.loss_mask: 0.6303, decode.loss_dice: 0.9711, decode.d0.loss_cls: 2.4401, decode.d0.loss_mask: 0.6945, decode.d0.loss_dice: 1.1514, decode.d1.loss_cls: 0.7145, decode.d1.loss_mask: 0.6718, decode.d1.loss_dice: 1.0676, decode.d2.loss_cls: 0.6181, decode.d2.loss_mask: 0.6498, decode.d2.loss_dice: 1.0179, decode.d3.loss_cls: 0.5787, decode.d3.loss_mask: 0.6403, decode.d3.loss_dice: 0.9818, decode.d4.loss_cls: 0.5650, decode.d4.loss_mask: 0.6379, decode.d4.loss_dice: 0.9873, decode.d5.loss_cls: 0.5477, decode.d5.loss_mask: 0.6396, decode.d5.loss_dice: 0.9814, decode.d6.loss_cls: 0.5457, decode.d6.loss_mask: 0.6321, decode.d6.loss_dice: 0.9710, decode.d7.loss_cls: 0.5465, decode.d7.loss_mask: 0.6321, decode.d7.loss_dice: 0.9714, decode.d8.loss_cls: 0.5345, decode.d8.loss_mask: 0.6308, decode.d8.loss_dice: 0.9763, loss: 24.1609, grad_norm: 120.3229 2023-11-26 21:24:49,814 - mmseg - INFO - Iter [88300/160000] lr: 1.710e-06, eta: 7:32:46, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5101, decode.loss_mask: 0.6313, decode.loss_dice: 0.9582, decode.d0.loss_cls: 2.4082, decode.d0.loss_mask: 0.6917, decode.d0.loss_dice: 1.1498, decode.d1.loss_cls: 0.6826, decode.d1.loss_mask: 0.6616, decode.d1.loss_dice: 1.0495, decode.d2.loss_cls: 0.5927, decode.d2.loss_mask: 0.6488, decode.d2.loss_dice: 1.0070, decode.d3.loss_cls: 0.5621, decode.d3.loss_mask: 0.6409, decode.d3.loss_dice: 0.9798, decode.d4.loss_cls: 0.5401, decode.d4.loss_mask: 0.6416, decode.d4.loss_dice: 0.9802, decode.d5.loss_cls: 0.5210, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9730, decode.d6.loss_cls: 0.5180, decode.d6.loss_mask: 0.6368, decode.d6.loss_dice: 0.9574, decode.d7.loss_cls: 0.5083, decode.d7.loss_mask: 0.6349, decode.d7.loss_dice: 0.9632, decode.d8.loss_cls: 0.5054, decode.d8.loss_mask: 0.6331, decode.d8.loss_dice: 0.9632, loss: 23.7929, grad_norm: 125.3234 2023-11-26 21:25:08,177 - mmseg - INFO - Iter [88350/160000] lr: 1.709e-06, eta: 7:32:27, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5148, decode.loss_mask: 0.6401, decode.loss_dice: 0.9627, decode.d0.loss_cls: 2.4450, decode.d0.loss_mask: 0.7064, decode.d0.loss_dice: 1.1396, decode.d1.loss_cls: 0.6631, decode.d1.loss_mask: 0.6778, decode.d1.loss_dice: 1.0562, decode.d2.loss_cls: 0.5906, decode.d2.loss_mask: 0.6610, decode.d2.loss_dice: 1.0100, decode.d3.loss_cls: 0.5606, decode.d3.loss_mask: 0.6507, decode.d3.loss_dice: 0.9786, decode.d4.loss_cls: 0.5480, decode.d4.loss_mask: 0.6479, decode.d4.loss_dice: 0.9744, decode.d5.loss_cls: 0.5299, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9721, decode.d6.loss_cls: 0.5355, decode.d6.loss_mask: 0.6429, decode.d6.loss_dice: 0.9627, decode.d7.loss_cls: 0.5258, decode.d7.loss_mask: 0.6418, decode.d7.loss_dice: 0.9678, decode.d8.loss_cls: 0.5186, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9623, loss: 23.9750, grad_norm: 120.3376 2023-11-26 21:25:26,499 - mmseg - INFO - Iter [88400/160000] lr: 1.707e-06, eta: 7:32:08, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5476, decode.loss_mask: 0.6277, decode.loss_dice: 0.9819, decode.d0.loss_cls: 2.4477, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.1592, decode.d1.loss_cls: 0.7522, decode.d1.loss_mask: 0.6621, decode.d1.loss_dice: 1.0677, decode.d2.loss_cls: 0.6569, decode.d2.loss_mask: 0.6442, decode.d2.loss_dice: 1.0191, decode.d3.loss_cls: 0.6049, decode.d3.loss_mask: 0.6386, decode.d3.loss_dice: 0.9962, decode.d4.loss_cls: 0.5905, decode.d4.loss_mask: 0.6345, decode.d4.loss_dice: 0.9895, decode.d5.loss_cls: 0.5687, decode.d5.loss_mask: 0.6323, decode.d5.loss_dice: 0.9905, decode.d6.loss_cls: 0.5590, decode.d6.loss_mask: 0.6319, decode.d6.loss_dice: 0.9798, decode.d7.loss_cls: 0.5540, decode.d7.loss_mask: 0.6292, decode.d7.loss_dice: 0.9807, decode.d8.loss_cls: 0.5538, decode.d8.loss_mask: 0.6290, decode.d8.loss_dice: 0.9783, loss: 24.3973, grad_norm: 117.4902 2023-11-26 21:25:47,105 - mmseg - INFO - Iter [88450/160000] lr: 1.706e-06, eta: 7:31:50, time: 0.412, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5334, decode.loss_mask: 0.6154, decode.loss_dice: 0.9378, decode.d0.loss_cls: 2.3691, decode.d0.loss_mask: 0.6882, decode.d0.loss_dice: 1.1301, decode.d1.loss_cls: 0.7152, decode.d1.loss_mask: 0.6478, decode.d1.loss_dice: 1.0274, decode.d2.loss_cls: 0.6249, decode.d2.loss_mask: 0.6261, decode.d2.loss_dice: 0.9803, decode.d3.loss_cls: 0.5870, decode.d3.loss_mask: 0.6188, decode.d3.loss_dice: 0.9491, decode.d4.loss_cls: 0.5585, decode.d4.loss_mask: 0.6194, decode.d4.loss_dice: 0.9504, decode.d5.loss_cls: 0.5477, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9532, decode.d6.loss_cls: 0.5473, decode.d6.loss_mask: 0.6163, decode.d6.loss_dice: 0.9427, decode.d7.loss_cls: 0.5341, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.9418, decode.d8.loss_cls: 0.5280, decode.d8.loss_mask: 0.6177, decode.d8.loss_dice: 0.9440, loss: 23.5873, grad_norm: 125.0307 2023-11-26 21:26:05,439 - mmseg - INFO - Iter [88500/160000] lr: 1.705e-06, eta: 7:31:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5178, decode.loss_mask: 0.6471, decode.loss_dice: 0.9587, decode.d0.loss_cls: 2.4402, decode.d0.loss_mask: 0.6965, decode.d0.loss_dice: 1.1307, decode.d1.loss_cls: 0.7063, decode.d1.loss_mask: 0.6759, decode.d1.loss_dice: 1.0365, decode.d2.loss_cls: 0.6104, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 1.0026, decode.d3.loss_cls: 0.5681, decode.d3.loss_mask: 0.6539, decode.d3.loss_dice: 0.9679, decode.d4.loss_cls: 0.5522, decode.d4.loss_mask: 0.6531, decode.d4.loss_dice: 0.9658, decode.d5.loss_cls: 0.5347, decode.d5.loss_mask: 0.6528, decode.d5.loss_dice: 0.9687, decode.d6.loss_cls: 0.5284, decode.d6.loss_mask: 0.6485, decode.d6.loss_dice: 0.9590, decode.d7.loss_cls: 0.5193, decode.d7.loss_mask: 0.6474, decode.d7.loss_dice: 0.9585, decode.d8.loss_cls: 0.5157, decode.d8.loss_mask: 0.6480, decode.d8.loss_dice: 0.9587, loss: 23.9841, grad_norm: 122.3819 2023-11-26 21:26:23,899 - mmseg - INFO - Iter [88550/160000] lr: 1.704e-06, eta: 7:31:11, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5235, decode.loss_mask: 0.6096, decode.loss_dice: 0.9529, decode.d0.loss_cls: 2.4550, decode.d0.loss_mask: 0.6684, decode.d0.loss_dice: 1.1258, decode.d1.loss_cls: 0.7131, decode.d1.loss_mask: 0.6450, decode.d1.loss_dice: 1.0371, decode.d2.loss_cls: 0.6126, decode.d2.loss_mask: 0.6247, decode.d2.loss_dice: 0.9922, decode.d3.loss_cls: 0.5744, decode.d3.loss_mask: 0.6181, decode.d3.loss_dice: 0.9604, decode.d4.loss_cls: 0.5636, decode.d4.loss_mask: 0.6163, decode.d4.loss_dice: 0.9628, decode.d5.loss_cls: 0.5453, decode.d5.loss_mask: 0.6154, decode.d5.loss_dice: 0.9591, decode.d6.loss_cls: 0.5285, decode.d6.loss_mask: 0.6146, decode.d6.loss_dice: 0.9512, decode.d7.loss_cls: 0.5211, decode.d7.loss_mask: 0.6111, decode.d7.loss_dice: 0.9548, decode.d8.loss_cls: 0.5249, decode.d8.loss_mask: 0.6099, decode.d8.loss_dice: 0.9566, loss: 23.6480, grad_norm: 110.1268 2023-11-26 21:26:42,705 - mmseg - INFO - Iter [88600/160000] lr: 1.703e-06, eta: 7:30:52, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4918, decode.loss_mask: 0.6034, decode.loss_dice: 0.9292, decode.d0.loss_cls: 2.4109, decode.d0.loss_mask: 0.6641, decode.d0.loss_dice: 1.1106, decode.d1.loss_cls: 0.6646, decode.d1.loss_mask: 0.6323, decode.d1.loss_dice: 1.0052, decode.d2.loss_cls: 0.5746, decode.d2.loss_mask: 0.6168, decode.d2.loss_dice: 0.9697, decode.d3.loss_cls: 0.5376, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9445, decode.d4.loss_cls: 0.5273, decode.d4.loss_mask: 0.6100, decode.d4.loss_dice: 0.9480, decode.d5.loss_cls: 0.5009, decode.d5.loss_mask: 0.6110, decode.d5.loss_dice: 0.9421, decode.d6.loss_cls: 0.5073, decode.d6.loss_mask: 0.6085, decode.d6.loss_dice: 0.9353, decode.d7.loss_cls: 0.4987, decode.d7.loss_mask: 0.6030, decode.d7.loss_dice: 0.9337, decode.d8.loss_cls: 0.4834, decode.d8.loss_mask: 0.6040, decode.d8.loss_dice: 0.9350, loss: 23.0164, grad_norm: 116.1042 2023-11-26 21:27:01,158 - mmseg - INFO - Iter [88650/160000] lr: 1.701e-06, eta: 7:30:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4997, decode.loss_mask: 0.6087, decode.loss_dice: 0.9296, decode.d0.loss_cls: 2.3603, decode.d0.loss_mask: 0.6638, decode.d0.loss_dice: 1.1067, decode.d1.loss_cls: 0.6701, decode.d1.loss_mask: 0.6445, decode.d1.loss_dice: 1.0168, decode.d2.loss_cls: 0.5904, decode.d2.loss_mask: 0.6257, decode.d2.loss_dice: 0.9697, decode.d3.loss_cls: 0.5550, decode.d3.loss_mask: 0.6226, decode.d3.loss_dice: 0.9395, decode.d4.loss_cls: 0.5257, decode.d4.loss_mask: 0.6209, decode.d4.loss_dice: 0.9440, decode.d5.loss_cls: 0.5143, decode.d5.loss_mask: 0.6150, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.5120, decode.d6.loss_mask: 0.6124, decode.d6.loss_dice: 0.9291, decode.d7.loss_cls: 0.5075, decode.d7.loss_mask: 0.6074, decode.d7.loss_dice: 0.9286, decode.d8.loss_cls: 0.5014, decode.d8.loss_mask: 0.6110, decode.d8.loss_dice: 0.9292, loss: 23.1021, grad_norm: 141.2373 2023-11-26 21:27:19,575 - mmseg - INFO - Iter [88700/160000] lr: 1.700e-06, eta: 7:30:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5016, decode.loss_mask: 0.6303, decode.loss_dice: 0.9395, decode.d0.loss_cls: 2.4408, decode.d0.loss_mask: 0.6921, decode.d0.loss_dice: 1.1225, decode.d1.loss_cls: 0.6851, decode.d1.loss_mask: 0.6690, decode.d1.loss_dice: 1.0338, decode.d2.loss_cls: 0.5988, decode.d2.loss_mask: 0.6501, decode.d2.loss_dice: 0.9815, decode.d3.loss_cls: 0.5590, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9570, decode.d4.loss_cls: 0.5319, decode.d4.loss_mask: 0.6391, decode.d4.loss_dice: 0.9600, decode.d5.loss_cls: 0.5239, decode.d5.loss_mask: 0.6400, decode.d5.loss_dice: 0.9603, decode.d6.loss_cls: 0.5113, decode.d6.loss_mask: 0.6336, decode.d6.loss_dice: 0.9417, decode.d7.loss_cls: 0.5115, decode.d7.loss_mask: 0.6300, decode.d7.loss_dice: 0.9436, decode.d8.loss_cls: 0.5073, decode.d8.loss_mask: 0.6305, decode.d8.loss_dice: 0.9424, loss: 23.6073, grad_norm: 143.8012 2023-11-26 21:27:37,985 - mmseg - INFO - Iter [88750/160000] lr: 1.699e-06, eta: 7:29:54, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4887, decode.loss_mask: 0.6250, decode.loss_dice: 0.9429, decode.d0.loss_cls: 2.3841, decode.d0.loss_mask: 0.6837, decode.d0.loss_dice: 1.1236, decode.d1.loss_cls: 0.6716, decode.d1.loss_mask: 0.6599, decode.d1.loss_dice: 1.0292, decode.d2.loss_cls: 0.5767, decode.d2.loss_mask: 0.6405, decode.d2.loss_dice: 0.9932, decode.d3.loss_cls: 0.5403, decode.d3.loss_mask: 0.6317, decode.d3.loss_dice: 0.9632, decode.d4.loss_cls: 0.5194, decode.d4.loss_mask: 0.6316, decode.d4.loss_dice: 0.9625, decode.d5.loss_cls: 0.5084, decode.d5.loss_mask: 0.6335, decode.d5.loss_dice: 0.9575, decode.d6.loss_cls: 0.5023, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9470, decode.d7.loss_cls: 0.4950, decode.d7.loss_mask: 0.6272, decode.d7.loss_dice: 0.9500, decode.d8.loss_cls: 0.4900, decode.d8.loss_mask: 0.6258, decode.d8.loss_dice: 0.9517, loss: 23.3855, grad_norm: 127.5168 2023-11-26 21:27:56,159 - mmseg - INFO - Iter [88800/160000] lr: 1.698e-06, eta: 7:29:34, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5259, decode.loss_mask: 0.6485, decode.loss_dice: 0.9466, decode.d0.loss_cls: 2.4213, decode.d0.loss_mask: 0.7097, decode.d0.loss_dice: 1.1300, decode.d1.loss_cls: 0.7023, decode.d1.loss_mask: 0.6839, decode.d1.loss_dice: 1.0377, decode.d2.loss_cls: 0.6102, decode.d2.loss_mask: 0.6710, decode.d2.loss_dice: 0.9952, decode.d3.loss_cls: 0.5768, decode.d3.loss_mask: 0.6586, decode.d3.loss_dice: 0.9556, decode.d4.loss_cls: 0.5543, decode.d4.loss_mask: 0.6544, decode.d4.loss_dice: 0.9629, decode.d5.loss_cls: 0.5438, decode.d5.loss_mask: 0.6545, decode.d5.loss_dice: 0.9568, decode.d6.loss_cls: 0.5484, decode.d6.loss_mask: 0.6473, decode.d6.loss_dice: 0.9444, decode.d7.loss_cls: 0.5350, decode.d7.loss_mask: 0.6474, decode.d7.loss_dice: 0.9462, decode.d8.loss_cls: 0.5255, decode.d8.loss_mask: 0.6477, decode.d8.loss_dice: 0.9446, loss: 23.9866, grad_norm: 145.8570 2023-11-26 21:28:14,464 - mmseg - INFO - Iter [88850/160000] lr: 1.697e-06, eta: 7:29:15, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5055, decode.loss_mask: 0.6201, decode.loss_dice: 0.9397, decode.d0.loss_cls: 2.3715, decode.d0.loss_mask: 0.6917, decode.d0.loss_dice: 1.1160, decode.d1.loss_cls: 0.6895, decode.d1.loss_mask: 0.6577, decode.d1.loss_dice: 1.0210, decode.d2.loss_cls: 0.5816, decode.d2.loss_mask: 0.6391, decode.d2.loss_dice: 0.9767, decode.d3.loss_cls: 0.5510, decode.d3.loss_mask: 0.6307, decode.d3.loss_dice: 0.9556, decode.d4.loss_cls: 0.5332, decode.d4.loss_mask: 0.6272, decode.d4.loss_dice: 0.9525, decode.d5.loss_cls: 0.5225, decode.d5.loss_mask: 0.6269, decode.d5.loss_dice: 0.9475, decode.d6.loss_cls: 0.5174, decode.d6.loss_mask: 0.6216, decode.d6.loss_dice: 0.9379, decode.d7.loss_cls: 0.5087, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9383, decode.d8.loss_cls: 0.5042, decode.d8.loss_mask: 0.6234, decode.d8.loss_dice: 0.9390, loss: 23.3696, grad_norm: 128.3060 2023-11-26 21:28:32,765 - mmseg - INFO - Iter [88900/160000] lr: 1.695e-06, eta: 7:28:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5289, decode.loss_mask: 0.6291, decode.loss_dice: 0.9480, decode.d0.loss_cls: 2.4756, decode.d0.loss_mask: 0.7006, decode.d0.loss_dice: 1.1387, decode.d1.loss_cls: 0.7369, decode.d1.loss_mask: 0.6634, decode.d1.loss_dice: 1.0367, decode.d2.loss_cls: 0.6370, decode.d2.loss_mask: 0.6454, decode.d2.loss_dice: 0.9919, decode.d3.loss_cls: 0.5892, decode.d3.loss_mask: 0.6377, decode.d3.loss_dice: 0.9678, decode.d4.loss_cls: 0.5774, decode.d4.loss_mask: 0.6324, decode.d4.loss_dice: 0.9626, decode.d5.loss_cls: 0.5626, decode.d5.loss_mask: 0.6315, decode.d5.loss_dice: 0.9581, decode.d6.loss_cls: 0.5490, decode.d6.loss_mask: 0.6286, decode.d6.loss_dice: 0.9484, decode.d7.loss_cls: 0.5428, decode.d7.loss_mask: 0.6287, decode.d7.loss_dice: 0.9459, decode.d8.loss_cls: 0.5358, decode.d8.loss_mask: 0.6301, decode.d8.loss_dice: 0.9469, loss: 24.0074, grad_norm: 123.5335 2023-11-26 21:28:51,281 - mmseg - INFO - Iter [88950/160000] lr: 1.694e-06, eta: 7:28:36, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4863, decode.loss_mask: 0.6462, decode.loss_dice: 0.9580, decode.d0.loss_cls: 2.4233, decode.d0.loss_mask: 0.7075, decode.d0.loss_dice: 1.1384, decode.d1.loss_cls: 0.6699, decode.d1.loss_mask: 0.6859, decode.d1.loss_dice: 1.0468, decode.d2.loss_cls: 0.5696, decode.d2.loss_mask: 0.6656, decode.d2.loss_dice: 0.9993, decode.d3.loss_cls: 0.5367, decode.d3.loss_mask: 0.6551, decode.d3.loss_dice: 0.9708, decode.d4.loss_cls: 0.5144, decode.d4.loss_mask: 0.6559, decode.d4.loss_dice: 0.9720, decode.d5.loss_cls: 0.5104, decode.d5.loss_mask: 0.6523, decode.d5.loss_dice: 0.9669, decode.d6.loss_cls: 0.5112, decode.d6.loss_mask: 0.6494, decode.d6.loss_dice: 0.9550, decode.d7.loss_cls: 0.4982, decode.d7.loss_mask: 0.6486, decode.d7.loss_dice: 0.9544, decode.d8.loss_cls: 0.4942, decode.d8.loss_mask: 0.6464, decode.d8.loss_dice: 0.9576, loss: 23.7465, grad_norm: 119.2452 2023-11-26 21:29:09,940 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:29:09,940 - mmseg - INFO - Iter [89000/160000] lr: 1.693e-06, eta: 7:28:17, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5213, decode.loss_mask: 0.6394, decode.loss_dice: 0.9576, decode.d0.loss_cls: 2.4285, decode.d0.loss_mask: 0.6988, decode.d0.loss_dice: 1.1400, decode.d1.loss_cls: 0.7285, decode.d1.loss_mask: 0.6694, decode.d1.loss_dice: 1.0414, decode.d2.loss_cls: 0.6275, decode.d2.loss_mask: 0.6493, decode.d2.loss_dice: 0.9960, decode.d3.loss_cls: 0.5804, decode.d3.loss_mask: 0.6433, decode.d3.loss_dice: 0.9658, decode.d4.loss_cls: 0.5552, decode.d4.loss_mask: 0.6452, decode.d4.loss_dice: 0.9731, decode.d5.loss_cls: 0.5531, decode.d5.loss_mask: 0.6405, decode.d5.loss_dice: 0.9626, decode.d6.loss_cls: 0.5358, decode.d6.loss_mask: 0.6389, decode.d6.loss_dice: 0.9583, decode.d7.loss_cls: 0.5394, decode.d7.loss_mask: 0.6396, decode.d7.loss_dice: 0.9588, decode.d8.loss_cls: 0.5251, decode.d8.loss_mask: 0.6399, decode.d8.loss_dice: 0.9603, loss: 24.0130, grad_norm: 132.7298 2023-11-26 21:29:28,430 - mmseg - INFO - Iter [89050/160000] lr: 1.692e-06, eta: 7:27:58, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5073, decode.loss_mask: 0.6226, decode.loss_dice: 0.9413, decode.d0.loss_cls: 2.4376, decode.d0.loss_mask: 0.6781, decode.d0.loss_dice: 1.1208, decode.d1.loss_cls: 0.6957, decode.d1.loss_mask: 0.6481, decode.d1.loss_dice: 1.0196, decode.d2.loss_cls: 0.6030, decode.d2.loss_mask: 0.6353, decode.d2.loss_dice: 0.9836, decode.d3.loss_cls: 0.5531, decode.d3.loss_mask: 0.6290, decode.d3.loss_dice: 0.9571, decode.d4.loss_cls: 0.5287, decode.d4.loss_mask: 0.6265, decode.d4.loss_dice: 0.9593, decode.d5.loss_cls: 0.5262, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.9570, decode.d6.loss_cls: 0.5258, decode.d6.loss_mask: 0.6225, decode.d6.loss_dice: 0.9474, decode.d7.loss_cls: 0.5190, decode.d7.loss_mask: 0.6228, decode.d7.loss_dice: 0.9476, decode.d8.loss_cls: 0.5159, decode.d8.loss_mask: 0.6200, decode.d8.loss_dice: 0.9470, loss: 23.5235, grad_norm: 123.1461 2023-11-26 21:29:46,649 - mmseg - INFO - Iter [89100/160000] lr: 1.691e-06, eta: 7:27:38, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5262, decode.loss_mask: 0.6459, decode.loss_dice: 0.9447, decode.d0.loss_cls: 2.4934, decode.d0.loss_mask: 0.7000, decode.d0.loss_dice: 1.1205, decode.d1.loss_cls: 0.7103, decode.d1.loss_mask: 0.6775, decode.d1.loss_dice: 1.0315, decode.d2.loss_cls: 0.6071, decode.d2.loss_mask: 0.6629, decode.d2.loss_dice: 0.9831, decode.d3.loss_cls: 0.5708, decode.d3.loss_mask: 0.6522, decode.d3.loss_dice: 0.9584, decode.d4.loss_cls: 0.5598, decode.d4.loss_mask: 0.6504, decode.d4.loss_dice: 0.9590, decode.d5.loss_cls: 0.5287, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9556, decode.d6.loss_cls: 0.5352, decode.d6.loss_mask: 0.6492, decode.d6.loss_dice: 0.9465, decode.d7.loss_cls: 0.5293, decode.d7.loss_mask: 0.6480, decode.d7.loss_dice: 0.9484, decode.d8.loss_cls: 0.5219, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9508, loss: 23.9631, grad_norm: 113.8768 2023-11-26 21:30:05,100 - mmseg - INFO - Iter [89150/160000] lr: 1.689e-06, eta: 7:27:19, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5513, decode.loss_mask: 0.6456, decode.loss_dice: 0.9658, decode.d0.loss_cls: 2.4248, decode.d0.loss_mask: 0.7091, decode.d0.loss_dice: 1.1490, decode.d1.loss_cls: 0.7390, decode.d1.loss_mask: 0.6883, decode.d1.loss_dice: 1.0573, decode.d2.loss_cls: 0.6382, decode.d2.loss_mask: 0.6638, decode.d2.loss_dice: 1.0103, decode.d3.loss_cls: 0.6023, decode.d3.loss_mask: 0.6574, decode.d3.loss_dice: 0.9782, decode.d4.loss_cls: 0.5831, decode.d4.loss_mask: 0.6549, decode.d4.loss_dice: 0.9813, decode.d5.loss_cls: 0.5685, decode.d5.loss_mask: 0.6517, decode.d5.loss_dice: 0.9782, decode.d6.loss_cls: 0.5696, decode.d6.loss_mask: 0.6490, decode.d6.loss_dice: 0.9680, decode.d7.loss_cls: 0.5628, decode.d7.loss_mask: 0.6477, decode.d7.loss_dice: 0.9663, decode.d8.loss_cls: 0.5489, decode.d8.loss_mask: 0.6461, decode.d8.loss_dice: 0.9699, loss: 24.4264, grad_norm: 128.9136 2023-11-26 21:30:23,294 - mmseg - INFO - Iter [89200/160000] lr: 1.688e-06, eta: 7:26:59, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5357, decode.loss_mask: 0.6304, decode.loss_dice: 0.9547, decode.d0.loss_cls: 2.4183, decode.d0.loss_mask: 0.6921, decode.d0.loss_dice: 1.1352, decode.d1.loss_cls: 0.7078, decode.d1.loss_mask: 0.6651, decode.d1.loss_dice: 1.0517, decode.d2.loss_cls: 0.6154, decode.d2.loss_mask: 0.6463, decode.d2.loss_dice: 0.9995, decode.d3.loss_cls: 0.5891, decode.d3.loss_mask: 0.6423, decode.d3.loss_dice: 0.9734, decode.d4.loss_cls: 0.5655, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9729, decode.d5.loss_cls: 0.5550, decode.d5.loss_mask: 0.6394, decode.d5.loss_dice: 0.9663, decode.d6.loss_cls: 0.5587, decode.d6.loss_mask: 0.6339, decode.d6.loss_dice: 0.9600, decode.d7.loss_cls: 0.5461, decode.d7.loss_mask: 0.6294, decode.d7.loss_dice: 0.9580, decode.d8.loss_cls: 0.5444, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9580, loss: 24.0152, grad_norm: 129.0331 2023-11-26 21:30:41,625 - mmseg - INFO - Iter [89250/160000] lr: 1.687e-06, eta: 7:26:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5040, decode.loss_mask: 0.6216, decode.loss_dice: 0.9251, decode.d0.loss_cls: 2.3784, decode.d0.loss_mask: 0.6861, decode.d0.loss_dice: 1.0984, decode.d1.loss_cls: 0.6584, decode.d1.loss_mask: 0.6577, decode.d1.loss_dice: 1.0053, decode.d2.loss_cls: 0.5797, decode.d2.loss_mask: 0.6386, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5496, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9428, decode.d4.loss_cls: 0.5314, decode.d4.loss_mask: 0.6258, decode.d4.loss_dice: 0.9379, decode.d5.loss_cls: 0.5233, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.9421, decode.d6.loss_cls: 0.5151, decode.d6.loss_mask: 0.6245, decode.d6.loss_dice: 0.9304, decode.d7.loss_cls: 0.5032, decode.d7.loss_mask: 0.6232, decode.d7.loss_dice: 0.9334, decode.d8.loss_cls: 0.5003, decode.d8.loss_mask: 0.6211, decode.d8.loss_dice: 0.9254, loss: 23.2077, grad_norm: 124.7876 2023-11-26 21:30:59,954 - mmseg - INFO - Iter [89300/160000] lr: 1.686e-06, eta: 7:26:21, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5367, decode.loss_mask: 0.6437, decode.loss_dice: 0.9486, decode.d0.loss_cls: 2.3959, decode.d0.loss_mask: 0.7038, decode.d0.loss_dice: 1.1241, decode.d1.loss_cls: 0.6989, decode.d1.loss_mask: 0.6791, decode.d1.loss_dice: 1.0481, decode.d2.loss_cls: 0.6178, decode.d2.loss_mask: 0.6631, decode.d2.loss_dice: 1.0071, decode.d3.loss_cls: 0.5806, decode.d3.loss_mask: 0.6583, decode.d3.loss_dice: 0.9721, decode.d4.loss_cls: 0.5714, decode.d4.loss_mask: 0.6514, decode.d4.loss_dice: 0.9670, decode.d5.loss_cls: 0.5467, decode.d5.loss_mask: 0.6504, decode.d5.loss_dice: 0.9703, decode.d6.loss_cls: 0.5452, decode.d6.loss_mask: 0.6461, decode.d6.loss_dice: 0.9546, decode.d7.loss_cls: 0.5376, decode.d7.loss_mask: 0.6458, decode.d7.loss_dice: 0.9562, decode.d8.loss_cls: 0.5355, decode.d8.loss_mask: 0.6450, decode.d8.loss_dice: 0.9593, loss: 24.0604, grad_norm: 128.0020 2023-11-26 21:31:18,624 - mmseg - INFO - Iter [89350/160000] lr: 1.685e-06, eta: 7:26:01, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5071, decode.loss_mask: 0.6469, decode.loss_dice: 0.9461, decode.d0.loss_cls: 2.3796, decode.d0.loss_mask: 0.7179, decode.d0.loss_dice: 1.1233, decode.d1.loss_cls: 0.6911, decode.d1.loss_mask: 0.6824, decode.d1.loss_dice: 1.0303, decode.d2.loss_cls: 0.5981, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 0.9863, decode.d3.loss_cls: 0.5585, decode.d3.loss_mask: 0.6555, decode.d3.loss_dice: 0.9580, decode.d4.loss_cls: 0.5350, decode.d4.loss_mask: 0.6565, decode.d4.loss_dice: 0.9617, decode.d5.loss_cls: 0.5290, decode.d5.loss_mask: 0.6540, decode.d5.loss_dice: 0.9585, decode.d6.loss_cls: 0.5169, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9446, decode.d7.loss_cls: 0.5164, decode.d7.loss_mask: 0.6507, decode.d7.loss_dice: 0.9413, decode.d8.loss_cls: 0.5137, decode.d8.loss_mask: 0.6485, decode.d8.loss_dice: 0.9457, loss: 23.7715, grad_norm: 141.5045 2023-11-26 21:31:37,465 - mmseg - INFO - Iter [89400/160000] lr: 1.683e-06, eta: 7:25:42, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5257, decode.loss_mask: 0.6101, decode.loss_dice: 0.9441, decode.d0.loss_cls: 2.3902, decode.d0.loss_mask: 0.6701, decode.d0.loss_dice: 1.1263, decode.d1.loss_cls: 0.6807, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 1.0357, decode.d2.loss_cls: 0.6066, decode.d2.loss_mask: 0.6264, decode.d2.loss_dice: 0.9920, decode.d3.loss_cls: 0.5662, decode.d3.loss_mask: 0.6165, decode.d3.loss_dice: 0.9615, decode.d4.loss_cls: 0.5457, decode.d4.loss_mask: 0.6140, decode.d4.loss_dice: 0.9562, decode.d5.loss_cls: 0.5356, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.9585, decode.d6.loss_cls: 0.5352, decode.d6.loss_mask: 0.6114, decode.d6.loss_dice: 0.9446, decode.d7.loss_cls: 0.5264, decode.d7.loss_mask: 0.6091, decode.d7.loss_dice: 0.9453, decode.d8.loss_cls: 0.5257, decode.d8.loss_mask: 0.6103, decode.d8.loss_dice: 0.9485, loss: 23.4794, grad_norm: 121.1324 2023-11-26 21:31:55,780 - mmseg - INFO - Iter [89450/160000] lr: 1.682e-06, eta: 7:25:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5106, decode.loss_mask: 0.6389, decode.loss_dice: 0.9457, decode.d0.loss_cls: 2.4416, decode.d0.loss_mask: 0.7033, decode.d0.loss_dice: 1.1196, decode.d1.loss_cls: 0.6944, decode.d1.loss_mask: 0.6699, decode.d1.loss_dice: 1.0207, decode.d2.loss_cls: 0.6027, decode.d2.loss_mask: 0.6550, decode.d2.loss_dice: 0.9839, decode.d3.loss_cls: 0.5576, decode.d3.loss_mask: 0.6469, decode.d3.loss_dice: 0.9598, decode.d4.loss_cls: 0.5394, decode.d4.loss_mask: 0.6426, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5297, decode.d5.loss_mask: 0.6432, decode.d5.loss_dice: 0.9568, decode.d6.loss_cls: 0.5148, decode.d6.loss_mask: 0.6421, decode.d6.loss_dice: 0.9507, decode.d7.loss_cls: 0.5100, decode.d7.loss_mask: 0.6416, decode.d7.loss_dice: 0.9503, decode.d8.loss_cls: 0.5082, decode.d8.loss_mask: 0.6400, decode.d8.loss_dice: 0.9478, loss: 23.7243, grad_norm: 144.8475 2023-11-26 21:32:14,098 - mmseg - INFO - Iter [89500/160000] lr: 1.681e-06, eta: 7:25:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5367, decode.loss_mask: 0.6442, decode.loss_dice: 0.9888, decode.d0.loss_cls: 2.4368, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.1877, decode.d1.loss_cls: 0.7279, decode.d1.loss_mask: 0.6829, decode.d1.loss_dice: 1.0747, decode.d2.loss_cls: 0.6329, decode.d2.loss_mask: 0.6602, decode.d2.loss_dice: 1.0370, decode.d3.loss_cls: 0.5878, decode.d3.loss_mask: 0.6575, decode.d3.loss_dice: 1.0104, decode.d4.loss_cls: 0.5644, decode.d4.loss_mask: 0.6530, decode.d4.loss_dice: 1.0062, decode.d5.loss_cls: 0.5562, decode.d5.loss_mask: 0.6522, decode.d5.loss_dice: 1.0060, decode.d6.loss_cls: 0.5526, decode.d6.loss_mask: 0.6442, decode.d6.loss_dice: 0.9891, decode.d7.loss_cls: 0.5377, decode.d7.loss_mask: 0.6470, decode.d7.loss_dice: 0.9939, decode.d8.loss_cls: 0.5440, decode.d8.loss_mask: 0.6431, decode.d8.loss_dice: 0.9934, loss: 24.5540, grad_norm: 134.7298 2023-11-26 21:32:32,361 - mmseg - INFO - Iter [89550/160000] lr: 1.680e-06, eta: 7:24:44, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4895, decode.loss_mask: 0.6084, decode.loss_dice: 0.9152, decode.d0.loss_cls: 2.4233, decode.d0.loss_mask: 0.6686, decode.d0.loss_dice: 1.0905, decode.d1.loss_cls: 0.6673, decode.d1.loss_mask: 0.6435, decode.d1.loss_dice: 0.9990, decode.d2.loss_cls: 0.5719, decode.d2.loss_mask: 0.6221, decode.d2.loss_dice: 0.9521, decode.d3.loss_cls: 0.5293, decode.d3.loss_mask: 0.6133, decode.d3.loss_dice: 0.9287, decode.d4.loss_cls: 0.5094, decode.d4.loss_mask: 0.6151, decode.d4.loss_dice: 0.9244, decode.d5.loss_cls: 0.4985, decode.d5.loss_mask: 0.6124, decode.d5.loss_dice: 0.9310, decode.d6.loss_cls: 0.5013, decode.d6.loss_mask: 0.6085, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.4880, decode.d7.loss_mask: 0.6098, decode.d7.loss_dice: 0.9189, decode.d8.loss_cls: 0.4782, decode.d8.loss_mask: 0.6094, decode.d8.loss_dice: 0.9170, loss: 22.8611, grad_norm: 110.9258 2023-11-26 21:32:50,817 - mmseg - INFO - Iter [89600/160000] lr: 1.679e-06, eta: 7:24:25, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5057, decode.loss_mask: 0.6326, decode.loss_dice: 0.9497, decode.d0.loss_cls: 2.3988, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.1322, decode.d1.loss_cls: 0.6861, decode.d1.loss_mask: 0.6644, decode.d1.loss_dice: 1.0492, decode.d2.loss_cls: 0.5867, decode.d2.loss_mask: 0.6448, decode.d2.loss_dice: 1.0045, decode.d3.loss_cls: 0.5509, decode.d3.loss_mask: 0.6395, decode.d3.loss_dice: 0.9694, decode.d4.loss_cls: 0.5359, decode.d4.loss_mask: 0.6396, decode.d4.loss_dice: 0.9640, decode.d5.loss_cls: 0.5267, decode.d5.loss_mask: 0.6356, decode.d5.loss_dice: 0.9643, decode.d6.loss_cls: 0.5158, decode.d6.loss_mask: 0.6317, decode.d6.loss_dice: 0.9563, decode.d7.loss_cls: 0.5018, decode.d7.loss_mask: 0.6320, decode.d7.loss_dice: 0.9565, decode.d8.loss_cls: 0.5044, decode.d8.loss_mask: 0.6340, decode.d8.loss_dice: 0.9587, loss: 23.6609, grad_norm: 105.7608 2023-11-26 21:33:09,165 - mmseg - INFO - Iter [89650/160000] lr: 1.678e-06, eta: 7:24:05, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5454, decode.loss_mask: 0.6296, decode.loss_dice: 0.9539, decode.d0.loss_cls: 2.3949, decode.d0.loss_mask: 0.6920, decode.d0.loss_dice: 1.1479, decode.d1.loss_cls: 0.7116, decode.d1.loss_mask: 0.6662, decode.d1.loss_dice: 1.0358, decode.d2.loss_cls: 0.6276, decode.d2.loss_mask: 0.6428, decode.d2.loss_dice: 0.9918, decode.d3.loss_cls: 0.5955, decode.d3.loss_mask: 0.6342, decode.d3.loss_dice: 0.9663, decode.d4.loss_cls: 0.5646, decode.d4.loss_mask: 0.6356, decode.d4.loss_dice: 0.9679, decode.d5.loss_cls: 0.5611, decode.d5.loss_mask: 0.6335, decode.d5.loss_dice: 0.9679, decode.d6.loss_cls: 0.5585, decode.d6.loss_mask: 0.6298, decode.d6.loss_dice: 0.9602, decode.d7.loss_cls: 0.5444, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.9576, decode.d8.loss_cls: 0.5447, decode.d8.loss_mask: 0.6295, decode.d8.loss_dice: 0.9619, loss: 23.9809, grad_norm: 128.2957 2023-11-26 21:33:29,707 - mmseg - INFO - Iter [89700/160000] lr: 1.676e-06, eta: 7:23:48, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4892, decode.loss_mask: 0.6186, decode.loss_dice: 0.9465, decode.d0.loss_cls: 2.4311, decode.d0.loss_mask: 0.6903, decode.d0.loss_dice: 1.1265, decode.d1.loss_cls: 0.6973, decode.d1.loss_mask: 0.6605, decode.d1.loss_dice: 1.0293, decode.d2.loss_cls: 0.5890, decode.d2.loss_mask: 0.6422, decode.d2.loss_dice: 0.9913, decode.d3.loss_cls: 0.5430, decode.d3.loss_mask: 0.6319, decode.d3.loss_dice: 0.9581, decode.d4.loss_cls: 0.5207, decode.d4.loss_mask: 0.6285, decode.d4.loss_dice: 0.9571, decode.d5.loss_cls: 0.5150, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9552, decode.d6.loss_cls: 0.5044, decode.d6.loss_mask: 0.6204, decode.d6.loss_dice: 0.9459, decode.d7.loss_cls: 0.4936, decode.d7.loss_mask: 0.6211, decode.d7.loss_dice: 0.9463, decode.d8.loss_cls: 0.4864, decode.d8.loss_mask: 0.6197, decode.d8.loss_dice: 0.9491, loss: 23.4359, grad_norm: 123.2973 2023-11-26 21:33:47,953 - mmseg - INFO - Iter [89750/160000] lr: 1.675e-06, eta: 7:23:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4951, decode.loss_mask: 0.6054, decode.loss_dice: 0.8993, decode.d0.loss_cls: 2.3400, decode.d0.loss_mask: 0.6657, decode.d0.loss_dice: 1.0876, decode.d1.loss_cls: 0.6634, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9863, decode.d2.loss_cls: 0.5725, decode.d2.loss_mask: 0.6227, decode.d2.loss_dice: 0.9555, decode.d3.loss_cls: 0.5385, decode.d3.loss_mask: 0.6124, decode.d3.loss_dice: 0.9235, decode.d4.loss_cls: 0.5281, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.9166, decode.d5.loss_cls: 0.5271, decode.d5.loss_mask: 0.6076, decode.d5.loss_dice: 0.9174, decode.d6.loss_cls: 0.5113, decode.d6.loss_mask: 0.6065, decode.d6.loss_dice: 0.9051, decode.d7.loss_cls: 0.4972, decode.d7.loss_mask: 0.6082, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.4915, decode.d8.loss_mask: 0.6049, decode.d8.loss_dice: 0.9081, loss: 22.7494, grad_norm: 132.1440 2023-11-26 21:34:06,478 - mmseg - INFO - Iter [89800/160000] lr: 1.674e-06, eta: 7:23:09, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4784, decode.loss_mask: 0.6060, decode.loss_dice: 0.9185, decode.d0.loss_cls: 2.4221, decode.d0.loss_mask: 0.6655, decode.d0.loss_dice: 1.0927, decode.d1.loss_cls: 0.6438, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 0.9975, decode.d2.loss_cls: 0.5623, decode.d2.loss_mask: 0.6169, decode.d2.loss_dice: 0.9590, decode.d3.loss_cls: 0.5275, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.9305, decode.d4.loss_cls: 0.5000, decode.d4.loss_mask: 0.6101, decode.d4.loss_dice: 0.9312, decode.d5.loss_cls: 0.4964, decode.d5.loss_mask: 0.6085, decode.d5.loss_dice: 0.9280, decode.d6.loss_cls: 0.4955, decode.d6.loss_mask: 0.6065, decode.d6.loss_dice: 0.9190, decode.d7.loss_cls: 0.4954, decode.d7.loss_mask: 0.6049, decode.d7.loss_dice: 0.9167, decode.d8.loss_cls: 0.4838, decode.d8.loss_mask: 0.6052, decode.d8.loss_dice: 0.9233, loss: 22.7931, grad_norm: 136.7925 2023-11-26 21:34:25,115 - mmseg - INFO - Iter [89850/160000] lr: 1.673e-06, eta: 7:22:50, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5383, decode.loss_mask: 0.6238, decode.loss_dice: 0.9838, decode.d0.loss_cls: 2.5417, decode.d0.loss_mask: 0.6879, decode.d0.loss_dice: 1.1812, decode.d1.loss_cls: 0.7310, decode.d1.loss_mask: 0.6575, decode.d1.loss_dice: 1.0754, decode.d2.loss_cls: 0.6354, decode.d2.loss_mask: 0.6374, decode.d2.loss_dice: 1.0230, decode.d3.loss_cls: 0.5880, decode.d3.loss_mask: 0.6326, decode.d3.loss_dice: 0.9969, decode.d4.loss_cls: 0.5704, decode.d4.loss_mask: 0.6291, decode.d4.loss_dice: 0.9958, decode.d5.loss_cls: 0.5540, decode.d5.loss_mask: 0.6302, decode.d5.loss_dice: 0.9989, decode.d6.loss_cls: 0.5514, decode.d6.loss_mask: 0.6262, decode.d6.loss_dice: 0.9820, decode.d7.loss_cls: 0.5462, decode.d7.loss_mask: 0.6257, decode.d7.loss_dice: 0.9879, decode.d8.loss_cls: 0.5349, decode.d8.loss_mask: 0.6248, decode.d8.loss_dice: 0.9916, loss: 24.3828, grad_norm: 125.0410 2023-11-26 21:34:43,542 - mmseg - INFO - Iter [89900/160000] lr: 1.672e-06, eta: 7:22:30, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5212, decode.loss_mask: 0.6285, decode.loss_dice: 0.9679, decode.d0.loss_cls: 2.4804, decode.d0.loss_mask: 0.6884, decode.d0.loss_dice: 1.1391, decode.d1.loss_cls: 0.7061, decode.d1.loss_mask: 0.6590, decode.d1.loss_dice: 1.0550, decode.d2.loss_cls: 0.6146, decode.d2.loss_mask: 0.6448, decode.d2.loss_dice: 1.0082, decode.d3.loss_cls: 0.5803, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9855, decode.d4.loss_cls: 0.5628, decode.d4.loss_mask: 0.6369, decode.d4.loss_dice: 0.9814, decode.d5.loss_cls: 0.5490, decode.d5.loss_mask: 0.6358, decode.d5.loss_dice: 0.9856, decode.d6.loss_cls: 0.5285, decode.d6.loss_mask: 0.6372, decode.d6.loss_dice: 0.9712, decode.d7.loss_cls: 0.5242, decode.d7.loss_mask: 0.6340, decode.d7.loss_dice: 0.9681, decode.d8.loss_cls: 0.5186, decode.d8.loss_mask: 0.6313, decode.d8.loss_dice: 0.9682, loss: 24.0562, grad_norm: 124.4302 2023-11-26 21:35:01,868 - mmseg - INFO - Iter [89950/160000] lr: 1.670e-06, eta: 7:22:11, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4788, decode.loss_mask: 0.6223, decode.loss_dice: 0.9311, decode.d0.loss_cls: 2.3895, decode.d0.loss_mask: 0.6788, decode.d0.loss_dice: 1.1120, decode.d1.loss_cls: 0.6646, decode.d1.loss_mask: 0.6505, decode.d1.loss_dice: 1.0184, decode.d2.loss_cls: 0.5701, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9712, decode.d3.loss_cls: 0.5317, decode.d3.loss_mask: 0.6271, decode.d3.loss_dice: 0.9413, decode.d4.loss_cls: 0.5091, decode.d4.loss_mask: 0.6245, decode.d4.loss_dice: 0.9427, decode.d5.loss_cls: 0.5047, decode.d5.loss_mask: 0.6229, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.4974, decode.d6.loss_mask: 0.6227, decode.d6.loss_dice: 0.9276, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6240, decode.d7.loss_dice: 0.9347, decode.d8.loss_cls: 0.4817, decode.d8.loss_mask: 0.6244, decode.d8.loss_dice: 0.9349, loss: 23.1026, grad_norm: 109.0414 2023-11-26 21:35:20,226 - mmseg - INFO - Saving checkpoint at 90000 iterations 2023-11-26 21:35:22,029 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:35:22,029 - mmseg - INFO - Iter [90000/160000] lr: 1.669e-06, eta: 7:21:53, time: 0.403, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5258, decode.loss_mask: 0.6456, decode.loss_dice: 0.9593, decode.d0.loss_cls: 2.4475, decode.d0.loss_mask: 0.7160, decode.d0.loss_dice: 1.1474, decode.d1.loss_cls: 0.7136, decode.d1.loss_mask: 0.6850, decode.d1.loss_dice: 1.0475, decode.d2.loss_cls: 0.6135, decode.d2.loss_mask: 0.6666, decode.d2.loss_dice: 1.0011, decode.d3.loss_cls: 0.5743, decode.d3.loss_mask: 0.6587, decode.d3.loss_dice: 0.9718, decode.d4.loss_cls: 0.5524, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 0.9744, decode.d5.loss_cls: 0.5444, decode.d5.loss_mask: 0.6493, decode.d5.loss_dice: 0.9729, decode.d6.loss_cls: 0.5431, decode.d6.loss_mask: 0.6465, decode.d6.loss_dice: 0.9629, decode.d7.loss_cls: 0.5316, decode.d7.loss_mask: 0.6466, decode.d7.loss_dice: 0.9598, decode.d8.loss_cls: 0.5286, decode.d8.loss_mask: 0.6444, decode.d8.loss_dice: 0.9596, loss: 24.1445, grad_norm: 128.6436 2023-11-26 21:35:38,720 - mmseg - INFO - per class results: 2023-11-26 21:35:38,725 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.62 | 85.05 | | building | 82.82 | 91.66 | | sky | 94.74 | 97.55 | | floor | 82.96 | 90.51 | | tree | 74.77 | 86.96 | | ceiling | 83.45 | 91.99 | | road | 85.2 | 91.31 | | bed | 91.04 | 95.29 | | windowpane | 60.02 | 80.07 | | grass | 66.6 | 74.34 | | cabinet | 61.45 | 74.95 | | sidewalk | 69.37 | 81.76 | | person | 83.8 | 91.75 | | earth | 37.61 | 57.26 | | door | 52.25 | 76.24 | | table | 64.37 | 79.54 | | mountain | 61.75 | 76.88 | | plant | 52.76 | 65.89 | | curtain | 75.88 | 87.7 | | chair | 60.45 | 71.45 | | car | 85.53 | 93.74 | | water | 49.59 | 67.57 | | painting | 69.62 | 88.56 | | sofa | 72.59 | 90.04 | | shelf | 45.07 | 65.09 | | house | 41.45 | 54.84 | | sea | 52.88 | 76.91 | | mirror | 66.86 | 80.13 | | rug | 65.98 | 77.81 | | field | 37.41 | 55.72 | | armchair | 48.54 | 66.12 | | seat | 62.28 | 86.4 | | fence | 44.98 | 63.88 | | desk | 52.43 | 76.0 | | rock | 48.11 | 69.18 | | wardrobe | 49.47 | 66.15 | | lamp | 66.69 | 79.59 | | bathtub | 76.84 | 85.99 | | railing | 33.67 | 52.57 | | cushion | 66.05 | 80.61 | | base | 36.04 | 62.37 | | box | 25.23 | 37.56 | | column | 47.29 | 65.89 | | signboard | 38.84 | 58.45 | | chest of drawers | 43.07 | 64.69 | | counter | 27.75 | 42.36 | | sand | 30.48 | 42.59 | | sink | 67.8 | 83.03 | | skyscraper | 35.83 | 40.84 | | fireplace | 72.86 | 93.0 | | refrigerator | 76.45 | 84.03 | | grandstand | 40.21 | 64.82 | | path | 31.38 | 41.88 | | stairs | 41.02 | 49.61 | | runway | 74.74 | 97.24 | | case | 48.32 | 56.37 | | pool table | 94.94 | 97.51 | | pillow | 64.14 | 78.74 | | screen door | 49.2 | 72.41 | | stairway | 34.62 | 45.67 | | river | 14.82 | 22.49 | | bridge | 70.03 | 89.53 | | bookcase | 39.15 | 70.26 | | blind | 38.41 | 45.89 | | coffee table | 61.52 | 85.06 | | toilet | 88.78 | 91.91 | | flower | 42.08 | 63.26 | | book | 49.93 | 66.59 | | hill | 5.69 | 13.43 | | bench | 41.66 | 59.89 | | countertop | 53.98 | 69.98 | | stove | 80.86 | 85.87 | | palm | 48.72 | 79.44 | | kitchen island | 45.64 | 93.13 | | computer | 66.93 | 72.82 | | swivel chair | 53.02 | 74.67 | | boat | 58.64 | 87.67 | | bar | 48.91 | 64.05 | | arcade machine | 17.7 | 20.46 | | hovel | 12.62 | 18.88 | | bus | 89.2 | 94.53 | | towel | 73.36 | 86.96 | | light | 61.15 | 75.61 | | truck | 38.79 | 57.59 | | tower | 21.89 | 38.71 | | chandelier | 69.18 | 84.02 | | awning | 39.65 | 48.2 | | streetlight | 35.02 | 55.47 | | booth | 39.6 | 49.07 | | television receiver | 73.34 | 86.69 | | airplane | 66.63 | 74.81 | | dirt track | 6.11 | 11.74 | | apparel | 24.71 | 40.98 | | pole | 25.55 | 35.93 | | land | 3.9 | 5.04 | | bannister | 15.61 | 26.39 | | escalator | 33.5 | 42.53 | | ottoman | 57.68 | 71.72 | | bottle | 24.28 | 32.34 | | buffet | 30.38 | 33.16 | | poster | 35.15 | 47.89 | | stage | 17.88 | 32.15 | | van | 52.48 | 64.96 | | ship | 10.0 | 10.81 | | fountain | 47.37 | 48.96 | | conveyer belt | 48.72 | 86.83 | | canopy | 30.34 | 37.36 | | washer | 73.98 | 77.87 | | plaything | 24.52 | 33.72 | | swimming pool | 45.73 | 67.16 | | stool | 39.99 | 72.51 | | barrel | 58.6 | 74.54 | | basket | 34.5 | 50.22 | | waterfall | 37.23 | 54.36 | | tent | 95.07 | 97.94 | | bag | 17.02 | 24.54 | | minibike | 65.92 | 87.85 | | cradle | 86.14 | 97.9 | | oven | 34.91 | 62.8 | | ball | 41.41 | 51.05 | | food | 68.89 | 79.57 | | step | 19.79 | 31.15 | | tank | 43.88 | 54.36 | | trade name | 26.67 | 31.83 | | microwave | 68.78 | 75.03 | | pot | 38.55 | 44.63 | | animal | 68.7 | 71.32 | | bicycle | 60.76 | 84.27 | | lake | 0.07 | 0.07 | | dishwasher | 77.17 | 83.38 | | screen | 54.66 | 92.89 | | blanket | 36.04 | 41.37 | | sculpture | 56.44 | 85.81 | | hood | 66.89 | 71.79 | | sconce | 54.17 | 66.62 | | vase | 45.9 | 74.06 | | traffic light | 32.72 | 65.22 | | tray | 17.28 | 31.29 | | ashcan | 45.83 | 72.34 | | fan | 64.32 | 84.62 | | pier | 14.77 | 56.75 | | crt screen | 6.03 | 20.41 | | plate | 57.92 | 75.59 | | monitor | 10.46 | 14.37 | | bulletin board | 40.62 | 66.63 | | shower | 12.74 | 26.23 | | radiator | 70.1 | 80.67 | | glass | 21.99 | 25.68 | | clock | 42.02 | 62.32 | | flag | 72.81 | 79.25 | +---------------------+-------+-------+ 2023-11-26 21:35:38,726 - mmseg - INFO - Summary: 2023-11-26 21:35:38,726 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.29 | 49.98 | 64.41 | +-------+-------+-------+ 2023-11-26 21:35:38,727 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:35:38,727 - mmseg - INFO - Iter(val) [250] aAcc: 0.8329, mIoU: 0.4998, mAcc: 0.6441, IoU.wall: 0.7762, IoU.building: 0.8282, IoU.sky: 0.9474, IoU.floor: 0.8296, IoU.tree: 0.7477, IoU.ceiling: 0.8345, IoU.road: 0.8520, IoU.bed : 0.9104, IoU.windowpane: 0.6002, IoU.grass: 0.6660, IoU.cabinet: 0.6145, IoU.sidewalk: 0.6937, IoU.person: 0.8380, IoU.earth: 0.3761, IoU.door: 0.5225, IoU.table: 0.6437, IoU.mountain: 0.6175, IoU.plant: 0.5276, IoU.curtain: 0.7588, IoU.chair: 0.6045, IoU.car: 0.8553, IoU.water: 0.4959, IoU.painting: 0.6962, IoU.sofa: 0.7259, IoU.shelf: 0.4507, IoU.house: 0.4145, IoU.sea: 0.5288, IoU.mirror: 0.6686, IoU.rug: 0.6598, IoU.field: 0.3741, IoU.armchair: 0.4854, IoU.seat: 0.6228, IoU.fence: 0.4498, IoU.desk: 0.5243, IoU.rock: 0.4811, IoU.wardrobe: 0.4947, IoU.lamp: 0.6669, IoU.bathtub: 0.7684, IoU.railing: 0.3367, IoU.cushion: 0.6605, IoU.base: 0.3604, IoU.box: 0.2523, IoU.column: 0.4729, IoU.signboard: 0.3884, IoU.chest of drawers: 0.4307, IoU.counter: 0.2775, IoU.sand: 0.3048, IoU.sink: 0.6780, IoU.skyscraper: 0.3583, IoU.fireplace: 0.7286, IoU.refrigerator: 0.7645, IoU.grandstand: 0.4021, IoU.path: 0.3138, IoU.stairs: 0.4102, IoU.runway: 0.7474, IoU.case: 0.4832, IoU.pool table: 0.9494, IoU.pillow: 0.6414, IoU.screen door: 0.4920, IoU.stairway: 0.3462, IoU.river: 0.1482, IoU.bridge: 0.7003, IoU.bookcase: 0.3915, IoU.blind: 0.3841, IoU.coffee table: 0.6152, IoU.toilet: 0.8878, IoU.flower: 0.4208, IoU.book: 0.4993, IoU.hill: 0.0569, IoU.bench: 0.4166, IoU.countertop: 0.5398, IoU.stove: 0.8086, IoU.palm: 0.4872, IoU.kitchen island: 0.4564, IoU.computer: 0.6693, IoU.swivel chair: 0.5302, IoU.boat: 0.5864, IoU.bar: 0.4891, IoU.arcade machine: 0.1770, IoU.hovel: 0.1262, IoU.bus: 0.8920, IoU.towel: 0.7336, IoU.light: 0.6115, IoU.truck: 0.3879, IoU.tower: 0.2189, IoU.chandelier: 0.6918, IoU.awning: 0.3965, IoU.streetlight: 0.3502, IoU.booth: 0.3960, IoU.television receiver: 0.7334, IoU.airplane: 0.6663, IoU.dirt track: 0.0611, IoU.apparel: 0.2471, IoU.pole: 0.2555, IoU.land: 0.0390, IoU.bannister: 0.1561, IoU.escalator: 0.3350, IoU.ottoman: 0.5768, IoU.bottle: 0.2428, IoU.buffet: 0.3038, IoU.poster: 0.3515, IoU.stage: 0.1788, IoU.van: 0.5248, IoU.ship: 0.1000, IoU.fountain: 0.4737, IoU.conveyer belt: 0.4872, IoU.canopy: 0.3034, IoU.washer: 0.7398, IoU.plaything: 0.2452, IoU.swimming pool: 0.4573, IoU.stool: 0.3999, IoU.barrel: 0.5860, IoU.basket: 0.3450, IoU.waterfall: 0.3723, IoU.tent: 0.9507, IoU.bag: 0.1702, IoU.minibike: 0.6592, IoU.cradle: 0.8614, IoU.oven: 0.3491, IoU.ball: 0.4141, IoU.food: 0.6889, IoU.step: 0.1979, IoU.tank: 0.4388, IoU.trade name: 0.2667, IoU.microwave: 0.6878, IoU.pot: 0.3855, IoU.animal: 0.6870, IoU.bicycle: 0.6076, IoU.lake: 0.0007, IoU.dishwasher: 0.7717, IoU.screen: 0.5466, IoU.blanket: 0.3604, IoU.sculpture: 0.5644, IoU.hood: 0.6689, IoU.sconce: 0.5417, IoU.vase: 0.4590, IoU.traffic light: 0.3272, IoU.tray: 0.1728, IoU.ashcan: 0.4583, IoU.fan: 0.6432, IoU.pier: 0.1477, IoU.crt screen: 0.0603, IoU.plate: 0.5792, IoU.monitor: 0.1046, IoU.bulletin board: 0.4062, IoU.shower: 0.1274, IoU.radiator: 0.7010, IoU.glass: 0.2199, IoU.clock: 0.4202, IoU.flag: 0.7281, Acc.wall: 0.8505, Acc.building: 0.9166, Acc.sky: 0.9755, Acc.floor: 0.9051, Acc.tree: 0.8696, Acc.ceiling: 0.9199, Acc.road: 0.9131, Acc.bed : 0.9529, Acc.windowpane: 0.8007, Acc.grass: 0.7434, Acc.cabinet: 0.7495, Acc.sidewalk: 0.8176, Acc.person: 0.9175, Acc.earth: 0.5726, Acc.door: 0.7624, Acc.table: 0.7954, Acc.mountain: 0.7688, Acc.plant: 0.6589, Acc.curtain: 0.8770, Acc.chair: 0.7145, Acc.car: 0.9374, Acc.water: 0.6757, Acc.painting: 0.8856, Acc.sofa: 0.9004, Acc.shelf: 0.6509, Acc.house: 0.5484, Acc.sea: 0.7691, Acc.mirror: 0.8013, Acc.rug: 0.7781, Acc.field: 0.5572, Acc.armchair: 0.6612, Acc.seat: 0.8640, Acc.fence: 0.6388, Acc.desk: 0.7600, Acc.rock: 0.6918, Acc.wardrobe: 0.6615, Acc.lamp: 0.7959, Acc.bathtub: 0.8599, Acc.railing: 0.5257, Acc.cushion: 0.8061, Acc.base: 0.6237, Acc.box: 0.3756, Acc.column: 0.6589, Acc.signboard: 0.5845, Acc.chest of drawers: 0.6469, Acc.counter: 0.4236, Acc.sand: 0.4259, Acc.sink: 0.8303, Acc.skyscraper: 0.4084, Acc.fireplace: 0.9300, Acc.refrigerator: 0.8403, Acc.grandstand: 0.6482, Acc.path: 0.4188, Acc.stairs: 0.4961, Acc.runway: 0.9724, Acc.case: 0.5637, Acc.pool table: 0.9751, Acc.pillow: 0.7874, Acc.screen door: 0.7241, Acc.stairway: 0.4567, Acc.river: 0.2249, Acc.bridge: 0.8953, Acc.bookcase: 0.7026, Acc.blind: 0.4589, Acc.coffee table: 0.8506, Acc.toilet: 0.9191, Acc.flower: 0.6326, Acc.book: 0.6659, Acc.hill: 0.1343, Acc.bench: 0.5989, Acc.countertop: 0.6998, Acc.stove: 0.8587, Acc.palm: 0.7944, Acc.kitchen island: 0.9313, Acc.computer: 0.7282, Acc.swivel chair: 0.7467, Acc.boat: 0.8767, Acc.bar: 0.6405, Acc.arcade machine: 0.2046, Acc.hovel: 0.1888, Acc.bus: 0.9453, Acc.towel: 0.8696, Acc.light: 0.7561, Acc.truck: 0.5759, Acc.tower: 0.3871, Acc.chandelier: 0.8402, Acc.awning: 0.4820, Acc.streetlight: 0.5547, Acc.booth: 0.4907, Acc.television receiver: 0.8669, Acc.airplane: 0.7481, Acc.dirt track: 0.1174, Acc.apparel: 0.4098, Acc.pole: 0.3593, Acc.land: 0.0504, Acc.bannister: 0.2639, Acc.escalator: 0.4253, Acc.ottoman: 0.7172, Acc.bottle: 0.3234, Acc.buffet: 0.3316, Acc.poster: 0.4789, Acc.stage: 0.3215, Acc.van: 0.6496, Acc.ship: 0.1081, Acc.fountain: 0.4896, Acc.conveyer belt: 0.8683, Acc.canopy: 0.3736, Acc.washer: 0.7787, Acc.plaything: 0.3372, Acc.swimming pool: 0.6716, Acc.stool: 0.7251, Acc.barrel: 0.7454, Acc.basket: 0.5022, Acc.waterfall: 0.5436, Acc.tent: 0.9794, Acc.bag: 0.2454, Acc.minibike: 0.8785, Acc.cradle: 0.9790, Acc.oven: 0.6280, Acc.ball: 0.5105, Acc.food: 0.7957, Acc.step: 0.3115, Acc.tank: 0.5436, Acc.trade name: 0.3183, Acc.microwave: 0.7503, Acc.pot: 0.4463, Acc.animal: 0.7132, Acc.bicycle: 0.8427, Acc.lake: 0.0007, Acc.dishwasher: 0.8338, Acc.screen: 0.9289, Acc.blanket: 0.4137, Acc.sculpture: 0.8581, Acc.hood: 0.7179, Acc.sconce: 0.6662, Acc.vase: 0.7406, Acc.traffic light: 0.6522, Acc.tray: 0.3129, Acc.ashcan: 0.7234, Acc.fan: 0.8462, Acc.pier: 0.5675, Acc.crt screen: 0.2041, Acc.plate: 0.7559, Acc.monitor: 0.1437, Acc.bulletin board: 0.6663, Acc.shower: 0.2623, Acc.radiator: 0.8067, Acc.glass: 0.2568, Acc.clock: 0.6232, Acc.flag: 0.7925 2023-11-26 21:35:57,980 - mmseg - INFO - Iter [90050/160000] lr: 1.668e-06, eta: 7:21:47, time: 0.719, data_time: 0.343, memory: 36416, decode.loss_cls: 0.4954, decode.loss_mask: 0.6119, decode.loss_dice: 0.9263, decode.d0.loss_cls: 2.3876, decode.d0.loss_mask: 0.6773, decode.d0.loss_dice: 1.1195, decode.d1.loss_cls: 0.6695, decode.d1.loss_mask: 0.6509, decode.d1.loss_dice: 1.0069, decode.d2.loss_cls: 0.5731, decode.d2.loss_mask: 0.6339, decode.d2.loss_dice: 0.9705, decode.d3.loss_cls: 0.5385, decode.d3.loss_mask: 0.6254, decode.d3.loss_dice: 0.9443, decode.d4.loss_cls: 0.5195, decode.d4.loss_mask: 0.6225, decode.d4.loss_dice: 0.9451, decode.d5.loss_cls: 0.5125, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.5075, decode.d6.loss_mask: 0.6188, decode.d6.loss_dice: 0.9293, decode.d7.loss_cls: 0.5063, decode.d7.loss_mask: 0.6162, decode.d7.loss_dice: 0.9348, decode.d8.loss_cls: 0.4968, decode.d8.loss_mask: 0.6133, decode.d8.loss_dice: 0.9324, loss: 23.1495, grad_norm: 105.0115 2023-11-26 21:36:17,009 - mmseg - INFO - Iter [90100/160000] lr: 1.667e-06, eta: 7:21:28, time: 0.381, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4928, decode.loss_mask: 0.6025, decode.loss_dice: 0.9032, decode.d0.loss_cls: 2.4113, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 1.0819, decode.d1.loss_cls: 0.6937, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 0.9870, decode.d2.loss_cls: 0.5855, decode.d2.loss_mask: 0.6153, decode.d2.loss_dice: 0.9531, decode.d3.loss_cls: 0.5512, decode.d3.loss_mask: 0.6054, decode.d3.loss_dice: 0.9276, decode.d4.loss_cls: 0.5201, decode.d4.loss_mask: 0.6071, decode.d4.loss_dice: 0.9234, decode.d5.loss_cls: 0.5085, decode.d5.loss_mask: 0.6037, decode.d5.loss_dice: 0.9183, decode.d6.loss_cls: 0.5066, decode.d6.loss_mask: 0.6011, decode.d6.loss_dice: 0.9114, decode.d7.loss_cls: 0.4974, decode.d7.loss_mask: 0.6019, decode.d7.loss_dice: 0.9082, decode.d8.loss_cls: 0.4919, decode.d8.loss_mask: 0.5997, decode.d8.loss_dice: 0.9058, loss: 22.8075, grad_norm: 128.1543 2023-11-26 21:36:35,298 - mmseg - INFO - Iter [90150/160000] lr: 1.666e-06, eta: 7:21:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5103, decode.loss_mask: 0.6253, decode.loss_dice: 0.9507, decode.d0.loss_cls: 2.4167, decode.d0.loss_mask: 0.6913, decode.d0.loss_dice: 1.1222, decode.d1.loss_cls: 0.6983, decode.d1.loss_mask: 0.6629, decode.d1.loss_dice: 1.0384, decode.d2.loss_cls: 0.6090, decode.d2.loss_mask: 0.6453, decode.d2.loss_dice: 0.9907, decode.d3.loss_cls: 0.5638, decode.d3.loss_mask: 0.6386, decode.d3.loss_dice: 0.9591, decode.d4.loss_cls: 0.5398, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9570, decode.d5.loss_cls: 0.5243, decode.d5.loss_mask: 0.6332, decode.d5.loss_dice: 0.9578, decode.d6.loss_cls: 0.5237, decode.d6.loss_mask: 0.6330, decode.d6.loss_dice: 0.9495, decode.d7.loss_cls: 0.5211, decode.d7.loss_mask: 0.6289, decode.d7.loss_dice: 0.9466, decode.d8.loss_cls: 0.5131, decode.d8.loss_mask: 0.6248, decode.d8.loss_dice: 0.9520, loss: 23.6621, grad_norm: 116.1906 2023-11-26 21:36:53,953 - mmseg - INFO - Iter [90200/160000] lr: 1.664e-06, eta: 7:20:50, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4886, decode.loss_mask: 0.6277, decode.loss_dice: 0.9506, decode.d0.loss_cls: 2.3884, decode.d0.loss_mask: 0.6824, decode.d0.loss_dice: 1.1214, decode.d1.loss_cls: 0.6674, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0291, decode.d2.loss_cls: 0.5837, decode.d2.loss_mask: 0.6433, decode.d2.loss_dice: 0.9905, decode.d3.loss_cls: 0.5437, decode.d3.loss_mask: 0.6335, decode.d3.loss_dice: 0.9646, decode.d4.loss_cls: 0.5234, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9615, decode.d5.loss_cls: 0.5149, decode.d5.loss_mask: 0.6329, decode.d5.loss_dice: 0.9531, decode.d6.loss_cls: 0.5049, decode.d6.loss_mask: 0.6280, decode.d6.loss_dice: 0.9507, decode.d7.loss_cls: 0.4931, decode.d7.loss_mask: 0.6283, decode.d7.loss_dice: 0.9522, decode.d8.loss_cls: 0.4914, decode.d8.loss_mask: 0.6273, decode.d8.loss_dice: 0.9527, loss: 23.4186, grad_norm: 145.8223 2023-11-26 21:37:12,545 - mmseg - INFO - Iter [90250/160000] lr: 1.663e-06, eta: 7:20:30, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4891, decode.loss_mask: 0.6337, decode.loss_dice: 0.9711, decode.d0.loss_cls: 2.4216, decode.d0.loss_mask: 0.6962, decode.d0.loss_dice: 1.1601, decode.d1.loss_cls: 0.6792, decode.d1.loss_mask: 0.6631, decode.d1.loss_dice: 1.0541, decode.d2.loss_cls: 0.5825, decode.d2.loss_mask: 0.6443, decode.d2.loss_dice: 1.0097, decode.d3.loss_cls: 0.5435, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9887, decode.d4.loss_cls: 0.5197, decode.d4.loss_mask: 0.6391, decode.d4.loss_dice: 0.9871, decode.d5.loss_cls: 0.5108, decode.d5.loss_mask: 0.6355, decode.d5.loss_dice: 0.9818, decode.d6.loss_cls: 0.4998, decode.d6.loss_mask: 0.6330, decode.d6.loss_dice: 0.9770, decode.d7.loss_cls: 0.4917, decode.d7.loss_mask: 0.6325, decode.d7.loss_dice: 0.9746, decode.d8.loss_cls: 0.4884, decode.d8.loss_mask: 0.6341, decode.d8.loss_dice: 0.9722, loss: 23.7531, grad_norm: 118.2647 2023-11-26 21:37:30,791 - mmseg - INFO - Iter [90300/160000] lr: 1.662e-06, eta: 7:20:11, time: 0.367, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5189, decode.loss_mask: 0.5854, decode.loss_dice: 0.9139, decode.d0.loss_cls: 2.4076, decode.d0.loss_mask: 0.6431, decode.d0.loss_dice: 1.1027, decode.d1.loss_cls: 0.7081, decode.d1.loss_mask: 0.6166, decode.d1.loss_dice: 0.9965, decode.d2.loss_cls: 0.6259, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9501, decode.d3.loss_cls: 0.5735, decode.d3.loss_mask: 0.5961, decode.d3.loss_dice: 0.9269, decode.d4.loss_cls: 0.5563, decode.d4.loss_mask: 0.5929, decode.d4.loss_dice: 0.9260, decode.d5.loss_cls: 0.5474, decode.d5.loss_mask: 0.5888, decode.d5.loss_dice: 0.9231, decode.d6.loss_cls: 0.5372, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.9146, decode.d7.loss_cls: 0.5258, decode.d7.loss_mask: 0.5880, decode.d7.loss_dice: 0.9150, decode.d8.loss_cls: 0.5258, decode.d8.loss_mask: 0.5873, decode.d8.loss_dice: 0.9157, loss: 23.0018, grad_norm: 127.0447 2023-11-26 21:37:49,166 - mmseg - INFO - Iter [90350/160000] lr: 1.661e-06, eta: 7:19:52, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5061, decode.loss_mask: 0.6331, decode.loss_dice: 0.9690, decode.d0.loss_cls: 2.4150, decode.d0.loss_mask: 0.6912, decode.d0.loss_dice: 1.1547, decode.d1.loss_cls: 0.6981, decode.d1.loss_mask: 0.6753, decode.d1.loss_dice: 1.0606, decode.d2.loss_cls: 0.5947, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 1.0091, decode.d3.loss_cls: 0.5534, decode.d3.loss_mask: 0.6457, decode.d3.loss_dice: 0.9813, decode.d4.loss_cls: 0.5293, decode.d4.loss_mask: 0.6425, decode.d4.loss_dice: 0.9799, decode.d5.loss_cls: 0.5208, decode.d5.loss_mask: 0.6394, decode.d5.loss_dice: 0.9697, decode.d6.loss_cls: 0.5170, decode.d6.loss_mask: 0.6374, decode.d6.loss_dice: 0.9666, decode.d7.loss_cls: 0.5173, decode.d7.loss_mask: 0.6341, decode.d7.loss_dice: 0.9670, decode.d8.loss_cls: 0.5067, decode.d8.loss_mask: 0.6331, decode.d8.loss_dice: 0.9695, loss: 23.8742, grad_norm: 138.2105 2023-11-26 21:38:07,403 - mmseg - INFO - Iter [90400/160000] lr: 1.660e-06, eta: 7:19:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5027, decode.loss_mask: 0.6199, decode.loss_dice: 0.9293, decode.d0.loss_cls: 2.3907, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.1176, decode.d1.loss_cls: 0.7041, decode.d1.loss_mask: 0.6543, decode.d1.loss_dice: 1.0157, decode.d2.loss_cls: 0.5997, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9705, decode.d3.loss_cls: 0.5595, decode.d3.loss_mask: 0.6284, decode.d3.loss_dice: 0.9406, decode.d4.loss_cls: 0.5453, decode.d4.loss_mask: 0.6230, decode.d4.loss_dice: 0.9393, decode.d5.loss_cls: 0.5251, decode.d5.loss_mask: 0.6228, decode.d5.loss_dice: 0.9395, decode.d6.loss_cls: 0.5124, decode.d6.loss_mask: 0.6229, decode.d6.loss_dice: 0.9255, decode.d7.loss_cls: 0.5109, decode.d7.loss_mask: 0.6223, decode.d7.loss_dice: 0.9280, decode.d8.loss_cls: 0.5042, decode.d8.loss_mask: 0.6204, decode.d8.loss_dice: 0.9332, loss: 23.3268, grad_norm: 120.8929 2023-11-26 21:38:25,713 - mmseg - INFO - Iter [90450/160000] lr: 1.658e-06, eta: 7:19:13, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5138, decode.loss_mask: 0.6248, decode.loss_dice: 0.9352, decode.d0.loss_cls: 2.3907, decode.d0.loss_mask: 0.6872, decode.d0.loss_dice: 1.1109, decode.d1.loss_cls: 0.7094, decode.d1.loss_mask: 0.6640, decode.d1.loss_dice: 1.0106, decode.d2.loss_cls: 0.6104, decode.d2.loss_mask: 0.6468, decode.d2.loss_dice: 0.9728, decode.d3.loss_cls: 0.5807, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9491, decode.d4.loss_cls: 0.5621, decode.d4.loss_mask: 0.6338, decode.d4.loss_dice: 0.9416, decode.d5.loss_cls: 0.5414, decode.d5.loss_mask: 0.6338, decode.d5.loss_dice: 0.9412, decode.d6.loss_cls: 0.5399, decode.d6.loss_mask: 0.6279, decode.d6.loss_dice: 0.9296, decode.d7.loss_cls: 0.5258, decode.d7.loss_mask: 0.6254, decode.d7.loss_dice: 0.9309, decode.d8.loss_cls: 0.5157, decode.d8.loss_mask: 0.6269, decode.d8.loss_dice: 0.9392, loss: 23.5586, grad_norm: 125.1128 2023-11-26 21:38:43,939 - mmseg - INFO - Iter [90500/160000] lr: 1.657e-06, eta: 7:18:53, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5096, decode.loss_mask: 0.6167, decode.loss_dice: 0.9383, decode.d0.loss_cls: 2.4295, decode.d0.loss_mask: 0.6743, decode.d0.loss_dice: 1.1360, decode.d1.loss_cls: 0.6864, decode.d1.loss_mask: 0.6488, decode.d1.loss_dice: 1.0350, decode.d2.loss_cls: 0.5959, decode.d2.loss_mask: 0.6317, decode.d2.loss_dice: 0.9859, decode.d3.loss_cls: 0.5521, decode.d3.loss_mask: 0.6278, decode.d3.loss_dice: 0.9609, decode.d4.loss_cls: 0.5324, decode.d4.loss_mask: 0.6260, decode.d4.loss_dice: 0.9576, decode.d5.loss_cls: 0.5372, decode.d5.loss_mask: 0.6214, decode.d5.loss_dice: 0.9497, decode.d6.loss_cls: 0.5281, decode.d6.loss_mask: 0.6181, decode.d6.loss_dice: 0.9418, decode.d7.loss_cls: 0.5111, decode.d7.loss_mask: 0.6193, decode.d7.loss_dice: 0.9446, decode.d8.loss_cls: 0.5100, decode.d8.loss_mask: 0.6177, decode.d8.loss_dice: 0.9453, loss: 23.4896, grad_norm: 124.3841 2023-11-26 21:39:02,238 - mmseg - INFO - Iter [90550/160000] lr: 1.656e-06, eta: 7:18:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5311, decode.loss_mask: 0.6113, decode.loss_dice: 0.9511, decode.d0.loss_cls: 2.3958, decode.d0.loss_mask: 0.6773, decode.d0.loss_dice: 1.1483, decode.d1.loss_cls: 0.7131, decode.d1.loss_mask: 0.6484, decode.d1.loss_dice: 1.0430, decode.d2.loss_cls: 0.6112, decode.d2.loss_mask: 0.6298, decode.d2.loss_dice: 0.9998, decode.d3.loss_cls: 0.5704, decode.d3.loss_mask: 0.6211, decode.d3.loss_dice: 0.9680, decode.d4.loss_cls: 0.5597, decode.d4.loss_mask: 0.6212, decode.d4.loss_dice: 0.9666, decode.d5.loss_cls: 0.5498, decode.d5.loss_mask: 0.6140, decode.d5.loss_dice: 0.9620, decode.d6.loss_cls: 0.5414, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.9543, decode.d7.loss_cls: 0.5411, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.9584, decode.d8.loss_cls: 0.5356, decode.d8.loss_mask: 0.6118, decode.d8.loss_dice: 0.9547, loss: 23.7166, grad_norm: 117.7414 2023-11-26 21:39:20,674 - mmseg - INFO - Iter [90600/160000] lr: 1.655e-06, eta: 7:18:14, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5420, decode.loss_mask: 0.6235, decode.loss_dice: 0.9789, decode.d0.loss_cls: 2.4193, decode.d0.loss_mask: 0.6844, decode.d0.loss_dice: 1.1655, decode.d1.loss_cls: 0.6997, decode.d1.loss_mask: 0.6605, decode.d1.loss_dice: 1.0723, decode.d2.loss_cls: 0.6247, decode.d2.loss_mask: 0.6406, decode.d2.loss_dice: 1.0253, decode.d3.loss_cls: 0.5911, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9968, decode.d4.loss_cls: 0.5697, decode.d4.loss_mask: 0.6273, decode.d4.loss_dice: 0.9973, decode.d5.loss_cls: 0.5600, decode.d5.loss_mask: 0.6282, decode.d5.loss_dice: 0.9948, decode.d6.loss_cls: 0.5537, decode.d6.loss_mask: 0.6248, decode.d6.loss_dice: 0.9820, decode.d7.loss_cls: 0.5485, decode.d7.loss_mask: 0.6240, decode.d7.loss_dice: 0.9824, decode.d8.loss_cls: 0.5430, decode.d8.loss_mask: 0.6252, decode.d8.loss_dice: 0.9869, loss: 24.2019, grad_norm: 128.5674 2023-11-26 21:39:39,316 - mmseg - INFO - Iter [90650/160000] lr: 1.654e-06, eta: 7:17:55, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5116, decode.loss_mask: 0.6178, decode.loss_dice: 0.9273, decode.d0.loss_cls: 2.3920, decode.d0.loss_mask: 0.6723, decode.d0.loss_dice: 1.1151, decode.d1.loss_cls: 0.6841, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 1.0169, decode.d2.loss_cls: 0.5901, decode.d2.loss_mask: 0.6408, decode.d2.loss_dice: 0.9747, decode.d3.loss_cls: 0.5448, decode.d3.loss_mask: 0.6330, decode.d3.loss_dice: 0.9491, decode.d4.loss_cls: 0.5347, decode.d4.loss_mask: 0.6290, decode.d4.loss_dice: 0.9487, decode.d5.loss_cls: 0.5243, decode.d5.loss_mask: 0.6261, decode.d5.loss_dice: 0.9483, decode.d6.loss_cls: 0.5192, decode.d6.loss_mask: 0.6247, decode.d6.loss_dice: 0.9318, decode.d7.loss_cls: 0.5014, decode.d7.loss_mask: 0.6224, decode.d7.loss_dice: 0.9356, decode.d8.loss_cls: 0.5077, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.9360, loss: 23.3321, grad_norm: 132.1838 2023-11-26 21:39:57,841 - mmseg - INFO - Iter [90700/160000] lr: 1.652e-06, eta: 7:17:36, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4992, decode.loss_mask: 0.5932, decode.loss_dice: 0.9302, decode.d0.loss_cls: 2.4314, decode.d0.loss_mask: 0.6466, decode.d0.loss_dice: 1.1138, decode.d1.loss_cls: 0.6832, decode.d1.loss_mask: 0.6246, decode.d1.loss_dice: 1.0164, decode.d2.loss_cls: 0.5948, decode.d2.loss_mask: 0.6070, decode.d2.loss_dice: 0.9691, decode.d3.loss_cls: 0.5387, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.9456, decode.d4.loss_cls: 0.5336, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.9438, decode.d5.loss_cls: 0.5209, decode.d5.loss_mask: 0.5986, decode.d5.loss_dice: 0.9403, decode.d6.loss_cls: 0.5144, decode.d6.loss_mask: 0.5939, decode.d6.loss_dice: 0.9334, decode.d7.loss_cls: 0.5022, decode.d7.loss_mask: 0.5931, decode.d7.loss_dice: 0.9330, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.9327, loss: 23.0229, grad_norm: 116.4772 2023-11-26 21:40:16,169 - mmseg - INFO - Iter [90750/160000] lr: 1.651e-06, eta: 7:17:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5017, decode.loss_mask: 0.6316, decode.loss_dice: 0.9402, decode.d0.loss_cls: 2.4241, decode.d0.loss_mask: 0.6900, decode.d0.loss_dice: 1.1069, decode.d1.loss_cls: 0.6962, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 1.0232, decode.d2.loss_cls: 0.5970, decode.d2.loss_mask: 0.6502, decode.d2.loss_dice: 0.9795, decode.d3.loss_cls: 0.5541, decode.d3.loss_mask: 0.6420, decode.d3.loss_dice: 0.9517, decode.d4.loss_cls: 0.5258, decode.d4.loss_mask: 0.6438, decode.d4.loss_dice: 0.9549, decode.d5.loss_cls: 0.5206, decode.d5.loss_mask: 0.6391, decode.d5.loss_dice: 0.9503, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6358, decode.d6.loss_dice: 0.9396, decode.d7.loss_cls: 0.5090, decode.d7.loss_mask: 0.6328, decode.d7.loss_dice: 0.9380, decode.d8.loss_cls: 0.5011, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9401, loss: 23.5363, grad_norm: 121.7523 2023-11-26 21:40:34,578 - mmseg - INFO - Iter [90800/160000] lr: 1.650e-06, eta: 7:16:57, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4924, decode.loss_mask: 0.6287, decode.loss_dice: 0.9239, decode.d0.loss_cls: 2.4354, decode.d0.loss_mask: 0.6983, decode.d0.loss_dice: 1.1027, decode.d1.loss_cls: 0.6771, decode.d1.loss_mask: 0.6642, decode.d1.loss_dice: 1.0201, decode.d2.loss_cls: 0.5871, decode.d2.loss_mask: 0.6409, decode.d2.loss_dice: 0.9683, decode.d3.loss_cls: 0.5476, decode.d3.loss_mask: 0.6312, decode.d3.loss_dice: 0.9400, decode.d4.loss_cls: 0.5329, decode.d4.loss_mask: 0.6348, decode.d4.loss_dice: 0.9427, decode.d5.loss_cls: 0.5126, decode.d5.loss_mask: 0.6315, decode.d5.loss_dice: 0.9367, decode.d6.loss_cls: 0.5101, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9253, decode.d7.loss_cls: 0.4999, decode.d7.loss_mask: 0.6295, decode.d7.loss_dice: 0.9273, decode.d8.loss_cls: 0.5015, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9275, loss: 23.3301, grad_norm: 122.5161 2023-11-26 21:40:54,583 - mmseg - INFO - Iter [90850/160000] lr: 1.649e-06, eta: 7:16:39, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5147, decode.loss_mask: 0.6275, decode.loss_dice: 0.9402, decode.d0.loss_cls: 2.4018, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.1220, decode.d1.loss_cls: 0.6960, decode.d1.loss_mask: 0.6518, decode.d1.loss_dice: 1.0193, decode.d2.loss_cls: 0.6087, decode.d2.loss_mask: 0.6397, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5666, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9533, decode.d4.loss_cls: 0.5506, decode.d4.loss_mask: 0.6303, decode.d4.loss_dice: 0.9515, decode.d5.loss_cls: 0.5437, decode.d5.loss_mask: 0.6271, decode.d5.loss_dice: 0.9446, decode.d6.loss_cls: 0.5252, decode.d6.loss_mask: 0.6298, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5263, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.9399, decode.d8.loss_cls: 0.5154, decode.d8.loss_mask: 0.6268, decode.d8.loss_dice: 0.9441, loss: 23.5533, grad_norm: 125.5974 2023-11-26 21:41:14,594 - mmseg - INFO - Iter [90900/160000] lr: 1.648e-06, eta: 7:16:21, time: 0.401, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5163, decode.loss_mask: 0.6197, decode.loss_dice: 0.9336, decode.d0.loss_cls: 2.4580, decode.d0.loss_mask: 0.6886, decode.d0.loss_dice: 1.1264, decode.d1.loss_cls: 0.6803, decode.d1.loss_mask: 0.6586, decode.d1.loss_dice: 1.0268, decode.d2.loss_cls: 0.5731, decode.d2.loss_mask: 0.6468, decode.d2.loss_dice: 0.9898, decode.d3.loss_cls: 0.5556, decode.d3.loss_mask: 0.6342, decode.d3.loss_dice: 0.9565, decode.d4.loss_cls: 0.5279, decode.d4.loss_mask: 0.6296, decode.d4.loss_dice: 0.9559, decode.d5.loss_cls: 0.5202, decode.d5.loss_mask: 0.6298, decode.d5.loss_dice: 0.9517, decode.d6.loss_cls: 0.5226, decode.d6.loss_mask: 0.6252, decode.d6.loss_dice: 0.9382, decode.d7.loss_cls: 0.5125, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9434, decode.d8.loss_cls: 0.5125, decode.d8.loss_mask: 0.6224, decode.d8.loss_dice: 0.9395, loss: 23.5177, grad_norm: 124.3721 2023-11-26 21:41:35,196 - mmseg - INFO - Iter [90950/160000] lr: 1.647e-06, eta: 7:16:03, time: 0.412, data_time: 0.055, memory: 36416, decode.loss_cls: 0.5191, decode.loss_mask: 0.6235, decode.loss_dice: 0.9476, decode.d0.loss_cls: 2.4441, decode.d0.loss_mask: 0.6880, decode.d0.loss_dice: 1.1338, decode.d1.loss_cls: 0.7053, decode.d1.loss_mask: 0.6605, decode.d1.loss_dice: 1.0326, decode.d2.loss_cls: 0.6040, decode.d2.loss_mask: 0.6407, decode.d2.loss_dice: 0.9870, decode.d3.loss_cls: 0.5617, decode.d3.loss_mask: 0.6324, decode.d3.loss_dice: 0.9681, decode.d4.loss_cls: 0.5429, decode.d4.loss_mask: 0.6297, decode.d4.loss_dice: 0.9656, decode.d5.loss_cls: 0.5352, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9576, decode.d6.loss_cls: 0.5335, decode.d6.loss_mask: 0.6273, decode.d6.loss_dice: 0.9502, decode.d7.loss_cls: 0.5208, decode.d7.loss_mask: 0.6234, decode.d7.loss_dice: 0.9497, decode.d8.loss_cls: 0.5162, decode.d8.loss_mask: 0.6257, decode.d8.loss_dice: 0.9535, loss: 23.7071, grad_norm: 124.7956 2023-11-26 21:41:53,709 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:41:53,709 - mmseg - INFO - Iter [91000/160000] lr: 1.645e-06, eta: 7:15:44, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5127, decode.loss_mask: 0.6300, decode.loss_dice: 0.9456, decode.d0.loss_cls: 2.3967, decode.d0.loss_mask: 0.6982, decode.d0.loss_dice: 1.1222, decode.d1.loss_cls: 0.7161, decode.d1.loss_mask: 0.6693, decode.d1.loss_dice: 1.0241, decode.d2.loss_cls: 0.6152, decode.d2.loss_mask: 0.6477, decode.d2.loss_dice: 0.9783, decode.d3.loss_cls: 0.5716, decode.d3.loss_mask: 0.6403, decode.d3.loss_dice: 0.9545, decode.d4.loss_cls: 0.5445, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9522, decode.d5.loss_cls: 0.5341, decode.d5.loss_mask: 0.6337, decode.d5.loss_dice: 0.9529, decode.d6.loss_cls: 0.5274, decode.d6.loss_mask: 0.6320, decode.d6.loss_dice: 0.9374, decode.d7.loss_cls: 0.5185, decode.d7.loss_mask: 0.6309, decode.d7.loss_dice: 0.9412, decode.d8.loss_cls: 0.5143, decode.d8.loss_mask: 0.6304, decode.d8.loss_dice: 0.9464, loss: 23.6546, grad_norm: 118.8653 2023-11-26 21:42:12,252 - mmseg - INFO - Iter [91050/160000] lr: 1.644e-06, eta: 7:15:25, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5144, decode.loss_mask: 0.6110, decode.loss_dice: 0.9141, decode.d0.loss_cls: 2.3560, decode.d0.loss_mask: 0.6589, decode.d0.loss_dice: 1.1038, decode.d1.loss_cls: 0.6904, decode.d1.loss_mask: 0.6412, decode.d1.loss_dice: 1.0009, decode.d2.loss_cls: 0.5938, decode.d2.loss_mask: 0.6205, decode.d2.loss_dice: 0.9614, decode.d3.loss_cls: 0.5565, decode.d3.loss_mask: 0.6146, decode.d3.loss_dice: 0.9324, decode.d4.loss_cls: 0.5382, decode.d4.loss_mask: 0.6111, decode.d4.loss_dice: 0.9309, decode.d5.loss_cls: 0.5366, decode.d5.loss_mask: 0.6109, decode.d5.loss_dice: 0.9354, decode.d6.loss_cls: 0.5267, decode.d6.loss_mask: 0.6082, decode.d6.loss_dice: 0.9155, decode.d7.loss_cls: 0.5169, decode.d7.loss_mask: 0.6094, decode.d7.loss_dice: 0.9176, decode.d8.loss_cls: 0.5166, decode.d8.loss_mask: 0.6092, decode.d8.loss_dice: 0.9206, loss: 23.0739, grad_norm: 116.3150 2023-11-26 21:42:30,586 - mmseg - INFO - Iter [91100/160000] lr: 1.643e-06, eta: 7:15:05, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4842, decode.loss_mask: 0.6224, decode.loss_dice: 0.9420, decode.d0.loss_cls: 2.3656, decode.d0.loss_mask: 0.6799, decode.d0.loss_dice: 1.1227, decode.d1.loss_cls: 0.6741, decode.d1.loss_mask: 0.6538, decode.d1.loss_dice: 1.0294, decode.d2.loss_cls: 0.5799, decode.d2.loss_mask: 0.6319, decode.d2.loss_dice: 0.9874, decode.d3.loss_cls: 0.5434, decode.d3.loss_mask: 0.6266, decode.d3.loss_dice: 0.9606, decode.d4.loss_cls: 0.5217, decode.d4.loss_mask: 0.6251, decode.d4.loss_dice: 0.9608, decode.d5.loss_cls: 0.5068, decode.d5.loss_mask: 0.6212, decode.d5.loss_dice: 0.9555, decode.d6.loss_cls: 0.5044, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.9443, decode.d7.loss_cls: 0.4964, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.9469, decode.d8.loss_cls: 0.4927, decode.d8.loss_mask: 0.6184, decode.d8.loss_dice: 0.9431, loss: 23.2825, grad_norm: 131.4522 2023-11-26 21:42:48,888 - mmseg - INFO - Iter [91150/160000] lr: 1.642e-06, eta: 7:14:46, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5008, decode.loss_mask: 0.6052, decode.loss_dice: 0.9352, decode.d0.loss_cls: 2.4069, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.1152, decode.d1.loss_cls: 0.6943, decode.d1.loss_mask: 0.6420, decode.d1.loss_dice: 1.0197, decode.d2.loss_cls: 0.6001, decode.d2.loss_mask: 0.6235, decode.d2.loss_dice: 0.9761, decode.d3.loss_cls: 0.5521, decode.d3.loss_mask: 0.6162, decode.d3.loss_dice: 0.9473, decode.d4.loss_cls: 0.5357, decode.d4.loss_mask: 0.6110, decode.d4.loss_dice: 0.9446, decode.d5.loss_cls: 0.5295, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.9421, decode.d6.loss_cls: 0.5169, decode.d6.loss_mask: 0.6079, decode.d6.loss_dice: 0.9322, decode.d7.loss_cls: 0.5073, decode.d7.loss_mask: 0.6073, decode.d7.loss_dice: 0.9355, decode.d8.loss_cls: 0.5013, decode.d8.loss_mask: 0.6066, decode.d8.loss_dice: 0.9307, loss: 23.2249, grad_norm: 124.2132 2023-11-26 21:43:07,212 - mmseg - INFO - Iter [91200/160000] lr: 1.641e-06, eta: 7:14:27, time: 0.368, data_time: 0.011, memory: 36416, decode.loss_cls: 0.5119, decode.loss_mask: 0.6292, decode.loss_dice: 0.9516, decode.d0.loss_cls: 2.4202, decode.d0.loss_mask: 0.6886, decode.d0.loss_dice: 1.1341, decode.d1.loss_cls: 0.6948, decode.d1.loss_mask: 0.6591, decode.d1.loss_dice: 1.0376, decode.d2.loss_cls: 0.5955, decode.d2.loss_mask: 0.6426, decode.d2.loss_dice: 0.9867, decode.d3.loss_cls: 0.5652, decode.d3.loss_mask: 0.6350, decode.d3.loss_dice: 0.9647, decode.d4.loss_cls: 0.5474, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9603, decode.d5.loss_cls: 0.5335, decode.d5.loss_mask: 0.6365, decode.d5.loss_dice: 0.9594, decode.d6.loss_cls: 0.5244, decode.d6.loss_mask: 0.6323, decode.d6.loss_dice: 0.9486, decode.d7.loss_cls: 0.5166, decode.d7.loss_mask: 0.6325, decode.d7.loss_dice: 0.9491, decode.d8.loss_cls: 0.5083, decode.d8.loss_mask: 0.6325, decode.d8.loss_dice: 0.9497, loss: 23.6813, grad_norm: 120.9179 2023-11-26 21:43:25,863 - mmseg - INFO - Iter [91250/160000] lr: 1.639e-06, eta: 7:14:07, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5122, decode.loss_mask: 0.6402, decode.loss_dice: 0.9592, decode.d0.loss_cls: 2.4056, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.1480, decode.d1.loss_cls: 0.7018, decode.d1.loss_mask: 0.6769, decode.d1.loss_dice: 1.0442, decode.d2.loss_cls: 0.6089, decode.d2.loss_mask: 0.6625, decode.d2.loss_dice: 1.0016, decode.d3.loss_cls: 0.5713, decode.d3.loss_mask: 0.6499, decode.d3.loss_dice: 0.9733, decode.d4.loss_cls: 0.5564, decode.d4.loss_mask: 0.6454, decode.d4.loss_dice: 0.9768, decode.d5.loss_cls: 0.5363, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 0.9759, decode.d6.loss_cls: 0.5343, decode.d6.loss_mask: 0.6375, decode.d6.loss_dice: 0.9628, decode.d7.loss_cls: 0.5239, decode.d7.loss_mask: 0.6410, decode.d7.loss_dice: 0.9625, decode.d8.loss_cls: 0.5189, decode.d8.loss_mask: 0.6406, decode.d8.loss_dice: 0.9620, loss: 23.9858, grad_norm: 132.1338 2023-11-26 21:43:46,270 - mmseg - INFO - Iter [91300/160000] lr: 1.638e-06, eta: 7:13:49, time: 0.408, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4866, decode.loss_mask: 0.6097, decode.loss_dice: 0.9234, decode.d0.loss_cls: 2.4262, decode.d0.loss_mask: 0.6608, decode.d0.loss_dice: 1.0979, decode.d1.loss_cls: 0.6635, decode.d1.loss_mask: 0.6413, decode.d1.loss_dice: 1.0089, decode.d2.loss_cls: 0.5760, decode.d2.loss_mask: 0.6247, decode.d2.loss_dice: 0.9682, decode.d3.loss_cls: 0.5449, decode.d3.loss_mask: 0.6216, decode.d3.loss_dice: 0.9357, decode.d4.loss_cls: 0.5227, decode.d4.loss_mask: 0.6165, decode.d4.loss_dice: 0.9401, decode.d5.loss_cls: 0.5096, decode.d5.loss_mask: 0.6161, decode.d5.loss_dice: 0.9399, decode.d6.loss_cls: 0.5001, decode.d6.loss_mask: 0.6118, decode.d6.loss_dice: 0.9246, decode.d7.loss_cls: 0.4907, decode.d7.loss_mask: 0.6133, decode.d7.loss_dice: 0.9221, decode.d8.loss_cls: 0.4867, decode.d8.loss_mask: 0.6136, decode.d8.loss_dice: 0.9251, loss: 23.0223, grad_norm: 123.9426 2023-11-26 21:44:04,925 - mmseg - INFO - Iter [91350/160000] lr: 1.637e-06, eta: 7:13:30, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5004, decode.loss_mask: 0.6167, decode.loss_dice: 0.9381, decode.d0.loss_cls: 2.3987, decode.d0.loss_mask: 0.6854, decode.d0.loss_dice: 1.1102, decode.d1.loss_cls: 0.6642, decode.d1.loss_mask: 0.6558, decode.d1.loss_dice: 1.0274, decode.d2.loss_cls: 0.5736, decode.d2.loss_mask: 0.6373, decode.d2.loss_dice: 0.9796, decode.d3.loss_cls: 0.5415, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9503, decode.d4.loss_cls: 0.5207, decode.d4.loss_mask: 0.6289, decode.d4.loss_dice: 0.9473, decode.d5.loss_cls: 0.5068, decode.d5.loss_mask: 0.6258, decode.d5.loss_dice: 0.9480, decode.d6.loss_cls: 0.5071, decode.d6.loss_mask: 0.6236, decode.d6.loss_dice: 0.9351, decode.d7.loss_cls: 0.4948, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.9382, decode.d8.loss_cls: 0.4974, decode.d8.loss_mask: 0.6185, decode.d8.loss_dice: 0.9378, loss: 23.2636, grad_norm: 122.8112 2023-11-26 21:44:23,296 - mmseg - INFO - Iter [91400/160000] lr: 1.636e-06, eta: 7:13:11, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5084, decode.loss_mask: 0.6320, decode.loss_dice: 0.9244, decode.d0.loss_cls: 2.3963, decode.d0.loss_mask: 0.6904, decode.d0.loss_dice: 1.1136, decode.d1.loss_cls: 0.6865, decode.d1.loss_mask: 0.6720, decode.d1.loss_dice: 1.0035, decode.d2.loss_cls: 0.6075, decode.d2.loss_mask: 0.6513, decode.d2.loss_dice: 0.9613, decode.d3.loss_cls: 0.5633, decode.d3.loss_mask: 0.6416, decode.d3.loss_dice: 0.9410, decode.d4.loss_cls: 0.5490, decode.d4.loss_mask: 0.6383, decode.d4.loss_dice: 0.9390, decode.d5.loss_cls: 0.5387, decode.d5.loss_mask: 0.6359, decode.d5.loss_dice: 0.9311, decode.d6.loss_cls: 0.5240, decode.d6.loss_mask: 0.6330, decode.d6.loss_dice: 0.9210, decode.d7.loss_cls: 0.5116, decode.d7.loss_mask: 0.6329, decode.d7.loss_dice: 0.9245, decode.d8.loss_cls: 0.5104, decode.d8.loss_mask: 0.6312, decode.d8.loss_dice: 0.9239, loss: 23.4378, grad_norm: 136.5361 2023-11-26 21:44:42,082 - mmseg - INFO - Iter [91450/160000] lr: 1.635e-06, eta: 7:12:52, time: 0.378, data_time: 0.012, memory: 36416, decode.loss_cls: 0.5010, decode.loss_mask: 0.6091, decode.loss_dice: 0.9373, decode.d0.loss_cls: 2.4332, decode.d0.loss_mask: 0.6653, decode.d0.loss_dice: 1.1264, decode.d1.loss_cls: 0.6879, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 1.0250, decode.d2.loss_cls: 0.6031, decode.d2.loss_mask: 0.6250, decode.d2.loss_dice: 0.9740, decode.d3.loss_cls: 0.5615, decode.d3.loss_mask: 0.6191, decode.d3.loss_dice: 0.9501, decode.d4.loss_cls: 0.5370, decode.d4.loss_mask: 0.6150, decode.d4.loss_dice: 0.9493, decode.d5.loss_cls: 0.5259, decode.d5.loss_mask: 0.6150, decode.d5.loss_dice: 0.9482, decode.d6.loss_cls: 0.5221, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.9347, decode.d7.loss_cls: 0.5135, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.9375, decode.d8.loss_cls: 0.4989, decode.d8.loss_mask: 0.6102, decode.d8.loss_dice: 0.9393, loss: 23.3252, grad_norm: 133.9067 2023-11-26 21:45:00,432 - mmseg - INFO - Iter [91500/160000] lr: 1.633e-06, eta: 7:12:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4992, decode.loss_mask: 0.6039, decode.loss_dice: 0.9240, decode.d0.loss_cls: 2.3881, decode.d0.loss_mask: 0.6719, decode.d0.loss_dice: 1.1067, decode.d1.loss_cls: 0.6797, decode.d1.loss_mask: 0.6438, decode.d1.loss_dice: 1.0080, decode.d2.loss_cls: 0.5852, decode.d2.loss_mask: 0.6267, decode.d2.loss_dice: 0.9646, decode.d3.loss_cls: 0.5406, decode.d3.loss_mask: 0.6153, decode.d3.loss_dice: 0.9375, decode.d4.loss_cls: 0.5242, decode.d4.loss_mask: 0.6120, decode.d4.loss_dice: 0.9392, decode.d5.loss_cls: 0.5224, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.9373, decode.d6.loss_cls: 0.5206, decode.d6.loss_mask: 0.6056, decode.d6.loss_dice: 0.9256, decode.d7.loss_cls: 0.5082, decode.d7.loss_mask: 0.6036, decode.d7.loss_dice: 0.9240, decode.d8.loss_cls: 0.5064, decode.d8.loss_mask: 0.6034, decode.d8.loss_dice: 0.9252, loss: 23.0624, grad_norm: 121.3869 2023-11-26 21:45:18,805 - mmseg - INFO - Iter [91550/160000] lr: 1.632e-06, eta: 7:12:13, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5161, decode.loss_mask: 0.6374, decode.loss_dice: 0.9560, decode.d0.loss_cls: 2.4424, decode.d0.loss_mask: 0.6941, decode.d0.loss_dice: 1.1394, decode.d1.loss_cls: 0.6882, decode.d1.loss_mask: 0.6720, decode.d1.loss_dice: 1.0444, decode.d2.loss_cls: 0.5990, decode.d2.loss_mask: 0.6516, decode.d2.loss_dice: 0.9988, decode.d3.loss_cls: 0.5694, decode.d3.loss_mask: 0.6450, decode.d3.loss_dice: 0.9689, decode.d4.loss_cls: 0.5516, decode.d4.loss_mask: 0.6443, decode.d4.loss_dice: 0.9728, decode.d5.loss_cls: 0.5313, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5299, decode.d6.loss_mask: 0.6362, decode.d6.loss_dice: 0.9612, decode.d7.loss_cls: 0.5241, decode.d7.loss_mask: 0.6383, decode.d7.loss_dice: 0.9577, decode.d8.loss_cls: 0.5279, decode.d8.loss_mask: 0.6381, decode.d8.loss_dice: 0.9575, loss: 23.9039, grad_norm: 123.8120 2023-11-26 21:45:37,275 - mmseg - INFO - Iter [91600/160000] lr: 1.631e-06, eta: 7:11:54, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5362, decode.loss_mask: 0.6187, decode.loss_dice: 0.9627, decode.d0.loss_cls: 2.4449, decode.d0.loss_mask: 0.6801, decode.d0.loss_dice: 1.1470, decode.d1.loss_cls: 0.7171, decode.d1.loss_mask: 0.6535, decode.d1.loss_dice: 1.0510, decode.d2.loss_cls: 0.6345, decode.d2.loss_mask: 0.6334, decode.d2.loss_dice: 1.0115, decode.d3.loss_cls: 0.5892, decode.d3.loss_mask: 0.6250, decode.d3.loss_dice: 0.9886, decode.d4.loss_cls: 0.5717, decode.d4.loss_mask: 0.6227, decode.d4.loss_dice: 0.9856, decode.d5.loss_cls: 0.5571, decode.d5.loss_mask: 0.6218, decode.d5.loss_dice: 0.9794, decode.d6.loss_cls: 0.5539, decode.d6.loss_mask: 0.6232, decode.d6.loss_dice: 0.9652, decode.d7.loss_cls: 0.5489, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9636, decode.d8.loss_cls: 0.5314, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.9690, loss: 24.0291, grad_norm: 132.4685 2023-11-26 21:45:55,613 - mmseg - INFO - Iter [91650/160000] lr: 1.630e-06, eta: 7:11:34, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5154, decode.loss_mask: 0.6063, decode.loss_dice: 0.9438, decode.d0.loss_cls: 2.4706, decode.d0.loss_mask: 0.6751, decode.d0.loss_dice: 1.1380, decode.d1.loss_cls: 0.6902, decode.d1.loss_mask: 0.6414, decode.d1.loss_dice: 1.0299, decode.d2.loss_cls: 0.5992, decode.d2.loss_mask: 0.6256, decode.d2.loss_dice: 0.9918, decode.d3.loss_cls: 0.5688, decode.d3.loss_mask: 0.6174, decode.d3.loss_dice: 0.9607, decode.d4.loss_cls: 0.5452, decode.d4.loss_mask: 0.6109, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5265, decode.d5.loss_mask: 0.6089, decode.d5.loss_dice: 0.9579, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6083, decode.d6.loss_dice: 0.9432, decode.d7.loss_cls: 0.5147, decode.d7.loss_mask: 0.6066, decode.d7.loss_dice: 0.9459, decode.d8.loss_cls: 0.5106, decode.d8.loss_mask: 0.6042, decode.d8.loss_dice: 0.9483, loss: 23.4807, grad_norm: 120.9641 2023-11-26 21:46:13,972 - mmseg - INFO - Iter [91700/160000] lr: 1.629e-06, eta: 7:11:15, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5211, decode.loss_mask: 0.6108, decode.loss_dice: 0.9195, decode.d0.loss_cls: 2.4681, decode.d0.loss_mask: 0.6776, decode.d0.loss_dice: 1.0899, decode.d1.loss_cls: 0.7046, decode.d1.loss_mask: 0.6434, decode.d1.loss_dice: 1.0048, decode.d2.loss_cls: 0.6250, decode.d2.loss_mask: 0.6237, decode.d2.loss_dice: 0.9580, decode.d3.loss_cls: 0.5676, decode.d3.loss_mask: 0.6223, decode.d3.loss_dice: 0.9334, decode.d4.loss_cls: 0.5528, decode.d4.loss_mask: 0.6172, decode.d4.loss_dice: 0.9325, decode.d5.loss_cls: 0.5375, decode.d5.loss_mask: 0.6180, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.5350, decode.d6.loss_mask: 0.6163, decode.d6.loss_dice: 0.9188, decode.d7.loss_cls: 0.5211, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.9213, decode.d8.loss_cls: 0.5182, decode.d8.loss_mask: 0.6135, decode.d8.loss_dice: 0.9230, loss: 23.3419, grad_norm: 110.3185 2023-11-26 21:46:32,281 - mmseg - INFO - Iter [91750/160000] lr: 1.627e-06, eta: 7:10:56, time: 0.366, data_time: 0.008, memory: 36416, decode.loss_cls: 0.4926, decode.loss_mask: 0.6295, decode.loss_dice: 0.9544, decode.d0.loss_cls: 2.3656, decode.d0.loss_mask: 0.6980, decode.d0.loss_dice: 1.1133, decode.d1.loss_cls: 0.6667, decode.d1.loss_mask: 0.6653, decode.d1.loss_dice: 1.0289, decode.d2.loss_cls: 0.5688, decode.d2.loss_mask: 0.6506, decode.d2.loss_dice: 0.9901, decode.d3.loss_cls: 0.5452, decode.d3.loss_mask: 0.6354, decode.d3.loss_dice: 0.9615, decode.d4.loss_cls: 0.5246, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.9603, decode.d5.loss_cls: 0.5065, decode.d5.loss_mask: 0.6344, decode.d5.loss_dice: 0.9604, decode.d6.loss_cls: 0.5072, decode.d6.loss_mask: 0.6322, decode.d6.loss_dice: 0.9485, decode.d7.loss_cls: 0.4928, decode.d7.loss_mask: 0.6311, decode.d7.loss_dice: 0.9568, decode.d8.loss_cls: 0.4918, decode.d8.loss_mask: 0.6305, decode.d8.loss_dice: 0.9562, loss: 23.4320, grad_norm: 120.8607 2023-11-26 21:46:50,548 - mmseg - INFO - Iter [91800/160000] lr: 1.626e-06, eta: 7:10:36, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5200, decode.loss_mask: 0.6327, decode.loss_dice: 0.9304, decode.d0.loss_cls: 2.4375, decode.d0.loss_mask: 0.6968, decode.d0.loss_dice: 1.1176, decode.d1.loss_cls: 0.7186, decode.d1.loss_mask: 0.6645, decode.d1.loss_dice: 1.0229, decode.d2.loss_cls: 0.6149, decode.d2.loss_mask: 0.6483, decode.d2.loss_dice: 0.9781, decode.d3.loss_cls: 0.5650, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9520, decode.d4.loss_cls: 0.5561, decode.d4.loss_mask: 0.6399, decode.d4.loss_dice: 0.9471, decode.d5.loss_cls: 0.5393, decode.d5.loss_mask: 0.6357, decode.d5.loss_dice: 0.9445, decode.d6.loss_cls: 0.5381, decode.d6.loss_mask: 0.6349, decode.d6.loss_dice: 0.9342, decode.d7.loss_cls: 0.5183, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9354, decode.d8.loss_cls: 0.5207, decode.d8.loss_mask: 0.6334, decode.d8.loss_dice: 0.9394, loss: 23.6938, grad_norm: 123.5936 2023-11-26 21:47:09,308 - mmseg - INFO - Iter [91850/160000] lr: 1.625e-06, eta: 7:10:17, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5167, decode.loss_mask: 0.6298, decode.loss_dice: 0.9519, decode.d0.loss_cls: 2.4355, decode.d0.loss_mask: 0.6830, decode.d0.loss_dice: 1.1272, decode.d1.loss_cls: 0.7238, decode.d1.loss_mask: 0.6552, decode.d1.loss_dice: 1.0274, decode.d2.loss_cls: 0.6165, decode.d2.loss_mask: 0.6391, decode.d2.loss_dice: 0.9956, decode.d3.loss_cls: 0.5800, decode.d3.loss_mask: 0.6326, decode.d3.loss_dice: 0.9721, decode.d4.loss_cls: 0.5517, decode.d4.loss_mask: 0.6324, decode.d4.loss_dice: 0.9682, decode.d5.loss_cls: 0.5380, decode.d5.loss_mask: 0.6338, decode.d5.loss_dice: 0.9707, decode.d6.loss_cls: 0.5334, decode.d6.loss_mask: 0.6320, decode.d6.loss_dice: 0.9573, decode.d7.loss_cls: 0.5245, decode.d7.loss_mask: 0.6311, decode.d7.loss_dice: 0.9565, decode.d8.loss_cls: 0.5205, decode.d8.loss_mask: 0.6301, decode.d8.loss_dice: 0.9545, loss: 23.8211, grad_norm: 118.4422 2023-11-26 21:47:27,962 - mmseg - INFO - Iter [91900/160000] lr: 1.624e-06, eta: 7:09:58, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5192, decode.loss_mask: 0.6101, decode.loss_dice: 0.9366, decode.d0.loss_cls: 2.4696, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.1205, decode.d1.loss_cls: 0.7029, decode.d1.loss_mask: 0.6487, decode.d1.loss_dice: 1.0235, decode.d2.loss_cls: 0.6081, decode.d2.loss_mask: 0.6306, decode.d2.loss_dice: 0.9778, decode.d3.loss_cls: 0.5616, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9524, decode.d4.loss_cls: 0.5402, decode.d4.loss_mask: 0.6211, decode.d4.loss_dice: 0.9513, decode.d5.loss_cls: 0.5447, decode.d5.loss_mask: 0.6200, decode.d5.loss_dice: 0.9485, decode.d6.loss_cls: 0.5293, decode.d6.loss_mask: 0.6121, decode.d6.loss_dice: 0.9394, decode.d7.loss_cls: 0.5154, decode.d7.loss_mask: 0.6127, decode.d7.loss_dice: 0.9390, decode.d8.loss_cls: 0.5118, decode.d8.loss_mask: 0.6144, decode.d8.loss_dice: 0.9386, loss: 23.4978, grad_norm: 136.5233 2023-11-26 21:47:46,165 - mmseg - INFO - Iter [91950/160000] lr: 1.623e-06, eta: 7:09:38, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5004, decode.loss_mask: 0.6193, decode.loss_dice: 0.9519, decode.d0.loss_cls: 2.4261, decode.d0.loss_mask: 0.6669, decode.d0.loss_dice: 1.1219, decode.d1.loss_cls: 0.6735, decode.d1.loss_mask: 0.6481, decode.d1.loss_dice: 1.0301, decode.d2.loss_cls: 0.5813, decode.d2.loss_mask: 0.6341, decode.d2.loss_dice: 0.9873, decode.d3.loss_cls: 0.5503, decode.d3.loss_mask: 0.6221, decode.d3.loss_dice: 0.9642, decode.d4.loss_cls: 0.5313, decode.d4.loss_mask: 0.6238, decode.d4.loss_dice: 0.9607, decode.d5.loss_cls: 0.5262, decode.d5.loss_mask: 0.6224, decode.d5.loss_dice: 0.9601, decode.d6.loss_cls: 0.5110, decode.d6.loss_mask: 0.6209, decode.d6.loss_dice: 0.9479, decode.d7.loss_cls: 0.5030, decode.d7.loss_mask: 0.6191, decode.d7.loss_dice: 0.9512, decode.d8.loss_cls: 0.5029, decode.d8.loss_mask: 0.6202, decode.d8.loss_dice: 0.9536, loss: 23.4318, grad_norm: 124.0340 2023-11-26 21:48:04,518 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:48:04,518 - mmseg - INFO - Iter [92000/160000] lr: 1.621e-06, eta: 7:09:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5219, decode.loss_mask: 0.6547, decode.loss_dice: 0.9735, decode.d0.loss_cls: 2.3718, decode.d0.loss_mask: 0.7158, decode.d0.loss_dice: 1.1424, decode.d1.loss_cls: 0.6980, decode.d1.loss_mask: 0.6853, decode.d1.loss_dice: 1.0586, decode.d2.loss_cls: 0.6047, decode.d2.loss_mask: 0.6747, decode.d2.loss_dice: 1.0203, decode.d3.loss_cls: 0.5651, decode.d3.loss_mask: 0.6629, decode.d3.loss_dice: 0.9861, decode.d4.loss_cls: 0.5442, decode.d4.loss_mask: 0.6624, decode.d4.loss_dice: 0.9796, decode.d5.loss_cls: 0.5348, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 0.9819, decode.d6.loss_cls: 0.5397, decode.d6.loss_mask: 0.6546, decode.d6.loss_dice: 0.9704, decode.d7.loss_cls: 0.5265, decode.d7.loss_mask: 0.6537, decode.d7.loss_dice: 0.9753, decode.d8.loss_cls: 0.5238, decode.d8.loss_mask: 0.6529, decode.d8.loss_dice: 0.9737, loss: 24.1683, grad_norm: 130.8045 2023-11-26 21:48:24,577 - mmseg - INFO - Iter [92050/160000] lr: 1.620e-06, eta: 7:09:01, time: 0.401, data_time: 0.008, memory: 36416, decode.loss_cls: 0.5023, decode.loss_mask: 0.6256, decode.loss_dice: 0.9365, decode.d0.loss_cls: 2.3641, decode.d0.loss_mask: 0.6908, decode.d0.loss_dice: 1.1071, decode.d1.loss_cls: 0.6654, decode.d1.loss_mask: 0.6632, decode.d1.loss_dice: 1.0203, decode.d2.loss_cls: 0.5713, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9817, decode.d3.loss_cls: 0.5403, decode.d3.loss_mask: 0.6306, decode.d3.loss_dice: 0.9537, decode.d4.loss_cls: 0.5294, decode.d4.loss_mask: 0.6285, decode.d4.loss_dice: 0.9483, decode.d5.loss_cls: 0.5132, decode.d5.loss_mask: 0.6299, decode.d5.loss_dice: 0.9531, decode.d6.loss_cls: 0.5207, decode.d6.loss_mask: 0.6288, decode.d6.loss_dice: 0.9389, decode.d7.loss_cls: 0.5104, decode.d7.loss_mask: 0.6261, decode.d7.loss_dice: 0.9421, decode.d8.loss_cls: 0.5101, decode.d8.loss_mask: 0.6244, decode.d8.loss_dice: 0.9411, loss: 23.3346, grad_norm: 130.7489 2023-11-26 21:48:45,211 - mmseg - INFO - Iter [92100/160000] lr: 1.619e-06, eta: 7:08:43, time: 0.413, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5456, decode.loss_mask: 0.6292, decode.loss_dice: 0.9305, decode.d0.loss_cls: 2.4580, decode.d0.loss_mask: 0.6840, decode.d0.loss_dice: 1.1185, decode.d1.loss_cls: 0.7358, decode.d1.loss_mask: 0.6600, decode.d1.loss_dice: 1.0244, decode.d2.loss_cls: 0.6372, decode.d2.loss_mask: 0.6454, decode.d2.loss_dice: 0.9868, decode.d3.loss_cls: 0.5783, decode.d3.loss_mask: 0.6380, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5687, decode.d4.loss_mask: 0.6364, decode.d4.loss_dice: 0.9570, decode.d5.loss_cls: 0.5562, decode.d5.loss_mask: 0.6343, decode.d5.loss_dice: 0.9582, decode.d6.loss_cls: 0.5620, decode.d6.loss_mask: 0.6335, decode.d6.loss_dice: 0.9393, decode.d7.loss_cls: 0.5456, decode.d7.loss_mask: 0.6316, decode.d7.loss_dice: 0.9392, decode.d8.loss_cls: 0.5428, decode.d8.loss_mask: 0.6300, decode.d8.loss_dice: 0.9369, loss: 23.9034, grad_norm: 123.9881 2023-11-26 21:49:03,850 - mmseg - INFO - Iter [92150/160000] lr: 1.618e-06, eta: 7:08:24, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5387, decode.loss_mask: 0.6170, decode.loss_dice: 0.9421, decode.d0.loss_cls: 2.4481, decode.d0.loss_mask: 0.6787, decode.d0.loss_dice: 1.1283, decode.d1.loss_cls: 0.7179, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 1.0384, decode.d2.loss_cls: 0.6172, decode.d2.loss_mask: 0.6368, decode.d2.loss_dice: 0.9974, decode.d3.loss_cls: 0.5915, decode.d3.loss_mask: 0.6297, decode.d3.loss_dice: 0.9613, decode.d4.loss_cls: 0.5707, decode.d4.loss_mask: 0.6256, decode.d4.loss_dice: 0.9614, decode.d5.loss_cls: 0.5645, decode.d5.loss_mask: 0.6215, decode.d5.loss_dice: 0.9558, decode.d6.loss_cls: 0.5529, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9452, decode.d7.loss_cls: 0.5413, decode.d7.loss_mask: 0.6182, decode.d7.loss_dice: 0.9461, decode.d8.loss_cls: 0.5361, decode.d8.loss_mask: 0.6188, decode.d8.loss_dice: 0.9483, loss: 23.8219, grad_norm: 113.4022 2023-11-26 21:49:24,440 - mmseg - INFO - Iter [92200/160000] lr: 1.617e-06, eta: 7:08:06, time: 0.412, data_time: 0.053, memory: 36416, decode.loss_cls: 0.5020, decode.loss_mask: 0.6143, decode.loss_dice: 0.9349, decode.d0.loss_cls: 2.3693, decode.d0.loss_mask: 0.6811, decode.d0.loss_dice: 1.1183, decode.d1.loss_cls: 0.6936, decode.d1.loss_mask: 0.6581, decode.d1.loss_dice: 1.0195, decode.d2.loss_cls: 0.5877, decode.d2.loss_mask: 0.6387, decode.d2.loss_dice: 0.9772, decode.d3.loss_cls: 0.5536, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9488, decode.d4.loss_cls: 0.5355, decode.d4.loss_mask: 0.6238, decode.d4.loss_dice: 0.9518, decode.d5.loss_cls: 0.5300, decode.d5.loss_mask: 0.6216, decode.d5.loss_dice: 0.9522, decode.d6.loss_cls: 0.5204, decode.d6.loss_mask: 0.6186, decode.d6.loss_dice: 0.9387, decode.d7.loss_cls: 0.5121, decode.d7.loss_mask: 0.6166, decode.d7.loss_dice: 0.9389, decode.d8.loss_cls: 0.5057, decode.d8.loss_mask: 0.6165, decode.d8.loss_dice: 0.9376, loss: 23.3415, grad_norm: 118.3770 2023-11-26 21:49:43,646 - mmseg - INFO - Iter [92250/160000] lr: 1.616e-06, eta: 7:07:48, time: 0.384, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4729, decode.loss_mask: 0.6212, decode.loss_dice: 0.9196, decode.d0.loss_cls: 2.4184, decode.d0.loss_mask: 0.6725, decode.d0.loss_dice: 1.1014, decode.d1.loss_cls: 0.6550, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5543, decode.d2.loss_mask: 0.6362, decode.d2.loss_dice: 0.9726, decode.d3.loss_cls: 0.5177, decode.d3.loss_mask: 0.6312, decode.d3.loss_dice: 0.9406, decode.d4.loss_cls: 0.5082, decode.d4.loss_mask: 0.6279, decode.d4.loss_dice: 0.9327, decode.d5.loss_cls: 0.4923, decode.d5.loss_mask: 0.6273, decode.d5.loss_dice: 0.9315, decode.d6.loss_cls: 0.4914, decode.d6.loss_mask: 0.6248, decode.d6.loss_dice: 0.9223, decode.d7.loss_cls: 0.4761, decode.d7.loss_mask: 0.6247, decode.d7.loss_dice: 0.9273, decode.d8.loss_cls: 0.4755, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.9236, loss: 22.9759, grad_norm: 129.5489 2023-11-26 21:50:02,032 - mmseg - INFO - Iter [92300/160000] lr: 1.614e-06, eta: 7:07:28, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5078, decode.loss_mask: 0.6156, decode.loss_dice: 0.9345, decode.d0.loss_cls: 2.4424, decode.d0.loss_mask: 0.6714, decode.d0.loss_dice: 1.1112, decode.d1.loss_cls: 0.7028, decode.d1.loss_mask: 0.6515, decode.d1.loss_dice: 1.0225, decode.d2.loss_cls: 0.6073, decode.d2.loss_mask: 0.6299, decode.d2.loss_dice: 0.9806, decode.d3.loss_cls: 0.5710, decode.d3.loss_mask: 0.6213, decode.d3.loss_dice: 0.9473, decode.d4.loss_cls: 0.5381, decode.d4.loss_mask: 0.6199, decode.d4.loss_dice: 0.9501, decode.d5.loss_cls: 0.5290, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9502, decode.d6.loss_cls: 0.5179, decode.d6.loss_mask: 0.6171, decode.d6.loss_dice: 0.9381, decode.d7.loss_cls: 0.5047, decode.d7.loss_mask: 0.6171, decode.d7.loss_dice: 0.9399, decode.d8.loss_cls: 0.5088, decode.d8.loss_mask: 0.6159, decode.d8.loss_dice: 0.9364, loss: 23.4199, grad_norm: 115.5574 2023-11-26 21:50:20,513 - mmseg - INFO - Iter [92350/160000] lr: 1.613e-06, eta: 7:07:09, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4763, decode.loss_mask: 0.6257, decode.loss_dice: 0.9461, decode.d0.loss_cls: 2.4211, decode.d0.loss_mask: 0.6930, decode.d0.loss_dice: 1.1205, decode.d1.loss_cls: 0.6792, decode.d1.loss_mask: 0.6611, decode.d1.loss_dice: 1.0248, decode.d2.loss_cls: 0.5633, decode.d2.loss_mask: 0.6473, decode.d2.loss_dice: 0.9903, decode.d3.loss_cls: 0.5307, decode.d3.loss_mask: 0.6389, decode.d3.loss_dice: 0.9621, decode.d4.loss_cls: 0.5131, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9611, decode.d5.loss_cls: 0.4998, decode.d5.loss_mask: 0.6379, decode.d5.loss_dice: 0.9611, decode.d6.loss_cls: 0.4941, decode.d6.loss_mask: 0.6304, decode.d6.loss_dice: 0.9500, decode.d7.loss_cls: 0.4831, decode.d7.loss_mask: 0.6271, decode.d7.loss_dice: 0.9509, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6252, decode.d8.loss_dice: 0.9495, loss: 23.3881, grad_norm: 119.5331 2023-11-26 21:50:38,900 - mmseg - INFO - Iter [92400/160000] lr: 1.612e-06, eta: 7:06:50, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4958, decode.loss_mask: 0.6063, decode.loss_dice: 0.9209, decode.d0.loss_cls: 2.4290, decode.d0.loss_mask: 0.6700, decode.d0.loss_dice: 1.0957, decode.d1.loss_cls: 0.6847, decode.d1.loss_mask: 0.6385, decode.d1.loss_dice: 1.0020, decode.d2.loss_cls: 0.5900, decode.d2.loss_mask: 0.6255, decode.d2.loss_dice: 0.9631, decode.d3.loss_cls: 0.5578, decode.d3.loss_mask: 0.6156, decode.d3.loss_dice: 0.9343, decode.d4.loss_cls: 0.5415, decode.d4.loss_mask: 0.6131, decode.d4.loss_dice: 0.9310, decode.d5.loss_cls: 0.5195, decode.d5.loss_mask: 0.6108, decode.d5.loss_dice: 0.9307, decode.d6.loss_cls: 0.5186, decode.d6.loss_mask: 0.6058, decode.d6.loss_dice: 0.9168, decode.d7.loss_cls: 0.5008, decode.d7.loss_mask: 0.6086, decode.d7.loss_dice: 0.9206, decode.d8.loss_cls: 0.5060, decode.d8.loss_mask: 0.6055, decode.d8.loss_dice: 0.9231, loss: 23.0816, grad_norm: 110.0055 2023-11-26 21:50:57,162 - mmseg - INFO - Iter [92450/160000] lr: 1.611e-06, eta: 7:06:30, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4715, decode.loss_mask: 0.6169, decode.loss_dice: 0.9209, decode.d0.loss_cls: 2.3736, decode.d0.loss_mask: 0.6750, decode.d0.loss_dice: 1.1090, decode.d1.loss_cls: 0.6521, decode.d1.loss_mask: 0.6547, decode.d1.loss_dice: 1.0099, decode.d2.loss_cls: 0.5629, decode.d2.loss_mask: 0.6344, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5227, decode.d3.loss_mask: 0.6265, decode.d3.loss_dice: 0.9358, decode.d4.loss_cls: 0.4991, decode.d4.loss_mask: 0.6256, decode.d4.loss_dice: 0.9333, decode.d5.loss_cls: 0.4838, decode.d5.loss_mask: 0.6231, decode.d5.loss_dice: 0.9305, decode.d6.loss_cls: 0.4723, decode.d6.loss_mask: 0.6211, decode.d6.loss_dice: 0.9236, decode.d7.loss_cls: 0.4713, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.9231, decode.d8.loss_cls: 0.4616, decode.d8.loss_mask: 0.6197, decode.d8.loss_dice: 0.9265, loss: 22.8698, grad_norm: 113.1838 2023-11-26 21:51:15,356 - mmseg - INFO - Iter [92500/160000] lr: 1.610e-06, eta: 7:06:11, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5224, decode.loss_mask: 0.6135, decode.loss_dice: 0.9367, decode.d0.loss_cls: 2.4176, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 1.1287, decode.d1.loss_cls: 0.7052, decode.d1.loss_mask: 0.6469, decode.d1.loss_dice: 1.0241, decode.d2.loss_cls: 0.6092, decode.d2.loss_mask: 0.6310, decode.d2.loss_dice: 0.9750, decode.d3.loss_cls: 0.5614, decode.d3.loss_mask: 0.6232, decode.d3.loss_dice: 0.9510, decode.d4.loss_cls: 0.5448, decode.d4.loss_mask: 0.6218, decode.d4.loss_dice: 0.9557, decode.d5.loss_cls: 0.5334, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.9469, decode.d6.loss_cls: 0.5276, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.9413, decode.d7.loss_cls: 0.5147, decode.d7.loss_mask: 0.6170, decode.d7.loss_dice: 0.9407, decode.d8.loss_cls: 0.5174, decode.d8.loss_mask: 0.6158, decode.d8.loss_dice: 0.9421, loss: 23.4690, grad_norm: 123.9687 2023-11-26 21:51:34,547 - mmseg - INFO - Iter [92550/160000] lr: 1.608e-06, eta: 7:05:52, time: 0.384, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4791, decode.loss_mask: 0.6293, decode.loss_dice: 0.9361, decode.d0.loss_cls: 2.4838, decode.d0.loss_mask: 0.6922, decode.d0.loss_dice: 1.1192, decode.d1.loss_cls: 0.6764, decode.d1.loss_mask: 0.6690, decode.d1.loss_dice: 1.0182, decode.d2.loss_cls: 0.5694, decode.d2.loss_mask: 0.6455, decode.d2.loss_dice: 0.9787, decode.d3.loss_cls: 0.5267, decode.d3.loss_mask: 0.6398, decode.d3.loss_dice: 0.9533, decode.d4.loss_cls: 0.5131, decode.d4.loss_mask: 0.6366, decode.d4.loss_dice: 0.9540, decode.d5.loss_cls: 0.5038, decode.d5.loss_mask: 0.6349, decode.d5.loss_dice: 0.9523, decode.d6.loss_cls: 0.4882, decode.d6.loss_mask: 0.6349, decode.d6.loss_dice: 0.9418, decode.d7.loss_cls: 0.4849, decode.d7.loss_mask: 0.6315, decode.d7.loss_dice: 0.9367, decode.d8.loss_cls: 0.4868, decode.d8.loss_mask: 0.6295, decode.d8.loss_dice: 0.9364, loss: 23.3820, grad_norm: 111.0645 2023-11-26 21:51:52,661 - mmseg - INFO - Iter [92600/160000] lr: 1.607e-06, eta: 7:05:32, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4974, decode.loss_mask: 0.6250, decode.loss_dice: 0.9333, decode.d0.loss_cls: 2.3981, decode.d0.loss_mask: 0.6831, decode.d0.loss_dice: 1.1135, decode.d1.loss_cls: 0.6967, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 1.0189, decode.d2.loss_cls: 0.5988, decode.d2.loss_mask: 0.6425, decode.d2.loss_dice: 0.9805, decode.d3.loss_cls: 0.5447, decode.d3.loss_mask: 0.6347, decode.d3.loss_dice: 0.9489, decode.d4.loss_cls: 0.5242, decode.d4.loss_mask: 0.6352, decode.d4.loss_dice: 0.9461, decode.d5.loss_cls: 0.5235, decode.d5.loss_mask: 0.6297, decode.d5.loss_dice: 0.9464, decode.d6.loss_cls: 0.5097, decode.d6.loss_mask: 0.6259, decode.d6.loss_dice: 0.9397, decode.d7.loss_cls: 0.4976, decode.d7.loss_mask: 0.6266, decode.d7.loss_dice: 0.9399, decode.d8.loss_cls: 0.4950, decode.d8.loss_mask: 0.6257, decode.d8.loss_dice: 0.9366, loss: 23.3761, grad_norm: 117.3590 2023-11-26 21:52:11,044 - mmseg - INFO - Iter [92650/160000] lr: 1.606e-06, eta: 7:05:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5017, decode.loss_mask: 0.6296, decode.loss_dice: 0.9478, decode.d0.loss_cls: 2.3911, decode.d0.loss_mask: 0.6941, decode.d0.loss_dice: 1.1193, decode.d1.loss_cls: 0.6892, decode.d1.loss_mask: 0.6646, decode.d1.loss_dice: 1.0325, decode.d2.loss_cls: 0.5982, decode.d2.loss_mask: 0.6416, decode.d2.loss_dice: 0.9831, decode.d3.loss_cls: 0.5555, decode.d3.loss_mask: 0.6360, decode.d3.loss_dice: 0.9598, decode.d4.loss_cls: 0.5385, decode.d4.loss_mask: 0.6361, decode.d4.loss_dice: 0.9575, decode.d5.loss_cls: 0.5301, decode.d5.loss_mask: 0.6354, decode.d5.loss_dice: 0.9611, decode.d6.loss_cls: 0.5262, decode.d6.loss_mask: 0.6319, decode.d6.loss_dice: 0.9532, decode.d7.loss_cls: 0.5096, decode.d7.loss_mask: 0.6317, decode.d7.loss_dice: 0.9544, decode.d8.loss_cls: 0.5043, decode.d8.loss_mask: 0.6311, decode.d8.loss_dice: 0.9534, loss: 23.5990, grad_norm: 119.2397 2023-11-26 21:52:29,490 - mmseg - INFO - Iter [92700/160000] lr: 1.605e-06, eta: 7:04:54, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4889, decode.loss_mask: 0.6221, decode.loss_dice: 0.9335, decode.d0.loss_cls: 2.3432, decode.d0.loss_mask: 0.6768, decode.d0.loss_dice: 1.1112, decode.d1.loss_cls: 0.6505, decode.d1.loss_mask: 0.6509, decode.d1.loss_dice: 1.0188, decode.d2.loss_cls: 0.5619, decode.d2.loss_mask: 0.6409, decode.d2.loss_dice: 0.9781, decode.d3.loss_cls: 0.5195, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.9451, decode.d4.loss_cls: 0.5094, decode.d4.loss_mask: 0.6306, decode.d4.loss_dice: 0.9507, decode.d5.loss_cls: 0.5007, decode.d5.loss_mask: 0.6274, decode.d5.loss_dice: 0.9462, decode.d6.loss_cls: 0.4945, decode.d6.loss_mask: 0.6218, decode.d6.loss_dice: 0.9295, decode.d7.loss_cls: 0.4893, decode.d7.loss_mask: 0.6220, decode.d7.loss_dice: 0.9315, decode.d8.loss_cls: 0.4907, decode.d8.loss_mask: 0.6227, decode.d8.loss_dice: 0.9307, loss: 23.0713, grad_norm: 136.6275 2023-11-26 21:52:47,808 - mmseg - INFO - Iter [92750/160000] lr: 1.604e-06, eta: 7:04:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5001, decode.loss_mask: 0.6333, decode.loss_dice: 0.9325, decode.d0.loss_cls: 2.3651, decode.d0.loss_mask: 0.6960, decode.d0.loss_dice: 1.1050, decode.d1.loss_cls: 0.6626, decode.d1.loss_mask: 0.6738, decode.d1.loss_dice: 1.0229, decode.d2.loss_cls: 0.5842, decode.d2.loss_mask: 0.6559, decode.d2.loss_dice: 0.9710, decode.d3.loss_cls: 0.5514, decode.d3.loss_mask: 0.6452, decode.d3.loss_dice: 0.9406, decode.d4.loss_cls: 0.5328, decode.d4.loss_mask: 0.6419, decode.d4.loss_dice: 0.9420, decode.d5.loss_cls: 0.5249, decode.d5.loss_mask: 0.6405, decode.d5.loss_dice: 0.9388, decode.d6.loss_cls: 0.5227, decode.d6.loss_mask: 0.6360, decode.d6.loss_dice: 0.9301, decode.d7.loss_cls: 0.5087, decode.d7.loss_mask: 0.6370, decode.d7.loss_dice: 0.9334, decode.d8.loss_cls: 0.5055, decode.d8.loss_mask: 0.6325, decode.d8.loss_dice: 0.9328, loss: 23.3991, grad_norm: 125.3459 2023-11-26 21:53:06,147 - mmseg - INFO - Iter [92800/160000] lr: 1.602e-06, eta: 7:04:15, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5031, decode.loss_mask: 0.6053, decode.loss_dice: 0.9376, decode.d0.loss_cls: 2.4304, decode.d0.loss_mask: 0.6650, decode.d0.loss_dice: 1.1212, decode.d1.loss_cls: 0.6917, decode.d1.loss_mask: 0.6463, decode.d1.loss_dice: 1.0330, decode.d2.loss_cls: 0.6072, decode.d2.loss_mask: 0.6252, decode.d2.loss_dice: 0.9851, decode.d3.loss_cls: 0.5684, decode.d3.loss_mask: 0.6148, decode.d3.loss_dice: 0.9553, decode.d4.loss_cls: 0.5479, decode.d4.loss_mask: 0.6127, decode.d4.loss_dice: 0.9527, decode.d5.loss_cls: 0.5327, decode.d5.loss_mask: 0.6131, decode.d5.loss_dice: 0.9528, decode.d6.loss_cls: 0.5217, decode.d6.loss_mask: 0.6073, decode.d6.loss_dice: 0.9423, decode.d7.loss_cls: 0.5114, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.9426, decode.d8.loss_cls: 0.5055, decode.d8.loss_mask: 0.6066, decode.d8.loss_dice: 0.9434, loss: 23.3930, grad_norm: 117.7673 2023-11-26 21:53:24,316 - mmseg - INFO - Iter [92850/160000] lr: 1.601e-06, eta: 7:03:56, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5304, decode.loss_mask: 0.6317, decode.loss_dice: 0.9387, decode.d0.loss_cls: 2.4585, decode.d0.loss_mask: 0.6925, decode.d0.loss_dice: 1.1233, decode.d1.loss_cls: 0.7093, decode.d1.loss_mask: 0.6629, decode.d1.loss_dice: 1.0314, decode.d2.loss_cls: 0.6074, decode.d2.loss_mask: 0.6477, decode.d2.loss_dice: 0.9891, decode.d3.loss_cls: 0.5796, decode.d3.loss_mask: 0.6384, decode.d3.loss_dice: 0.9573, decode.d4.loss_cls: 0.5590, decode.d4.loss_mask: 0.6333, decode.d4.loss_dice: 0.9604, decode.d5.loss_cls: 0.5489, decode.d5.loss_mask: 0.6349, decode.d5.loss_dice: 0.9621, decode.d6.loss_cls: 0.5457, decode.d6.loss_mask: 0.6323, decode.d6.loss_dice: 0.9464, decode.d7.loss_cls: 0.5325, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.5267, decode.d8.loss_mask: 0.6299, decode.d8.loss_dice: 0.9405, loss: 23.8284, grad_norm: 136.6785 2023-11-26 21:53:42,564 - mmseg - INFO - Iter [92900/160000] lr: 1.600e-06, eta: 7:03:36, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5035, decode.loss_mask: 0.6373, decode.loss_dice: 0.9561, decode.d0.loss_cls: 2.3968, decode.d0.loss_mask: 0.7052, decode.d0.loss_dice: 1.1353, decode.d1.loss_cls: 0.6743, decode.d1.loss_mask: 0.6781, decode.d1.loss_dice: 1.0467, decode.d2.loss_cls: 0.5951, decode.d2.loss_mask: 0.6527, decode.d2.loss_dice: 1.0003, decode.d3.loss_cls: 0.5460, decode.d3.loss_mask: 0.6479, decode.d3.loss_dice: 0.9764, decode.d4.loss_cls: 0.5342, decode.d4.loss_mask: 0.6458, decode.d4.loss_dice: 0.9710, decode.d5.loss_cls: 0.5176, decode.d5.loss_mask: 0.6446, decode.d5.loss_dice: 0.9721, decode.d6.loss_cls: 0.5091, decode.d6.loss_mask: 0.6408, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.4988, decode.d7.loss_mask: 0.6402, decode.d7.loss_dice: 0.9605, decode.d8.loss_cls: 0.4998, decode.d8.loss_mask: 0.6406, decode.d8.loss_dice: 0.9600, loss: 23.7459, grad_norm: 120.5880 2023-11-26 21:54:00,726 - mmseg - INFO - Iter [92950/160000] lr: 1.599e-06, eta: 7:03:17, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4792, decode.loss_mask: 0.6192, decode.loss_dice: 0.9422, decode.d0.loss_cls: 2.3442, decode.d0.loss_mask: 0.6867, decode.d0.loss_dice: 1.1129, decode.d1.loss_cls: 0.6729, decode.d1.loss_mask: 0.6528, decode.d1.loss_dice: 1.0266, decode.d2.loss_cls: 0.5708, decode.d2.loss_mask: 0.6405, decode.d2.loss_dice: 0.9874, decode.d3.loss_cls: 0.5356, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9603, decode.d4.loss_cls: 0.5108, decode.d4.loss_mask: 0.6305, decode.d4.loss_dice: 0.9564, decode.d5.loss_cls: 0.4969, decode.d5.loss_mask: 0.6280, decode.d5.loss_dice: 0.9536, decode.d6.loss_cls: 0.4907, decode.d6.loss_mask: 0.6260, decode.d6.loss_dice: 0.9473, decode.d7.loss_cls: 0.4802, decode.d7.loss_mask: 0.6245, decode.d7.loss_dice: 0.9457, decode.d8.loss_cls: 0.4824, decode.d8.loss_mask: 0.6214, decode.d8.loss_dice: 0.9458, loss: 23.2009, grad_norm: 132.5405 2023-11-26 21:54:19,129 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 21:54:19,130 - mmseg - INFO - Iter [93000/160000] lr: 1.598e-06, eta: 7:02:57, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5167, decode.loss_mask: 0.6239, decode.loss_dice: 0.9567, decode.d0.loss_cls: 2.4139, decode.d0.loss_mask: 0.6911, decode.d0.loss_dice: 1.1301, decode.d1.loss_cls: 0.6933, decode.d1.loss_mask: 0.6571, decode.d1.loss_dice: 1.0437, decode.d2.loss_cls: 0.6122, decode.d2.loss_mask: 0.6437, decode.d2.loss_dice: 0.9983, decode.d3.loss_cls: 0.5750, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9727, decode.d4.loss_cls: 0.5518, decode.d4.loss_mask: 0.6330, decode.d4.loss_dice: 0.9685, decode.d5.loss_cls: 0.5362, decode.d5.loss_mask: 0.6343, decode.d5.loss_dice: 0.9726, decode.d6.loss_cls: 0.5315, decode.d6.loss_mask: 0.6275, decode.d6.loss_dice: 0.9602, decode.d7.loss_cls: 0.5225, decode.d7.loss_mask: 0.6252, decode.d7.loss_dice: 0.9571, decode.d8.loss_cls: 0.5124, decode.d8.loss_mask: 0.6255, decode.d8.loss_dice: 0.9619, loss: 23.7854, grad_norm: 136.7372 2023-11-26 21:54:37,569 - mmseg - INFO - Iter [93050/160000] lr: 1.596e-06, eta: 7:02:38, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4946, decode.loss_mask: 0.5994, decode.loss_dice: 0.9447, decode.d0.loss_cls: 2.4308, decode.d0.loss_mask: 0.6472, decode.d0.loss_dice: 1.1121, decode.d1.loss_cls: 0.6887, decode.d1.loss_mask: 0.6298, decode.d1.loss_dice: 1.0267, decode.d2.loss_cls: 0.5972, decode.d2.loss_mask: 0.6159, decode.d2.loss_dice: 0.9778, decode.d3.loss_cls: 0.5587, decode.d3.loss_mask: 0.6039, decode.d3.loss_dice: 0.9518, decode.d4.loss_cls: 0.5313, decode.d4.loss_mask: 0.6063, decode.d4.loss_dice: 0.9569, decode.d5.loss_cls: 0.5171, decode.d5.loss_mask: 0.6040, decode.d5.loss_dice: 0.9529, decode.d6.loss_cls: 0.5086, decode.d6.loss_mask: 0.6024, decode.d6.loss_dice: 0.9449, decode.d7.loss_cls: 0.5012, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.9471, decode.d8.loss_cls: 0.4939, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.9438, loss: 23.1897, grad_norm: 124.0804 2023-11-26 21:54:55,975 - mmseg - INFO - Iter [93100/160000] lr: 1.595e-06, eta: 7:02:19, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4742, decode.loss_mask: 0.6338, decode.loss_dice: 0.9133, decode.d0.loss_cls: 2.3321, decode.d0.loss_mask: 0.7064, decode.d0.loss_dice: 1.0890, decode.d1.loss_cls: 0.6509, decode.d1.loss_mask: 0.6787, decode.d1.loss_dice: 1.0091, decode.d2.loss_cls: 0.5593, decode.d2.loss_mask: 0.6535, decode.d2.loss_dice: 0.9605, decode.d3.loss_cls: 0.5213, decode.d3.loss_mask: 0.6434, decode.d3.loss_dice: 0.9354, decode.d4.loss_cls: 0.5057, decode.d4.loss_mask: 0.6441, decode.d4.loss_dice: 0.9294, decode.d5.loss_cls: 0.4898, decode.d5.loss_mask: 0.6412, decode.d5.loss_dice: 0.9263, decode.d6.loss_cls: 0.4778, decode.d6.loss_mask: 0.6372, decode.d6.loss_dice: 0.9182, decode.d7.loss_cls: 0.4700, decode.d7.loss_mask: 0.6341, decode.d7.loss_dice: 0.9151, decode.d8.loss_cls: 0.4712, decode.d8.loss_mask: 0.6361, decode.d8.loss_dice: 0.9131, loss: 22.9704, grad_norm: 126.7576 2023-11-26 21:55:14,321 - mmseg - INFO - Iter [93150/160000] lr: 1.594e-06, eta: 7:01:59, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5165, decode.loss_mask: 0.6333, decode.loss_dice: 0.9661, decode.d0.loss_cls: 2.3638, decode.d0.loss_mask: 0.6951, decode.d0.loss_dice: 1.1452, decode.d1.loss_cls: 0.6814, decode.d1.loss_mask: 0.6653, decode.d1.loss_dice: 1.0512, decode.d2.loss_cls: 0.5927, decode.d2.loss_mask: 0.6509, decode.d2.loss_dice: 1.0122, decode.d3.loss_cls: 0.5521, decode.d3.loss_mask: 0.6437, decode.d3.loss_dice: 0.9852, decode.d4.loss_cls: 0.5418, decode.d4.loss_mask: 0.6408, decode.d4.loss_dice: 0.9836, decode.d5.loss_cls: 0.5311, decode.d5.loss_mask: 0.6390, decode.d5.loss_dice: 0.9791, decode.d6.loss_cls: 0.5268, decode.d6.loss_mask: 0.6335, decode.d6.loss_dice: 0.9717, decode.d7.loss_cls: 0.5186, decode.d7.loss_mask: 0.6337, decode.d7.loss_dice: 0.9729, decode.d8.loss_cls: 0.5122, decode.d8.loss_mask: 0.6350, decode.d8.loss_dice: 0.9679, loss: 23.8424, grad_norm: 120.0982 2023-11-26 21:55:32,588 - mmseg - INFO - Iter [93200/160000] lr: 1.593e-06, eta: 7:01:40, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5020, decode.loss_mask: 0.6272, decode.loss_dice: 0.9410, decode.d0.loss_cls: 2.3345, decode.d0.loss_mask: 0.6890, decode.d0.loss_dice: 1.1233, decode.d1.loss_cls: 0.6718, decode.d1.loss_mask: 0.6625, decode.d1.loss_dice: 1.0363, decode.d2.loss_cls: 0.5717, decode.d2.loss_mask: 0.6485, decode.d2.loss_dice: 0.9931, decode.d3.loss_cls: 0.5456, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9571, decode.d4.loss_cls: 0.5200, decode.d4.loss_mask: 0.6347, decode.d4.loss_dice: 0.9552, decode.d5.loss_cls: 0.5094, decode.d5.loss_mask: 0.6338, decode.d5.loss_dice: 0.9566, decode.d6.loss_cls: 0.5039, decode.d6.loss_mask: 0.6312, decode.d6.loss_dice: 0.9456, decode.d7.loss_cls: 0.5039, decode.d7.loss_mask: 0.6304, decode.d7.loss_dice: 0.9422, decode.d8.loss_cls: 0.4963, decode.d8.loss_mask: 0.6289, decode.d8.loss_dice: 0.9445, loss: 23.3769, grad_norm: 131.2838 2023-11-26 21:55:50,826 - mmseg - INFO - Iter [93250/160000] lr: 1.592e-06, eta: 7:01:20, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5222, decode.loss_mask: 0.6308, decode.loss_dice: 0.9412, decode.d0.loss_cls: 2.4017, decode.d0.loss_mask: 0.6897, decode.d0.loss_dice: 1.1171, decode.d1.loss_cls: 0.7054, decode.d1.loss_mask: 0.6719, decode.d1.loss_dice: 1.0309, decode.d2.loss_cls: 0.6159, decode.d2.loss_mask: 0.6515, decode.d2.loss_dice: 0.9906, decode.d3.loss_cls: 0.5702, decode.d3.loss_mask: 0.6407, decode.d3.loss_dice: 0.9580, decode.d4.loss_cls: 0.5607, decode.d4.loss_mask: 0.6398, decode.d4.loss_dice: 0.9563, decode.d5.loss_cls: 0.5378, decode.d5.loss_mask: 0.6368, decode.d5.loss_dice: 0.9531, decode.d6.loss_cls: 0.5331, decode.d6.loss_mask: 0.6324, decode.d6.loss_dice: 0.9455, decode.d7.loss_cls: 0.5261, decode.d7.loss_mask: 0.6326, decode.d7.loss_dice: 0.9433, decode.d8.loss_cls: 0.5228, decode.d8.loss_mask: 0.6326, decode.d8.loss_dice: 0.9410, loss: 23.7317, grad_norm: 120.5845 2023-11-26 21:56:08,974 - mmseg - INFO - Iter [93300/160000] lr: 1.590e-06, eta: 7:01:01, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5181, decode.loss_mask: 0.6195, decode.loss_dice: 0.9525, decode.d0.loss_cls: 2.4103, decode.d0.loss_mask: 0.6762, decode.d0.loss_dice: 1.1283, decode.d1.loss_cls: 0.6930, decode.d1.loss_mask: 0.6586, decode.d1.loss_dice: 1.0372, decode.d2.loss_cls: 0.6016, decode.d2.loss_mask: 0.6364, decode.d2.loss_dice: 0.9936, decode.d3.loss_cls: 0.5709, decode.d3.loss_mask: 0.6290, decode.d3.loss_dice: 0.9655, decode.d4.loss_cls: 0.5493, decode.d4.loss_mask: 0.6264, decode.d4.loss_dice: 0.9639, decode.d5.loss_cls: 0.5388, decode.d5.loss_mask: 0.6255, decode.d5.loss_dice: 0.9622, decode.d6.loss_cls: 0.5305, decode.d6.loss_mask: 0.6223, decode.d6.loss_dice: 0.9499, decode.d7.loss_cls: 0.5193, decode.d7.loss_mask: 0.6186, decode.d7.loss_dice: 0.9483, decode.d8.loss_cls: 0.5194, decode.d8.loss_mask: 0.6189, decode.d8.loss_dice: 0.9528, loss: 23.6367, grad_norm: 127.6705 2023-11-26 21:56:27,241 - mmseg - INFO - Iter [93350/160000] lr: 1.589e-06, eta: 7:00:42, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4873, decode.loss_mask: 0.6063, decode.loss_dice: 0.9263, decode.d0.loss_cls: 2.4184, decode.d0.loss_mask: 0.6761, decode.d0.loss_dice: 1.1072, decode.d1.loss_cls: 0.6990, decode.d1.loss_mask: 0.6376, decode.d1.loss_dice: 1.0073, decode.d2.loss_cls: 0.5989, decode.d2.loss_mask: 0.6235, decode.d2.loss_dice: 0.9721, decode.d3.loss_cls: 0.5486, decode.d3.loss_mask: 0.6189, decode.d3.loss_dice: 0.9432, decode.d4.loss_cls: 0.5288, decode.d4.loss_mask: 0.6134, decode.d4.loss_dice: 0.9400, decode.d5.loss_cls: 0.5176, decode.d5.loss_mask: 0.6104, decode.d5.loss_dice: 0.9393, decode.d6.loss_cls: 0.5000, decode.d6.loss_mask: 0.6113, decode.d6.loss_dice: 0.9302, decode.d7.loss_cls: 0.4941, decode.d7.loss_mask: 0.6090, decode.d7.loss_dice: 0.9320, decode.d8.loss_cls: 0.4924, decode.d8.loss_mask: 0.6072, decode.d8.loss_dice: 0.9293, loss: 23.1256, grad_norm: 125.7226 2023-11-26 21:56:45,536 - mmseg - INFO - Iter [93400/160000] lr: 1.588e-06, eta: 7:00:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4928, decode.loss_mask: 0.6240, decode.loss_dice: 0.9338, decode.d0.loss_cls: 2.3978, decode.d0.loss_mask: 0.6803, decode.d0.loss_dice: 1.1084, decode.d1.loss_cls: 0.6703, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 1.0243, decode.d2.loss_cls: 0.5866, decode.d2.loss_mask: 0.6416, decode.d2.loss_dice: 0.9775, decode.d3.loss_cls: 0.5403, decode.d3.loss_mask: 0.6304, decode.d3.loss_dice: 0.9491, decode.d4.loss_cls: 0.5238, decode.d4.loss_mask: 0.6297, decode.d4.loss_dice: 0.9476, decode.d5.loss_cls: 0.5157, decode.d5.loss_mask: 0.6262, decode.d5.loss_dice: 0.9450, decode.d6.loss_cls: 0.5104, decode.d6.loss_mask: 0.6245, decode.d6.loss_dice: 0.9372, decode.d7.loss_cls: 0.5026, decode.d7.loss_mask: 0.6224, decode.d7.loss_dice: 0.9364, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6232, decode.d8.loss_dice: 0.9345, loss: 23.2908, grad_norm: 118.0312 2023-11-26 21:57:04,089 - mmseg - INFO - Iter [93450/160000] lr: 1.587e-06, eta: 7:00:03, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5141, decode.loss_mask: 0.6361, decode.loss_dice: 0.9152, decode.d0.loss_cls: 2.3624, decode.d0.loss_mask: 0.7010, decode.d0.loss_dice: 1.1025, decode.d1.loss_cls: 0.6786, decode.d1.loss_mask: 0.6664, decode.d1.loss_dice: 1.0089, decode.d2.loss_cls: 0.6008, decode.d2.loss_mask: 0.6471, decode.d2.loss_dice: 0.9628, decode.d3.loss_cls: 0.5615, decode.d3.loss_mask: 0.6431, decode.d3.loss_dice: 0.9373, decode.d4.loss_cls: 0.5421, decode.d4.loss_mask: 0.6395, decode.d4.loss_dice: 0.9320, decode.d5.loss_cls: 0.5278, decode.d5.loss_mask: 0.6421, decode.d5.loss_dice: 0.9298, decode.d6.loss_cls: 0.5225, decode.d6.loss_mask: 0.6371, decode.d6.loss_dice: 0.9184, decode.d7.loss_cls: 0.5134, decode.d7.loss_mask: 0.6369, decode.d7.loss_dice: 0.9201, decode.d8.loss_cls: 0.5074, decode.d8.loss_mask: 0.6361, decode.d8.loss_dice: 0.9223, loss: 23.3654, grad_norm: 122.7493 2023-11-26 21:57:24,951 - mmseg - INFO - Iter [93500/160000] lr: 1.586e-06, eta: 6:59:45, time: 0.417, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4999, decode.loss_mask: 0.6382, decode.loss_dice: 0.9851, decode.d0.loss_cls: 2.4586, decode.d0.loss_mask: 0.7044, decode.d0.loss_dice: 1.1687, decode.d1.loss_cls: 0.6768, decode.d1.loss_mask: 0.6780, decode.d1.loss_dice: 1.0746, decode.d2.loss_cls: 0.5933, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 1.0330, decode.d3.loss_cls: 0.5614, decode.d3.loss_mask: 0.6460, decode.d3.loss_dice: 1.0026, decode.d4.loss_cls: 0.5283, decode.d4.loss_mask: 0.6475, decode.d4.loss_dice: 0.9980, decode.d5.loss_cls: 0.5234, decode.d5.loss_mask: 0.6434, decode.d5.loss_dice: 0.9900, decode.d6.loss_cls: 0.5105, decode.d6.loss_mask: 0.6401, decode.d6.loss_dice: 0.9852, decode.d7.loss_cls: 0.4985, decode.d7.loss_mask: 0.6381, decode.d7.loss_dice: 0.9857, decode.d8.loss_cls: 0.4921, decode.d8.loss_mask: 0.6375, decode.d8.loss_dice: 0.9871, loss: 24.0867, grad_norm: 123.5694 2023-11-26 21:57:43,320 - mmseg - INFO - Iter [93550/160000] lr: 1.585e-06, eta: 6:59:26, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4873, decode.loss_mask: 0.6252, decode.loss_dice: 0.9416, decode.d0.loss_cls: 2.4324, decode.d0.loss_mask: 0.6768, decode.d0.loss_dice: 1.1226, decode.d1.loss_cls: 0.6723, decode.d1.loss_mask: 0.6509, decode.d1.loss_dice: 1.0274, decode.d2.loss_cls: 0.5763, decode.d2.loss_mask: 0.6368, decode.d2.loss_dice: 0.9811, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.6263, decode.d3.loss_dice: 0.9519, decode.d4.loss_cls: 0.5249, decode.d4.loss_mask: 0.6258, decode.d4.loss_dice: 0.9521, decode.d5.loss_cls: 0.5132, decode.d5.loss_mask: 0.6236, decode.d5.loss_dice: 0.9535, decode.d6.loss_cls: 0.4981, decode.d6.loss_mask: 0.6280, decode.d6.loss_dice: 0.9439, decode.d7.loss_cls: 0.4855, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.9502, decode.d8.loss_cls: 0.4849, decode.d8.loss_mask: 0.6255, decode.d8.loss_dice: 0.9517, loss: 23.3430, grad_norm: 138.8621 2023-11-26 21:58:02,431 - mmseg - INFO - Iter [93600/160000] lr: 1.583e-06, eta: 6:59:07, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4829, decode.loss_mask: 0.5867, decode.loss_dice: 0.8908, decode.d0.loss_cls: 2.4557, decode.d0.loss_mask: 0.6516, decode.d0.loss_dice: 1.0886, decode.d1.loss_cls: 0.6658, decode.d1.loss_mask: 0.6270, decode.d1.loss_dice: 0.9815, decode.d2.loss_cls: 0.5773, decode.d2.loss_mask: 0.6117, decode.d2.loss_dice: 0.9396, decode.d3.loss_cls: 0.5468, decode.d3.loss_mask: 0.5961, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.5273, decode.d4.loss_mask: 0.5956, decode.d4.loss_dice: 0.9113, decode.d5.loss_cls: 0.5079, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.9090, decode.d6.loss_cls: 0.5020, decode.d6.loss_mask: 0.5911, decode.d6.loss_dice: 0.8937, decode.d7.loss_cls: 0.4895, decode.d7.loss_mask: 0.5882, decode.d7.loss_dice: 0.8946, decode.d8.loss_cls: 0.4777, decode.d8.loss_mask: 0.5885, decode.d8.loss_dice: 0.8946, loss: 22.5710, grad_norm: 139.4990 2023-11-26 21:58:20,661 - mmseg - INFO - Iter [93650/160000] lr: 1.582e-06, eta: 6:58:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4459, decode.loss_mask: 0.6192, decode.loss_dice: 0.8872, decode.d0.loss_cls: 2.3398, decode.d0.loss_mask: 0.6917, decode.d0.loss_dice: 1.0589, decode.d1.loss_cls: 0.6464, decode.d1.loss_mask: 0.6570, decode.d1.loss_dice: 0.9742, decode.d2.loss_cls: 0.5409, decode.d2.loss_mask: 0.6403, decode.d2.loss_dice: 0.9286, decode.d3.loss_cls: 0.5096, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.8945, decode.d4.loss_cls: 0.4904, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.8950, decode.d5.loss_cls: 0.4736, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.8889, decode.d6.loss_cls: 0.4647, decode.d6.loss_mask: 0.6199, decode.d6.loss_dice: 0.8852, decode.d7.loss_cls: 0.4531, decode.d7.loss_mask: 0.6178, decode.d7.loss_dice: 0.8894, decode.d8.loss_cls: 0.4497, decode.d8.loss_mask: 0.6171, decode.d8.loss_dice: 0.8904, loss: 22.3439, grad_norm: 131.9166 2023-11-26 21:58:38,979 - mmseg - INFO - Iter [93700/160000] lr: 1.581e-06, eta: 6:58:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4960, decode.loss_mask: 0.6162, decode.loss_dice: 0.9386, decode.d0.loss_cls: 2.4440, decode.d0.loss_mask: 0.6784, decode.d0.loss_dice: 1.1151, decode.d1.loss_cls: 0.6793, decode.d1.loss_mask: 0.6494, decode.d1.loss_dice: 1.0188, decode.d2.loss_cls: 0.5784, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9770, decode.d3.loss_cls: 0.5510, decode.d3.loss_mask: 0.6265, decode.d3.loss_dice: 0.9452, decode.d4.loss_cls: 0.5317, decode.d4.loss_mask: 0.6274, decode.d4.loss_dice: 0.9451, decode.d5.loss_cls: 0.5158, decode.d5.loss_mask: 0.6249, decode.d5.loss_dice: 0.9432, decode.d6.loss_cls: 0.5088, decode.d6.loss_mask: 0.6184, decode.d6.loss_dice: 0.9311, decode.d7.loss_cls: 0.5007, decode.d7.loss_mask: 0.6173, decode.d7.loss_dice: 0.9343, decode.d8.loss_cls: 0.4943, decode.d8.loss_mask: 0.6184, decode.d8.loss_dice: 0.9315, loss: 23.2910, grad_norm: 134.5161 2023-11-26 21:58:57,263 - mmseg - INFO - Iter [93750/160000] lr: 1.580e-06, eta: 6:58:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5151, decode.loss_mask: 0.6133, decode.loss_dice: 0.9447, decode.d0.loss_cls: 2.3794, decode.d0.loss_mask: 0.6794, decode.d0.loss_dice: 1.1301, decode.d1.loss_cls: 0.6935, decode.d1.loss_mask: 0.6465, decode.d1.loss_dice: 1.0338, decode.d2.loss_cls: 0.6075, decode.d2.loss_mask: 0.6329, decode.d2.loss_dice: 0.9871, decode.d3.loss_cls: 0.5684, decode.d3.loss_mask: 0.6217, decode.d3.loss_dice: 0.9584, decode.d4.loss_cls: 0.5415, decode.d4.loss_mask: 0.6207, decode.d4.loss_dice: 0.9607, decode.d5.loss_cls: 0.5269, decode.d5.loss_mask: 0.6163, decode.d5.loss_dice: 0.9609, decode.d6.loss_cls: 0.5244, decode.d6.loss_mask: 0.6125, decode.d6.loss_dice: 0.9538, decode.d7.loss_cls: 0.5177, decode.d7.loss_mask: 0.6132, decode.d7.loss_dice: 0.9460, decode.d8.loss_cls: 0.5129, decode.d8.loss_mask: 0.6159, decode.d8.loss_dice: 0.9515, loss: 23.4871, grad_norm: 124.4703 2023-11-26 21:59:15,432 - mmseg - INFO - Iter [93800/160000] lr: 1.579e-06, eta: 6:57:50, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4774, decode.loss_mask: 0.6025, decode.loss_dice: 0.9259, decode.d0.loss_cls: 2.3949, decode.d0.loss_mask: 0.6526, decode.d0.loss_dice: 1.1099, decode.d1.loss_cls: 0.6710, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 1.0188, decode.d2.loss_cls: 0.5748, decode.d2.loss_mask: 0.6206, decode.d2.loss_dice: 0.9719, decode.d3.loss_cls: 0.5342, decode.d3.loss_mask: 0.6087, decode.d3.loss_dice: 0.9417, decode.d4.loss_cls: 0.5176, decode.d4.loss_mask: 0.6050, decode.d4.loss_dice: 0.9392, decode.d5.loss_cls: 0.5055, decode.d5.loss_mask: 0.6038, decode.d5.loss_dice: 0.9404, decode.d6.loss_cls: 0.4919, decode.d6.loss_mask: 0.6026, decode.d6.loss_dice: 0.9327, decode.d7.loss_cls: 0.4862, decode.d7.loss_mask: 0.6022, decode.d7.loss_dice: 0.9282, decode.d8.loss_cls: 0.4898, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.9277, loss: 22.9114, grad_norm: 106.6951 2023-11-26 21:59:33,751 - mmseg - INFO - Iter [93850/160000] lr: 1.577e-06, eta: 6:57:30, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4970, decode.loss_mask: 0.6132, decode.loss_dice: 0.9584, decode.d0.loss_cls: 2.4070, decode.d0.loss_mask: 0.6767, decode.d0.loss_dice: 1.1390, decode.d1.loss_cls: 0.6916, decode.d1.loss_mask: 0.6467, decode.d1.loss_dice: 1.0467, decode.d2.loss_cls: 0.5908, decode.d2.loss_mask: 0.6303, decode.d2.loss_dice: 1.0031, decode.d3.loss_cls: 0.5469, decode.d3.loss_mask: 0.6232, decode.d3.loss_dice: 0.9674, decode.d4.loss_cls: 0.5328, decode.d4.loss_mask: 0.6190, decode.d4.loss_dice: 0.9694, decode.d5.loss_cls: 0.5220, decode.d5.loss_mask: 0.6143, decode.d5.loss_dice: 0.9655, decode.d6.loss_cls: 0.5125, decode.d6.loss_mask: 0.6172, decode.d6.loss_dice: 0.9550, decode.d7.loss_cls: 0.5014, decode.d7.loss_mask: 0.6133, decode.d7.loss_dice: 0.9582, decode.d8.loss_cls: 0.5031, decode.d8.loss_mask: 0.6124, decode.d8.loss_dice: 0.9566, loss: 23.4909, grad_norm: 118.8676 2023-11-26 21:59:52,521 - mmseg - INFO - Iter [93900/160000] lr: 1.576e-06, eta: 6:57:11, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4936, decode.loss_mask: 0.6166, decode.loss_dice: 0.9389, decode.d0.loss_cls: 2.3767, decode.d0.loss_mask: 0.6649, decode.d0.loss_dice: 1.1121, decode.d1.loss_cls: 0.6664, decode.d1.loss_mask: 0.6480, decode.d1.loss_dice: 1.0214, decode.d2.loss_cls: 0.5755, decode.d2.loss_mask: 0.6319, decode.d2.loss_dice: 0.9857, decode.d3.loss_cls: 0.5493, decode.d3.loss_mask: 0.6285, decode.d3.loss_dice: 0.9499, decode.d4.loss_cls: 0.5261, decode.d4.loss_mask: 0.6234, decode.d4.loss_dice: 0.9501, decode.d5.loss_cls: 0.5150, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.5089, decode.d6.loss_mask: 0.6177, decode.d6.loss_dice: 0.9419, decode.d7.loss_cls: 0.5056, decode.d7.loss_mask: 0.6143, decode.d7.loss_dice: 0.9388, decode.d8.loss_cls: 0.4971, decode.d8.loss_mask: 0.6147, decode.d8.loss_dice: 0.9432, loss: 23.2225, grad_norm: 112.6709 2023-11-26 22:00:11,017 - mmseg - INFO - Iter [93950/160000] lr: 1.575e-06, eta: 6:56:52, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4729, decode.loss_mask: 0.6318, decode.loss_dice: 0.9205, decode.d0.loss_cls: 2.3603, decode.d0.loss_mask: 0.6842, decode.d0.loss_dice: 1.0977, decode.d1.loss_cls: 0.6563, decode.d1.loss_mask: 0.6662, decode.d1.loss_dice: 1.0108, decode.d2.loss_cls: 0.5706, decode.d2.loss_mask: 0.6471, decode.d2.loss_dice: 0.9642, decode.d3.loss_cls: 0.5178, decode.d3.loss_mask: 0.6399, decode.d3.loss_dice: 0.9393, decode.d4.loss_cls: 0.5010, decode.d4.loss_mask: 0.6378, decode.d4.loss_dice: 0.9378, decode.d5.loss_cls: 0.4845, decode.d5.loss_mask: 0.6372, decode.d5.loss_dice: 0.9335, decode.d6.loss_cls: 0.4773, decode.d6.loss_mask: 0.6329, decode.d6.loss_dice: 0.9239, decode.d7.loss_cls: 0.4666, decode.d7.loss_mask: 0.6342, decode.d7.loss_dice: 0.9211, decode.d8.loss_cls: 0.4644, decode.d8.loss_mask: 0.6313, decode.d8.loss_dice: 0.9235, loss: 22.9868, grad_norm: 137.1316 2023-11-26 22:00:29,181 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:00:29,181 - mmseg - INFO - Iter [94000/160000] lr: 1.574e-06, eta: 6:56:32, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5124, decode.loss_mask: 0.6255, decode.loss_dice: 0.9440, decode.d0.loss_cls: 2.3926, decode.d0.loss_mask: 0.6917, decode.d0.loss_dice: 1.1258, decode.d1.loss_cls: 0.7029, decode.d1.loss_mask: 0.6642, decode.d1.loss_dice: 1.0254, decode.d2.loss_cls: 0.5984, decode.d2.loss_mask: 0.6464, decode.d2.loss_dice: 0.9880, decode.d3.loss_cls: 0.5529, decode.d3.loss_mask: 0.6360, decode.d3.loss_dice: 0.9578, decode.d4.loss_cls: 0.5385, decode.d4.loss_mask: 0.6322, decode.d4.loss_dice: 0.9584, decode.d5.loss_cls: 0.5271, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9564, decode.d6.loss_cls: 0.5385, decode.d6.loss_mask: 0.6279, decode.d6.loss_dice: 0.9436, decode.d7.loss_cls: 0.5139, decode.d7.loss_mask: 0.6281, decode.d7.loss_dice: 0.9480, decode.d8.loss_cls: 0.5153, decode.d8.loss_mask: 0.6272, decode.d8.loss_dice: 0.9461, loss: 23.5963, grad_norm: 123.8291 2023-11-26 22:00:47,588 - mmseg - INFO - Iter [94050/160000] lr: 1.573e-06, eta: 6:56:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5170, decode.loss_mask: 0.6084, decode.loss_dice: 0.9569, decode.d0.loss_cls: 2.4098, decode.d0.loss_mask: 0.6724, decode.d0.loss_dice: 1.1388, decode.d1.loss_cls: 0.7188, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 1.0465, decode.d2.loss_cls: 0.6191, decode.d2.loss_mask: 0.6273, decode.d2.loss_dice: 0.9988, decode.d3.loss_cls: 0.5640, decode.d3.loss_mask: 0.6188, decode.d3.loss_dice: 0.9729, decode.d4.loss_cls: 0.5481, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9657, decode.d5.loss_cls: 0.5426, decode.d5.loss_mask: 0.6152, decode.d5.loss_dice: 0.9671, decode.d6.loss_cls: 0.5301, decode.d6.loss_mask: 0.6134, decode.d6.loss_dice: 0.9591, decode.d7.loss_cls: 0.5189, decode.d7.loss_mask: 0.6100, decode.d7.loss_dice: 0.9597, decode.d8.loss_cls: 0.5135, decode.d8.loss_mask: 0.6085, decode.d8.loss_dice: 0.9624, loss: 23.6431, grad_norm: 126.1862 2023-11-26 22:01:05,882 - mmseg - INFO - Iter [94100/160000] lr: 1.571e-06, eta: 6:55:54, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4906, decode.loss_mask: 0.6263, decode.loss_dice: 0.9396, decode.d0.loss_cls: 2.3626, decode.d0.loss_mask: 0.6923, decode.d0.loss_dice: 1.1155, decode.d1.loss_cls: 0.6668, decode.d1.loss_mask: 0.6680, decode.d1.loss_dice: 1.0216, decode.d2.loss_cls: 0.5673, decode.d2.loss_mask: 0.6463, decode.d2.loss_dice: 0.9884, decode.d3.loss_cls: 0.5378, decode.d3.loss_mask: 0.6366, decode.d3.loss_dice: 0.9609, decode.d4.loss_cls: 0.5206, decode.d4.loss_mask: 0.6305, decode.d4.loss_dice: 0.9571, decode.d5.loss_cls: 0.5152, decode.d5.loss_mask: 0.6297, decode.d5.loss_dice: 0.9539, decode.d6.loss_cls: 0.5020, decode.d6.loss_mask: 0.6284, decode.d6.loss_dice: 0.9436, decode.d7.loss_cls: 0.4921, decode.d7.loss_mask: 0.6271, decode.d7.loss_dice: 0.9413, decode.d8.loss_cls: 0.4907, decode.d8.loss_mask: 0.6252, decode.d8.loss_dice: 0.9436, loss: 23.3218, grad_norm: 121.0545 2023-11-26 22:01:24,117 - mmseg - INFO - Iter [94150/160000] lr: 1.570e-06, eta: 6:55:34, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4876, decode.loss_mask: 0.6168, decode.loss_dice: 0.9351, decode.d0.loss_cls: 2.3518, decode.d0.loss_mask: 0.6809, decode.d0.loss_dice: 1.1184, decode.d1.loss_cls: 0.6781, decode.d1.loss_mask: 0.6493, decode.d1.loss_dice: 1.0264, decode.d2.loss_cls: 0.5888, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9817, decode.d3.loss_cls: 0.5464, decode.d3.loss_mask: 0.6224, decode.d3.loss_dice: 0.9485, decode.d4.loss_cls: 0.5256, decode.d4.loss_mask: 0.6208, decode.d4.loss_dice: 0.9542, decode.d5.loss_cls: 0.5032, decode.d5.loss_mask: 0.6206, decode.d5.loss_dice: 0.9499, decode.d6.loss_cls: 0.4990, decode.d6.loss_mask: 0.6176, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.4908, decode.d7.loss_mask: 0.6185, decode.d7.loss_dice: 0.9376, decode.d8.loss_cls: 0.4910, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9388, loss: 23.1773, grad_norm: 150.4531 2023-11-26 22:01:42,321 - mmseg - INFO - Iter [94200/160000] lr: 1.569e-06, eta: 6:55:15, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5024, decode.loss_mask: 0.6285, decode.loss_dice: 0.9371, decode.d0.loss_cls: 2.3867, decode.d0.loss_mask: 0.7098, decode.d0.loss_dice: 1.1282, decode.d1.loss_cls: 0.6881, decode.d1.loss_mask: 0.6679, decode.d1.loss_dice: 1.0386, decode.d2.loss_cls: 0.5972, decode.d2.loss_mask: 0.6476, decode.d2.loss_dice: 0.9836, decode.d3.loss_cls: 0.5552, decode.d3.loss_mask: 0.6420, decode.d3.loss_dice: 0.9502, decode.d4.loss_cls: 0.5464, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9477, decode.d5.loss_cls: 0.5175, decode.d5.loss_mask: 0.6387, decode.d5.loss_dice: 0.9518, decode.d6.loss_cls: 0.5109, decode.d6.loss_mask: 0.6338, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5053, decode.d7.loss_mask: 0.6315, decode.d7.loss_dice: 0.9411, decode.d8.loss_cls: 0.4992, decode.d8.loss_mask: 0.6312, decode.d8.loss_dice: 0.9387, loss: 23.5295, grad_norm: 131.6102 2023-11-26 22:02:00,541 - mmseg - INFO - Iter [94250/160000] lr: 1.568e-06, eta: 6:54:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4854, decode.loss_mask: 0.6303, decode.loss_dice: 0.9342, decode.d0.loss_cls: 2.3947, decode.d0.loss_mask: 0.6978, decode.d0.loss_dice: 1.1145, decode.d1.loss_cls: 0.6583, decode.d1.loss_mask: 0.6665, decode.d1.loss_dice: 1.0293, decode.d2.loss_cls: 0.5719, decode.d2.loss_mask: 0.6454, decode.d2.loss_dice: 0.9839, decode.d3.loss_cls: 0.5341, decode.d3.loss_mask: 0.6376, decode.d3.loss_dice: 0.9486, decode.d4.loss_cls: 0.5126, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9457, decode.d5.loss_cls: 0.5003, decode.d5.loss_mask: 0.6342, decode.d5.loss_dice: 0.9483, decode.d6.loss_cls: 0.4960, decode.d6.loss_mask: 0.6317, decode.d6.loss_dice: 0.9435, decode.d7.loss_cls: 0.4887, decode.d7.loss_mask: 0.6291, decode.d7.loss_dice: 0.9407, decode.d8.loss_cls: 0.4846, decode.d8.loss_mask: 0.6293, decode.d8.loss_dice: 0.9381, loss: 23.2907, grad_norm: 121.6410 2023-11-26 22:02:19,289 - mmseg - INFO - Iter [94300/160000] lr: 1.567e-06, eta: 6:54:36, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4469, decode.loss_mask: 0.6129, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.3071, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.0674, decode.d1.loss_cls: 0.6223, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9663, decode.d2.loss_cls: 0.5300, decode.d2.loss_mask: 0.6278, decode.d2.loss_dice: 0.9284, decode.d3.loss_cls: 0.4936, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9048, decode.d4.loss_cls: 0.4710, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9006, decode.d5.loss_cls: 0.4667, decode.d5.loss_mask: 0.6153, decode.d5.loss_dice: 0.8999, decode.d6.loss_cls: 0.4577, decode.d6.loss_mask: 0.6164, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4507, decode.d7.loss_mask: 0.6146, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4553, decode.d8.loss_mask: 0.6142, decode.d8.loss_dice: 0.8904, loss: 22.1812, grad_norm: 110.4310 2023-11-26 22:02:37,693 - mmseg - INFO - Iter [94350/160000] lr: 1.565e-06, eta: 6:54:17, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4820, decode.loss_mask: 0.6079, decode.loss_dice: 0.9225, decode.d0.loss_cls: 2.3969, decode.d0.loss_mask: 0.6710, decode.d0.loss_dice: 1.1024, decode.d1.loss_cls: 0.6649, decode.d1.loss_mask: 0.6413, decode.d1.loss_dice: 1.0153, decode.d2.loss_cls: 0.5731, decode.d2.loss_mask: 0.6287, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5374, decode.d3.loss_mask: 0.6181, decode.d3.loss_dice: 0.9419, decode.d4.loss_cls: 0.5223, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.9431, decode.d5.loss_cls: 0.5078, decode.d5.loss_mask: 0.6117, decode.d5.loss_dice: 0.9366, decode.d6.loss_cls: 0.5032, decode.d6.loss_mask: 0.6098, decode.d6.loss_dice: 0.9268, decode.d7.loss_cls: 0.4966, decode.d7.loss_mask: 0.6081, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.4844, decode.d8.loss_mask: 0.6097, decode.d8.loss_dice: 0.9268, loss: 23.0028, grad_norm: 115.8078 2023-11-26 22:02:55,921 - mmseg - INFO - Iter [94400/160000] lr: 1.564e-06, eta: 6:53:58, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4892, decode.loss_mask: 0.6258, decode.loss_dice: 0.9405, decode.d0.loss_cls: 2.3351, decode.d0.loss_mask: 0.6995, decode.d0.loss_dice: 1.1218, decode.d1.loss_cls: 0.6700, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 1.0354, decode.d2.loss_cls: 0.5833, decode.d2.loss_mask: 0.6465, decode.d2.loss_dice: 0.9842, decode.d3.loss_cls: 0.5456, decode.d3.loss_mask: 0.6365, decode.d3.loss_dice: 0.9604, decode.d4.loss_cls: 0.5266, decode.d4.loss_mask: 0.6325, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5103, decode.d5.loss_mask: 0.6323, decode.d5.loss_dice: 0.9546, decode.d6.loss_cls: 0.4993, decode.d6.loss_mask: 0.6294, decode.d6.loss_dice: 0.9476, decode.d7.loss_cls: 0.4969, decode.d7.loss_mask: 0.6286, decode.d7.loss_dice: 0.9441, decode.d8.loss_cls: 0.4965, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9444, loss: 23.3682, grad_norm: 118.0405 2023-11-26 22:03:14,229 - mmseg - INFO - Iter [94450/160000] lr: 1.563e-06, eta: 6:53:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5254, decode.loss_mask: 0.5994, decode.loss_dice: 0.9529, decode.d0.loss_cls: 2.4035, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 1.1261, decode.d1.loss_cls: 0.7013, decode.d1.loss_mask: 0.6269, decode.d1.loss_dice: 1.0397, decode.d2.loss_cls: 0.6147, decode.d2.loss_mask: 0.6109, decode.d2.loss_dice: 0.9934, decode.d3.loss_cls: 0.5810, decode.d3.loss_mask: 0.6087, decode.d3.loss_dice: 0.9657, decode.d4.loss_cls: 0.5624, decode.d4.loss_mask: 0.6066, decode.d4.loss_dice: 0.9681, decode.d5.loss_cls: 0.5426, decode.d5.loss_mask: 0.6047, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5391, decode.d6.loss_mask: 0.6017, decode.d6.loss_dice: 0.9534, decode.d7.loss_cls: 0.5321, decode.d7.loss_mask: 0.5995, decode.d7.loss_dice: 0.9498, decode.d8.loss_cls: 0.5253, decode.d8.loss_mask: 0.6009, decode.d8.loss_dice: 0.9504, loss: 23.5107, grad_norm: 111.7593 2023-11-26 22:03:32,505 - mmseg - INFO - Iter [94500/160000] lr: 1.562e-06, eta: 6:53:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4721, decode.loss_mask: 0.6161, decode.loss_dice: 0.9351, decode.d0.loss_cls: 2.3358, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.1024, decode.d1.loss_cls: 0.6461, decode.d1.loss_mask: 0.6484, decode.d1.loss_dice: 1.0147, decode.d2.loss_cls: 0.5553, decode.d2.loss_mask: 0.6338, decode.d2.loss_dice: 0.9726, decode.d3.loss_cls: 0.5200, decode.d3.loss_mask: 0.6292, decode.d3.loss_dice: 0.9489, decode.d4.loss_cls: 0.5016, decode.d4.loss_mask: 0.6221, decode.d4.loss_dice: 0.9454, decode.d5.loss_cls: 0.4816, decode.d5.loss_mask: 0.6221, decode.d5.loss_dice: 0.9451, decode.d6.loss_cls: 0.4869, decode.d6.loss_mask: 0.6190, decode.d6.loss_dice: 0.9295, decode.d7.loss_cls: 0.4727, decode.d7.loss_mask: 0.6189, decode.d7.loss_dice: 0.9345, decode.d8.loss_cls: 0.4638, decode.d8.loss_mask: 0.6184, decode.d8.loss_dice: 0.9364, loss: 22.9013, grad_norm: 116.7148 2023-11-26 22:03:50,756 - mmseg - INFO - Iter [94550/160000] lr: 1.561e-06, eta: 6:52:59, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5147, decode.loss_mask: 0.6006, decode.loss_dice: 0.9393, decode.d0.loss_cls: 2.4193, decode.d0.loss_mask: 0.6600, decode.d0.loss_dice: 1.1229, decode.d1.loss_cls: 0.6898, decode.d1.loss_mask: 0.6261, decode.d1.loss_dice: 1.0280, decode.d2.loss_cls: 0.6058, decode.d2.loss_mask: 0.6115, decode.d2.loss_dice: 0.9828, decode.d3.loss_cls: 0.5627, decode.d3.loss_mask: 0.6025, decode.d3.loss_dice: 0.9554, decode.d4.loss_cls: 0.5442, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.9539, decode.d5.loss_cls: 0.5389, decode.d5.loss_mask: 0.6001, decode.d5.loss_dice: 0.9517, decode.d6.loss_cls: 0.5275, decode.d6.loss_mask: 0.6017, decode.d6.loss_dice: 0.9392, decode.d7.loss_cls: 0.5188, decode.d7.loss_mask: 0.5997, decode.d7.loss_dice: 0.9453, decode.d8.loss_cls: 0.5101, decode.d8.loss_mask: 0.5997, decode.d8.loss_dice: 0.9425, loss: 23.2993, grad_norm: 116.3788 2023-11-26 22:04:08,967 - mmseg - INFO - Iter [94600/160000] lr: 1.559e-06, eta: 6:52:40, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5012, decode.loss_mask: 0.6310, decode.loss_dice: 0.9391, decode.d0.loss_cls: 2.3667, decode.d0.loss_mask: 0.7000, decode.d0.loss_dice: 1.1173, decode.d1.loss_cls: 0.6745, decode.d1.loss_mask: 0.6650, decode.d1.loss_dice: 1.0242, decode.d2.loss_cls: 0.5828, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 0.9812, decode.d3.loss_cls: 0.5509, decode.d3.loss_mask: 0.6414, decode.d3.loss_dice: 0.9569, decode.d4.loss_cls: 0.5255, decode.d4.loss_mask: 0.6424, decode.d4.loss_dice: 0.9549, decode.d5.loss_cls: 0.5198, decode.d5.loss_mask: 0.6383, decode.d5.loss_dice: 0.9465, decode.d6.loss_cls: 0.5159, decode.d6.loss_mask: 0.6334, decode.d6.loss_dice: 0.9338, decode.d7.loss_cls: 0.5105, decode.d7.loss_mask: 0.6312, decode.d7.loss_dice: 0.9317, decode.d8.loss_cls: 0.4998, decode.d8.loss_mask: 0.6304, decode.d8.loss_dice: 0.9394, loss: 23.4354, grad_norm: 117.9326 2023-11-26 22:04:27,202 - mmseg - INFO - Iter [94650/160000] lr: 1.558e-06, eta: 6:52:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4945, decode.loss_mask: 0.6461, decode.loss_dice: 0.9545, decode.d0.loss_cls: 2.3504, decode.d0.loss_mask: 0.7131, decode.d0.loss_dice: 1.1392, decode.d1.loss_cls: 0.6804, decode.d1.loss_mask: 0.6806, decode.d1.loss_dice: 1.0381, decode.d2.loss_cls: 0.5845, decode.d2.loss_mask: 0.6647, decode.d2.loss_dice: 0.9939, decode.d3.loss_cls: 0.5523, decode.d3.loss_mask: 0.6544, decode.d3.loss_dice: 0.9672, decode.d4.loss_cls: 0.5309, decode.d4.loss_mask: 0.6540, decode.d4.loss_dice: 0.9674, decode.d5.loss_cls: 0.5244, decode.d5.loss_mask: 0.6498, decode.d5.loss_dice: 0.9643, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6454, decode.d6.loss_dice: 0.9479, decode.d7.loss_cls: 0.5058, decode.d7.loss_mask: 0.6460, decode.d7.loss_dice: 0.9546, decode.d8.loss_cls: 0.4976, decode.d8.loss_mask: 0.6447, decode.d8.loss_dice: 0.9556, loss: 23.7214, grad_norm: 146.0916 2023-11-26 22:04:45,667 - mmseg - INFO - Iter [94700/160000] lr: 1.557e-06, eta: 6:52:01, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5181, decode.loss_mask: 0.6052, decode.loss_dice: 0.9327, decode.d0.loss_cls: 2.3804, decode.d0.loss_mask: 0.6746, decode.d0.loss_dice: 1.1037, decode.d1.loss_cls: 0.6942, decode.d1.loss_mask: 0.6424, decode.d1.loss_dice: 1.0159, decode.d2.loss_cls: 0.6008, decode.d2.loss_mask: 0.6248, decode.d2.loss_dice: 0.9686, decode.d3.loss_cls: 0.5681, decode.d3.loss_mask: 0.6169, decode.d3.loss_dice: 0.9457, decode.d4.loss_cls: 0.5441, decode.d4.loss_mask: 0.6154, decode.d4.loss_dice: 0.9416, decode.d5.loss_cls: 0.5294, decode.d5.loss_mask: 0.6128, decode.d5.loss_dice: 0.9448, decode.d6.loss_cls: 0.5283, decode.d6.loss_mask: 0.6085, decode.d6.loss_dice: 0.9283, decode.d7.loss_cls: 0.5173, decode.d7.loss_mask: 0.6083, decode.d7.loss_dice: 0.9310, decode.d8.loss_cls: 0.5184, decode.d8.loss_mask: 0.6101, decode.d8.loss_dice: 0.9328, loss: 23.2634, grad_norm: 124.5979 2023-11-26 22:05:06,386 - mmseg - INFO - Iter [94750/160000] lr: 1.556e-06, eta: 6:51:44, time: 0.414, data_time: 0.052, memory: 36416, decode.loss_cls: 0.5221, decode.loss_mask: 0.6158, decode.loss_dice: 0.9441, decode.d0.loss_cls: 2.3816, decode.d0.loss_mask: 0.6836, decode.d0.loss_dice: 1.1351, decode.d1.loss_cls: 0.6929, decode.d1.loss_mask: 0.6474, decode.d1.loss_dice: 1.0357, decode.d2.loss_cls: 0.5986, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9952, decode.d3.loss_cls: 0.5789, decode.d3.loss_mask: 0.6242, decode.d3.loss_dice: 0.9620, decode.d4.loss_cls: 0.5556, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9591, decode.d5.loss_cls: 0.5474, decode.d5.loss_mask: 0.6213, decode.d5.loss_dice: 0.9608, decode.d6.loss_cls: 0.5266, decode.d6.loss_mask: 0.6196, decode.d6.loss_dice: 0.9487, decode.d7.loss_cls: 0.5278, decode.d7.loss_mask: 0.6170, decode.d7.loss_dice: 0.9478, decode.d8.loss_cls: 0.5154, decode.d8.loss_mask: 0.6185, decode.d8.loss_dice: 0.9487, loss: 23.5901, grad_norm: 134.0142 2023-11-26 22:05:24,905 - mmseg - INFO - Iter [94800/160000] lr: 1.555e-06, eta: 6:51:24, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4681, decode.loss_mask: 0.6006, decode.loss_dice: 0.9146, decode.d0.loss_cls: 2.3479, decode.d0.loss_mask: 0.6655, decode.d0.loss_dice: 1.0932, decode.d1.loss_cls: 0.6501, decode.d1.loss_mask: 0.6345, decode.d1.loss_dice: 1.0047, decode.d2.loss_cls: 0.5636, decode.d2.loss_mask: 0.6174, decode.d2.loss_dice: 0.9540, decode.d3.loss_cls: 0.5171, decode.d3.loss_mask: 0.6102, decode.d3.loss_dice: 0.9274, decode.d4.loss_cls: 0.4973, decode.d4.loss_mask: 0.6109, decode.d4.loss_dice: 0.9287, decode.d5.loss_cls: 0.4895, decode.d5.loss_mask: 0.6060, decode.d5.loss_dice: 0.9226, decode.d6.loss_cls: 0.4807, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.9175, decode.d7.loss_cls: 0.4777, decode.d7.loss_mask: 0.6026, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4658, decode.d8.loss_mask: 0.6035, decode.d8.loss_dice: 0.9166, loss: 22.6068, grad_norm: 113.8419 2023-11-26 22:05:43,350 - mmseg - INFO - Iter [94850/160000] lr: 1.554e-06, eta: 6:51:05, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4651, decode.loss_mask: 0.6073, decode.loss_dice: 0.9200, decode.d0.loss_cls: 2.3402, decode.d0.loss_mask: 0.6748, decode.d0.loss_dice: 1.0915, decode.d1.loss_cls: 0.6523, decode.d1.loss_mask: 0.6433, decode.d1.loss_dice: 1.0059, decode.d2.loss_cls: 0.5603, decode.d2.loss_mask: 0.6287, decode.d2.loss_dice: 0.9572, decode.d3.loss_cls: 0.5265, decode.d3.loss_mask: 0.6176, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.5056, decode.d4.loss_mask: 0.6152, decode.d4.loss_dice: 0.9306, decode.d5.loss_cls: 0.4885, decode.d5.loss_mask: 0.6172, decode.d5.loss_dice: 0.9291, decode.d6.loss_cls: 0.4772, decode.d6.loss_mask: 0.6132, decode.d6.loss_dice: 0.9222, decode.d7.loss_cls: 0.4676, decode.d7.loss_mask: 0.6085, decode.d7.loss_dice: 0.9232, decode.d8.loss_cls: 0.4670, decode.d8.loss_mask: 0.6079, decode.d8.loss_dice: 0.9241, loss: 22.7184, grad_norm: 134.5514 2023-11-26 22:06:01,663 - mmseg - INFO - Iter [94900/160000] lr: 1.552e-06, eta: 6:50:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4767, decode.loss_mask: 0.6207, decode.loss_dice: 0.9399, decode.d0.loss_cls: 2.4302, decode.d0.loss_mask: 0.6759, decode.d0.loss_dice: 1.1163, decode.d1.loss_cls: 0.6650, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 1.0244, decode.d2.loss_cls: 0.5706, decode.d2.loss_mask: 0.6333, decode.d2.loss_dice: 0.9802, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9505, decode.d4.loss_cls: 0.5046, decode.d4.loss_mask: 0.6246, decode.d4.loss_dice: 0.9503, decode.d5.loss_cls: 0.4940, decode.d5.loss_mask: 0.6280, decode.d5.loss_dice: 0.9499, decode.d6.loss_cls: 0.4964, decode.d6.loss_mask: 0.6228, decode.d6.loss_dice: 0.9425, decode.d7.loss_cls: 0.4836, decode.d7.loss_mask: 0.6241, decode.d7.loss_dice: 0.9438, decode.d8.loss_cls: 0.4792, decode.d8.loss_mask: 0.6217, decode.d8.loss_dice: 0.9412, loss: 23.1969, grad_norm: 120.4287 2023-11-26 22:06:20,119 - mmseg - INFO - Iter [94950/160000] lr: 1.551e-06, eta: 6:50:27, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4870, decode.loss_mask: 0.6161, decode.loss_dice: 0.9257, decode.d0.loss_cls: 2.4153, decode.d0.loss_mask: 0.6837, decode.d0.loss_dice: 1.1047, decode.d1.loss_cls: 0.6832, decode.d1.loss_mask: 0.6551, decode.d1.loss_dice: 1.0082, decode.d2.loss_cls: 0.5813, decode.d2.loss_mask: 0.6351, decode.d2.loss_dice: 0.9685, decode.d3.loss_cls: 0.5435, decode.d3.loss_mask: 0.6276, decode.d3.loss_dice: 0.9422, decode.d4.loss_cls: 0.5263, decode.d4.loss_mask: 0.6222, decode.d4.loss_dice: 0.9394, decode.d5.loss_cls: 0.5135, decode.d5.loss_mask: 0.6196, decode.d5.loss_dice: 0.9364, decode.d6.loss_cls: 0.4998, decode.d6.loss_mask: 0.6162, decode.d6.loss_dice: 0.9296, decode.d7.loss_cls: 0.4926, decode.d7.loss_mask: 0.6183, decode.d7.loss_dice: 0.9293, decode.d8.loss_cls: 0.4880, decode.d8.loss_mask: 0.6158, decode.d8.loss_dice: 0.9277, loss: 23.1519, grad_norm: 126.4934 2023-11-26 22:06:40,401 - mmseg - INFO - Saving checkpoint at 95000 iterations 2023-11-26 22:06:42,118 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:06:42,118 - mmseg - INFO - Iter [95000/160000] lr: 1.550e-06, eta: 6:50:10, time: 0.440, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5159, decode.loss_mask: 0.6043, decode.loss_dice: 0.9559, decode.d0.loss_cls: 2.4429, decode.d0.loss_mask: 0.6598, decode.d0.loss_dice: 1.1378, decode.d1.loss_cls: 0.6915, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 1.0418, decode.d2.loss_cls: 0.6191, decode.d2.loss_mask: 0.6224, decode.d2.loss_dice: 1.0009, decode.d3.loss_cls: 0.5753, decode.d3.loss_mask: 0.6139, decode.d3.loss_dice: 0.9749, decode.d4.loss_cls: 0.5541, decode.d4.loss_mask: 0.6111, decode.d4.loss_dice: 0.9733, decode.d5.loss_cls: 0.5390, decode.d5.loss_mask: 0.6081, decode.d5.loss_dice: 0.9723, decode.d6.loss_cls: 0.5224, decode.d6.loss_mask: 0.6078, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.5216, decode.d7.loss_mask: 0.6045, decode.d7.loss_dice: 0.9571, decode.d8.loss_cls: 0.5184, decode.d8.loss_mask: 0.6041, decode.d8.loss_dice: 0.9589, loss: 23.6090, grad_norm: 128.6408 2023-11-26 22:06:58,579 - mmseg - INFO - per class results: 2023-11-26 22:06:58,585 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.99 | 86.26 | | building | 84.15 | 91.53 | | sky | 94.69 | 97.04 | | floor | 82.69 | 90.12 | | tree | 74.7 | 86.87 | | ceiling | 83.41 | 90.67 | | road | 84.92 | 90.89 | | bed | 90.5 | 95.27 | | windowpane | 60.74 | 76.56 | | grass | 72.22 | 80.17 | | cabinet | 59.27 | 73.98 | | sidewalk | 70.45 | 82.52 | | person | 84.06 | 92.22 | | earth | 33.46 | 47.89 | | door | 57.17 | 77.51 | | table | 63.17 | 74.5 | | mountain | 58.32 | 79.63 | | plant | 51.99 | 65.45 | | curtain | 76.31 | 90.89 | | chair | 61.38 | 73.06 | | car | 86.31 | 93.83 | | water | 47.25 | 62.58 | | painting | 71.1 | 87.84 | | sofa | 73.14 | 89.46 | | shelf | 44.64 | 67.4 | | house | 45.61 | 65.75 | | sea | 56.78 | 78.71 | | mirror | 64.0 | 80.35 | | rug | 67.52 | 80.0 | | field | 33.62 | 62.57 | | armchair | 52.04 | 68.04 | | seat | 62.18 | 88.23 | | fence | 44.2 | 65.4 | | desk | 50.91 | 68.57 | | rock | 51.18 | 65.99 | | wardrobe | 46.37 | 65.82 | | lamp | 69.09 | 79.83 | | bathtub | 79.71 | 91.17 | | railing | 34.76 | 55.77 | | cushion | 64.39 | 80.27 | | base | 32.91 | 62.39 | | box | 26.74 | 40.7 | | column | 46.89 | 60.8 | | signboard | 39.74 | 53.89 | | chest of drawers | 38.08 | 65.63 | | counter | 36.54 | 52.88 | | sand | 30.53 | 43.16 | | sink | 75.51 | 85.82 | | skyscraper | 50.38 | 59.52 | | fireplace | 69.46 | 93.11 | | refrigerator | 79.52 | 90.94 | | grandstand | 39.03 | 76.86 | | path | 26.05 | 38.48 | | stairs | 31.45 | 44.12 | | runway | 73.97 | 97.37 | | case | 54.43 | 58.35 | | pool table | 94.98 | 97.33 | | pillow | 57.79 | 67.36 | | screen door | 54.69 | 78.9 | | stairway | 35.13 | 45.85 | | river | 15.85 | 21.37 | | bridge | 71.44 | 89.06 | | bookcase | 31.5 | 44.29 | | blind | 40.71 | 52.82 | | coffee table | 62.32 | 81.41 | | toilet | 87.41 | 91.63 | | flower | 36.78 | 54.29 | | book | 46.62 | 72.95 | | hill | 7.36 | 13.25 | | bench | 46.18 | 65.57 | | countertop | 58.03 | 69.5 | | stove | 83.42 | 93.03 | | palm | 51.59 | 72.98 | | kitchen island | 32.47 | 64.99 | | computer | 62.85 | 70.98 | | swivel chair | 52.28 | 73.72 | | boat | 55.68 | 89.2 | | bar | 54.33 | 65.93 | | arcade machine | 22.96 | 26.19 | | hovel | 10.94 | 16.44 | | bus | 91.52 | 95.14 | | towel | 71.35 | 84.13 | | light | 61.5 | 77.25 | | truck | 38.52 | 52.17 | | tower | 27.07 | 40.73 | | chandelier | 67.97 | 81.77 | | awning | 32.46 | 46.46 | | streetlight | 38.12 | 51.17 | | booth | 9.53 | 9.59 | | television receiver | 73.96 | 87.48 | | airplane | 60.66 | 66.28 | | dirt track | 7.05 | 11.2 | | apparel | 31.44 | 42.5 | | pole | 35.84 | 56.1 | | land | 1.71 | 5.16 | | bannister | 15.17 | 21.29 | | escalator | 7.25 | 7.62 | | ottoman | 52.6 | 68.76 | | bottle | 26.59 | 36.32 | | buffet | 40.61 | 49.67 | | poster | 33.64 | 46.09 | | stage | 7.41 | 26.77 | | van | 47.71 | 65.47 | | ship | 63.95 | 69.82 | | fountain | 42.0 | 43.31 | | conveyer belt | 48.41 | 86.14 | | canopy | 18.52 | 32.29 | | washer | 72.37 | 77.29 | | plaything | 21.06 | 34.18 | | swimming pool | 74.65 | 77.53 | | stool | 42.09 | 71.53 | | barrel | 63.35 | 74.42 | | basket | 36.78 | 58.28 | | waterfall | 39.08 | 54.83 | | tent | 93.32 | 97.63 | | bag | 17.48 | 27.21 | | minibike | 69.22 | 88.22 | | cradle | 85.5 | 97.82 | | oven | 52.66 | 63.33 | | ball | 52.37 | 62.86 | | food | 69.29 | 82.32 | | step | 8.57 | 12.17 | | tank | 47.15 | 66.07 | | trade name | 33.33 | 43.97 | | microwave | 81.25 | 91.0 | | pot | 37.29 | 44.82 | | animal | 72.27 | 74.42 | | bicycle | 60.47 | 83.48 | | lake | 3.97 | 5.4 | | dishwasher | 77.14 | 84.72 | | screen | 53.08 | 92.45 | | blanket | 29.8 | 36.89 | | sculpture | 63.89 | 86.23 | | hood | 72.6 | 94.13 | | sconce | 57.51 | 72.37 | | vase | 49.49 | 72.09 | | traffic light | 37.45 | 63.64 | | tray | 21.62 | 38.08 | | ashcan | 45.29 | 67.02 | | fan | 62.47 | 84.96 | | pier | 50.74 | 57.0 | | crt screen | 1.72 | 6.2 | | plate | 58.77 | 75.05 | | monitor | 3.25 | 4.05 | | bulletin board | 44.03 | 69.14 | | shower | 3.47 | 23.23 | | radiator | 71.14 | 84.67 | | glass | 21.41 | 25.19 | | clock | 46.55 | 59.86 | | flag | 48.89 | 53.52 | +---------------------+-------+-------+ 2023-11-26 22:06:58,585 - mmseg - INFO - Summary: 2023-11-26 22:06:58,585 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.42 | 50.65 | 64.56 | +-------+-------+-------+ 2023-11-26 22:06:58,595 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_65000.pth was removed 2023-11-26 22:07:00,071 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_95000.pth. 2023-11-26 22:07:00,071 - mmseg - INFO - Best mIoU is 0.5065 at 95000 iter. 2023-11-26 22:07:00,071 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:07:00,071 - mmseg - INFO - Iter(val) [250] aAcc: 0.8342, mIoU: 0.5065, mAcc: 0.6456, IoU.wall: 0.7799, IoU.building: 0.8415, IoU.sky: 0.9469, IoU.floor: 0.8269, IoU.tree: 0.7470, IoU.ceiling: 0.8341, IoU.road: 0.8492, IoU.bed : 0.9050, IoU.windowpane: 0.6074, IoU.grass: 0.7222, IoU.cabinet: 0.5927, IoU.sidewalk: 0.7045, IoU.person: 0.8406, IoU.earth: 0.3346, IoU.door: 0.5717, IoU.table: 0.6317, IoU.mountain: 0.5832, IoU.plant: 0.5199, IoU.curtain: 0.7631, IoU.chair: 0.6138, IoU.car: 0.8631, IoU.water: 0.4725, IoU.painting: 0.7110, IoU.sofa: 0.7314, IoU.shelf: 0.4464, IoU.house: 0.4561, IoU.sea: 0.5678, IoU.mirror: 0.6400, IoU.rug: 0.6752, IoU.field: 0.3362, IoU.armchair: 0.5204, IoU.seat: 0.6218, IoU.fence: 0.4420, IoU.desk: 0.5091, IoU.rock: 0.5118, IoU.wardrobe: 0.4637, IoU.lamp: 0.6909, IoU.bathtub: 0.7971, IoU.railing: 0.3476, IoU.cushion: 0.6439, IoU.base: 0.3291, IoU.box: 0.2674, IoU.column: 0.4689, IoU.signboard: 0.3974, IoU.chest of drawers: 0.3808, IoU.counter: 0.3654, IoU.sand: 0.3053, IoU.sink: 0.7551, IoU.skyscraper: 0.5038, IoU.fireplace: 0.6946, IoU.refrigerator: 0.7952, IoU.grandstand: 0.3903, IoU.path: 0.2605, IoU.stairs: 0.3145, IoU.runway: 0.7397, IoU.case: 0.5443, IoU.pool table: 0.9498, IoU.pillow: 0.5779, IoU.screen door: 0.5469, IoU.stairway: 0.3513, IoU.river: 0.1585, IoU.bridge: 0.7144, IoU.bookcase: 0.3150, IoU.blind: 0.4071, IoU.coffee table: 0.6232, IoU.toilet: 0.8741, IoU.flower: 0.3678, IoU.book: 0.4662, IoU.hill: 0.0736, IoU.bench: 0.4618, IoU.countertop: 0.5803, IoU.stove: 0.8342, IoU.palm: 0.5159, IoU.kitchen island: 0.3247, IoU.computer: 0.6285, IoU.swivel chair: 0.5228, IoU.boat: 0.5568, IoU.bar: 0.5433, IoU.arcade machine: 0.2296, IoU.hovel: 0.1094, IoU.bus: 0.9152, IoU.towel: 0.7135, IoU.light: 0.6150, IoU.truck: 0.3852, IoU.tower: 0.2707, IoU.chandelier: 0.6797, IoU.awning: 0.3246, IoU.streetlight: 0.3812, IoU.booth: 0.0953, IoU.television receiver: 0.7396, IoU.airplane: 0.6066, IoU.dirt track: 0.0705, IoU.apparel: 0.3144, IoU.pole: 0.3584, IoU.land: 0.0171, IoU.bannister: 0.1517, IoU.escalator: 0.0725, IoU.ottoman: 0.5260, IoU.bottle: 0.2659, IoU.buffet: 0.4061, IoU.poster: 0.3364, IoU.stage: 0.0741, IoU.van: 0.4771, IoU.ship: 0.6395, IoU.fountain: 0.4200, IoU.conveyer belt: 0.4841, IoU.canopy: 0.1852, IoU.washer: 0.7237, IoU.plaything: 0.2106, IoU.swimming pool: 0.7465, IoU.stool: 0.4209, IoU.barrel: 0.6335, IoU.basket: 0.3678, IoU.waterfall: 0.3908, IoU.tent: 0.9332, IoU.bag: 0.1748, IoU.minibike: 0.6922, IoU.cradle: 0.8550, IoU.oven: 0.5266, IoU.ball: 0.5237, IoU.food: 0.6929, IoU.step: 0.0857, IoU.tank: 0.4715, IoU.trade name: 0.3333, IoU.microwave: 0.8125, IoU.pot: 0.3729, IoU.animal: 0.7227, IoU.bicycle: 0.6047, IoU.lake: 0.0397, IoU.dishwasher: 0.7714, IoU.screen: 0.5308, IoU.blanket: 0.2980, IoU.sculpture: 0.6389, IoU.hood: 0.7260, IoU.sconce: 0.5751, IoU.vase: 0.4949, IoU.traffic light: 0.3745, IoU.tray: 0.2162, IoU.ashcan: 0.4529, IoU.fan: 0.6247, IoU.pier: 0.5074, IoU.crt screen: 0.0172, IoU.plate: 0.5877, IoU.monitor: 0.0325, IoU.bulletin board: 0.4403, IoU.shower: 0.0347, IoU.radiator: 0.7114, IoU.glass: 0.2141, IoU.clock: 0.4655, IoU.flag: 0.4889, Acc.wall: 0.8626, Acc.building: 0.9153, Acc.sky: 0.9704, Acc.floor: 0.9012, Acc.tree: 0.8687, Acc.ceiling: 0.9067, Acc.road: 0.9089, Acc.bed : 0.9527, Acc.windowpane: 0.7656, Acc.grass: 0.8017, Acc.cabinet: 0.7398, Acc.sidewalk: 0.8252, Acc.person: 0.9222, Acc.earth: 0.4789, Acc.door: 0.7751, Acc.table: 0.7450, Acc.mountain: 0.7963, Acc.plant: 0.6545, Acc.curtain: 0.9089, Acc.chair: 0.7306, Acc.car: 0.9383, Acc.water: 0.6258, Acc.painting: 0.8784, Acc.sofa: 0.8946, Acc.shelf: 0.6740, Acc.house: 0.6575, Acc.sea: 0.7871, Acc.mirror: 0.8035, Acc.rug: 0.8000, Acc.field: 0.6257, Acc.armchair: 0.6804, Acc.seat: 0.8823, Acc.fence: 0.6540, Acc.desk: 0.6857, Acc.rock: 0.6599, Acc.wardrobe: 0.6582, Acc.lamp: 0.7983, Acc.bathtub: 0.9117, Acc.railing: 0.5577, Acc.cushion: 0.8027, Acc.base: 0.6239, Acc.box: 0.4070, Acc.column: 0.6080, Acc.signboard: 0.5389, Acc.chest of drawers: 0.6563, Acc.counter: 0.5288, Acc.sand: 0.4316, Acc.sink: 0.8582, Acc.skyscraper: 0.5952, Acc.fireplace: 0.9311, Acc.refrigerator: 0.9094, Acc.grandstand: 0.7686, Acc.path: 0.3848, Acc.stairs: 0.4412, Acc.runway: 0.9737, Acc.case: 0.5835, Acc.pool table: 0.9733, Acc.pillow: 0.6736, Acc.screen door: 0.7890, Acc.stairway: 0.4585, Acc.river: 0.2137, Acc.bridge: 0.8906, Acc.bookcase: 0.4429, Acc.blind: 0.5282, Acc.coffee table: 0.8141, Acc.toilet: 0.9163, Acc.flower: 0.5429, Acc.book: 0.7295, Acc.hill: 0.1325, Acc.bench: 0.6557, Acc.countertop: 0.6950, Acc.stove: 0.9303, Acc.palm: 0.7298, Acc.kitchen island: 0.6499, Acc.computer: 0.7098, Acc.swivel chair: 0.7372, Acc.boat: 0.8920, Acc.bar: 0.6593, Acc.arcade machine: 0.2619, Acc.hovel: 0.1644, Acc.bus: 0.9514, Acc.towel: 0.8413, Acc.light: 0.7725, Acc.truck: 0.5217, Acc.tower: 0.4073, Acc.chandelier: 0.8177, Acc.awning: 0.4646, Acc.streetlight: 0.5117, Acc.booth: 0.0959, Acc.television receiver: 0.8748, Acc.airplane: 0.6628, Acc.dirt track: 0.1120, Acc.apparel: 0.4250, Acc.pole: 0.5610, Acc.land: 0.0516, Acc.bannister: 0.2129, Acc.escalator: 0.0762, Acc.ottoman: 0.6876, Acc.bottle: 0.3632, Acc.buffet: 0.4967, Acc.poster: 0.4609, Acc.stage: 0.2677, Acc.van: 0.6547, Acc.ship: 0.6982, Acc.fountain: 0.4331, Acc.conveyer belt: 0.8614, Acc.canopy: 0.3229, Acc.washer: 0.7729, Acc.plaything: 0.3418, Acc.swimming pool: 0.7753, Acc.stool: 0.7153, Acc.barrel: 0.7442, Acc.basket: 0.5828, Acc.waterfall: 0.5483, Acc.tent: 0.9763, Acc.bag: 0.2721, Acc.minibike: 0.8822, Acc.cradle: 0.9782, Acc.oven: 0.6333, Acc.ball: 0.6286, Acc.food: 0.8232, Acc.step: 0.1217, Acc.tank: 0.6607, Acc.trade name: 0.4397, Acc.microwave: 0.9100, Acc.pot: 0.4482, Acc.animal: 0.7442, Acc.bicycle: 0.8348, Acc.lake: 0.0540, Acc.dishwasher: 0.8472, Acc.screen: 0.9245, Acc.blanket: 0.3689, Acc.sculpture: 0.8623, Acc.hood: 0.9413, Acc.sconce: 0.7237, Acc.vase: 0.7209, Acc.traffic light: 0.6364, Acc.tray: 0.3808, Acc.ashcan: 0.6702, Acc.fan: 0.8496, Acc.pier: 0.5700, Acc.crt screen: 0.0620, Acc.plate: 0.7505, Acc.monitor: 0.0405, Acc.bulletin board: 0.6914, Acc.shower: 0.2323, Acc.radiator: 0.8467, Acc.glass: 0.2519, Acc.clock: 0.5986, Acc.flag: 0.5352 2023-11-26 22:07:20,406 - mmseg - INFO - Iter [95050/160000] lr: 1.549e-06, eta: 6:50:04, time: 0.765, data_time: 0.368, memory: 36416, decode.loss_cls: 0.4988, decode.loss_mask: 0.6144, decode.loss_dice: 0.9234, decode.d0.loss_cls: 2.3420, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 1.0949, decode.d1.loss_cls: 0.6647, decode.d1.loss_mask: 0.6481, decode.d1.loss_dice: 0.9947, decode.d2.loss_cls: 0.5721, decode.d2.loss_mask: 0.6327, decode.d2.loss_dice: 0.9582, decode.d3.loss_cls: 0.5472, decode.d3.loss_mask: 0.6191, decode.d3.loss_dice: 0.9340, decode.d4.loss_cls: 0.5279, decode.d4.loss_mask: 0.6168, decode.d4.loss_dice: 0.9331, decode.d5.loss_cls: 0.5169, decode.d5.loss_mask: 0.6138, decode.d5.loss_dice: 0.9273, decode.d6.loss_cls: 0.5129, decode.d6.loss_mask: 0.6168, decode.d6.loss_dice: 0.9231, decode.d7.loss_cls: 0.5051, decode.d7.loss_mask: 0.6173, decode.d7.loss_dice: 0.9258, decode.d8.loss_cls: 0.5014, decode.d8.loss_mask: 0.6132, decode.d8.loss_dice: 0.9286, loss: 22.9953, grad_norm: 136.0269 2023-11-26 22:07:40,860 - mmseg - INFO - Iter [95100/160000] lr: 1.548e-06, eta: 6:49:46, time: 0.409, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5045, decode.loss_mask: 0.6164, decode.loss_dice: 0.9675, decode.d0.loss_cls: 2.3842, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.1426, decode.d1.loss_cls: 0.6896, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0530, decode.d2.loss_cls: 0.5951, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 1.0089, decode.d3.loss_cls: 0.5525, decode.d3.loss_mask: 0.6284, decode.d3.loss_dice: 0.9802, decode.d4.loss_cls: 0.5375, decode.d4.loss_mask: 0.6270, decode.d4.loss_dice: 0.9775, decode.d5.loss_cls: 0.5277, decode.d5.loss_mask: 0.6212, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5147, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9680, decode.d7.loss_cls: 0.5080, decode.d7.loss_mask: 0.6199, decode.d7.loss_dice: 0.9688, decode.d8.loss_cls: 0.5047, decode.d8.loss_mask: 0.6200, decode.d8.loss_dice: 0.9684, loss: 23.6522, grad_norm: 112.1197 2023-11-26 22:07:59,249 - mmseg - INFO - Iter [95150/160000] lr: 1.546e-06, eta: 6:49:27, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4958, decode.loss_mask: 0.6253, decode.loss_dice: 0.9387, decode.d0.loss_cls: 2.3953, decode.d0.loss_mask: 0.6888, decode.d0.loss_dice: 1.1205, decode.d1.loss_cls: 0.6893, decode.d1.loss_mask: 0.6606, decode.d1.loss_dice: 1.0359, decode.d2.loss_cls: 0.5881, decode.d2.loss_mask: 0.6455, decode.d2.loss_dice: 0.9916, decode.d3.loss_cls: 0.5402, decode.d3.loss_mask: 0.6400, decode.d3.loss_dice: 0.9610, decode.d4.loss_cls: 0.5273, decode.d4.loss_mask: 0.6346, decode.d4.loss_dice: 0.9578, decode.d5.loss_cls: 0.5156, decode.d5.loss_mask: 0.6363, decode.d5.loss_dice: 0.9592, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6285, decode.d6.loss_dice: 0.9443, decode.d7.loss_cls: 0.5012, decode.d7.loss_mask: 0.6289, decode.d7.loss_dice: 0.9392, decode.d8.loss_cls: 0.5007, decode.d8.loss_mask: 0.6262, decode.d8.loss_dice: 0.9422, loss: 23.4772, grad_norm: 122.1199 2023-11-26 22:08:17,836 - mmseg - INFO - Iter [95200/160000] lr: 1.545e-06, eta: 6:49:08, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4662, decode.loss_mask: 0.6179, decode.loss_dice: 0.9503, decode.d0.loss_cls: 2.3879, decode.d0.loss_mask: 0.6830, decode.d0.loss_dice: 1.1249, decode.d1.loss_cls: 0.6711, decode.d1.loss_mask: 0.6523, decode.d1.loss_dice: 1.0302, decode.d2.loss_cls: 0.5711, decode.d2.loss_mask: 0.6395, decode.d2.loss_dice: 0.9934, decode.d3.loss_cls: 0.5236, decode.d3.loss_mask: 0.6274, decode.d3.loss_dice: 0.9675, decode.d4.loss_cls: 0.5041, decode.d4.loss_mask: 0.6277, decode.d4.loss_dice: 0.9687, decode.d5.loss_cls: 0.4862, decode.d5.loss_mask: 0.6231, decode.d5.loss_dice: 0.9622, decode.d6.loss_cls: 0.4807, decode.d6.loss_mask: 0.6163, decode.d6.loss_dice: 0.9548, decode.d7.loss_cls: 0.4751, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.9505, decode.d8.loss_cls: 0.4687, decode.d8.loss_mask: 0.6176, decode.d8.loss_dice: 0.9508, loss: 23.2095, grad_norm: 118.1529 2023-11-26 22:08:36,410 - mmseg - INFO - Iter [95250/160000] lr: 1.544e-06, eta: 6:48:48, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4898, decode.loss_mask: 0.6017, decode.loss_dice: 0.9374, decode.d0.loss_cls: 2.3712, decode.d0.loss_mask: 0.6621, decode.d0.loss_dice: 1.1119, decode.d1.loss_cls: 0.6762, decode.d1.loss_mask: 0.6390, decode.d1.loss_dice: 1.0280, decode.d2.loss_cls: 0.5816, decode.d2.loss_mask: 0.6225, decode.d2.loss_dice: 0.9813, decode.d3.loss_cls: 0.5466, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9563, decode.d4.loss_cls: 0.5198, decode.d4.loss_mask: 0.6110, decode.d4.loss_dice: 0.9586, decode.d5.loss_cls: 0.5124, decode.d5.loss_mask: 0.6068, decode.d5.loss_dice: 0.9532, decode.d6.loss_cls: 0.5127, decode.d6.loss_mask: 0.6074, decode.d6.loss_dice: 0.9405, decode.d7.loss_cls: 0.4953, decode.d7.loss_mask: 0.6033, decode.d7.loss_dice: 0.9391, decode.d8.loss_cls: 0.4902, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.9387, loss: 23.1113, grad_norm: 116.8664 2023-11-26 22:08:54,854 - mmseg - INFO - Iter [95300/160000] lr: 1.543e-06, eta: 6:48:29, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5196, decode.loss_mask: 0.6095, decode.loss_dice: 0.9631, decode.d0.loss_cls: 2.4228, decode.d0.loss_mask: 0.6806, decode.d0.loss_dice: 1.1537, decode.d1.loss_cls: 0.6891, decode.d1.loss_mask: 0.6469, decode.d1.loss_dice: 1.0594, decode.d2.loss_cls: 0.6144, decode.d2.loss_mask: 0.6300, decode.d2.loss_dice: 1.0120, decode.d3.loss_cls: 0.5636, decode.d3.loss_mask: 0.6267, decode.d3.loss_dice: 0.9843, decode.d4.loss_cls: 0.5542, decode.d4.loss_mask: 0.6223, decode.d4.loss_dice: 0.9828, decode.d5.loss_cls: 0.5405, decode.d5.loss_mask: 0.6211, decode.d5.loss_dice: 0.9818, decode.d6.loss_cls: 0.5330, decode.d6.loss_mask: 0.6146, decode.d6.loss_dice: 0.9694, decode.d7.loss_cls: 0.5252, decode.d7.loss_mask: 0.6133, decode.d7.loss_dice: 0.9711, decode.d8.loss_cls: 0.5253, decode.d8.loss_mask: 0.6117, decode.d8.loss_dice: 0.9681, loss: 23.8101, grad_norm: 129.9564 2023-11-26 22:09:13,170 - mmseg - INFO - Iter [95350/160000] lr: 1.542e-06, eta: 6:48:10, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4885, decode.loss_mask: 0.6189, decode.loss_dice: 0.9138, decode.d0.loss_cls: 2.3960, decode.d0.loss_mask: 0.6910, decode.d0.loss_dice: 1.1038, decode.d1.loss_cls: 0.6523, decode.d1.loss_mask: 0.6522, decode.d1.loss_dice: 1.0170, decode.d2.loss_cls: 0.5703, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9680, decode.d3.loss_cls: 0.5407, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9344, decode.d4.loss_cls: 0.5186, decode.d4.loss_mask: 0.6226, decode.d4.loss_dice: 0.9361, decode.d5.loss_cls: 0.5071, decode.d5.loss_mask: 0.6223, decode.d5.loss_dice: 0.9292, decode.d6.loss_cls: 0.4995, decode.d6.loss_mask: 0.6210, decode.d6.loss_dice: 0.9176, decode.d7.loss_cls: 0.4952, decode.d7.loss_mask: 0.6198, decode.d7.loss_dice: 0.9158, decode.d8.loss_cls: 0.4869, decode.d8.loss_mask: 0.6195, decode.d8.loss_dice: 0.9168, loss: 23.0379, grad_norm: 115.8388 2023-11-26 22:09:31,432 - mmseg - INFO - Iter [95400/160000] lr: 1.540e-06, eta: 6:47:50, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4946, decode.loss_mask: 0.5990, decode.loss_dice: 0.9385, decode.d0.loss_cls: 2.4313, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 1.1218, decode.d1.loss_cls: 0.6834, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 1.0282, decode.d2.loss_cls: 0.5828, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9879, decode.d3.loss_cls: 0.5467, decode.d3.loss_mask: 0.6051, decode.d3.loss_dice: 0.9564, decode.d4.loss_cls: 0.5282, decode.d4.loss_mask: 0.6062, decode.d4.loss_dice: 0.9561, decode.d5.loss_cls: 0.5200, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.9523, decode.d6.loss_cls: 0.5055, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.9406, decode.d7.loss_cls: 0.5046, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.9398, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6004, decode.d8.loss_dice: 0.9412, loss: 23.1724, grad_norm: 120.4148 2023-11-26 22:09:49,703 - mmseg - INFO - Iter [95450/160000] lr: 1.539e-06, eta: 6:47:31, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5103, decode.loss_mask: 0.6177, decode.loss_dice: 0.9371, decode.d0.loss_cls: 2.4476, decode.d0.loss_mask: 0.6812, decode.d0.loss_dice: 1.1215, decode.d1.loss_cls: 0.6984, decode.d1.loss_mask: 0.6521, decode.d1.loss_dice: 1.0216, decode.d2.loss_cls: 0.6104, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9808, decode.d3.loss_cls: 0.5627, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9476, decode.d4.loss_cls: 0.5330, decode.d4.loss_mask: 0.6257, decode.d4.loss_dice: 0.9515, decode.d5.loss_cls: 0.5256, decode.d5.loss_mask: 0.6246, decode.d5.loss_dice: 0.9484, decode.d6.loss_cls: 0.5198, decode.d6.loss_mask: 0.6206, decode.d6.loss_dice: 0.9388, decode.d7.loss_cls: 0.5081, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9394, decode.d8.loss_cls: 0.5114, decode.d8.loss_mask: 0.6198, decode.d8.loss_dice: 0.9396, loss: 23.4774, grad_norm: 113.3924 2023-11-26 22:10:08,340 - mmseg - INFO - Iter [95500/160000] lr: 1.538e-06, eta: 6:47:12, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4824, decode.loss_mask: 0.6156, decode.loss_dice: 0.9321, decode.d0.loss_cls: 2.3845, decode.d0.loss_mask: 0.6794, decode.d0.loss_dice: 1.1074, decode.d1.loss_cls: 0.6604, decode.d1.loss_mask: 0.6493, decode.d1.loss_dice: 1.0248, decode.d2.loss_cls: 0.5730, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9830, decode.d3.loss_cls: 0.5334, decode.d3.loss_mask: 0.6259, decode.d3.loss_dice: 0.9439, decode.d4.loss_cls: 0.5112, decode.d4.loss_mask: 0.6249, decode.d4.loss_dice: 0.9399, decode.d5.loss_cls: 0.5035, decode.d5.loss_mask: 0.6198, decode.d5.loss_dice: 0.9442, decode.d6.loss_cls: 0.4910, decode.d6.loss_mask: 0.6172, decode.d6.loss_dice: 0.9322, decode.d7.loss_cls: 0.4874, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9346, decode.d8.loss_cls: 0.4803, decode.d8.loss_mask: 0.6168, decode.d8.loss_dice: 0.9365, loss: 23.0868, grad_norm: 116.6786 2023-11-26 22:10:26,902 - mmseg - INFO - Iter [95550/160000] lr: 1.537e-06, eta: 6:46:53, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4971, decode.loss_mask: 0.6179, decode.loss_dice: 0.9282, decode.d0.loss_cls: 2.3902, decode.d0.loss_mask: 0.6795, decode.d0.loss_dice: 1.1099, decode.d1.loss_cls: 0.6768, decode.d1.loss_mask: 0.6546, decode.d1.loss_dice: 1.0184, decode.d2.loss_cls: 0.5817, decode.d2.loss_mask: 0.6395, decode.d2.loss_dice: 0.9765, decode.d3.loss_cls: 0.5458, decode.d3.loss_mask: 0.6288, decode.d3.loss_dice: 0.9493, decode.d4.loss_cls: 0.5244, decode.d4.loss_mask: 0.6250, decode.d4.loss_dice: 0.9438, decode.d5.loss_cls: 0.5087, decode.d5.loss_mask: 0.6235, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.5062, decode.d6.loss_mask: 0.6216, decode.d6.loss_dice: 0.9315, decode.d7.loss_cls: 0.4967, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9376, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6204, decode.d8.loss_dice: 0.9360, loss: 23.2272, grad_norm: 111.0000 2023-11-26 22:10:45,936 - mmseg - INFO - Iter [95600/160000] lr: 1.536e-06, eta: 6:46:34, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5113, decode.loss_mask: 0.6314, decode.loss_dice: 0.9382, decode.d0.loss_cls: 2.3665, decode.d0.loss_mask: 0.6915, decode.d0.loss_dice: 1.1038, decode.d1.loss_cls: 0.6811, decode.d1.loss_mask: 0.6662, decode.d1.loss_dice: 1.0237, decode.d2.loss_cls: 0.5920, decode.d2.loss_mask: 0.6505, decode.d2.loss_dice: 0.9756, decode.d3.loss_cls: 0.5543, decode.d3.loss_mask: 0.6376, decode.d3.loss_dice: 0.9512, decode.d4.loss_cls: 0.5293, decode.d4.loss_mask: 0.6398, decode.d4.loss_dice: 0.9518, decode.d5.loss_cls: 0.5255, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9431, decode.d6.loss_cls: 0.5226, decode.d6.loss_mask: 0.6341, decode.d6.loss_dice: 0.9393, decode.d7.loss_cls: 0.5156, decode.d7.loss_mask: 0.6337, decode.d7.loss_dice: 0.9385, decode.d8.loss_cls: 0.5137, decode.d8.loss_mask: 0.6315, decode.d8.loss_dice: 0.9399, loss: 23.4719, grad_norm: 120.0466 2023-11-26 22:11:04,407 - mmseg - INFO - Iter [95650/160000] lr: 1.534e-06, eta: 6:46:15, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4426, decode.loss_mask: 0.5984, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.3749, decode.d0.loss_mask: 0.6573, decode.d0.loss_dice: 1.0674, decode.d1.loss_cls: 0.6413, decode.d1.loss_mask: 0.6262, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5391, decode.d2.loss_mask: 0.6120, decode.d2.loss_dice: 0.9377, decode.d3.loss_cls: 0.4981, decode.d3.loss_mask: 0.6050, decode.d3.loss_dice: 0.9016, decode.d4.loss_cls: 0.4723, decode.d4.loss_mask: 0.6050, decode.d4.loss_dice: 0.9069, decode.d5.loss_cls: 0.4605, decode.d5.loss_mask: 0.6026, decode.d5.loss_dice: 0.9090, decode.d6.loss_cls: 0.4577, decode.d6.loss_mask: 0.6012, decode.d6.loss_dice: 0.8996, decode.d7.loss_cls: 0.4430, decode.d7.loss_mask: 0.6005, decode.d7.loss_dice: 0.8986, decode.d8.loss_cls: 0.4411, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.8911, loss: 22.1591, grad_norm: 119.7876 2023-11-26 22:11:22,589 - mmseg - INFO - Iter [95700/160000] lr: 1.533e-06, eta: 6:45:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5099, decode.loss_mask: 0.6093, decode.loss_dice: 0.9304, decode.d0.loss_cls: 2.4184, decode.d0.loss_mask: 0.6767, decode.d0.loss_dice: 1.1043, decode.d1.loss_cls: 0.6914, decode.d1.loss_mask: 0.6447, decode.d1.loss_dice: 1.0170, decode.d2.loss_cls: 0.5943, decode.d2.loss_mask: 0.6243, decode.d2.loss_dice: 0.9719, decode.d3.loss_cls: 0.5623, decode.d3.loss_mask: 0.6156, decode.d3.loss_dice: 0.9459, decode.d4.loss_cls: 0.5408, decode.d4.loss_mask: 0.6169, decode.d4.loss_dice: 0.9427, decode.d5.loss_cls: 0.5353, decode.d5.loss_mask: 0.6120, decode.d5.loss_dice: 0.9376, decode.d6.loss_cls: 0.5258, decode.d6.loss_mask: 0.6142, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5111, decode.d7.loss_mask: 0.6118, decode.d7.loss_dice: 0.9352, decode.d8.loss_cls: 0.5194, decode.d8.loss_mask: 0.6104, decode.d8.loss_dice: 0.9313, loss: 23.2970, grad_norm: 123.4727 2023-11-26 22:11:40,921 - mmseg - INFO - Iter [95750/160000] lr: 1.532e-06, eta: 6:45:36, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5183, decode.loss_mask: 0.6299, decode.loss_dice: 0.9672, decode.d0.loss_cls: 2.4334, decode.d0.loss_mask: 0.7021, decode.d0.loss_dice: 1.1617, decode.d1.loss_cls: 0.7097, decode.d1.loss_mask: 0.6668, decode.d1.loss_dice: 1.0508, decode.d2.loss_cls: 0.6211, decode.d2.loss_mask: 0.6463, decode.d2.loss_dice: 1.0140, decode.d3.loss_cls: 0.5863, decode.d3.loss_mask: 0.6400, decode.d3.loss_dice: 0.9856, decode.d4.loss_cls: 0.5574, decode.d4.loss_mask: 0.6384, decode.d4.loss_dice: 0.9792, decode.d5.loss_cls: 0.5447, decode.d5.loss_mask: 0.6360, decode.d5.loss_dice: 0.9758, decode.d6.loss_cls: 0.5346, decode.d6.loss_mask: 0.6331, decode.d6.loss_dice: 0.9703, decode.d7.loss_cls: 0.5210, decode.d7.loss_mask: 0.6320, decode.d7.loss_dice: 0.9703, decode.d8.loss_cls: 0.5222, decode.d8.loss_mask: 0.6290, decode.d8.loss_dice: 0.9680, loss: 24.0453, grad_norm: 126.8218 2023-11-26 22:11:59,231 - mmseg - INFO - Iter [95800/160000] lr: 1.531e-06, eta: 6:45:16, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5168, decode.loss_mask: 0.6409, decode.loss_dice: 0.9446, decode.d0.loss_cls: 2.4002, decode.d0.loss_mask: 0.7074, decode.d0.loss_dice: 1.1246, decode.d1.loss_cls: 0.6693, decode.d1.loss_mask: 0.6747, decode.d1.loss_dice: 1.0337, decode.d2.loss_cls: 0.5915, decode.d2.loss_mask: 0.6577, decode.d2.loss_dice: 0.9879, decode.d3.loss_cls: 0.5730, decode.d3.loss_mask: 0.6471, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5492, decode.d4.loss_mask: 0.6477, decode.d4.loss_dice: 0.9562, decode.d5.loss_cls: 0.5355, decode.d5.loss_mask: 0.6460, decode.d5.loss_dice: 0.9544, decode.d6.loss_cls: 0.5244, decode.d6.loss_mask: 0.6426, decode.d6.loss_dice: 0.9463, decode.d7.loss_cls: 0.5191, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9446, decode.d8.loss_cls: 0.5198, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9453, loss: 23.7434, grad_norm: 128.4038 2023-11-26 22:12:17,425 - mmseg - INFO - Iter [95850/160000] lr: 1.530e-06, eta: 6:44:57, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4530, decode.loss_mask: 0.6106, decode.loss_dice: 0.9112, decode.d0.loss_cls: 2.3232, decode.d0.loss_mask: 0.6696, decode.d0.loss_dice: 1.0907, decode.d1.loss_cls: 0.6243, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 0.9956, decode.d2.loss_cls: 0.5404, decode.d2.loss_mask: 0.6204, decode.d2.loss_dice: 0.9560, decode.d3.loss_cls: 0.5035, decode.d3.loss_mask: 0.6167, decode.d3.loss_dice: 0.9302, decode.d4.loss_cls: 0.4928, decode.d4.loss_mask: 0.6170, decode.d4.loss_dice: 0.9266, decode.d5.loss_cls: 0.4749, decode.d5.loss_mask: 0.6131, decode.d5.loss_dice: 0.9257, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.9170, decode.d7.loss_cls: 0.4560, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.9172, decode.d8.loss_cls: 0.4553, decode.d8.loss_mask: 0.6107, decode.d8.loss_dice: 0.9190, loss: 22.5039, grad_norm: 128.2973 2023-11-26 22:12:35,778 - mmseg - INFO - Iter [95900/160000] lr: 1.528e-06, eta: 6:44:38, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4895, decode.loss_mask: 0.6239, decode.loss_dice: 0.9111, decode.d0.loss_cls: 2.3859, decode.d0.loss_mask: 0.6860, decode.d0.loss_dice: 1.0821, decode.d1.loss_cls: 0.6870, decode.d1.loss_mask: 0.6523, decode.d1.loss_dice: 0.9980, decode.d2.loss_cls: 0.5736, decode.d2.loss_mask: 0.6370, decode.d2.loss_dice: 0.9565, decode.d3.loss_cls: 0.5395, decode.d3.loss_mask: 0.6294, decode.d3.loss_dice: 0.9249, decode.d4.loss_cls: 0.5164, decode.d4.loss_mask: 0.6260, decode.d4.loss_dice: 0.9278, decode.d5.loss_cls: 0.5047, decode.d5.loss_mask: 0.6265, decode.d5.loss_dice: 0.9329, decode.d6.loss_cls: 0.5009, decode.d6.loss_mask: 0.6244, decode.d6.loss_dice: 0.9152, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6256, decode.d7.loss_dice: 0.9187, decode.d8.loss_cls: 0.4843, decode.d8.loss_mask: 0.6239, decode.d8.loss_dice: 0.9180, loss: 23.0112, grad_norm: 128.5392 2023-11-26 22:12:54,530 - mmseg - INFO - Iter [95950/160000] lr: 1.527e-06, eta: 6:44:19, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4871, decode.loss_mask: 0.6056, decode.loss_dice: 0.9142, decode.d0.loss_cls: 2.3521, decode.d0.loss_mask: 0.6646, decode.d0.loss_dice: 1.0887, decode.d1.loss_cls: 0.6589, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 0.9957, decode.d2.loss_cls: 0.5674, decode.d2.loss_mask: 0.6230, decode.d2.loss_dice: 0.9543, decode.d3.loss_cls: 0.5306, decode.d3.loss_mask: 0.6137, decode.d3.loss_dice: 0.9319, decode.d4.loss_cls: 0.4989, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.9297, decode.d5.loss_cls: 0.4924, decode.d5.loss_mask: 0.6084, decode.d5.loss_dice: 0.9295, decode.d6.loss_cls: 0.4956, decode.d6.loss_mask: 0.6069, decode.d6.loss_dice: 0.9222, decode.d7.loss_cls: 0.4869, decode.d7.loss_mask: 0.6076, decode.d7.loss_dice: 0.9222, decode.d8.loss_cls: 0.4875, decode.d8.loss_mask: 0.6025, decode.d8.loss_dice: 0.9148, loss: 22.7399, grad_norm: 115.2719 2023-11-26 22:13:15,137 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:13:15,137 - mmseg - INFO - Iter [96000/160000] lr: 1.526e-06, eta: 6:44:01, time: 0.412, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4906, decode.loss_mask: 0.6218, decode.loss_dice: 0.9465, decode.d0.loss_cls: 2.3714, decode.d0.loss_mask: 0.6826, decode.d0.loss_dice: 1.1224, decode.d1.loss_cls: 0.6632, decode.d1.loss_mask: 0.6575, decode.d1.loss_dice: 1.0345, decode.d2.loss_cls: 0.5817, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9886, decode.d3.loss_cls: 0.5383, decode.d3.loss_mask: 0.6274, decode.d3.loss_dice: 0.9607, decode.d4.loss_cls: 0.5261, decode.d4.loss_mask: 0.6236, decode.d4.loss_dice: 0.9554, decode.d5.loss_cls: 0.5146, decode.d5.loss_mask: 0.6268, decode.d5.loss_dice: 0.9535, decode.d6.loss_cls: 0.5060, decode.d6.loss_mask: 0.6227, decode.d6.loss_dice: 0.9453, decode.d7.loss_cls: 0.5036, decode.d7.loss_mask: 0.6236, decode.d7.loss_dice: 0.9484, decode.d8.loss_cls: 0.4978, decode.d8.loss_mask: 0.6228, decode.d8.loss_dice: 0.9508, loss: 23.3422, grad_norm: 125.4818 2023-11-26 22:13:33,390 - mmseg - INFO - Iter [96050/160000] lr: 1.525e-06, eta: 6:43:41, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4810, decode.loss_mask: 0.6269, decode.loss_dice: 0.9502, decode.d0.loss_cls: 2.4162, decode.d0.loss_mask: 0.6905, decode.d0.loss_dice: 1.1295, decode.d1.loss_cls: 0.6781, decode.d1.loss_mask: 0.6679, decode.d1.loss_dice: 1.0365, decode.d2.loss_cls: 0.5818, decode.d2.loss_mask: 0.6497, decode.d2.loss_dice: 0.9952, decode.d3.loss_cls: 0.5441, decode.d3.loss_mask: 0.6397, decode.d3.loss_dice: 0.9713, decode.d4.loss_cls: 0.5182, decode.d4.loss_mask: 0.6378, decode.d4.loss_dice: 0.9669, decode.d5.loss_cls: 0.5112, decode.d5.loss_mask: 0.6342, decode.d5.loss_dice: 0.9640, decode.d6.loss_cls: 0.5033, decode.d6.loss_mask: 0.6342, decode.d6.loss_dice: 0.9509, decode.d7.loss_cls: 0.4850, decode.d7.loss_mask: 0.6305, decode.d7.loss_dice: 0.9535, decode.d8.loss_cls: 0.4901, decode.d8.loss_mask: 0.6275, decode.d8.loss_dice: 0.9551, loss: 23.5209, grad_norm: 118.1156 2023-11-26 22:13:51,809 - mmseg - INFO - Iter [96100/160000] lr: 1.524e-06, eta: 6:43:22, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4619, decode.loss_mask: 0.6211, decode.loss_dice: 0.8940, decode.d0.loss_cls: 2.3434, decode.d0.loss_mask: 0.6801, decode.d0.loss_dice: 1.0708, decode.d1.loss_cls: 0.6255, decode.d1.loss_mask: 0.6571, decode.d1.loss_dice: 0.9750, decode.d2.loss_cls: 0.5389, decode.d2.loss_mask: 0.6388, decode.d2.loss_dice: 0.9407, decode.d3.loss_cls: 0.5119, decode.d3.loss_mask: 0.6303, decode.d3.loss_dice: 0.9088, decode.d4.loss_cls: 0.4921, decode.d4.loss_mask: 0.6298, decode.d4.loss_dice: 0.9051, decode.d5.loss_cls: 0.4791, decode.d5.loss_mask: 0.6267, decode.d5.loss_dice: 0.9046, decode.d6.loss_cls: 0.4724, decode.d6.loss_mask: 0.6249, decode.d6.loss_dice: 0.8974, decode.d7.loss_cls: 0.4698, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.8983, decode.d8.loss_cls: 0.4570, decode.d8.loss_mask: 0.6237, decode.d8.loss_dice: 0.9019, loss: 22.5016, grad_norm: 140.9806 2023-11-26 22:14:10,014 - mmseg - INFO - Iter [96150/160000] lr: 1.523e-06, eta: 6:43:03, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4876, decode.loss_mask: 0.6017, decode.loss_dice: 0.9071, decode.d0.loss_cls: 2.3627, decode.d0.loss_mask: 0.6609, decode.d0.loss_dice: 1.0914, decode.d1.loss_cls: 0.6820, decode.d1.loss_mask: 0.6339, decode.d1.loss_dice: 0.9911, decode.d2.loss_cls: 0.5777, decode.d2.loss_mask: 0.6169, decode.d2.loss_dice: 0.9501, decode.d3.loss_cls: 0.5423, decode.d3.loss_mask: 0.6079, decode.d3.loss_dice: 0.9236, decode.d4.loss_cls: 0.5267, decode.d4.loss_mask: 0.6048, decode.d4.loss_dice: 0.9203, decode.d5.loss_cls: 0.5096, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.9197, decode.d6.loss_cls: 0.5026, decode.d6.loss_mask: 0.6010, decode.d6.loss_dice: 0.9082, decode.d7.loss_cls: 0.4907, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.9117, decode.d8.loss_cls: 0.4848, decode.d8.loss_mask: 0.6025, decode.d8.loss_dice: 0.9126, loss: 22.7415, grad_norm: 130.4566 2023-11-26 22:14:28,276 - mmseg - INFO - Iter [96200/160000] lr: 1.521e-06, eta: 6:42:43, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4908, decode.loss_mask: 0.5985, decode.loss_dice: 0.9370, decode.d0.loss_cls: 2.3510, decode.d0.loss_mask: 0.6534, decode.d0.loss_dice: 1.1052, decode.d1.loss_cls: 0.6775, decode.d1.loss_mask: 0.6345, decode.d1.loss_dice: 1.0184, decode.d2.loss_cls: 0.5793, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9754, decode.d3.loss_cls: 0.5391, decode.d3.loss_mask: 0.6068, decode.d3.loss_dice: 0.9495, decode.d4.loss_cls: 0.5137, decode.d4.loss_mask: 0.6080, decode.d4.loss_dice: 0.9495, decode.d5.loss_cls: 0.5124, decode.d5.loss_mask: 0.6030, decode.d5.loss_dice: 0.9492, decode.d6.loss_cls: 0.5070, decode.d6.loss_mask: 0.6028, decode.d6.loss_dice: 0.9352, decode.d7.loss_cls: 0.4959, decode.d7.loss_mask: 0.6034, decode.d7.loss_dice: 0.9390, decode.d8.loss_cls: 0.4968, decode.d8.loss_mask: 0.6011, decode.d8.loss_dice: 0.9413, loss: 22.9887, grad_norm: 125.9176 2023-11-26 22:14:46,503 - mmseg - INFO - Iter [96250/160000] lr: 1.520e-06, eta: 6:42:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4894, decode.loss_mask: 0.6120, decode.loss_dice: 0.9244, decode.d0.loss_cls: 2.4256, decode.d0.loss_mask: 0.6681, decode.d0.loss_dice: 1.1049, decode.d1.loss_cls: 0.6670, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 1.0158, decode.d2.loss_cls: 0.5830, decode.d2.loss_mask: 0.6347, decode.d2.loss_dice: 0.9669, decode.d3.loss_cls: 0.5376, decode.d3.loss_mask: 0.6235, decode.d3.loss_dice: 0.9453, decode.d4.loss_cls: 0.5157, decode.d4.loss_mask: 0.6184, decode.d4.loss_dice: 0.9466, decode.d5.loss_cls: 0.5063, decode.d5.loss_mask: 0.6163, decode.d5.loss_dice: 0.9417, decode.d6.loss_cls: 0.4965, decode.d6.loss_mask: 0.6133, decode.d6.loss_dice: 0.9282, decode.d7.loss_cls: 0.4877, decode.d7.loss_mask: 0.6146, decode.d7.loss_dice: 0.9286, decode.d8.loss_cls: 0.4811, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.9284, loss: 23.0860, grad_norm: 137.1456 2023-11-26 22:15:04,932 - mmseg - INFO - Iter [96300/160000] lr: 1.519e-06, eta: 6:42:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5133, decode.loss_mask: 0.6132, decode.loss_dice: 0.9389, decode.d0.loss_cls: 2.4219, decode.d0.loss_mask: 0.6842, decode.d0.loss_dice: 1.1246, decode.d1.loss_cls: 0.6849, decode.d1.loss_mask: 0.6464, decode.d1.loss_dice: 1.0289, decode.d2.loss_cls: 0.5940, decode.d2.loss_mask: 0.6305, decode.d2.loss_dice: 0.9868, decode.d3.loss_cls: 0.5536, decode.d3.loss_mask: 0.6208, decode.d3.loss_dice: 0.9582, decode.d4.loss_cls: 0.5332, decode.d4.loss_mask: 0.6227, decode.d4.loss_dice: 0.9584, decode.d5.loss_cls: 0.5194, decode.d5.loss_mask: 0.6200, decode.d5.loss_dice: 0.9583, decode.d6.loss_cls: 0.5156, decode.d6.loss_mask: 0.6155, decode.d6.loss_dice: 0.9440, decode.d7.loss_cls: 0.5100, decode.d7.loss_mask: 0.6134, decode.d7.loss_dice: 0.9441, decode.d8.loss_cls: 0.5075, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.9432, loss: 23.4192, grad_norm: 116.8277 2023-11-26 22:15:23,326 - mmseg - INFO - Iter [96350/160000] lr: 1.518e-06, eta: 6:41:45, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4781, decode.loss_mask: 0.6158, decode.loss_dice: 0.9396, decode.d0.loss_cls: 2.3711, decode.d0.loss_mask: 0.6842, decode.d0.loss_dice: 1.1113, decode.d1.loss_cls: 0.6536, decode.d1.loss_mask: 0.6514, decode.d1.loss_dice: 1.0317, decode.d2.loss_cls: 0.5728, decode.d2.loss_mask: 0.6316, decode.d2.loss_dice: 0.9851, decode.d3.loss_cls: 0.5366, decode.d3.loss_mask: 0.6239, decode.d3.loss_dice: 0.9567, decode.d4.loss_cls: 0.5078, decode.d4.loss_mask: 0.6222, decode.d4.loss_dice: 0.9583, decode.d5.loss_cls: 0.4985, decode.d5.loss_mask: 0.6211, decode.d5.loss_dice: 0.9574, decode.d6.loss_cls: 0.4823, decode.d6.loss_mask: 0.6196, decode.d6.loss_dice: 0.9462, decode.d7.loss_cls: 0.4796, decode.d7.loss_mask: 0.6189, decode.d7.loss_dice: 0.9482, decode.d8.loss_cls: 0.4803, decode.d8.loss_mask: 0.6172, decode.d8.loss_dice: 0.9484, loss: 23.1496, grad_norm: 128.7921 2023-11-26 22:15:41,585 - mmseg - INFO - Iter [96400/160000] lr: 1.517e-06, eta: 6:41:26, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4794, decode.loss_mask: 0.6180, decode.loss_dice: 0.9325, decode.d0.loss_cls: 2.3379, decode.d0.loss_mask: 0.6817, decode.d0.loss_dice: 1.1057, decode.d1.loss_cls: 0.6580, decode.d1.loss_mask: 0.6574, decode.d1.loss_dice: 1.0179, decode.d2.loss_cls: 0.5689, decode.d2.loss_mask: 0.6354, decode.d2.loss_dice: 0.9755, decode.d3.loss_cls: 0.5305, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9470, decode.d4.loss_cls: 0.5171, decode.d4.loss_mask: 0.6276, decode.d4.loss_dice: 0.9463, decode.d5.loss_cls: 0.4973, decode.d5.loss_mask: 0.6246, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.4852, decode.d6.loss_mask: 0.6210, decode.d6.loss_dice: 0.9376, decode.d7.loss_cls: 0.4730, decode.d7.loss_mask: 0.6188, decode.d7.loss_dice: 0.9387, decode.d8.loss_cls: 0.4799, decode.d8.loss_mask: 0.6181, decode.d8.loss_dice: 0.9369, loss: 23.0382, grad_norm: 121.5991 2023-11-26 22:15:59,858 - mmseg - INFO - Iter [96450/160000] lr: 1.515e-06, eta: 6:41:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4840, decode.loss_mask: 0.6040, decode.loss_dice: 0.9409, decode.d0.loss_cls: 2.4541, decode.d0.loss_mask: 0.6663, decode.d0.loss_dice: 1.1288, decode.d1.loss_cls: 0.6600, decode.d1.loss_mask: 0.6366, decode.d1.loss_dice: 1.0375, decode.d2.loss_cls: 0.5674, decode.d2.loss_mask: 0.6221, decode.d2.loss_dice: 0.9949, decode.d3.loss_cls: 0.5359, decode.d3.loss_mask: 0.6133, decode.d3.loss_dice: 0.9626, decode.d4.loss_cls: 0.5181, decode.d4.loss_mask: 0.6132, decode.d4.loss_dice: 0.9622, decode.d5.loss_cls: 0.5093, decode.d5.loss_mask: 0.6072, decode.d5.loss_dice: 0.9573, decode.d6.loss_cls: 0.4943, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.9443, decode.d7.loss_cls: 0.4875, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.9453, decode.d8.loss_cls: 0.4845, decode.d8.loss_mask: 0.6040, decode.d8.loss_dice: 0.9454, loss: 23.1898, grad_norm: 121.3188 2023-11-26 22:16:18,210 - mmseg - INFO - Iter [96500/160000] lr: 1.514e-06, eta: 6:40:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5094, decode.loss_mask: 0.5949, decode.loss_dice: 0.9217, decode.d0.loss_cls: 2.4276, decode.d0.loss_mask: 0.6605, decode.d0.loss_dice: 1.0972, decode.d1.loss_cls: 0.6910, decode.d1.loss_mask: 0.6282, decode.d1.loss_dice: 1.0005, decode.d2.loss_cls: 0.5823, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9672, decode.d3.loss_cls: 0.5634, decode.d3.loss_mask: 0.6035, decode.d3.loss_dice: 0.9387, decode.d4.loss_cls: 0.5395, decode.d4.loss_mask: 0.6013, decode.d4.loss_dice: 0.9371, decode.d5.loss_cls: 0.5254, decode.d5.loss_mask: 0.5995, decode.d5.loss_dice: 0.9377, decode.d6.loss_cls: 0.5217, decode.d6.loss_mask: 0.5961, decode.d6.loss_dice: 0.9267, decode.d7.loss_cls: 0.5223, decode.d7.loss_mask: 0.5940, decode.d7.loss_dice: 0.9240, decode.d8.loss_cls: 0.5101, decode.d8.loss_mask: 0.5945, decode.d8.loss_dice: 0.9270, loss: 23.0587, grad_norm: 131.3577 2023-11-26 22:16:37,572 - mmseg - INFO - Iter [96550/160000] lr: 1.513e-06, eta: 6:40:29, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5296, decode.loss_mask: 0.6213, decode.loss_dice: 0.9378, decode.d0.loss_cls: 2.3946, decode.d0.loss_mask: 0.6775, decode.d0.loss_dice: 1.1294, decode.d1.loss_cls: 0.7095, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 1.0357, decode.d2.loss_cls: 0.6249, decode.d2.loss_mask: 0.6334, decode.d2.loss_dice: 0.9969, decode.d3.loss_cls: 0.5769, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9652, decode.d4.loss_cls: 0.5686, decode.d4.loss_mask: 0.6290, decode.d4.loss_dice: 0.9642, decode.d5.loss_cls: 0.5511, decode.d5.loss_mask: 0.6248, decode.d5.loss_dice: 0.9544, decode.d6.loss_cls: 0.5405, decode.d6.loss_mask: 0.6218, decode.d6.loss_dice: 0.9407, decode.d7.loss_cls: 0.5373, decode.d7.loss_mask: 0.6219, decode.d7.loss_dice: 0.9427, decode.d8.loss_cls: 0.5329, decode.d8.loss_mask: 0.6229, decode.d8.loss_dice: 0.9423, loss: 23.7080, grad_norm: 116.3277 2023-11-26 22:16:55,894 - mmseg - INFO - Iter [96600/160000] lr: 1.512e-06, eta: 6:40:09, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4839, decode.loss_mask: 0.6018, decode.loss_dice: 0.9365, decode.d0.loss_cls: 2.3520, decode.d0.loss_mask: 0.6682, decode.d0.loss_dice: 1.1122, decode.d1.loss_cls: 0.6688, decode.d1.loss_mask: 0.6316, decode.d1.loss_dice: 1.0202, decode.d2.loss_cls: 0.5780, decode.d2.loss_mask: 0.6153, decode.d2.loss_dice: 0.9771, decode.d3.loss_cls: 0.5260, decode.d3.loss_mask: 0.6120, decode.d3.loss_dice: 0.9483, decode.d4.loss_cls: 0.5154, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.9447, decode.d5.loss_cls: 0.5042, decode.d5.loss_mask: 0.6063, decode.d5.loss_dice: 0.9451, decode.d6.loss_cls: 0.5032, decode.d6.loss_mask: 0.6039, decode.d6.loss_dice: 0.9351, decode.d7.loss_cls: 0.4948, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.9337, decode.d8.loss_cls: 0.4884, decode.d8.loss_mask: 0.6001, decode.d8.loss_dice: 0.9365, loss: 22.9528, grad_norm: 116.1806 2023-11-26 22:17:14,101 - mmseg - INFO - Iter [96650/160000] lr: 1.511e-06, eta: 6:39:50, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4864, decode.loss_mask: 0.6240, decode.loss_dice: 0.9461, decode.d0.loss_cls: 2.3723, decode.d0.loss_mask: 0.6846, decode.d0.loss_dice: 1.1221, decode.d1.loss_cls: 0.6784, decode.d1.loss_mask: 0.6542, decode.d1.loss_dice: 1.0209, decode.d2.loss_cls: 0.5783, decode.d2.loss_mask: 0.6370, decode.d2.loss_dice: 0.9843, decode.d3.loss_cls: 0.5387, decode.d3.loss_mask: 0.6329, decode.d3.loss_dice: 0.9622, decode.d4.loss_cls: 0.5105, decode.d4.loss_mask: 0.6288, decode.d4.loss_dice: 0.9581, decode.d5.loss_cls: 0.4990, decode.d5.loss_mask: 0.6293, decode.d5.loss_dice: 0.9588, decode.d6.loss_cls: 0.4934, decode.d6.loss_mask: 0.6260, decode.d6.loss_dice: 0.9470, decode.d7.loss_cls: 0.4859, decode.d7.loss_mask: 0.6261, decode.d7.loss_dice: 0.9477, decode.d8.loss_cls: 0.4810, decode.d8.loss_mask: 0.6238, decode.d8.loss_dice: 0.9472, loss: 23.2851, grad_norm: 116.9734 2023-11-26 22:17:32,538 - mmseg - INFO - Iter [96700/160000] lr: 1.509e-06, eta: 6:39:31, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4627, decode.loss_mask: 0.6163, decode.loss_dice: 0.9099, decode.d0.loss_cls: 2.2945, decode.d0.loss_mask: 0.6736, decode.d0.loss_dice: 1.0699, decode.d1.loss_cls: 0.6206, decode.d1.loss_mask: 0.6472, decode.d1.loss_dice: 0.9840, decode.d2.loss_cls: 0.5339, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 0.9499, decode.d3.loss_cls: 0.4971, decode.d3.loss_mask: 0.6263, decode.d3.loss_dice: 0.9287, decode.d4.loss_cls: 0.4810, decode.d4.loss_mask: 0.6208, decode.d4.loss_dice: 0.9271, decode.d5.loss_cls: 0.4735, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.9236, decode.d6.loss_cls: 0.4625, decode.d6.loss_mask: 0.6209, decode.d6.loss_dice: 0.9149, decode.d7.loss_cls: 0.4592, decode.d7.loss_mask: 0.6170, decode.d7.loss_dice: 0.9131, decode.d8.loss_cls: 0.4547, decode.d8.loss_mask: 0.6179, decode.d8.loss_dice: 0.9167, loss: 22.4715, grad_norm: 116.1993 2023-11-26 22:17:50,837 - mmseg - INFO - Iter [96750/160000] lr: 1.508e-06, eta: 6:39:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4846, decode.loss_mask: 0.6077, decode.loss_dice: 0.9102, decode.d0.loss_cls: 2.3481, decode.d0.loss_mask: 0.6724, decode.d0.loss_dice: 1.0876, decode.d1.loss_cls: 0.6611, decode.d1.loss_mask: 0.6372, decode.d1.loss_dice: 0.9863, decode.d2.loss_cls: 0.5792, decode.d2.loss_mask: 0.6180, decode.d2.loss_dice: 0.9445, decode.d3.loss_cls: 0.5424, decode.d3.loss_mask: 0.6175, decode.d3.loss_dice: 0.9181, decode.d4.loss_cls: 0.5223, decode.d4.loss_mask: 0.6155, decode.d4.loss_dice: 0.9147, decode.d5.loss_cls: 0.5179, decode.d5.loss_mask: 0.6118, decode.d5.loss_dice: 0.9157, decode.d6.loss_cls: 0.4973, decode.d6.loss_mask: 0.6088, decode.d6.loss_dice: 0.9113, decode.d7.loss_cls: 0.4947, decode.d7.loss_mask: 0.6077, decode.d7.loss_dice: 0.9090, decode.d8.loss_cls: 0.4905, decode.d8.loss_mask: 0.6050, decode.d8.loss_dice: 0.9046, loss: 22.7417, grad_norm: 130.8219 2023-11-26 22:18:09,186 - mmseg - INFO - Iter [96800/160000] lr: 1.507e-06, eta: 6:38:52, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4900, decode.loss_mask: 0.6266, decode.loss_dice: 0.9183, decode.d0.loss_cls: 2.3748, decode.d0.loss_mask: 0.6832, decode.d0.loss_dice: 1.0896, decode.d1.loss_cls: 0.6509, decode.d1.loss_mask: 0.6572, decode.d1.loss_dice: 0.9928, decode.d2.loss_cls: 0.5689, decode.d2.loss_mask: 0.6373, decode.d2.loss_dice: 0.9514, decode.d3.loss_cls: 0.5393, decode.d3.loss_mask: 0.6329, decode.d3.loss_dice: 0.9249, decode.d4.loss_cls: 0.5204, decode.d4.loss_mask: 0.6320, decode.d4.loss_dice: 0.9266, decode.d5.loss_cls: 0.5019, decode.d5.loss_mask: 0.6317, decode.d5.loss_dice: 0.9332, decode.d6.loss_cls: 0.4986, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.9219, decode.d7.loss_cls: 0.4920, decode.d7.loss_mask: 0.6283, decode.d7.loss_dice: 0.9208, decode.d8.loss_cls: 0.4836, decode.d8.loss_mask: 0.6274, decode.d8.loss_dice: 0.9223, loss: 23.0072, grad_norm: 125.0400 2023-11-26 22:18:27,521 - mmseg - INFO - Iter [96850/160000] lr: 1.506e-06, eta: 6:38:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4838, decode.loss_mask: 0.6225, decode.loss_dice: 0.9403, decode.d0.loss_cls: 2.3568, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.1228, decode.d1.loss_cls: 0.6656, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 1.0215, decode.d2.loss_cls: 0.5703, decode.d2.loss_mask: 0.6419, decode.d2.loss_dice: 0.9852, decode.d3.loss_cls: 0.5355, decode.d3.loss_mask: 0.6338, decode.d3.loss_dice: 0.9582, decode.d4.loss_cls: 0.5084, decode.d4.loss_mask: 0.6300, decode.d4.loss_dice: 0.9542, decode.d5.loss_cls: 0.5029, decode.d5.loss_mask: 0.6266, decode.d5.loss_dice: 0.9585, decode.d6.loss_cls: 0.4976, decode.d6.loss_mask: 0.6237, decode.d6.loss_dice: 0.9432, decode.d7.loss_cls: 0.4918, decode.d7.loss_mask: 0.6249, decode.d7.loss_dice: 0.9447, decode.d8.loss_cls: 0.4813, decode.d8.loss_mask: 0.6240, decode.d8.loss_dice: 0.9438, loss: 23.2414, grad_norm: 128.3722 2023-11-26 22:18:45,766 - mmseg - INFO - Iter [96900/160000] lr: 1.505e-06, eta: 6:38:13, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4806, decode.loss_mask: 0.6055, decode.loss_dice: 0.9254, decode.d0.loss_cls: 2.4003, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.1048, decode.d1.loss_cls: 0.6787, decode.d1.loss_mask: 0.6430, decode.d1.loss_dice: 1.0084, decode.d2.loss_cls: 0.5750, decode.d2.loss_mask: 0.6233, decode.d2.loss_dice: 0.9693, decode.d3.loss_cls: 0.5398, decode.d3.loss_mask: 0.6172, decode.d3.loss_dice: 0.9364, decode.d4.loss_cls: 0.5218, decode.d4.loss_mask: 0.6134, decode.d4.loss_dice: 0.9348, decode.d5.loss_cls: 0.5072, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.9306, decode.d6.loss_cls: 0.5016, decode.d6.loss_mask: 0.6092, decode.d6.loss_dice: 0.9226, decode.d7.loss_cls: 0.4962, decode.d7.loss_mask: 0.6061, decode.d7.loss_dice: 0.9240, decode.d8.loss_cls: 0.4885, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.9269, loss: 22.9783, grad_norm: 108.9655 2023-11-26 22:19:04,182 - mmseg - INFO - Iter [96950/160000] lr: 1.503e-06, eta: 6:37:54, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4498, decode.loss_mask: 0.5936, decode.loss_dice: 0.8927, decode.d0.loss_cls: 2.3611, decode.d0.loss_mask: 0.6538, decode.d0.loss_dice: 1.0672, decode.d1.loss_cls: 0.6581, decode.d1.loss_mask: 0.6224, decode.d1.loss_dice: 0.9623, decode.d2.loss_cls: 0.5574, decode.d2.loss_mask: 0.6067, decode.d2.loss_dice: 0.9303, decode.d3.loss_cls: 0.5183, decode.d3.loss_mask: 0.5964, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4940, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.9092, decode.d5.loss_cls: 0.4801, decode.d5.loss_mask: 0.5948, decode.d5.loss_dice: 0.9021, decode.d6.loss_cls: 0.4663, decode.d6.loss_mask: 0.5957, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4572, decode.d7.loss_mask: 0.5926, decode.d7.loss_dice: 0.8970, decode.d8.loss_cls: 0.4534, decode.d8.loss_mask: 0.5930, decode.d8.loss_dice: 0.8977, loss: 22.2023, grad_norm: 111.7615 2023-11-26 22:19:22,431 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:19:22,431 - mmseg - INFO - Iter [97000/160000] lr: 1.502e-06, eta: 6:37:35, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4737, decode.loss_mask: 0.6055, decode.loss_dice: 0.9244, decode.d0.loss_cls: 2.3535, decode.d0.loss_mask: 0.6633, decode.d0.loss_dice: 1.0972, decode.d1.loss_cls: 0.6633, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 1.0152, decode.d2.loss_cls: 0.5570, decode.d2.loss_mask: 0.6214, decode.d2.loss_dice: 0.9662, decode.d3.loss_cls: 0.5183, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.9378, decode.d4.loss_cls: 0.5006, decode.d4.loss_mask: 0.6102, decode.d4.loss_dice: 0.9383, decode.d5.loss_cls: 0.4989, decode.d5.loss_mask: 0.6089, decode.d5.loss_dice: 0.9338, decode.d6.loss_cls: 0.4873, decode.d6.loss_mask: 0.6062, decode.d6.loss_dice: 0.9250, decode.d7.loss_cls: 0.4765, decode.d7.loss_mask: 0.6064, decode.d7.loss_dice: 0.9264, decode.d8.loss_cls: 0.4657, decode.d8.loss_mask: 0.6065, decode.d8.loss_dice: 0.9293, loss: 22.7665, grad_norm: 114.5434 2023-11-26 22:19:40,675 - mmseg - INFO - Iter [97050/160000] lr: 1.501e-06, eta: 6:37:15, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5001, decode.loss_mask: 0.6115, decode.loss_dice: 0.9456, decode.d0.loss_cls: 2.4320, decode.d0.loss_mask: 0.6807, decode.d0.loss_dice: 1.1386, decode.d1.loss_cls: 0.6854, decode.d1.loss_mask: 0.6421, decode.d1.loss_dice: 1.0275, decode.d2.loss_cls: 0.5931, decode.d2.loss_mask: 0.6260, decode.d2.loss_dice: 0.9896, decode.d3.loss_cls: 0.5588, decode.d3.loss_mask: 0.6176, decode.d3.loss_dice: 0.9561, decode.d4.loss_cls: 0.5374, decode.d4.loss_mask: 0.6179, decode.d4.loss_dice: 0.9573, decode.d5.loss_cls: 0.5268, decode.d5.loss_mask: 0.6159, decode.d5.loss_dice: 0.9537, decode.d6.loss_cls: 0.5132, decode.d6.loss_mask: 0.6110, decode.d6.loss_dice: 0.9438, decode.d7.loss_cls: 0.4955, decode.d7.loss_mask: 0.6150, decode.d7.loss_dice: 0.9465, decode.d8.loss_cls: 0.5013, decode.d8.loss_mask: 0.6103, decode.d8.loss_dice: 0.9473, loss: 23.3976, grad_norm: 125.3269 2023-11-26 22:19:58,986 - mmseg - INFO - Iter [97100/160000] lr: 1.500e-06, eta: 6:36:56, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4943, decode.loss_mask: 0.6273, decode.loss_dice: 0.9336, decode.d0.loss_cls: 2.4106, decode.d0.loss_mask: 0.6835, decode.d0.loss_dice: 1.1244, decode.d1.loss_cls: 0.6825, decode.d1.loss_mask: 0.6626, decode.d1.loss_dice: 1.0343, decode.d2.loss_cls: 0.5999, decode.d2.loss_mask: 0.6464, decode.d2.loss_dice: 0.9800, decode.d3.loss_cls: 0.5468, decode.d3.loss_mask: 0.6367, decode.d3.loss_dice: 0.9475, decode.d4.loss_cls: 0.5284, decode.d4.loss_mask: 0.6319, decode.d4.loss_dice: 0.9480, decode.d5.loss_cls: 0.5203, decode.d5.loss_mask: 0.6321, decode.d5.loss_dice: 0.9456, decode.d6.loss_cls: 0.5158, decode.d6.loss_mask: 0.6288, decode.d6.loss_dice: 0.9343, decode.d7.loss_cls: 0.5034, decode.d7.loss_mask: 0.6308, decode.d7.loss_dice: 0.9361, decode.d8.loss_cls: 0.4924, decode.d8.loss_mask: 0.6286, decode.d8.loss_dice: 0.9371, loss: 23.4239, grad_norm: 116.2966 2023-11-26 22:20:17,545 - mmseg - INFO - Iter [97150/160000] lr: 1.499e-06, eta: 6:36:37, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4839, decode.loss_mask: 0.6177, decode.loss_dice: 0.9584, decode.d0.loss_cls: 2.3574, decode.d0.loss_mask: 0.6782, decode.d0.loss_dice: 1.1225, decode.d1.loss_cls: 0.6646, decode.d1.loss_mask: 0.6489, decode.d1.loss_dice: 1.0356, decode.d2.loss_cls: 0.5746, decode.d2.loss_mask: 0.6309, decode.d2.loss_dice: 0.9986, decode.d3.loss_cls: 0.5332, decode.d3.loss_mask: 0.6278, decode.d3.loss_dice: 0.9676, decode.d4.loss_cls: 0.5100, decode.d4.loss_mask: 0.6245, decode.d4.loss_dice: 0.9702, decode.d5.loss_cls: 0.5107, decode.d5.loss_mask: 0.6176, decode.d5.loss_dice: 0.9653, decode.d6.loss_cls: 0.4960, decode.d6.loss_mask: 0.6231, decode.d6.loss_dice: 0.9572, decode.d7.loss_cls: 0.4812, decode.d7.loss_mask: 0.6203, decode.d7.loss_dice: 0.9617, decode.d8.loss_cls: 0.4851, decode.d8.loss_mask: 0.6187, decode.d8.loss_dice: 0.9574, loss: 23.2990, grad_norm: 114.6223 2023-11-26 22:20:35,944 - mmseg - INFO - Iter [97200/160000] lr: 1.497e-06, eta: 6:36:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4664, decode.loss_mask: 0.6309, decode.loss_dice: 0.9183, decode.d0.loss_cls: 2.3602, decode.d0.loss_mask: 0.6903, decode.d0.loss_dice: 1.0918, decode.d1.loss_cls: 0.6416, decode.d1.loss_mask: 0.6688, decode.d1.loss_dice: 1.0010, decode.d2.loss_cls: 0.5566, decode.d2.loss_mask: 0.6482, decode.d2.loss_dice: 0.9596, decode.d3.loss_cls: 0.5211, decode.d3.loss_mask: 0.6397, decode.d3.loss_dice: 0.9303, decode.d4.loss_cls: 0.4992, decode.d4.loss_mask: 0.6382, decode.d4.loss_dice: 0.9339, decode.d5.loss_cls: 0.4812, decode.d5.loss_mask: 0.6359, decode.d5.loss_dice: 0.9336, decode.d6.loss_cls: 0.4746, decode.d6.loss_mask: 0.6353, decode.d6.loss_dice: 0.9194, decode.d7.loss_cls: 0.4677, decode.d7.loss_mask: 0.6327, decode.d7.loss_dice: 0.9223, decode.d8.loss_cls: 0.4644, decode.d8.loss_mask: 0.6329, decode.d8.loss_dice: 0.9237, loss: 22.9195, grad_norm: 122.7354 2023-11-26 22:20:55,071 - mmseg - INFO - Iter [97250/160000] lr: 1.496e-06, eta: 6:35:59, time: 0.383, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5048, decode.loss_mask: 0.6165, decode.loss_dice: 0.9544, decode.d0.loss_cls: 2.3959, decode.d0.loss_mask: 0.6785, decode.d0.loss_dice: 1.1484, decode.d1.loss_cls: 0.7082, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0523, decode.d2.loss_cls: 0.6006, decode.d2.loss_mask: 0.6372, decode.d2.loss_dice: 1.0042, decode.d3.loss_cls: 0.5676, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9718, decode.d4.loss_cls: 0.5480, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9714, decode.d5.loss_cls: 0.5308, decode.d5.loss_mask: 0.6195, decode.d5.loss_dice: 0.9672, decode.d6.loss_cls: 0.5189, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9550, decode.d7.loss_cls: 0.5110, decode.d7.loss_mask: 0.6154, decode.d7.loss_dice: 0.9607, decode.d8.loss_cls: 0.5036, decode.d8.loss_mask: 0.6153, decode.d8.loss_dice: 0.9614, loss: 23.6421, grad_norm: 122.0535 2023-11-26 22:21:15,785 - mmseg - INFO - Iter [97300/160000] lr: 1.495e-06, eta: 6:35:41, time: 0.414, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4458, decode.loss_mask: 0.6110, decode.loss_dice: 0.9332, decode.d0.loss_cls: 2.3576, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.1251, decode.d1.loss_cls: 0.6571, decode.d1.loss_mask: 0.6486, decode.d1.loss_dice: 1.0256, decode.d2.loss_cls: 0.5527, decode.d2.loss_mask: 0.6291, decode.d2.loss_dice: 0.9825, decode.d3.loss_cls: 0.5106, decode.d3.loss_mask: 0.6193, decode.d3.loss_dice: 0.9529, decode.d4.loss_cls: 0.4911, decode.d4.loss_mask: 0.6133, decode.d4.loss_dice: 0.9443, decode.d5.loss_cls: 0.4751, decode.d5.loss_mask: 0.6147, decode.d5.loss_dice: 0.9433, decode.d6.loss_cls: 0.4599, decode.d6.loss_mask: 0.6137, decode.d6.loss_dice: 0.9366, decode.d7.loss_cls: 0.4507, decode.d7.loss_mask: 0.6130, decode.d7.loss_dice: 0.9353, decode.d8.loss_cls: 0.4448, decode.d8.loss_mask: 0.6118, decode.d8.loss_dice: 0.9369, loss: 22.8181, grad_norm: 135.3605 2023-11-26 22:21:34,192 - mmseg - INFO - Iter [97350/160000] lr: 1.494e-06, eta: 6:35:21, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4606, decode.loss_mask: 0.5996, decode.loss_dice: 0.9203, decode.d0.loss_cls: 2.3555, decode.d0.loss_mask: 0.6604, decode.d0.loss_dice: 1.1060, decode.d1.loss_cls: 0.6435, decode.d1.loss_mask: 0.6346, decode.d1.loss_dice: 0.9950, decode.d2.loss_cls: 0.5420, decode.d2.loss_mask: 0.6165, decode.d2.loss_dice: 0.9635, decode.d3.loss_cls: 0.5096, decode.d3.loss_mask: 0.6094, decode.d3.loss_dice: 0.9316, decode.d4.loss_cls: 0.4884, decode.d4.loss_mask: 0.6078, decode.d4.loss_dice: 0.9316, decode.d5.loss_cls: 0.4807, decode.d5.loss_mask: 0.6067, decode.d5.loss_dice: 0.9320, decode.d6.loss_cls: 0.4640, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.9188, decode.d7.loss_cls: 0.4603, decode.d7.loss_mask: 0.6032, decode.d7.loss_dice: 0.9208, decode.d8.loss_cls: 0.4613, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.9229, loss: 22.5569, grad_norm: 128.5785 2023-11-26 22:21:52,524 - mmseg - INFO - Iter [97400/160000] lr: 1.493e-06, eta: 6:35:02, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4877, decode.loss_mask: 0.6448, decode.loss_dice: 0.9622, decode.d0.loss_cls: 2.3374, decode.d0.loss_mask: 0.7079, decode.d0.loss_dice: 1.1368, decode.d1.loss_cls: 0.6730, decode.d1.loss_mask: 0.6840, decode.d1.loss_dice: 1.0498, decode.d2.loss_cls: 0.5737, decode.d2.loss_mask: 0.6630, decode.d2.loss_dice: 1.0096, decode.d3.loss_cls: 0.5356, decode.d3.loss_mask: 0.6539, decode.d3.loss_dice: 0.9822, decode.d4.loss_cls: 0.5226, decode.d4.loss_mask: 0.6476, decode.d4.loss_dice: 0.9717, decode.d5.loss_cls: 0.5099, decode.d5.loss_mask: 0.6476, decode.d5.loss_dice: 0.9766, decode.d6.loss_cls: 0.5086, decode.d6.loss_mask: 0.6483, decode.d6.loss_dice: 0.9624, decode.d7.loss_cls: 0.4958, decode.d7.loss_mask: 0.6440, decode.d7.loss_dice: 0.9601, decode.d8.loss_cls: 0.4916, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9640, loss: 23.6984, grad_norm: 121.7342 2023-11-26 22:22:10,881 - mmseg - INFO - Iter [97450/160000] lr: 1.492e-06, eta: 6:34:43, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5055, decode.loss_mask: 0.6316, decode.loss_dice: 0.9537, decode.d0.loss_cls: 2.4145, decode.d0.loss_mask: 0.7029, decode.d0.loss_dice: 1.1411, decode.d1.loss_cls: 0.7009, decode.d1.loss_mask: 0.6682, decode.d1.loss_dice: 1.0403, decode.d2.loss_cls: 0.5967, decode.d2.loss_mask: 0.6552, decode.d2.loss_dice: 0.9962, decode.d3.loss_cls: 0.5644, decode.d3.loss_mask: 0.6404, decode.d3.loss_dice: 0.9714, decode.d4.loss_cls: 0.5410, decode.d4.loss_mask: 0.6393, decode.d4.loss_dice: 0.9649, decode.d5.loss_cls: 0.5295, decode.d5.loss_mask: 0.6397, decode.d5.loss_dice: 0.9692, decode.d6.loss_cls: 0.5098, decode.d6.loss_mask: 0.6358, decode.d6.loss_dice: 0.9576, decode.d7.loss_cls: 0.5016, decode.d7.loss_mask: 0.6353, decode.d7.loss_dice: 0.9587, decode.d8.loss_cls: 0.5013, decode.d8.loss_mask: 0.6337, decode.d8.loss_dice: 0.9627, loss: 23.7631, grad_norm: 119.7859 2023-11-26 22:22:29,400 - mmseg - INFO - Iter [97500/160000] lr: 1.490e-06, eta: 6:34:24, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4725, decode.loss_mask: 0.6238, decode.loss_dice: 0.9067, decode.d0.loss_cls: 2.3440, decode.d0.loss_mask: 0.6868, decode.d0.loss_dice: 1.0707, decode.d1.loss_cls: 0.6339, decode.d1.loss_mask: 0.6559, decode.d1.loss_dice: 0.9851, decode.d2.loss_cls: 0.5523, decode.d2.loss_mask: 0.6383, decode.d2.loss_dice: 0.9411, decode.d3.loss_cls: 0.5110, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.9188, decode.d4.loss_cls: 0.4915, decode.d4.loss_mask: 0.6296, decode.d4.loss_dice: 0.9203, decode.d5.loss_cls: 0.4900, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.9147, decode.d6.loss_cls: 0.4804, decode.d6.loss_mask: 0.6241, decode.d6.loss_dice: 0.9061, decode.d7.loss_cls: 0.4769, decode.d7.loss_mask: 0.6260, decode.d7.loss_dice: 0.9066, decode.d8.loss_cls: 0.4734, decode.d8.loss_mask: 0.6220, decode.d8.loss_dice: 0.9071, loss: 22.6673, grad_norm: 115.8897 2023-11-26 22:22:47,822 - mmseg - INFO - Iter [97550/160000] lr: 1.489e-06, eta: 6:34:04, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4778, decode.loss_mask: 0.5970, decode.loss_dice: 0.9251, decode.d0.loss_cls: 2.3688, decode.d0.loss_mask: 0.6537, decode.d0.loss_dice: 1.1020, decode.d1.loss_cls: 0.6686, decode.d1.loss_mask: 0.6344, decode.d1.loss_dice: 1.0147, decode.d2.loss_cls: 0.5631, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9739, decode.d3.loss_cls: 0.5243, decode.d3.loss_mask: 0.6054, decode.d3.loss_dice: 0.9401, decode.d4.loss_cls: 0.5070, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9373, decode.d5.loss_cls: 0.4961, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.9399, decode.d6.loss_cls: 0.4882, decode.d6.loss_mask: 0.5996, decode.d6.loss_dice: 0.9283, decode.d7.loss_cls: 0.4815, decode.d7.loss_mask: 0.5985, decode.d7.loss_dice: 0.9275, decode.d8.loss_cls: 0.4734, decode.d8.loss_mask: 0.5965, decode.d8.loss_dice: 0.9286, loss: 22.7697, grad_norm: 111.5648 2023-11-26 22:23:06,357 - mmseg - INFO - Iter [97600/160000] lr: 1.488e-06, eta: 6:33:45, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4528, decode.loss_mask: 0.6114, decode.loss_dice: 0.9089, decode.d0.loss_cls: 2.3167, decode.d0.loss_mask: 0.6742, decode.d0.loss_dice: 1.0848, decode.d1.loss_cls: 0.6229, decode.d1.loss_mask: 0.6449, decode.d1.loss_dice: 0.9873, decode.d2.loss_cls: 0.5327, decode.d2.loss_mask: 0.6231, decode.d2.loss_dice: 0.9472, decode.d3.loss_cls: 0.4995, decode.d3.loss_mask: 0.6182, decode.d3.loss_dice: 0.9210, decode.d4.loss_cls: 0.4806, decode.d4.loss_mask: 0.6188, decode.d4.loss_dice: 0.9216, decode.d5.loss_cls: 0.4838, decode.d5.loss_mask: 0.6136, decode.d5.loss_dice: 0.9192, decode.d6.loss_cls: 0.4631, decode.d6.loss_mask: 0.6124, decode.d6.loss_dice: 0.9132, decode.d7.loss_cls: 0.4627, decode.d7.loss_mask: 0.6129, decode.d7.loss_dice: 0.9090, decode.d8.loss_cls: 0.4552, decode.d8.loss_mask: 0.6137, decode.d8.loss_dice: 0.9109, loss: 22.4365, grad_norm: 123.6125 2023-11-26 22:23:24,746 - mmseg - INFO - Iter [97650/160000] lr: 1.487e-06, eta: 6:33:26, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4506, decode.loss_mask: 0.5735, decode.loss_dice: 0.9206, decode.d0.loss_cls: 2.3387, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 1.0908, decode.d1.loss_cls: 0.6307, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 1.0024, decode.d2.loss_cls: 0.5353, decode.d2.loss_mask: 0.5857, decode.d2.loss_dice: 0.9654, decode.d3.loss_cls: 0.4939, decode.d3.loss_mask: 0.5830, decode.d3.loss_dice: 0.9363, decode.d4.loss_cls: 0.4753, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.9334, decode.d5.loss_cls: 0.4632, decode.d5.loss_mask: 0.5793, decode.d5.loss_dice: 0.9407, decode.d6.loss_cls: 0.4604, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.9270, decode.d7.loss_cls: 0.4506, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.9261, decode.d8.loss_cls: 0.4471, decode.d8.loss_mask: 0.5749, decode.d8.loss_dice: 0.9231, loss: 22.1780, grad_norm: 110.5794 2023-11-26 22:23:43,066 - mmseg - INFO - Iter [97700/160000] lr: 1.486e-06, eta: 6:33:07, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4585, decode.loss_mask: 0.6045, decode.loss_dice: 0.8963, decode.d0.loss_cls: 2.3903, decode.d0.loss_mask: 0.6731, decode.d0.loss_dice: 1.0803, decode.d1.loss_cls: 0.6616, decode.d1.loss_mask: 0.6359, decode.d1.loss_dice: 0.9770, decode.d2.loss_cls: 0.5649, decode.d2.loss_mask: 0.6218, decode.d2.loss_dice: 0.9322, decode.d3.loss_cls: 0.5239, decode.d3.loss_mask: 0.6145, decode.d3.loss_dice: 0.9068, decode.d4.loss_cls: 0.4994, decode.d4.loss_mask: 0.6133, decode.d4.loss_dice: 0.9087, decode.d5.loss_cls: 0.4851, decode.d5.loss_mask: 0.6110, decode.d5.loss_dice: 0.9061, decode.d6.loss_cls: 0.4770, decode.d6.loss_mask: 0.6053, decode.d6.loss_dice: 0.9015, decode.d7.loss_cls: 0.4674, decode.d7.loss_mask: 0.6059, decode.d7.loss_dice: 0.8968, decode.d8.loss_cls: 0.4622, decode.d8.loss_mask: 0.6043, decode.d8.loss_dice: 0.8979, loss: 22.4835, grad_norm: 132.5386 2023-11-26 22:24:01,296 - mmseg - INFO - Iter [97750/160000] lr: 1.484e-06, eta: 6:32:47, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4927, decode.loss_mask: 0.5918, decode.loss_dice: 0.9251, decode.d0.loss_cls: 2.3802, decode.d0.loss_mask: 0.6555, decode.d0.loss_dice: 1.0925, decode.d1.loss_cls: 0.6721, decode.d1.loss_mask: 0.6275, decode.d1.loss_dice: 1.0023, decode.d2.loss_cls: 0.5852, decode.d2.loss_mask: 0.6086, decode.d2.loss_dice: 0.9620, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.9298, decode.d4.loss_cls: 0.5280, decode.d4.loss_mask: 0.6010, decode.d4.loss_dice: 0.9297, decode.d5.loss_cls: 0.5113, decode.d5.loss_mask: 0.5987, decode.d5.loss_dice: 0.9288, decode.d6.loss_cls: 0.5107, decode.d6.loss_mask: 0.5924, decode.d6.loss_dice: 0.9194, decode.d7.loss_cls: 0.4981, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.9190, decode.d8.loss_cls: 0.4912, decode.d8.loss_mask: 0.5923, decode.d8.loss_dice: 0.9220, loss: 22.8065, grad_norm: 115.0312 2023-11-26 22:24:19,581 - mmseg - INFO - Iter [97800/160000] lr: 1.483e-06, eta: 6:32:28, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4930, decode.loss_mask: 0.5859, decode.loss_dice: 0.9159, decode.d0.loss_cls: 2.3906, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 1.0894, decode.d1.loss_cls: 0.6794, decode.d1.loss_mask: 0.6256, decode.d1.loss_dice: 1.0049, decode.d2.loss_cls: 0.5836, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9633, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.5303, decode.d4.loss_mask: 0.5979, decode.d4.loss_dice: 0.9270, decode.d5.loss_cls: 0.5164, decode.d5.loss_mask: 0.5936, decode.d5.loss_dice: 0.9305, decode.d6.loss_cls: 0.5051, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.9179, decode.d7.loss_cls: 0.4969, decode.d7.loss_mask: 0.5878, decode.d7.loss_dice: 0.9220, decode.d8.loss_cls: 0.4879, decode.d8.loss_mask: 0.5876, decode.d8.loss_dice: 0.9198, loss: 22.7780, grad_norm: 110.7784 2023-11-26 22:24:37,989 - mmseg - INFO - Iter [97850/160000] lr: 1.482e-06, eta: 6:32:09, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5209, decode.loss_mask: 0.6131, decode.loss_dice: 0.9439, decode.d0.loss_cls: 2.4609, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 1.1392, decode.d1.loss_cls: 0.7169, decode.d1.loss_mask: 0.6419, decode.d1.loss_dice: 1.0331, decode.d2.loss_cls: 0.6221, decode.d2.loss_mask: 0.6276, decode.d2.loss_dice: 0.9838, decode.d3.loss_cls: 0.5830, decode.d3.loss_mask: 0.6146, decode.d3.loss_dice: 0.9560, decode.d4.loss_cls: 0.5607, decode.d4.loss_mask: 0.6106, decode.d4.loss_dice: 0.9524, decode.d5.loss_cls: 0.5518, decode.d5.loss_mask: 0.6120, decode.d5.loss_dice: 0.9537, decode.d6.loss_cls: 0.5483, decode.d6.loss_mask: 0.6070, decode.d6.loss_dice: 0.9450, decode.d7.loss_cls: 0.5304, decode.d7.loss_mask: 0.6110, decode.d7.loss_dice: 0.9439, decode.d8.loss_cls: 0.5257, decode.d8.loss_mask: 0.6127, decode.d8.loss_dice: 0.9470, loss: 23.6401, grad_norm: 118.8996 2023-11-26 22:24:56,191 - mmseg - INFO - Iter [97900/160000] lr: 1.481e-06, eta: 6:31:49, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4978, decode.loss_mask: 0.6356, decode.loss_dice: 0.9432, decode.d0.loss_cls: 2.3442, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.1292, decode.d1.loss_cls: 0.6704, decode.d1.loss_mask: 0.6710, decode.d1.loss_dice: 1.0308, decode.d2.loss_cls: 0.5931, decode.d2.loss_mask: 0.6519, decode.d2.loss_dice: 0.9885, decode.d3.loss_cls: 0.5514, decode.d3.loss_mask: 0.6478, decode.d3.loss_dice: 0.9611, decode.d4.loss_cls: 0.5253, decode.d4.loss_mask: 0.6449, decode.d4.loss_dice: 0.9612, decode.d5.loss_cls: 0.5106, decode.d5.loss_mask: 0.6453, decode.d5.loss_dice: 0.9616, decode.d6.loss_cls: 0.5095, decode.d6.loss_mask: 0.6383, decode.d6.loss_dice: 0.9457, decode.d7.loss_cls: 0.5025, decode.d7.loss_mask: 0.6384, decode.d7.loss_dice: 0.9454, decode.d8.loss_cls: 0.4963, decode.d8.loss_mask: 0.6382, decode.d8.loss_dice: 0.9440, loss: 23.5283, grad_norm: 124.3540 2023-11-26 22:25:14,579 - mmseg - INFO - Iter [97950/160000] lr: 1.480e-06, eta: 6:31:30, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4926, decode.loss_mask: 0.6327, decode.loss_dice: 0.9446, decode.d0.loss_cls: 2.3713, decode.d0.loss_mask: 0.6974, decode.d0.loss_dice: 1.1198, decode.d1.loss_cls: 0.6720, decode.d1.loss_mask: 0.6649, decode.d1.loss_dice: 1.0267, decode.d2.loss_cls: 0.5751, decode.d2.loss_mask: 0.6476, decode.d2.loss_dice: 0.9866, decode.d3.loss_cls: 0.5454, decode.d3.loss_mask: 0.6449, decode.d3.loss_dice: 0.9641, decode.d4.loss_cls: 0.5314, decode.d4.loss_mask: 0.6419, decode.d4.loss_dice: 0.9597, decode.d5.loss_cls: 0.5216, decode.d5.loss_mask: 0.6420, decode.d5.loss_dice: 0.9586, decode.d6.loss_cls: 0.5137, decode.d6.loss_mask: 0.6368, decode.d6.loss_dice: 0.9472, decode.d7.loss_cls: 0.5043, decode.d7.loss_mask: 0.6346, decode.d7.loss_dice: 0.9507, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6342, decode.d8.loss_dice: 0.9504, loss: 23.5086, grad_norm: 123.7964 2023-11-26 22:25:33,016 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:25:33,016 - mmseg - INFO - Iter [98000/160000] lr: 1.478e-06, eta: 6:31:11, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4691, decode.loss_mask: 0.6144, decode.loss_dice: 0.9567, decode.d0.loss_cls: 2.3769, decode.d0.loss_mask: 0.6839, decode.d0.loss_dice: 1.1375, decode.d1.loss_cls: 0.6450, decode.d1.loss_mask: 0.6467, decode.d1.loss_dice: 1.0441, decode.d2.loss_cls: 0.5598, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 1.0015, decode.d3.loss_cls: 0.5135, decode.d3.loss_mask: 0.6233, decode.d3.loss_dice: 0.9761, decode.d4.loss_cls: 0.4932, decode.d4.loss_mask: 0.6218, decode.d4.loss_dice: 0.9735, decode.d5.loss_cls: 0.4824, decode.d5.loss_mask: 0.6202, decode.d5.loss_dice: 0.9690, decode.d6.loss_cls: 0.4722, decode.d6.loss_mask: 0.6170, decode.d6.loss_dice: 0.9611, decode.d7.loss_cls: 0.4725, decode.d7.loss_mask: 0.6135, decode.d7.loss_dice: 0.9578, decode.d8.loss_cls: 0.4692, decode.d8.loss_mask: 0.6149, decode.d8.loss_dice: 0.9571, loss: 23.1772, grad_norm: 122.4807 2023-11-26 22:25:51,367 - mmseg - INFO - Iter [98050/160000] lr: 1.477e-06, eta: 6:30:51, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4892, decode.loss_mask: 0.6426, decode.loss_dice: 0.9294, decode.d0.loss_cls: 2.3162, decode.d0.loss_mask: 0.7063, decode.d0.loss_dice: 1.0939, decode.d1.loss_cls: 0.6609, decode.d1.loss_mask: 0.6789, decode.d1.loss_dice: 1.0112, decode.d2.loss_cls: 0.5754, decode.d2.loss_mask: 0.6595, decode.d2.loss_dice: 0.9706, decode.d3.loss_cls: 0.5356, decode.d3.loss_mask: 0.6528, decode.d3.loss_dice: 0.9452, decode.d4.loss_cls: 0.5176, decode.d4.loss_mask: 0.6497, decode.d4.loss_dice: 0.9390, decode.d5.loss_cls: 0.5139, decode.d5.loss_mask: 0.6453, decode.d5.loss_dice: 0.9379, decode.d6.loss_cls: 0.5019, decode.d6.loss_mask: 0.6412, decode.d6.loss_dice: 0.9270, decode.d7.loss_cls: 0.5020, decode.d7.loss_mask: 0.6414, decode.d7.loss_dice: 0.9292, decode.d8.loss_cls: 0.4914, decode.d8.loss_mask: 0.6426, decode.d8.loss_dice: 0.9310, loss: 23.2789, grad_norm: 142.8237 2023-11-26 22:26:09,719 - mmseg - INFO - Iter [98100/160000] lr: 1.476e-06, eta: 6:30:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4874, decode.loss_mask: 0.6243, decode.loss_dice: 0.9326, decode.d0.loss_cls: 2.3660, decode.d0.loss_mask: 0.6885, decode.d0.loss_dice: 1.1043, decode.d1.loss_cls: 0.6558, decode.d1.loss_mask: 0.6596, decode.d1.loss_dice: 1.0184, decode.d2.loss_cls: 0.5722, decode.d2.loss_mask: 0.6434, decode.d2.loss_dice: 0.9780, decode.d3.loss_cls: 0.5403, decode.d3.loss_mask: 0.6332, decode.d3.loss_dice: 0.9470, decode.d4.loss_cls: 0.5167, decode.d4.loss_mask: 0.6357, decode.d4.loss_dice: 0.9452, decode.d5.loss_cls: 0.5031, decode.d5.loss_mask: 0.6323, decode.d5.loss_dice: 0.9464, decode.d6.loss_cls: 0.5014, decode.d6.loss_mask: 0.6283, decode.d6.loss_dice: 0.9353, decode.d7.loss_cls: 0.4995, decode.d7.loss_mask: 0.6284, decode.d7.loss_dice: 0.9314, decode.d8.loss_cls: 0.4910, decode.d8.loss_mask: 0.6258, decode.d8.loss_dice: 0.9387, loss: 23.2103, grad_norm: 126.1637 2023-11-26 22:26:28,074 - mmseg - INFO - Iter [98150/160000] lr: 1.475e-06, eta: 6:30:13, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4569, decode.loss_mask: 0.6145, decode.loss_dice: 0.9201, decode.d0.loss_cls: 2.3352, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0850, decode.d1.loss_cls: 0.6513, decode.d1.loss_mask: 0.6427, decode.d1.loss_dice: 0.9955, decode.d2.loss_cls: 0.5559, decode.d2.loss_mask: 0.6254, decode.d2.loss_dice: 0.9553, decode.d3.loss_cls: 0.5257, decode.d3.loss_mask: 0.6161, decode.d3.loss_dice: 0.9245, decode.d4.loss_cls: 0.5004, decode.d4.loss_mask: 0.6169, decode.d4.loss_dice: 0.9277, decode.d5.loss_cls: 0.4866, decode.d5.loss_mask: 0.6150, decode.d5.loss_dice: 0.9280, decode.d6.loss_cls: 0.4722, decode.d6.loss_mask: 0.6143, decode.d6.loss_dice: 0.9233, decode.d7.loss_cls: 0.4683, decode.d7.loss_mask: 0.6109, decode.d7.loss_dice: 0.9215, decode.d8.loss_cls: 0.4613, decode.d8.loss_mask: 0.6127, decode.d8.loss_dice: 0.9229, loss: 22.6577, grad_norm: 112.8322 2023-11-26 22:26:46,356 - mmseg - INFO - Iter [98200/160000] lr: 1.474e-06, eta: 6:29:54, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4834, decode.loss_mask: 0.5887, decode.loss_dice: 0.9057, decode.d0.loss_cls: 2.3743, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 1.0827, decode.d1.loss_cls: 0.6712, decode.d1.loss_mask: 0.6237, decode.d1.loss_dice: 0.9972, decode.d2.loss_cls: 0.5871, decode.d2.loss_mask: 0.6053, decode.d2.loss_dice: 0.9505, decode.d3.loss_cls: 0.5357, decode.d3.loss_mask: 0.5993, decode.d3.loss_dice: 0.9268, decode.d4.loss_cls: 0.5113, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.9223, decode.d5.loss_cls: 0.5042, decode.d5.loss_mask: 0.5942, decode.d5.loss_dice: 0.9226, decode.d6.loss_cls: 0.4961, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.9076, decode.d7.loss_cls: 0.4829, decode.d7.loss_mask: 0.5925, decode.d7.loss_dice: 0.9100, decode.d8.loss_cls: 0.4867, decode.d8.loss_mask: 0.5891, decode.d8.loss_dice: 0.9095, loss: 22.6020, grad_norm: 128.7645 2023-11-26 22:27:04,637 - mmseg - INFO - Iter [98250/160000] lr: 1.472e-06, eta: 6:29:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4691, decode.loss_mask: 0.6142, decode.loss_dice: 0.9253, decode.d0.loss_cls: 2.3721, decode.d0.loss_mask: 0.6764, decode.d0.loss_dice: 1.1058, decode.d1.loss_cls: 0.6552, decode.d1.loss_mask: 0.6461, decode.d1.loss_dice: 1.0057, decode.d2.loss_cls: 0.5673, decode.d2.loss_mask: 0.6334, decode.d2.loss_dice: 0.9657, decode.d3.loss_cls: 0.5214, decode.d3.loss_mask: 0.6190, decode.d3.loss_dice: 0.9391, decode.d4.loss_cls: 0.5052, decode.d4.loss_mask: 0.6201, decode.d4.loss_dice: 0.9389, decode.d5.loss_cls: 0.4969, decode.d5.loss_mask: 0.6175, decode.d5.loss_dice: 0.9355, decode.d6.loss_cls: 0.4857, decode.d6.loss_mask: 0.6153, decode.d6.loss_dice: 0.9256, decode.d7.loss_cls: 0.4821, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.9269, decode.d8.loss_cls: 0.4742, decode.d8.loss_mask: 0.6151, decode.d8.loss_dice: 0.9231, loss: 22.8946, grad_norm: 113.5309 2023-11-26 22:27:23,059 - mmseg - INFO - Iter [98300/160000] lr: 1.471e-06, eta: 6:29:15, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4828, decode.loss_mask: 0.6183, decode.loss_dice: 0.9442, decode.d0.loss_cls: 2.4107, decode.d0.loss_mask: 0.6774, decode.d0.loss_dice: 1.1114, decode.d1.loss_cls: 0.6661, decode.d1.loss_mask: 0.6522, decode.d1.loss_dice: 1.0196, decode.d2.loss_cls: 0.5721, decode.d2.loss_mask: 0.6325, decode.d2.loss_dice: 0.9777, decode.d3.loss_cls: 0.5390, decode.d3.loss_mask: 0.6248, decode.d3.loss_dice: 0.9513, decode.d4.loss_cls: 0.5178, decode.d4.loss_mask: 0.6260, decode.d4.loss_dice: 0.9511, decode.d5.loss_cls: 0.5100, decode.d5.loss_mask: 0.6188, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.4955, decode.d6.loss_mask: 0.6213, decode.d6.loss_dice: 0.9425, decode.d7.loss_cls: 0.4947, decode.d7.loss_mask: 0.6184, decode.d7.loss_dice: 0.9423, decode.d8.loss_cls: 0.4863, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.9422, loss: 23.2109, grad_norm: 109.7809 2023-11-26 22:27:41,471 - mmseg - INFO - Iter [98350/160000] lr: 1.470e-06, eta: 6:28:56, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4822, decode.loss_mask: 0.6068, decode.loss_dice: 0.9146, decode.d0.loss_cls: 2.3406, decode.d0.loss_mask: 0.6692, decode.d0.loss_dice: 1.0981, decode.d1.loss_cls: 0.6505, decode.d1.loss_mask: 0.6475, decode.d1.loss_dice: 1.0036, decode.d2.loss_cls: 0.5665, decode.d2.loss_mask: 0.6226, decode.d2.loss_dice: 0.9582, decode.d3.loss_cls: 0.5246, decode.d3.loss_mask: 0.6167, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.5077, decode.d4.loss_mask: 0.6144, decode.d4.loss_dice: 0.9301, decode.d5.loss_cls: 0.4947, decode.d5.loss_mask: 0.6149, decode.d5.loss_dice: 0.9299, decode.d6.loss_cls: 0.4871, decode.d6.loss_mask: 0.6110, decode.d6.loss_dice: 0.9171, decode.d7.loss_cls: 0.4810, decode.d7.loss_mask: 0.6099, decode.d7.loss_dice: 0.9179, decode.d8.loss_cls: 0.4844, decode.d8.loss_mask: 0.6084, decode.d8.loss_dice: 0.9143, loss: 22.7552, grad_norm: 122.8683 2023-11-26 22:28:00,071 - mmseg - INFO - Iter [98400/160000] lr: 1.469e-06, eta: 6:28:37, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4811, decode.loss_mask: 0.6046, decode.loss_dice: 0.9241, decode.d0.loss_cls: 2.3512, decode.d0.loss_mask: 0.6672, decode.d0.loss_dice: 1.1039, decode.d1.loss_cls: 0.6776, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 1.0084, decode.d2.loss_cls: 0.5881, decode.d2.loss_mask: 0.6210, decode.d2.loss_dice: 0.9668, decode.d3.loss_cls: 0.5374, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9392, decode.d4.loss_cls: 0.5154, decode.d4.loss_mask: 0.6085, decode.d4.loss_dice: 0.9372, decode.d5.loss_cls: 0.5139, decode.d5.loss_mask: 0.6070, decode.d5.loss_dice: 0.9321, decode.d6.loss_cls: 0.4995, decode.d6.loss_mask: 0.6081, decode.d6.loss_dice: 0.9235, decode.d7.loss_cls: 0.4864, decode.d7.loss_mask: 0.6055, decode.d7.loss_dice: 0.9262, decode.d8.loss_cls: 0.4917, decode.d8.loss_mask: 0.6042, decode.d8.loss_dice: 0.9223, loss: 22.9029, grad_norm: 114.7967 2023-11-26 22:28:18,424 - mmseg - INFO - Iter [98450/160000] lr: 1.468e-06, eta: 6:28:17, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4677, decode.loss_mask: 0.6153, decode.loss_dice: 0.9323, decode.d0.loss_cls: 2.3536, decode.d0.loss_mask: 0.6725, decode.d0.loss_dice: 1.1082, decode.d1.loss_cls: 0.6522, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 1.0103, decode.d2.loss_cls: 0.5451, decode.d2.loss_mask: 0.6289, decode.d2.loss_dice: 0.9798, decode.d3.loss_cls: 0.5147, decode.d3.loss_mask: 0.6211, decode.d3.loss_dice: 0.9508, decode.d4.loss_cls: 0.4932, decode.d4.loss_mask: 0.6208, decode.d4.loss_dice: 0.9513, decode.d5.loss_cls: 0.4801, decode.d5.loss_mask: 0.6176, decode.d5.loss_dice: 0.9447, decode.d6.loss_cls: 0.4794, decode.d6.loss_mask: 0.6164, decode.d6.loss_dice: 0.9372, decode.d7.loss_cls: 0.4641, decode.d7.loss_mask: 0.6154, decode.d7.loss_dice: 0.9379, decode.d8.loss_cls: 0.4685, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9369, loss: 22.8783, grad_norm: 122.4239 2023-11-26 22:28:36,683 - mmseg - INFO - Iter [98500/160000] lr: 1.466e-06, eta: 6:27:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4859, decode.loss_mask: 0.6179, decode.loss_dice: 0.9370, decode.d0.loss_cls: 2.4305, decode.d0.loss_mask: 0.6863, decode.d0.loss_dice: 1.1264, decode.d1.loss_cls: 0.6937, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0249, decode.d2.loss_cls: 0.5962, decode.d2.loss_mask: 0.6356, decode.d2.loss_dice: 0.9806, decode.d3.loss_cls: 0.5482, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9571, decode.d4.loss_cls: 0.5251, decode.d4.loss_mask: 0.6274, decode.d4.loss_dice: 0.9549, decode.d5.loss_cls: 0.5071, decode.d5.loss_mask: 0.6239, decode.d5.loss_dice: 0.9517, decode.d6.loss_cls: 0.4984, decode.d6.loss_mask: 0.6201, decode.d6.loss_dice: 0.9437, decode.d7.loss_cls: 0.4941, decode.d7.loss_mask: 0.6195, decode.d7.loss_dice: 0.9428, decode.d8.loss_cls: 0.4842, decode.d8.loss_mask: 0.6175, decode.d8.loss_dice: 0.9415, loss: 23.3563, grad_norm: 166.5304 2023-11-26 22:28:57,330 - mmseg - INFO - Iter [98550/160000] lr: 1.465e-06, eta: 6:27:40, time: 0.413, data_time: 0.055, memory: 36416, decode.loss_cls: 0.4988, decode.loss_mask: 0.6003, decode.loss_dice: 0.9208, decode.d0.loss_cls: 2.4146, decode.d0.loss_mask: 0.6625, decode.d0.loss_dice: 1.0997, decode.d1.loss_cls: 0.6834, decode.d1.loss_mask: 0.6371, decode.d1.loss_dice: 1.0200, decode.d2.loss_cls: 0.5933, decode.d2.loss_mask: 0.6178, decode.d2.loss_dice: 0.9671, decode.d3.loss_cls: 0.5495, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.9361, decode.d4.loss_cls: 0.5257, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.9333, decode.d5.loss_cls: 0.5127, decode.d5.loss_mask: 0.6054, decode.d5.loss_dice: 0.9332, decode.d6.loss_cls: 0.5095, decode.d6.loss_mask: 0.6032, decode.d6.loss_dice: 0.9272, decode.d7.loss_cls: 0.4996, decode.d7.loss_mask: 0.6000, decode.d7.loss_dice: 0.9238, decode.d8.loss_cls: 0.4917, decode.d8.loss_mask: 0.5997, decode.d8.loss_dice: 0.9258, loss: 23.0119, grad_norm: 130.7478 2023-11-26 22:29:15,655 - mmseg - INFO - Iter [98600/160000] lr: 1.464e-06, eta: 6:27:21, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4656, decode.loss_mask: 0.5938, decode.loss_dice: 0.9093, decode.d0.loss_cls: 2.4143, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0955, decode.d1.loss_cls: 0.6635, decode.d1.loss_mask: 0.6291, decode.d1.loss_dice: 1.0019, decode.d2.loss_cls: 0.5666, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9569, decode.d3.loss_cls: 0.5237, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.9277, decode.d4.loss_cls: 0.4983, decode.d4.loss_mask: 0.6038, decode.d4.loss_dice: 0.9259, decode.d5.loss_cls: 0.4815, decode.d5.loss_mask: 0.6028, decode.d5.loss_dice: 0.9221, decode.d6.loss_cls: 0.4782, decode.d6.loss_mask: 0.5965, decode.d6.loss_dice: 0.9131, decode.d7.loss_cls: 0.4678, decode.d7.loss_mask: 0.5949, decode.d7.loss_dice: 0.9103, decode.d8.loss_cls: 0.4687, decode.d8.loss_mask: 0.5944, decode.d8.loss_dice: 0.9077, loss: 22.5895, grad_norm: 124.4433 2023-11-26 22:29:33,879 - mmseg - INFO - Iter [98650/160000] lr: 1.463e-06, eta: 6:27:01, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4526, decode.loss_mask: 0.6145, decode.loss_dice: 0.9060, decode.d0.loss_cls: 2.3061, decode.d0.loss_mask: 0.6757, decode.d0.loss_dice: 1.0851, decode.d1.loss_cls: 0.6322, decode.d1.loss_mask: 0.6459, decode.d1.loss_dice: 0.9889, decode.d2.loss_cls: 0.5458, decode.d2.loss_mask: 0.6299, decode.d2.loss_dice: 0.9530, decode.d3.loss_cls: 0.5043, decode.d3.loss_mask: 0.6219, decode.d3.loss_dice: 0.9197, decode.d4.loss_cls: 0.4808, decode.d4.loss_mask: 0.6189, decode.d4.loss_dice: 0.9139, decode.d5.loss_cls: 0.4628, decode.d5.loss_mask: 0.6174, decode.d5.loss_dice: 0.9179, decode.d6.loss_cls: 0.4610, decode.d6.loss_mask: 0.6169, decode.d6.loss_dice: 0.9119, decode.d7.loss_cls: 0.4617, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.9073, decode.d8.loss_cls: 0.4512, decode.d8.loss_mask: 0.6120, decode.d8.loss_dice: 0.9076, loss: 22.4351, grad_norm: 106.0074 2023-11-26 22:29:52,156 - mmseg - INFO - Iter [98700/160000] lr: 1.462e-06, eta: 6:26:42, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4900, decode.loss_mask: 0.6078, decode.loss_dice: 0.9207, decode.d0.loss_cls: 2.3843, decode.d0.loss_mask: 0.6662, decode.d0.loss_dice: 1.1085, decode.d1.loss_cls: 0.6857, decode.d1.loss_mask: 0.6397, decode.d1.loss_dice: 0.9960, decode.d2.loss_cls: 0.5906, decode.d2.loss_mask: 0.6243, decode.d2.loss_dice: 0.9604, decode.d3.loss_cls: 0.5498, decode.d3.loss_mask: 0.6168, decode.d3.loss_dice: 0.9378, decode.d4.loss_cls: 0.5185, decode.d4.loss_mask: 0.6165, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.5195, decode.d5.loss_mask: 0.6116, decode.d5.loss_dice: 0.9315, decode.d6.loss_cls: 0.5067, decode.d6.loss_mask: 0.6097, decode.d6.loss_dice: 0.9253, decode.d7.loss_cls: 0.4899, decode.d7.loss_mask: 0.6099, decode.d7.loss_dice: 0.9264, decode.d8.loss_cls: 0.4905, decode.d8.loss_mask: 0.6087, decode.d8.loss_dice: 0.9190, loss: 22.9979, grad_norm: 118.1210 2023-11-26 22:30:10,644 - mmseg - INFO - Iter [98750/160000] lr: 1.461e-06, eta: 6:26:23, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4782, decode.loss_mask: 0.6088, decode.loss_dice: 0.9527, decode.d0.loss_cls: 2.4149, decode.d0.loss_mask: 0.6702, decode.d0.loss_dice: 1.1413, decode.d1.loss_cls: 0.6697, decode.d1.loss_mask: 0.6512, decode.d1.loss_dice: 1.0427, decode.d2.loss_cls: 0.5692, decode.d2.loss_mask: 0.6262, decode.d2.loss_dice: 0.9937, decode.d3.loss_cls: 0.5270, decode.d3.loss_mask: 0.6174, decode.d3.loss_dice: 0.9633, decode.d4.loss_cls: 0.5208, decode.d4.loss_mask: 0.6121, decode.d4.loss_dice: 0.9597, decode.d5.loss_cls: 0.4957, decode.d5.loss_mask: 0.6104, decode.d5.loss_dice: 0.9564, decode.d6.loss_cls: 0.4878, decode.d6.loss_mask: 0.6097, decode.d6.loss_dice: 0.9527, decode.d7.loss_cls: 0.4869, decode.d7.loss_mask: 0.6064, decode.d7.loss_dice: 0.9537, decode.d8.loss_cls: 0.4823, decode.d8.loss_mask: 0.6086, decode.d8.loss_dice: 0.9514, loss: 23.2211, grad_norm: 117.6046 2023-11-26 22:30:29,106 - mmseg - INFO - Iter [98800/160000] lr: 1.459e-06, eta: 6:26:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5011, decode.loss_mask: 0.6488, decode.loss_dice: 0.9678, decode.d0.loss_cls: 2.3884, decode.d0.loss_mask: 0.6981, decode.d0.loss_dice: 1.1489, decode.d1.loss_cls: 0.6831, decode.d1.loss_mask: 0.6773, decode.d1.loss_dice: 1.0550, decode.d2.loss_cls: 0.6033, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 1.0082, decode.d3.loss_cls: 0.5551, decode.d3.loss_mask: 0.6538, decode.d3.loss_dice: 0.9808, decode.d4.loss_cls: 0.5339, decode.d4.loss_mask: 0.6564, decode.d4.loss_dice: 0.9835, decode.d5.loss_cls: 0.5238, decode.d5.loss_mask: 0.6542, decode.d5.loss_dice: 0.9855, decode.d6.loss_cls: 0.5153, decode.d6.loss_mask: 0.6501, decode.d6.loss_dice: 0.9699, decode.d7.loss_cls: 0.5110, decode.d7.loss_mask: 0.6503, decode.d7.loss_dice: 0.9737, decode.d8.loss_cls: 0.5034, decode.d8.loss_mask: 0.6481, decode.d8.loss_dice: 0.9699, loss: 23.9589, grad_norm: 119.1137 2023-11-26 22:30:47,549 - mmseg - INFO - Iter [98850/160000] lr: 1.458e-06, eta: 6:25:44, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5062, decode.loss_mask: 0.6129, decode.loss_dice: 0.9433, decode.d0.loss_cls: 2.3905, decode.d0.loss_mask: 0.6645, decode.d0.loss_dice: 1.1191, decode.d1.loss_cls: 0.6897, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 1.0309, decode.d2.loss_cls: 0.6005, decode.d2.loss_mask: 0.6223, decode.d2.loss_dice: 0.9862, decode.d3.loss_cls: 0.5641, decode.d3.loss_mask: 0.6162, decode.d3.loss_dice: 0.9504, decode.d4.loss_cls: 0.5431, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.9549, decode.d5.loss_cls: 0.5308, decode.d5.loss_mask: 0.6122, decode.d5.loss_dice: 0.9549, decode.d6.loss_cls: 0.5256, decode.d6.loss_mask: 0.6121, decode.d6.loss_dice: 0.9419, decode.d7.loss_cls: 0.5105, decode.d7.loss_mask: 0.6102, decode.d7.loss_dice: 0.9457, decode.d8.loss_cls: 0.5015, decode.d8.loss_mask: 0.6107, decode.d8.loss_dice: 0.9427, loss: 23.3555, grad_norm: 135.9588 2023-11-26 22:31:06,066 - mmseg - INFO - Iter [98900/160000] lr: 1.457e-06, eta: 6:25:25, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4682, decode.loss_mask: 0.6203, decode.loss_dice: 0.9157, decode.d0.loss_cls: 2.3817, decode.d0.loss_mask: 0.6817, decode.d0.loss_dice: 1.0941, decode.d1.loss_cls: 0.6483, decode.d1.loss_mask: 0.6566, decode.d1.loss_dice: 1.0003, decode.d2.loss_cls: 0.5483, decode.d2.loss_mask: 0.6413, decode.d2.loss_dice: 0.9627, decode.d3.loss_cls: 0.5144, decode.d3.loss_mask: 0.6300, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.4979, decode.d4.loss_mask: 0.6280, decode.d4.loss_dice: 0.9315, decode.d5.loss_cls: 0.4802, decode.d5.loss_mask: 0.6257, decode.d5.loss_dice: 0.9283, decode.d6.loss_cls: 0.4818, decode.d6.loss_mask: 0.6200, decode.d6.loss_dice: 0.9153, decode.d7.loss_cls: 0.4674, decode.d7.loss_mask: 0.6217, decode.d7.loss_dice: 0.9209, decode.d8.loss_cls: 0.4672, decode.d8.loss_mask: 0.6206, decode.d8.loss_dice: 0.9202, loss: 22.8208, grad_norm: 122.4137 2023-11-26 22:31:24,594 - mmseg - INFO - Iter [98950/160000] lr: 1.456e-06, eta: 6:25:06, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4652, decode.loss_mask: 0.5945, decode.loss_dice: 0.9215, decode.d0.loss_cls: 2.3295, decode.d0.loss_mask: 0.6560, decode.d0.loss_dice: 1.0963, decode.d1.loss_cls: 0.6282, decode.d1.loss_mask: 0.6292, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5380, decode.d2.loss_mask: 0.6075, decode.d2.loss_dice: 0.9642, decode.d3.loss_cls: 0.5055, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.9358, decode.d4.loss_cls: 0.4829, decode.d4.loss_mask: 0.6016, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.4668, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.9355, decode.d6.loss_cls: 0.4675, decode.d6.loss_mask: 0.5974, decode.d6.loss_dice: 0.9215, decode.d7.loss_cls: 0.4599, decode.d7.loss_mask: 0.5965, decode.d7.loss_dice: 0.9270, decode.d8.loss_cls: 0.4592, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.9229, loss: 22.4434, grad_norm: 114.6238 2023-11-26 22:31:42,868 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:31:42,868 - mmseg - INFO - Iter [99000/160000] lr: 1.455e-06, eta: 6:24:47, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4669, decode.loss_mask: 0.6118, decode.loss_dice: 0.9324, decode.d0.loss_cls: 2.3890, decode.d0.loss_mask: 0.6816, decode.d0.loss_dice: 1.1147, decode.d1.loss_cls: 0.6443, decode.d1.loss_mask: 0.6531, decode.d1.loss_dice: 1.0201, decode.d2.loss_cls: 0.5480, decode.d2.loss_mask: 0.6318, decode.d2.loss_dice: 0.9788, decode.d3.loss_cls: 0.5163, decode.d3.loss_mask: 0.6221, decode.d3.loss_dice: 0.9552, decode.d4.loss_cls: 0.5006, decode.d4.loss_mask: 0.6189, decode.d4.loss_dice: 0.9510, decode.d5.loss_cls: 0.4875, decode.d5.loss_mask: 0.6178, decode.d5.loss_dice: 0.9465, decode.d6.loss_cls: 0.4835, decode.d6.loss_mask: 0.6153, decode.d6.loss_dice: 0.9327, decode.d7.loss_cls: 0.4714, decode.d7.loss_mask: 0.6129, decode.d7.loss_dice: 0.9317, decode.d8.loss_cls: 0.4702, decode.d8.loss_mask: 0.6125, decode.d8.loss_dice: 0.9340, loss: 22.9524, grad_norm: 120.2454 2023-11-26 22:32:01,057 - mmseg - INFO - Iter [99050/160000] lr: 1.453e-06, eta: 6:24:27, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4758, decode.loss_mask: 0.6022, decode.loss_dice: 0.9163, decode.d0.loss_cls: 2.3517, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.1020, decode.d1.loss_cls: 0.6586, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 1.0098, decode.d2.loss_cls: 0.5565, decode.d2.loss_mask: 0.6218, decode.d2.loss_dice: 0.9567, decode.d3.loss_cls: 0.5168, decode.d3.loss_mask: 0.6148, decode.d3.loss_dice: 0.9371, decode.d4.loss_cls: 0.4984, decode.d4.loss_mask: 0.6118, decode.d4.loss_dice: 0.9346, decode.d5.loss_cls: 0.4842, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.9292, decode.d6.loss_cls: 0.4813, decode.d6.loss_mask: 0.6086, decode.d6.loss_dice: 0.9213, decode.d7.loss_cls: 0.4821, decode.d7.loss_mask: 0.6058, decode.d7.loss_dice: 0.9222, decode.d8.loss_cls: 0.4793, decode.d8.loss_mask: 0.6036, decode.d8.loss_dice: 0.9204, loss: 22.7187, grad_norm: 126.8529 2023-11-26 22:32:19,518 - mmseg - INFO - Iter [99100/160000] lr: 1.452e-06, eta: 6:24:08, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4984, decode.loss_mask: 0.6484, decode.loss_dice: 0.9632, decode.d0.loss_cls: 2.3528, decode.d0.loss_mask: 0.7110, decode.d0.loss_dice: 1.1386, decode.d1.loss_cls: 0.6761, decode.d1.loss_mask: 0.6830, decode.d1.loss_dice: 1.0393, decode.d2.loss_cls: 0.5820, decode.d2.loss_mask: 0.6674, decode.d2.loss_dice: 0.9995, decode.d3.loss_cls: 0.5493, decode.d3.loss_mask: 0.6563, decode.d3.loss_dice: 0.9760, decode.d4.loss_cls: 0.5277, decode.d4.loss_mask: 0.6561, decode.d4.loss_dice: 0.9732, decode.d5.loss_cls: 0.5115, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9756, decode.d6.loss_cls: 0.5103, decode.d6.loss_mask: 0.6510, decode.d6.loss_dice: 0.9626, decode.d7.loss_cls: 0.4979, decode.d7.loss_mask: 0.6495, decode.d7.loss_dice: 0.9684, decode.d8.loss_cls: 0.4992, decode.d8.loss_mask: 0.6497, decode.d8.loss_dice: 0.9644, loss: 23.7940, grad_norm: 127.4397 2023-11-26 22:32:37,997 - mmseg - INFO - Iter [99150/160000] lr: 1.451e-06, eta: 6:23:49, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5033, decode.loss_mask: 0.5972, decode.loss_dice: 0.9406, decode.d0.loss_cls: 2.4144, decode.d0.loss_mask: 0.6597, decode.d0.loss_dice: 1.1350, decode.d1.loss_cls: 0.7011, decode.d1.loss_mask: 0.6354, decode.d1.loss_dice: 1.0326, decode.d2.loss_cls: 0.5998, decode.d2.loss_mask: 0.6194, decode.d2.loss_dice: 0.9872, decode.d3.loss_cls: 0.5596, decode.d3.loss_mask: 0.6048, decode.d3.loss_dice: 0.9532, decode.d4.loss_cls: 0.5406, decode.d4.loss_mask: 0.6030, decode.d4.loss_dice: 0.9553, decode.d5.loss_cls: 0.5356, decode.d5.loss_mask: 0.6008, decode.d5.loss_dice: 0.9530, decode.d6.loss_cls: 0.5233, decode.d6.loss_mask: 0.6007, decode.d6.loss_dice: 0.9423, decode.d7.loss_cls: 0.5206, decode.d7.loss_mask: 0.5969, decode.d7.loss_dice: 0.9380, decode.d8.loss_cls: 0.5169, decode.d8.loss_mask: 0.5968, decode.d8.loss_dice: 0.9391, loss: 23.3064, grad_norm: 128.7089 2023-11-26 22:32:56,482 - mmseg - INFO - Iter [99200/160000] lr: 1.450e-06, eta: 6:23:30, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5132, decode.loss_mask: 0.6148, decode.loss_dice: 0.9336, decode.d0.loss_cls: 2.4562, decode.d0.loss_mask: 0.6720, decode.d0.loss_dice: 1.1009, decode.d1.loss_cls: 0.7084, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0159, decode.d2.loss_cls: 0.6191, decode.d2.loss_mask: 0.6405, decode.d2.loss_dice: 0.9750, decode.d3.loss_cls: 0.5651, decode.d3.loss_mask: 0.6301, decode.d3.loss_dice: 0.9501, decode.d4.loss_cls: 0.5451, decode.d4.loss_mask: 0.6246, decode.d4.loss_dice: 0.9515, decode.d5.loss_cls: 0.5338, decode.d5.loss_mask: 0.6250, decode.d5.loss_dice: 0.9436, decode.d6.loss_cls: 0.5307, decode.d6.loss_mask: 0.6198, decode.d6.loss_dice: 0.9379, decode.d7.loss_cls: 0.5190, decode.d7.loss_mask: 0.6172, decode.d7.loss_dice: 0.9419, decode.d8.loss_cls: 0.5155, decode.d8.loss_mask: 0.6152, decode.d8.loss_dice: 0.9383, loss: 23.5090, grad_norm: 127.4498 2023-11-26 22:33:14,967 - mmseg - INFO - Iter [99250/160000] lr: 1.449e-06, eta: 6:23:11, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4860, decode.loss_mask: 0.6089, decode.loss_dice: 0.9417, decode.d0.loss_cls: 2.3855, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.1231, decode.d1.loss_cls: 0.6609, decode.d1.loss_mask: 0.6431, decode.d1.loss_dice: 1.0283, decode.d2.loss_cls: 0.5750, decode.d2.loss_mask: 0.6256, decode.d2.loss_dice: 0.9845, decode.d3.loss_cls: 0.5405, decode.d3.loss_mask: 0.6190, decode.d3.loss_dice: 0.9566, decode.d4.loss_cls: 0.5173, decode.d4.loss_mask: 0.6155, decode.d4.loss_dice: 0.9582, decode.d5.loss_cls: 0.5030, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.9540, decode.d6.loss_cls: 0.5013, decode.d6.loss_mask: 0.6096, decode.d6.loss_dice: 0.9414, decode.d7.loss_cls: 0.4879, decode.d7.loss_mask: 0.6087, decode.d7.loss_dice: 0.9429, decode.d8.loss_cls: 0.4863, decode.d8.loss_mask: 0.6104, decode.d8.loss_dice: 0.9456, loss: 23.1427, grad_norm: 115.8116 2023-11-26 22:33:33,250 - mmseg - INFO - Iter [99300/160000] lr: 1.447e-06, eta: 6:22:51, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4579, decode.loss_mask: 0.6317, decode.loss_dice: 0.9246, decode.d0.loss_cls: 2.3556, decode.d0.loss_mask: 0.6984, decode.d0.loss_dice: 1.0881, decode.d1.loss_cls: 0.6294, decode.d1.loss_mask: 0.6665, decode.d1.loss_dice: 1.0093, decode.d2.loss_cls: 0.5409, decode.d2.loss_mask: 0.6467, decode.d2.loss_dice: 0.9700, decode.d3.loss_cls: 0.4983, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9462, decode.d4.loss_cls: 0.4818, decode.d4.loss_mask: 0.6408, decode.d4.loss_dice: 0.9407, decode.d5.loss_cls: 0.4705, decode.d5.loss_mask: 0.6410, decode.d5.loss_dice: 0.9401, decode.d6.loss_cls: 0.4670, decode.d6.loss_mask: 0.6343, decode.d6.loss_dice: 0.9288, decode.d7.loss_cls: 0.4589, decode.d7.loss_mask: 0.6345, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.4571, decode.d8.loss_mask: 0.6341, decode.d8.loss_dice: 0.9295, loss: 22.8929, grad_norm: 127.8785 2023-11-26 22:33:51,611 - mmseg - INFO - Iter [99350/160000] lr: 1.446e-06, eta: 6:22:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4929, decode.loss_mask: 0.6144, decode.loss_dice: 0.8974, decode.d0.loss_cls: 2.4068, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0825, decode.d1.loss_cls: 0.6881, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 0.9886, decode.d2.loss_cls: 0.5959, decode.d2.loss_mask: 0.6278, decode.d2.loss_dice: 0.9469, decode.d3.loss_cls: 0.5437, decode.d3.loss_mask: 0.6242, decode.d3.loss_dice: 0.9178, decode.d4.loss_cls: 0.5215, decode.d4.loss_mask: 0.6214, decode.d4.loss_dice: 0.9188, decode.d5.loss_cls: 0.5065, decode.d5.loss_mask: 0.6216, decode.d5.loss_dice: 0.9176, decode.d6.loss_cls: 0.5016, decode.d6.loss_mask: 0.6180, decode.d6.loss_dice: 0.9065, decode.d7.loss_cls: 0.4973, decode.d7.loss_mask: 0.6171, decode.d7.loss_dice: 0.9081, decode.d8.loss_cls: 0.4897, decode.d8.loss_mask: 0.6142, decode.d8.loss_dice: 0.9063, loss: 22.9102, grad_norm: 119.8391 2023-11-26 22:34:09,788 - mmseg - INFO - Iter [99400/160000] lr: 1.445e-06, eta: 6:22:13, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4612, decode.loss_mask: 0.6254, decode.loss_dice: 0.9298, decode.d0.loss_cls: 2.3046, decode.d0.loss_mask: 0.6905, decode.d0.loss_dice: 1.1040, decode.d1.loss_cls: 0.6379, decode.d1.loss_mask: 0.6621, decode.d1.loss_dice: 1.0202, decode.d2.loss_cls: 0.5414, decode.d2.loss_mask: 0.6490, decode.d2.loss_dice: 0.9781, decode.d3.loss_cls: 0.5151, decode.d3.loss_mask: 0.6366, decode.d3.loss_dice: 0.9475, decode.d4.loss_cls: 0.4935, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9469, decode.d5.loss_cls: 0.4781, decode.d5.loss_mask: 0.6337, decode.d5.loss_dice: 0.9437, decode.d6.loss_cls: 0.4735, decode.d6.loss_mask: 0.6283, decode.d6.loss_dice: 0.9325, decode.d7.loss_cls: 0.4653, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.9303, decode.d8.loss_cls: 0.4672, decode.d8.loss_mask: 0.6260, decode.d8.loss_dice: 0.9313, loss: 22.9153, grad_norm: 126.1401 2023-11-26 22:34:28,050 - mmseg - INFO - Iter [99450/160000] lr: 1.444e-06, eta: 6:21:53, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4769, decode.loss_mask: 0.6278, decode.loss_dice: 0.9161, decode.d0.loss_cls: 2.3369, decode.d0.loss_mask: 0.6943, decode.d0.loss_dice: 1.0900, decode.d1.loss_cls: 0.6757, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 1.0030, decode.d2.loss_cls: 0.5789, decode.d2.loss_mask: 0.6467, decode.d2.loss_dice: 0.9634, decode.d3.loss_cls: 0.5370, decode.d3.loss_mask: 0.6365, decode.d3.loss_dice: 0.9327, decode.d4.loss_cls: 0.5241, decode.d4.loss_mask: 0.6328, decode.d4.loss_dice: 0.9346, decode.d5.loss_cls: 0.5086, decode.d5.loss_mask: 0.6322, decode.d5.loss_dice: 0.9277, decode.d6.loss_cls: 0.4945, decode.d6.loss_mask: 0.6309, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6292, decode.d7.loss_dice: 0.9177, decode.d8.loss_cls: 0.4777, decode.d8.loss_mask: 0.6292, decode.d8.loss_dice: 0.9185, loss: 23.0494, grad_norm: 127.5028 2023-11-26 22:34:46,277 - mmseg - INFO - Iter [99500/160000] lr: 1.443e-06, eta: 6:21:34, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4589, decode.loss_mask: 0.6074, decode.loss_dice: 0.9168, decode.d0.loss_cls: 2.3280, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0869, decode.d1.loss_cls: 0.6365, decode.d1.loss_mask: 0.6425, decode.d1.loss_dice: 1.0016, decode.d2.loss_cls: 0.5525, decode.d2.loss_mask: 0.6202, decode.d2.loss_dice: 0.9614, decode.d3.loss_cls: 0.5189, decode.d3.loss_mask: 0.6163, decode.d3.loss_dice: 0.9309, decode.d4.loss_cls: 0.5045, decode.d4.loss_mask: 0.6121, decode.d4.loss_dice: 0.9258, decode.d5.loss_cls: 0.4912, decode.d5.loss_mask: 0.6138, decode.d5.loss_dice: 0.9219, decode.d6.loss_cls: 0.4756, decode.d6.loss_mask: 0.6111, decode.d6.loss_dice: 0.9178, decode.d7.loss_cls: 0.4633, decode.d7.loss_mask: 0.6103, decode.d7.loss_dice: 0.9157, decode.d8.loss_cls: 0.4583, decode.d8.loss_mask: 0.6075, decode.d8.loss_dice: 0.9181, loss: 22.5975, grad_norm: 144.2228 2023-11-26 22:35:04,548 - mmseg - INFO - Iter [99550/160000] lr: 1.441e-06, eta: 6:21:15, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4723, decode.loss_mask: 0.5904, decode.loss_dice: 0.8923, decode.d0.loss_cls: 2.3346, decode.d0.loss_mask: 0.6580, decode.d0.loss_dice: 1.0711, decode.d1.loss_cls: 0.6551, decode.d1.loss_mask: 0.6250, decode.d1.loss_dice: 0.9751, decode.d2.loss_cls: 0.5654, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.9386, decode.d3.loss_cls: 0.5256, decode.d3.loss_mask: 0.5988, decode.d3.loss_dice: 0.9088, decode.d4.loss_cls: 0.5031, decode.d4.loss_mask: 0.5964, decode.d4.loss_dice: 0.9058, decode.d5.loss_cls: 0.4886, decode.d5.loss_mask: 0.5955, decode.d5.loss_dice: 0.9046, decode.d6.loss_cls: 0.4809, decode.d6.loss_mask: 0.5950, decode.d6.loss_dice: 0.9029, decode.d7.loss_cls: 0.4766, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.8999, decode.d8.loss_cls: 0.4686, decode.d8.loss_mask: 0.5906, decode.d8.loss_dice: 0.8978, loss: 22.3147, grad_norm: 117.7882 2023-11-26 22:35:23,080 - mmseg - INFO - Iter [99600/160000] lr: 1.440e-06, eta: 6:20:56, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4616, decode.loss_mask: 0.6030, decode.loss_dice: 0.9107, decode.d0.loss_cls: 2.3813, decode.d0.loss_mask: 0.6617, decode.d0.loss_dice: 1.0819, decode.d1.loss_cls: 0.6485, decode.d1.loss_mask: 0.6373, decode.d1.loss_dice: 0.9996, decode.d2.loss_cls: 0.5574, decode.d2.loss_mask: 0.6181, decode.d2.loss_dice: 0.9623, decode.d3.loss_cls: 0.5130, decode.d3.loss_mask: 0.6087, decode.d3.loss_dice: 0.9308, decode.d4.loss_cls: 0.4935, decode.d4.loss_mask: 0.6081, decode.d4.loss_dice: 0.9245, decode.d5.loss_cls: 0.4831, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.9258, decode.d6.loss_cls: 0.4689, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.9167, decode.d7.loss_cls: 0.4605, decode.d7.loss_mask: 0.6056, decode.d7.loss_dice: 0.9167, decode.d8.loss_cls: 0.4618, decode.d8.loss_mask: 0.6036, decode.d8.loss_dice: 0.9157, loss: 22.5765, grad_norm: 123.4080 2023-11-26 22:35:41,660 - mmseg - INFO - Iter [99650/160000] lr: 1.439e-06, eta: 6:20:36, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4809, decode.loss_mask: 0.6015, decode.loss_dice: 0.9177, decode.d0.loss_cls: 2.3601, decode.d0.loss_mask: 0.6610, decode.d0.loss_dice: 1.0862, decode.d1.loss_cls: 0.6510, decode.d1.loss_mask: 0.6382, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5595, decode.d2.loss_mask: 0.6241, decode.d2.loss_dice: 0.9550, decode.d3.loss_cls: 0.5219, decode.d3.loss_mask: 0.6108, decode.d3.loss_dice: 0.9332, decode.d4.loss_cls: 0.5122, decode.d4.loss_mask: 0.6094, decode.d4.loss_dice: 0.9293, decode.d5.loss_cls: 0.4944, decode.d5.loss_mask: 0.6078, decode.d5.loss_dice: 0.9257, decode.d6.loss_cls: 0.4868, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.9196, decode.d7.loss_cls: 0.4839, decode.d7.loss_mask: 0.6019, decode.d7.loss_dice: 0.9187, decode.d8.loss_cls: 0.4802, decode.d8.loss_mask: 0.6017, decode.d8.loss_dice: 0.9202, loss: 22.6950, grad_norm: 120.6618 2023-11-26 22:35:59,996 - mmseg - INFO - Iter [99700/160000] lr: 1.438e-06, eta: 6:20:17, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4891, decode.loss_mask: 0.5950, decode.loss_dice: 0.9072, decode.d0.loss_cls: 2.4171, decode.d0.loss_mask: 0.6565, decode.d0.loss_dice: 1.0988, decode.d1.loss_cls: 0.6806, decode.d1.loss_mask: 0.6282, decode.d1.loss_dice: 0.9990, decode.d2.loss_cls: 0.5784, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9490, decode.d3.loss_cls: 0.5414, decode.d3.loss_mask: 0.6053, decode.d3.loss_dice: 0.9211, decode.d4.loss_cls: 0.5168, decode.d4.loss_mask: 0.6048, decode.d4.loss_dice: 0.9223, decode.d5.loss_cls: 0.5096, decode.d5.loss_mask: 0.6017, decode.d5.loss_dice: 0.9230, decode.d6.loss_cls: 0.5062, decode.d6.loss_mask: 0.5977, decode.d6.loss_dice: 0.9170, decode.d7.loss_cls: 0.5017, decode.d7.loss_mask: 0.5951, decode.d7.loss_dice: 0.9159, decode.d8.loss_cls: 0.4987, decode.d8.loss_mask: 0.5925, decode.d8.loss_dice: 0.9102, loss: 22.7946, grad_norm: 117.9238 2023-11-26 22:36:18,338 - mmseg - INFO - Iter [99750/160000] lr: 1.437e-06, eta: 6:19:58, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4820, decode.loss_mask: 0.6447, decode.loss_dice: 0.9445, decode.d0.loss_cls: 2.3435, decode.d0.loss_mask: 0.7097, decode.d0.loss_dice: 1.1184, decode.d1.loss_cls: 0.6584, decode.d1.loss_mask: 0.6905, decode.d1.loss_dice: 1.0331, decode.d2.loss_cls: 0.5816, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 0.9831, decode.d3.loss_cls: 0.5381, decode.d3.loss_mask: 0.6593, decode.d3.loss_dice: 0.9565, decode.d4.loss_cls: 0.5137, decode.d4.loss_mask: 0.6555, decode.d4.loss_dice: 0.9542, decode.d5.loss_cls: 0.5000, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9545, decode.d6.loss_cls: 0.4936, decode.d6.loss_mask: 0.6531, decode.d6.loss_dice: 0.9444, decode.d7.loss_cls: 0.4882, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9439, decode.d8.loss_cls: 0.4817, decode.d8.loss_mask: 0.6469, decode.d8.loss_dice: 0.9450, loss: 23.4879, grad_norm: 126.0265 2023-11-26 22:36:38,923 - mmseg - INFO - Iter [99800/160000] lr: 1.435e-06, eta: 6:19:40, time: 0.412, data_time: 0.056, memory: 36416, decode.loss_cls: 0.4808, decode.loss_mask: 0.6215, decode.loss_dice: 0.9211, decode.d0.loss_cls: 2.3515, decode.d0.loss_mask: 0.6831, decode.d0.loss_dice: 1.0944, decode.d1.loss_cls: 0.6703, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 1.0040, decode.d2.loss_cls: 0.5726, decode.d2.loss_mask: 0.6384, decode.d2.loss_dice: 0.9626, decode.d3.loss_cls: 0.5363, decode.d3.loss_mask: 0.6297, decode.d3.loss_dice: 0.9347, decode.d4.loss_cls: 0.5149, decode.d4.loss_mask: 0.6288, decode.d4.loss_dice: 0.9375, decode.d5.loss_cls: 0.5015, decode.d5.loss_mask: 0.6275, decode.d5.loss_dice: 0.9336, decode.d6.loss_cls: 0.4987, decode.d6.loss_mask: 0.6232, decode.d6.loss_dice: 0.9253, decode.d7.loss_cls: 0.4925, decode.d7.loss_mask: 0.6219, decode.d7.loss_dice: 0.9184, decode.d8.loss_cls: 0.4827, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.9232, loss: 23.0058, grad_norm: 122.6994 2023-11-26 22:36:57,154 - mmseg - INFO - Iter [99850/160000] lr: 1.434e-06, eta: 6:19:21, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4752, decode.loss_mask: 0.5980, decode.loss_dice: 0.9311, decode.d0.loss_cls: 2.4772, decode.d0.loss_mask: 0.6552, decode.d0.loss_dice: 1.1124, decode.d1.loss_cls: 0.6826, decode.d1.loss_mask: 0.6313, decode.d1.loss_dice: 1.0137, decode.d2.loss_cls: 0.5763, decode.d2.loss_mask: 0.6155, decode.d2.loss_dice: 0.9679, decode.d3.loss_cls: 0.5283, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.9418, decode.d4.loss_cls: 0.5105, decode.d4.loss_mask: 0.6043, decode.d4.loss_dice: 0.9394, decode.d5.loss_cls: 0.4935, decode.d5.loss_mask: 0.6026, decode.d5.loss_dice: 0.9426, decode.d6.loss_cls: 0.4974, decode.d6.loss_mask: 0.5986, decode.d6.loss_dice: 0.9292, decode.d7.loss_cls: 0.4824, decode.d7.loss_mask: 0.5969, decode.d7.loss_dice: 0.9328, decode.d8.loss_cls: 0.4845, decode.d8.loss_mask: 0.5955, decode.d8.loss_dice: 0.9263, loss: 22.9484, grad_norm: 131.1098 2023-11-26 22:37:15,414 - mmseg - INFO - Iter [99900/160000] lr: 1.433e-06, eta: 6:19:01, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4989, decode.loss_mask: 0.6060, decode.loss_dice: 0.9136, decode.d0.loss_cls: 2.3602, decode.d0.loss_mask: 0.6675, decode.d0.loss_dice: 1.0891, decode.d1.loss_cls: 0.6730, decode.d1.loss_mask: 0.6371, decode.d1.loss_dice: 0.9966, decode.d2.loss_cls: 0.5789, decode.d2.loss_mask: 0.6238, decode.d2.loss_dice: 0.9515, decode.d3.loss_cls: 0.5614, decode.d3.loss_mask: 0.6148, decode.d3.loss_dice: 0.9275, decode.d4.loss_cls: 0.5359, decode.d4.loss_mask: 0.6119, decode.d4.loss_dice: 0.9244, decode.d5.loss_cls: 0.5197, decode.d5.loss_mask: 0.6118, decode.d5.loss_dice: 0.9247, decode.d6.loss_cls: 0.5088, decode.d6.loss_mask: 0.6109, decode.d6.loss_dice: 0.9152, decode.d7.loss_cls: 0.5096, decode.d7.loss_mask: 0.6088, decode.d7.loss_dice: 0.9135, decode.d8.loss_cls: 0.4971, decode.d8.loss_mask: 0.6081, decode.d8.loss_dice: 0.9150, loss: 22.9154, grad_norm: 116.4193 2023-11-26 22:37:33,683 - mmseg - INFO - Iter [99950/160000] lr: 1.432e-06, eta: 6:18:42, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4949, decode.loss_mask: 0.5981, decode.loss_dice: 0.9329, decode.d0.loss_cls: 2.4206, decode.d0.loss_mask: 0.6633, decode.d0.loss_dice: 1.1130, decode.d1.loss_cls: 0.6744, decode.d1.loss_mask: 0.6319, decode.d1.loss_dice: 1.0247, decode.d2.loss_cls: 0.5770, decode.d2.loss_mask: 0.6141, decode.d2.loss_dice: 0.9789, decode.d3.loss_cls: 0.5361, decode.d3.loss_mask: 0.6074, decode.d3.loss_dice: 0.9513, decode.d4.loss_cls: 0.5217, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.9490, decode.d5.loss_cls: 0.5123, decode.d5.loss_mask: 0.6026, decode.d5.loss_dice: 0.9456, decode.d6.loss_cls: 0.5050, decode.d6.loss_mask: 0.6022, decode.d6.loss_dice: 0.9351, decode.d7.loss_cls: 0.4966, decode.d7.loss_mask: 0.5994, decode.d7.loss_dice: 0.9346, decode.d8.loss_cls: 0.4948, decode.d8.loss_mask: 0.5976, decode.d8.loss_dice: 0.9333, loss: 23.0525, grad_norm: 124.4659 2023-11-26 22:37:52,173 - mmseg - INFO - Saving checkpoint at 100000 iterations 2023-11-26 22:37:54,041 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:37:54,041 - mmseg - INFO - Iter [100000/160000] lr: 1.431e-06, eta: 6:18:24, time: 0.407, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4977, decode.loss_mask: 0.6167, decode.loss_dice: 0.9574, decode.d0.loss_cls: 2.4213, decode.d0.loss_mask: 0.6795, decode.d0.loss_dice: 1.1485, decode.d1.loss_cls: 0.6874, decode.d1.loss_mask: 0.6461, decode.d1.loss_dice: 1.0483, decode.d2.loss_cls: 0.5918, decode.d2.loss_mask: 0.6329, decode.d2.loss_dice: 0.9980, decode.d3.loss_cls: 0.5488, decode.d3.loss_mask: 0.6208, decode.d3.loss_dice: 0.9688, decode.d4.loss_cls: 0.5353, decode.d4.loss_mask: 0.6183, decode.d4.loss_dice: 0.9675, decode.d5.loss_cls: 0.5271, decode.d5.loss_mask: 0.6181, decode.d5.loss_dice: 0.9675, decode.d6.loss_cls: 0.5122, decode.d6.loss_mask: 0.6159, decode.d6.loss_dice: 0.9565, decode.d7.loss_cls: 0.5093, decode.d7.loss_mask: 0.6146, decode.d7.loss_dice: 0.9577, decode.d8.loss_cls: 0.4937, decode.d8.loss_mask: 0.6157, decode.d8.loss_dice: 0.9619, loss: 23.5353, grad_norm: 115.0340 2023-11-26 22:38:10,483 - mmseg - INFO - per class results: 2023-11-26 22:38:10,489 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.8 | 87.07 | | building | 82.73 | 90.51 | | sky | 94.68 | 96.98 | | floor | 82.31 | 90.91 | | tree | 75.41 | 88.29 | | ceiling | 83.36 | 90.43 | | road | 86.11 | 91.22 | | bed | 90.42 | 95.88 | | windowpane | 61.21 | 75.53 | | grass | 72.12 | 84.63 | | cabinet | 62.92 | 77.94 | | sidewalk | 68.91 | 82.27 | | person | 84.1 | 92.08 | | earth | 39.34 | 54.8 | | door | 51.57 | 70.27 | | table | 64.84 | 78.8 | | mountain | 56.4 | 72.67 | | plant | 50.36 | 62.47 | | curtain | 76.48 | 86.75 | | chair | 62.06 | 75.16 | | car | 86.39 | 93.92 | | water | 52.44 | 74.74 | | painting | 72.47 | 88.53 | | sofa | 72.78 | 87.27 | | shelf | 45.0 | 66.53 | | house | 44.62 | 75.37 | | sea | 61.3 | 76.75 | | mirror | 66.15 | 77.6 | | rug | 67.89 | 77.54 | | field | 26.88 | 35.54 | | armchair | 50.24 | 68.3 | | seat | 59.89 | 86.17 | | fence | 43.21 | 64.01 | | desk | 51.2 | 72.23 | | rock | 39.65 | 59.43 | | wardrobe | 60.56 | 74.73 | | lamp | 69.13 | 80.38 | | bathtub | 76.08 | 86.0 | | railing | 36.19 | 52.98 | | cushion | 64.45 | 76.15 | | base | 36.77 | 56.66 | | box | 26.76 | 38.73 | | column | 42.23 | 55.84 | | signboard | 36.19 | 55.05 | | chest of drawers | 38.38 | 70.1 | | counter | 33.53 | 48.23 | | sand | 30.69 | 42.53 | | sink | 77.14 | 83.15 | | skyscraper | 52.27 | 63.86 | | fireplace | 69.62 | 93.22 | | refrigerator | 69.41 | 81.18 | | grandstand | 45.09 | 62.56 | | path | 29.22 | 42.57 | | stairs | 41.33 | 51.83 | | runway | 73.98 | 97.13 | | case | 47.52 | 60.7 | | pool table | 95.07 | 97.32 | | pillow | 61.93 | 71.41 | | screen door | 51.24 | 82.59 | | stairway | 33.79 | 42.95 | | river | 10.84 | 13.09 | | bridge | 76.26 | 89.86 | | bookcase | 38.98 | 59.33 | | blind | 35.86 | 46.01 | | coffee table | 60.79 | 83.57 | | toilet | 87.97 | 91.29 | | flower | 40.44 | 59.76 | | book | 49.85 | 70.89 | | hill | 6.88 | 13.46 | | bench | 52.22 | 67.0 | | countertop | 50.73 | 73.52 | | stove | 84.2 | 90.4 | | palm | 49.92 | 71.52 | | kitchen island | 51.38 | 89.04 | | computer | 65.35 | 69.48 | | swivel chair | 44.88 | 58.02 | | boat | 54.92 | 90.08 | | bar | 45.65 | 54.56 | | arcade machine | 70.24 | 74.01 | | hovel | 13.91 | 20.12 | | bus | 89.58 | 95.22 | | towel | 71.12 | 82.79 | | light | 60.24 | 78.21 | | truck | 40.85 | 51.0 | | tower | 21.04 | 38.67 | | chandelier | 68.97 | 83.12 | | awning | 37.03 | 46.29 | | streetlight | 38.11 | 50.65 | | booth | 40.9 | 45.74 | | television receiver | 72.76 | 85.54 | | airplane | 62.17 | 68.46 | | dirt track | 13.61 | 37.9 | | apparel | 32.33 | 50.56 | | pole | 35.99 | 55.09 | | land | 3.67 | 7.28 | | bannister | 18.03 | 24.18 | | escalator | 9.34 | 10.57 | | ottoman | 47.83 | 65.2 | | bottle | 23.24 | 31.78 | | buffet | 45.14 | 52.96 | | poster | 27.76 | 34.83 | | stage | 14.87 | 34.17 | | van | 46.98 | 67.15 | | ship | 13.41 | 14.29 | | fountain | 22.86 | 23.66 | | conveyer belt | 46.19 | 89.24 | | canopy | 26.13 | 34.04 | | washer | 72.19 | 76.92 | | plaything | 24.28 | 32.49 | | swimming pool | 65.25 | 69.09 | | stool | 45.21 | 69.46 | | barrel | 59.47 | 74.29 | | basket | 34.44 | 53.61 | | waterfall | 58.28 | 92.41 | | tent | 94.79 | 97.54 | | bag | 19.31 | 29.03 | | minibike | 72.42 | 87.71 | | cradle | 85.84 | 97.68 | | oven | 58.8 | 69.39 | | ball | 49.67 | 59.28 | | food | 70.96 | 82.98 | | step | 7.07 | 11.45 | | tank | 46.07 | 53.25 | | trade name | 33.12 | 45.76 | | microwave | 78.95 | 86.4 | | pot | 38.91 | 45.23 | | animal | 62.16 | 63.31 | | bicycle | 62.28 | 82.66 | | lake | 0.15 | 0.23 | | dishwasher | 76.86 | 83.35 | | screen | 53.88 | 89.26 | | blanket | 18.69 | 21.13 | | sculpture | 62.68 | 81.66 | | hood | 69.55 | 74.37 | | sconce | 54.36 | 69.11 | | vase | 46.04 | 68.43 | | traffic light | 39.42 | 63.6 | | tray | 17.15 | 26.12 | | ashcan | 46.58 | 66.44 | | fan | 62.34 | 82.43 | | pier | 48.64 | 57.05 | | crt screen | 4.06 | 14.02 | | plate | 57.72 | 76.16 | | monitor | 1.71 | 1.94 | | bulletin board | 43.76 | 67.71 | | shower | 3.7 | 28.38 | | radiator | 69.88 | 78.05 | | glass | 20.92 | 23.71 | | clock | 44.73 | 63.08 | | flag | 47.85 | 54.14 | +---------------------+-------+-------+ 2023-11-26 22:38:10,489 - mmseg - INFO - Summary: 2023-11-26 22:38:10,489 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.55 | 50.76 | 64.2 | +-------+-------+------+ 2023-11-26 22:38:10,528 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_95000.pth was removed 2023-11-26 22:38:11,989 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_100000.pth. 2023-11-26 22:38:11,990 - mmseg - INFO - Best mIoU is 0.5076 at 100000 iter. 2023-11-26 22:38:11,990 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:38:11,990 - mmseg - INFO - Iter(val) [250] aAcc: 0.8355, mIoU: 0.5076, mAcc: 0.6420, IoU.wall: 0.7780, IoU.building: 0.8273, IoU.sky: 0.9468, IoU.floor: 0.8231, IoU.tree: 0.7541, IoU.ceiling: 0.8336, IoU.road: 0.8611, IoU.bed : 0.9042, IoU.windowpane: 0.6121, IoU.grass: 0.7212, IoU.cabinet: 0.6292, IoU.sidewalk: 0.6891, IoU.person: 0.8410, IoU.earth: 0.3934, IoU.door: 0.5157, IoU.table: 0.6484, IoU.mountain: 0.5640, IoU.plant: 0.5036, IoU.curtain: 0.7648, IoU.chair: 0.6206, IoU.car: 0.8639, IoU.water: 0.5244, IoU.painting: 0.7247, IoU.sofa: 0.7278, IoU.shelf: 0.4500, IoU.house: 0.4462, IoU.sea: 0.6130, IoU.mirror: 0.6615, IoU.rug: 0.6789, IoU.field: 0.2688, IoU.armchair: 0.5024, IoU.seat: 0.5989, IoU.fence: 0.4321, IoU.desk: 0.5120, IoU.rock: 0.3965, IoU.wardrobe: 0.6056, IoU.lamp: 0.6913, IoU.bathtub: 0.7608, IoU.railing: 0.3619, IoU.cushion: 0.6445, IoU.base: 0.3677, IoU.box: 0.2676, IoU.column: 0.4223, IoU.signboard: 0.3619, IoU.chest of drawers: 0.3838, IoU.counter: 0.3353, IoU.sand: 0.3069, IoU.sink: 0.7714, IoU.skyscraper: 0.5227, IoU.fireplace: 0.6962, IoU.refrigerator: 0.6941, IoU.grandstand: 0.4509, IoU.path: 0.2922, IoU.stairs: 0.4133, IoU.runway: 0.7398, IoU.case: 0.4752, IoU.pool table: 0.9507, IoU.pillow: 0.6193, IoU.screen door: 0.5124, IoU.stairway: 0.3379, IoU.river: 0.1084, IoU.bridge: 0.7626, IoU.bookcase: 0.3898, IoU.blind: 0.3586, IoU.coffee table: 0.6079, IoU.toilet: 0.8797, IoU.flower: 0.4044, IoU.book: 0.4985, IoU.hill: 0.0688, IoU.bench: 0.5222, IoU.countertop: 0.5073, IoU.stove: 0.8420, IoU.palm: 0.4992, IoU.kitchen island: 0.5138, IoU.computer: 0.6535, IoU.swivel chair: 0.4488, IoU.boat: 0.5492, IoU.bar: 0.4565, IoU.arcade machine: 0.7024, IoU.hovel: 0.1391, IoU.bus: 0.8958, IoU.towel: 0.7112, IoU.light: 0.6024, IoU.truck: 0.4085, IoU.tower: 0.2104, IoU.chandelier: 0.6897, IoU.awning: 0.3703, IoU.streetlight: 0.3811, IoU.booth: 0.4090, IoU.television receiver: 0.7276, IoU.airplane: 0.6217, IoU.dirt track: 0.1361, IoU.apparel: 0.3233, IoU.pole: 0.3599, IoU.land: 0.0367, IoU.bannister: 0.1803, IoU.escalator: 0.0934, IoU.ottoman: 0.4783, IoU.bottle: 0.2324, IoU.buffet: 0.4514, IoU.poster: 0.2776, IoU.stage: 0.1487, IoU.van: 0.4698, IoU.ship: 0.1341, IoU.fountain: 0.2286, IoU.conveyer belt: 0.4619, IoU.canopy: 0.2613, IoU.washer: 0.7219, IoU.plaything: 0.2428, IoU.swimming pool: 0.6525, IoU.stool: 0.4521, IoU.barrel: 0.5947, IoU.basket: 0.3444, IoU.waterfall: 0.5828, IoU.tent: 0.9479, IoU.bag: 0.1931, IoU.minibike: 0.7242, IoU.cradle: 0.8584, IoU.oven: 0.5880, IoU.ball: 0.4967, IoU.food: 0.7096, IoU.step: 0.0707, IoU.tank: 0.4607, IoU.trade name: 0.3312, IoU.microwave: 0.7895, IoU.pot: 0.3891, IoU.animal: 0.6216, IoU.bicycle: 0.6228, IoU.lake: 0.0015, IoU.dishwasher: 0.7686, IoU.screen: 0.5388, IoU.blanket: 0.1869, IoU.sculpture: 0.6268, IoU.hood: 0.6955, IoU.sconce: 0.5436, IoU.vase: 0.4604, IoU.traffic light: 0.3942, IoU.tray: 0.1715, IoU.ashcan: 0.4658, IoU.fan: 0.6234, IoU.pier: 0.4864, IoU.crt screen: 0.0406, IoU.plate: 0.5772, IoU.monitor: 0.0171, IoU.bulletin board: 0.4376, IoU.shower: 0.0370, IoU.radiator: 0.6988, IoU.glass: 0.2092, IoU.clock: 0.4473, IoU.flag: 0.4785, Acc.wall: 0.8707, Acc.building: 0.9051, Acc.sky: 0.9698, Acc.floor: 0.9091, Acc.tree: 0.8829, Acc.ceiling: 0.9043, Acc.road: 0.9122, Acc.bed : 0.9588, Acc.windowpane: 0.7553, Acc.grass: 0.8463, Acc.cabinet: 0.7794, Acc.sidewalk: 0.8227, Acc.person: 0.9208, Acc.earth: 0.5480, Acc.door: 0.7027, Acc.table: 0.7880, Acc.mountain: 0.7267, Acc.plant: 0.6247, Acc.curtain: 0.8675, Acc.chair: 0.7516, Acc.car: 0.9392, Acc.water: 0.7474, Acc.painting: 0.8853, Acc.sofa: 0.8727, Acc.shelf: 0.6653, Acc.house: 0.7537, Acc.sea: 0.7675, Acc.mirror: 0.7760, Acc.rug: 0.7754, Acc.field: 0.3554, Acc.armchair: 0.6830, Acc.seat: 0.8617, Acc.fence: 0.6401, Acc.desk: 0.7223, Acc.rock: 0.5943, Acc.wardrobe: 0.7473, Acc.lamp: 0.8038, Acc.bathtub: 0.8600, Acc.railing: 0.5298, Acc.cushion: 0.7615, Acc.base: 0.5666, Acc.box: 0.3873, Acc.column: 0.5584, Acc.signboard: 0.5505, Acc.chest of drawers: 0.7010, Acc.counter: 0.4823, Acc.sand: 0.4253, Acc.sink: 0.8315, Acc.skyscraper: 0.6386, Acc.fireplace: 0.9322, Acc.refrigerator: 0.8118, Acc.grandstand: 0.6256, Acc.path: 0.4257, Acc.stairs: 0.5183, Acc.runway: 0.9713, Acc.case: 0.6070, Acc.pool table: 0.9732, Acc.pillow: 0.7141, Acc.screen door: 0.8259, Acc.stairway: 0.4295, Acc.river: 0.1309, Acc.bridge: 0.8986, Acc.bookcase: 0.5933, Acc.blind: 0.4601, Acc.coffee table: 0.8357, Acc.toilet: 0.9129, Acc.flower: 0.5976, Acc.book: 0.7089, Acc.hill: 0.1346, Acc.bench: 0.6700, Acc.countertop: 0.7352, Acc.stove: 0.9040, Acc.palm: 0.7152, Acc.kitchen island: 0.8904, Acc.computer: 0.6948, Acc.swivel chair: 0.5802, Acc.boat: 0.9008, Acc.bar: 0.5456, Acc.arcade machine: 0.7401, Acc.hovel: 0.2012, Acc.bus: 0.9522, Acc.towel: 0.8279, Acc.light: 0.7821, Acc.truck: 0.5100, Acc.tower: 0.3867, Acc.chandelier: 0.8312, Acc.awning: 0.4629, Acc.streetlight: 0.5065, Acc.booth: 0.4574, Acc.television receiver: 0.8554, Acc.airplane: 0.6846, Acc.dirt track: 0.3790, Acc.apparel: 0.5056, Acc.pole: 0.5509, Acc.land: 0.0728, Acc.bannister: 0.2418, Acc.escalator: 0.1057, Acc.ottoman: 0.6520, Acc.bottle: 0.3178, Acc.buffet: 0.5296, Acc.poster: 0.3483, Acc.stage: 0.3417, Acc.van: 0.6715, Acc.ship: 0.1429, Acc.fountain: 0.2366, Acc.conveyer belt: 0.8924, Acc.canopy: 0.3404, Acc.washer: 0.7692, Acc.plaything: 0.3249, Acc.swimming pool: 0.6909, Acc.stool: 0.6946, Acc.barrel: 0.7429, Acc.basket: 0.5361, Acc.waterfall: 0.9241, Acc.tent: 0.9754, Acc.bag: 0.2903, Acc.minibike: 0.8771, Acc.cradle: 0.9768, Acc.oven: 0.6939, Acc.ball: 0.5928, Acc.food: 0.8298, Acc.step: 0.1145, Acc.tank: 0.5325, Acc.trade name: 0.4576, Acc.microwave: 0.8640, Acc.pot: 0.4523, Acc.animal: 0.6331, Acc.bicycle: 0.8266, Acc.lake: 0.0023, Acc.dishwasher: 0.8335, Acc.screen: 0.8926, Acc.blanket: 0.2113, Acc.sculpture: 0.8166, Acc.hood: 0.7437, Acc.sconce: 0.6911, Acc.vase: 0.6843, Acc.traffic light: 0.6360, Acc.tray: 0.2612, Acc.ashcan: 0.6644, Acc.fan: 0.8243, Acc.pier: 0.5705, Acc.crt screen: 0.1402, Acc.plate: 0.7616, Acc.monitor: 0.0194, Acc.bulletin board: 0.6771, Acc.shower: 0.2838, Acc.radiator: 0.7805, Acc.glass: 0.2371, Acc.clock: 0.6308, Acc.flag: 0.5414 2023-11-26 22:38:30,469 - mmseg - INFO - Iter [100050/160000] lr: 1.430e-06, eta: 6:18:16, time: 0.729, data_time: 0.368, memory: 36416, decode.loss_cls: 0.4693, decode.loss_mask: 0.6125, decode.loss_dice: 0.9263, decode.d0.loss_cls: 2.3306, decode.d0.loss_mask: 0.6771, decode.d0.loss_dice: 1.1168, decode.d1.loss_cls: 0.6494, decode.d1.loss_mask: 0.6502, decode.d1.loss_dice: 1.0201, decode.d2.loss_cls: 0.5568, decode.d2.loss_mask: 0.6324, decode.d2.loss_dice: 0.9701, decode.d3.loss_cls: 0.5130, decode.d3.loss_mask: 0.6245, decode.d3.loss_dice: 0.9446, decode.d4.loss_cls: 0.4966, decode.d4.loss_mask: 0.6203, decode.d4.loss_dice: 0.9460, decode.d5.loss_cls: 0.4882, decode.d5.loss_mask: 0.6175, decode.d5.loss_dice: 0.9412, decode.d6.loss_cls: 0.4793, decode.d6.loss_mask: 0.6133, decode.d6.loss_dice: 0.9283, decode.d7.loss_cls: 0.4745, decode.d7.loss_mask: 0.6136, decode.d7.loss_dice: 0.9285, decode.d8.loss_cls: 0.4709, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9314, loss: 22.8581, grad_norm: 128.6872 2023-11-26 22:38:48,992 - mmseg - INFO - Iter [100100/160000] lr: 1.428e-06, eta: 6:17:56, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4614, decode.loss_mask: 0.6227, decode.loss_dice: 0.9091, decode.d0.loss_cls: 2.3191, decode.d0.loss_mask: 0.6865, decode.d0.loss_dice: 1.0798, decode.d1.loss_cls: 0.6294, decode.d1.loss_mask: 0.6589, decode.d1.loss_dice: 0.9917, decode.d2.loss_cls: 0.5536, decode.d2.loss_mask: 0.6396, decode.d2.loss_dice: 0.9441, decode.d3.loss_cls: 0.5165, decode.d3.loss_mask: 0.6313, decode.d3.loss_dice: 0.9204, decode.d4.loss_cls: 0.4900, decode.d4.loss_mask: 0.6310, decode.d4.loss_dice: 0.9207, decode.d5.loss_cls: 0.4910, decode.d5.loss_mask: 0.6280, decode.d5.loss_dice: 0.9136, decode.d6.loss_cls: 0.4817, decode.d6.loss_mask: 0.6230, decode.d6.loss_dice: 0.9087, decode.d7.loss_cls: 0.4648, decode.d7.loss_mask: 0.6207, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4646, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.9041, loss: 22.6310, grad_norm: 128.3020 2023-11-26 22:39:07,381 - mmseg - INFO - Iter [100150/160000] lr: 1.427e-06, eta: 6:17:37, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4858, decode.loss_mask: 0.6200, decode.loss_dice: 0.9252, decode.d0.loss_cls: 2.3716, decode.d0.loss_mask: 0.6856, decode.d0.loss_dice: 1.1037, decode.d1.loss_cls: 0.6567, decode.d1.loss_mask: 0.6626, decode.d1.loss_dice: 1.0084, decode.d2.loss_cls: 0.5739, decode.d2.loss_mask: 0.6443, decode.d2.loss_dice: 0.9649, decode.d3.loss_cls: 0.5385, decode.d3.loss_mask: 0.6338, decode.d3.loss_dice: 0.9392, decode.d4.loss_cls: 0.5201, decode.d4.loss_mask: 0.6300, decode.d4.loss_dice: 0.9405, decode.d5.loss_cls: 0.5082, decode.d5.loss_mask: 0.6272, decode.d5.loss_dice: 0.9331, decode.d6.loss_cls: 0.4951, decode.d6.loss_mask: 0.6250, decode.d6.loss_dice: 0.9271, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6240, decode.d7.loss_dice: 0.9270, decode.d8.loss_cls: 0.4825, decode.d8.loss_mask: 0.6233, decode.d8.loss_dice: 0.9323, loss: 23.0987, grad_norm: 135.3332 2023-11-26 22:39:25,601 - mmseg - INFO - Iter [100200/160000] lr: 1.426e-06, eta: 6:17:18, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4736, decode.loss_mask: 0.6234, decode.loss_dice: 0.9257, decode.d0.loss_cls: 2.3685, decode.d0.loss_mask: 0.6886, decode.d0.loss_dice: 1.0990, decode.d1.loss_cls: 0.6647, decode.d1.loss_mask: 0.6608, decode.d1.loss_dice: 1.0072, decode.d2.loss_cls: 0.5609, decode.d2.loss_mask: 0.6485, decode.d2.loss_dice: 0.9684, decode.d3.loss_cls: 0.5313, decode.d3.loss_mask: 0.6344, decode.d3.loss_dice: 0.9407, decode.d4.loss_cls: 0.5071, decode.d4.loss_mask: 0.6345, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.4906, decode.d5.loss_mask: 0.6308, decode.d5.loss_dice: 0.9338, decode.d6.loss_cls: 0.4843, decode.d6.loss_mask: 0.6277, decode.d6.loss_dice: 0.9345, decode.d7.loss_cls: 0.4841, decode.d7.loss_mask: 0.6231, decode.d7.loss_dice: 0.9298, decode.d8.loss_cls: 0.4756, decode.d8.loss_mask: 0.6251, decode.d8.loss_dice: 0.9302, loss: 23.0492, grad_norm: 120.3780 2023-11-26 22:39:43,833 - mmseg - INFO - Iter [100250/160000] lr: 1.425e-06, eta: 6:16:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4869, decode.loss_mask: 0.6054, decode.loss_dice: 0.9274, decode.d0.loss_cls: 2.3941, decode.d0.loss_mask: 0.6668, decode.d0.loss_dice: 1.1077, decode.d1.loss_cls: 0.6694, decode.d1.loss_mask: 0.6392, decode.d1.loss_dice: 1.0242, decode.d2.loss_cls: 0.5881, decode.d2.loss_mask: 0.6219, decode.d2.loss_dice: 0.9764, decode.d3.loss_cls: 0.5502, decode.d3.loss_mask: 0.6078, decode.d3.loss_dice: 0.9436, decode.d4.loss_cls: 0.5275, decode.d4.loss_mask: 0.6106, decode.d4.loss_dice: 0.9436, decode.d5.loss_cls: 0.5099, decode.d5.loss_mask: 0.6062, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.5053, decode.d6.loss_mask: 0.6048, decode.d6.loss_dice: 0.9304, decode.d7.loss_cls: 0.4947, decode.d7.loss_mask: 0.6079, decode.d7.loss_dice: 0.9339, decode.d8.loss_cls: 0.4989, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.9238, loss: 23.0546, grad_norm: 116.4162 2023-11-26 22:40:02,120 - mmseg - INFO - Iter [100300/160000] lr: 1.424e-06, eta: 6:16:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4678, decode.loss_mask: 0.5939, decode.loss_dice: 0.9010, decode.d0.loss_cls: 2.3431, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0707, decode.d1.loss_cls: 0.6492, decode.d1.loss_mask: 0.6290, decode.d1.loss_dice: 0.9834, decode.d2.loss_cls: 0.5632, decode.d2.loss_mask: 0.6120, decode.d2.loss_dice: 0.9415, decode.d3.loss_cls: 0.5190, decode.d3.loss_mask: 0.6045, decode.d3.loss_dice: 0.9133, decode.d4.loss_cls: 0.5024, decode.d4.loss_mask: 0.6026, decode.d4.loss_dice: 0.9109, decode.d5.loss_cls: 0.4810, decode.d5.loss_mask: 0.5991, decode.d5.loss_dice: 0.9097, decode.d6.loss_cls: 0.4749, decode.d6.loss_mask: 0.5974, decode.d6.loss_dice: 0.9026, decode.d7.loss_cls: 0.4664, decode.d7.loss_mask: 0.5960, decode.d7.loss_dice: 0.9006, decode.d8.loss_cls: 0.4644, decode.d8.loss_mask: 0.5937, decode.d8.loss_dice: 0.9028, loss: 22.3515, grad_norm: 122.8030 2023-11-26 22:40:20,420 - mmseg - INFO - Iter [100350/160000] lr: 1.422e-06, eta: 6:16:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4989, decode.loss_mask: 0.6219, decode.loss_dice: 0.9354, decode.d0.loss_cls: 2.3536, decode.d0.loss_mask: 0.6858, decode.d0.loss_dice: 1.1010, decode.d1.loss_cls: 0.6646, decode.d1.loss_mask: 0.6450, decode.d1.loss_dice: 1.0076, decode.d2.loss_cls: 0.5848, decode.d2.loss_mask: 0.6308, decode.d2.loss_dice: 0.9659, decode.d3.loss_cls: 0.5457, decode.d3.loss_mask: 0.6301, decode.d3.loss_dice: 0.9474, decode.d4.loss_cls: 0.5276, decode.d4.loss_mask: 0.6268, decode.d4.loss_dice: 0.9454, decode.d5.loss_cls: 0.5160, decode.d5.loss_mask: 0.6251, decode.d5.loss_dice: 0.9444, decode.d6.loss_cls: 0.5070, decode.d6.loss_mask: 0.6249, decode.d6.loss_dice: 0.9396, decode.d7.loss_cls: 0.5065, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9383, decode.d8.loss_cls: 0.5026, decode.d8.loss_mask: 0.6236, decode.d8.loss_dice: 0.9371, loss: 23.2052, grad_norm: 119.3390 2023-11-26 22:40:38,775 - mmseg - INFO - Iter [100400/160000] lr: 1.421e-06, eta: 6:16:01, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4495, decode.loss_mask: 0.6012, decode.loss_dice: 0.9144, decode.d0.loss_cls: 2.3641, decode.d0.loss_mask: 0.6635, decode.d0.loss_dice: 1.0814, decode.d1.loss_cls: 0.6539, decode.d1.loss_mask: 0.6322, decode.d1.loss_dice: 0.9937, decode.d2.loss_cls: 0.5440, decode.d2.loss_mask: 0.6194, decode.d2.loss_dice: 0.9564, decode.d3.loss_cls: 0.5038, decode.d3.loss_mask: 0.6112, decode.d3.loss_dice: 0.9265, decode.d4.loss_cls: 0.4874, decode.d4.loss_mask: 0.6101, decode.d4.loss_dice: 0.9319, decode.d5.loss_cls: 0.4779, decode.d5.loss_mask: 0.6072, decode.d5.loss_dice: 0.9288, decode.d6.loss_cls: 0.4608, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.9138, decode.d7.loss_cls: 0.4550, decode.d7.loss_mask: 0.6008, decode.d7.loss_dice: 0.9133, decode.d8.loss_cls: 0.4514, decode.d8.loss_mask: 0.5991, decode.d8.loss_dice: 0.9156, loss: 22.4726, grad_norm: 136.6865 2023-11-26 22:40:57,436 - mmseg - INFO - Iter [100450/160000] lr: 1.420e-06, eta: 6:15:41, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4545, decode.loss_mask: 0.5891, decode.loss_dice: 0.8968, decode.d0.loss_cls: 2.3645, decode.d0.loss_mask: 0.6532, decode.d0.loss_dice: 1.0623, decode.d1.loss_cls: 0.6358, decode.d1.loss_mask: 0.6183, decode.d1.loss_dice: 0.9792, decode.d2.loss_cls: 0.5355, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.9369, decode.d3.loss_cls: 0.5036, decode.d3.loss_mask: 0.5983, decode.d3.loss_dice: 0.9131, decode.d4.loss_cls: 0.4746, decode.d4.loss_mask: 0.5966, decode.d4.loss_dice: 0.9177, decode.d5.loss_cls: 0.4644, decode.d5.loss_mask: 0.5920, decode.d5.loss_dice: 0.9138, decode.d6.loss_cls: 0.4647, decode.d6.loss_mask: 0.5932, decode.d6.loss_dice: 0.9023, decode.d7.loss_cls: 0.4436, decode.d7.loss_mask: 0.5925, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.4554, decode.d8.loss_mask: 0.5900, decode.d8.loss_dice: 0.8993, loss: 22.1517, grad_norm: 133.2932 2023-11-26 22:41:15,875 - mmseg - INFO - Iter [100500/160000] lr: 1.419e-06, eta: 6:15:22, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4945, decode.loss_mask: 0.6003, decode.loss_dice: 0.9261, decode.d0.loss_cls: 2.3901, decode.d0.loss_mask: 0.6686, decode.d0.loss_dice: 1.1118, decode.d1.loss_cls: 0.6772, decode.d1.loss_mask: 0.6299, decode.d1.loss_dice: 1.0132, decode.d2.loss_cls: 0.5777, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9748, decode.d3.loss_cls: 0.5411, decode.d3.loss_mask: 0.6114, decode.d3.loss_dice: 0.9410, decode.d4.loss_cls: 0.5224, decode.d4.loss_mask: 0.6092, decode.d4.loss_dice: 0.9437, decode.d5.loss_cls: 0.5097, decode.d5.loss_mask: 0.6046, decode.d5.loss_dice: 0.9413, decode.d6.loss_cls: 0.5043, decode.d6.loss_mask: 0.6051, decode.d6.loss_dice: 0.9355, decode.d7.loss_cls: 0.4904, decode.d7.loss_mask: 0.6030, decode.d7.loss_dice: 0.9347, decode.d8.loss_cls: 0.4919, decode.d8.loss_mask: 0.6022, decode.d8.loss_dice: 0.9315, loss: 23.0052, grad_norm: 123.6087 2023-11-26 22:41:34,361 - mmseg - INFO - Iter [100550/160000] lr: 1.418e-06, eta: 6:15:03, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4641, decode.loss_mask: 0.5982, decode.loss_dice: 0.9115, decode.d0.loss_cls: 2.3113, decode.d0.loss_mask: 0.6587, decode.d0.loss_dice: 1.0819, decode.d1.loss_cls: 0.6349, decode.d1.loss_mask: 0.6285, decode.d1.loss_dice: 0.9918, decode.d2.loss_cls: 0.5337, decode.d2.loss_mask: 0.6154, decode.d2.loss_dice: 0.9511, decode.d3.loss_cls: 0.5028, decode.d3.loss_mask: 0.6105, decode.d3.loss_dice: 0.9205, decode.d4.loss_cls: 0.4869, decode.d4.loss_mask: 0.6043, decode.d4.loss_dice: 0.9186, decode.d5.loss_cls: 0.4769, decode.d5.loss_mask: 0.6040, decode.d5.loss_dice: 0.9191, decode.d6.loss_cls: 0.4703, decode.d6.loss_mask: 0.6011, decode.d6.loss_dice: 0.9144, decode.d7.loss_cls: 0.4634, decode.d7.loss_mask: 0.5996, decode.d7.loss_dice: 0.9108, decode.d8.loss_cls: 0.4555, decode.d8.loss_mask: 0.5988, decode.d8.loss_dice: 0.9129, loss: 22.3515, grad_norm: 123.7630 2023-11-26 22:41:52,884 - mmseg - INFO - Iter [100600/160000] lr: 1.416e-06, eta: 6:14:44, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4928, decode.loss_mask: 0.6039, decode.loss_dice: 0.9410, decode.d0.loss_cls: 2.3514, decode.d0.loss_mask: 0.6594, decode.d0.loss_dice: 1.1276, decode.d1.loss_cls: 0.6624, decode.d1.loss_mask: 0.6347, decode.d1.loss_dice: 1.0325, decode.d2.loss_cls: 0.5781, decode.d2.loss_mask: 0.6168, decode.d2.loss_dice: 0.9881, decode.d3.loss_cls: 0.5404, decode.d3.loss_mask: 0.6076, decode.d3.loss_dice: 0.9562, decode.d4.loss_cls: 0.5215, decode.d4.loss_mask: 0.6084, decode.d4.loss_dice: 0.9612, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6068, decode.d5.loss_dice: 0.9560, decode.d6.loss_cls: 0.5090, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.9441, decode.d7.loss_cls: 0.4976, decode.d7.loss_mask: 0.6044, decode.d7.loss_dice: 0.9457, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6037, decode.d8.loss_dice: 0.9441, loss: 23.1154, grad_norm: 124.0746 2023-11-26 22:42:11,077 - mmseg - INFO - Iter [100650/160000] lr: 1.415e-06, eta: 6:14:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4666, decode.loss_mask: 0.6239, decode.loss_dice: 0.9253, decode.d0.loss_cls: 2.3653, decode.d0.loss_mask: 0.6832, decode.d0.loss_dice: 1.0950, decode.d1.loss_cls: 0.6542, decode.d1.loss_mask: 0.6619, decode.d1.loss_dice: 1.0106, decode.d2.loss_cls: 0.5569, decode.d2.loss_mask: 0.6476, decode.d2.loss_dice: 0.9680, decode.d3.loss_cls: 0.5202, decode.d3.loss_mask: 0.6360, decode.d3.loss_dice: 0.9436, decode.d4.loss_cls: 0.5047, decode.d4.loss_mask: 0.6366, decode.d4.loss_dice: 0.9382, decode.d5.loss_cls: 0.4987, decode.d5.loss_mask: 0.6313, decode.d5.loss_dice: 0.9388, decode.d6.loss_cls: 0.4872, decode.d6.loss_mask: 0.6270, decode.d6.loss_dice: 0.9270, decode.d7.loss_cls: 0.4733, decode.d7.loss_mask: 0.6264, decode.d7.loss_dice: 0.9299, decode.d8.loss_cls: 0.4714, decode.d8.loss_mask: 0.6239, decode.d8.loss_dice: 0.9279, loss: 23.0007, grad_norm: 125.2577 2023-11-26 22:42:29,388 - mmseg - INFO - Iter [100700/160000] lr: 1.414e-06, eta: 6:14:05, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4701, decode.loss_mask: 0.6101, decode.loss_dice: 0.9268, decode.d0.loss_cls: 2.4073, decode.d0.loss_mask: 0.6724, decode.d0.loss_dice: 1.1137, decode.d1.loss_cls: 0.6678, decode.d1.loss_mask: 0.6468, decode.d1.loss_dice: 1.0186, decode.d2.loss_cls: 0.5815, decode.d2.loss_mask: 0.6247, decode.d2.loss_dice: 0.9683, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.6170, decode.d3.loss_dice: 0.9359, decode.d4.loss_cls: 0.5154, decode.d4.loss_mask: 0.6142, decode.d4.loss_dice: 0.9396, decode.d5.loss_cls: 0.4962, decode.d5.loss_mask: 0.6124, decode.d5.loss_dice: 0.9352, decode.d6.loss_cls: 0.4840, decode.d6.loss_mask: 0.6131, decode.d6.loss_dice: 0.9309, decode.d7.loss_cls: 0.4777, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.9275, decode.d8.loss_cls: 0.4659, decode.d8.loss_mask: 0.6100, decode.d8.loss_dice: 0.9297, loss: 22.9564, grad_norm: 136.5164 2023-11-26 22:42:47,652 - mmseg - INFO - Iter [100750/160000] lr: 1.413e-06, eta: 6:13:46, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4796, decode.loss_mask: 0.6208, decode.loss_dice: 0.9215, decode.d0.loss_cls: 2.3775, decode.d0.loss_mask: 0.6767, decode.d0.loss_dice: 1.0902, decode.d1.loss_cls: 0.6638, decode.d1.loss_mask: 0.6539, decode.d1.loss_dice: 0.9941, decode.d2.loss_cls: 0.5728, decode.d2.loss_mask: 0.6381, decode.d2.loss_dice: 0.9566, decode.d3.loss_cls: 0.5285, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9353, decode.d4.loss_cls: 0.5026, decode.d4.loss_mask: 0.6286, decode.d4.loss_dice: 0.9388, decode.d5.loss_cls: 0.4936, decode.d5.loss_mask: 0.6271, decode.d5.loss_dice: 0.9320, decode.d6.loss_cls: 0.4840, decode.d6.loss_mask: 0.6255, decode.d6.loss_dice: 0.9264, decode.d7.loss_cls: 0.4815, decode.d7.loss_mask: 0.6219, decode.d7.loss_dice: 0.9242, decode.d8.loss_cls: 0.4801, decode.d8.loss_mask: 0.6223, decode.d8.loss_dice: 0.9241, loss: 22.9543, grad_norm: 134.3557 2023-11-26 22:43:06,354 - mmseg - INFO - Iter [100800/160000] lr: 1.412e-06, eta: 6:13:27, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4516, decode.loss_mask: 0.6138, decode.loss_dice: 0.9097, decode.d0.loss_cls: 2.3284, decode.d0.loss_mask: 0.6725, decode.d0.loss_dice: 1.0766, decode.d1.loss_cls: 0.6312, decode.d1.loss_mask: 0.6412, decode.d1.loss_dice: 0.9891, decode.d2.loss_cls: 0.5430, decode.d2.loss_mask: 0.6259, decode.d2.loss_dice: 0.9502, decode.d3.loss_cls: 0.5114, decode.d3.loss_mask: 0.6184, decode.d3.loss_dice: 0.9215, decode.d4.loss_cls: 0.4854, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4718, decode.d5.loss_mask: 0.6166, decode.d5.loss_dice: 0.9193, decode.d6.loss_cls: 0.4653, decode.d6.loss_mask: 0.6156, decode.d6.loss_dice: 0.9093, decode.d7.loss_cls: 0.4546, decode.d7.loss_mask: 0.6126, decode.d7.loss_dice: 0.9104, decode.d8.loss_cls: 0.4511, decode.d8.loss_mask: 0.6122, decode.d8.loss_dice: 0.9104, loss: 22.4587, grad_norm: 134.3307 2023-11-26 22:43:24,971 - mmseg - INFO - Iter [100850/160000] lr: 1.410e-06, eta: 6:13:08, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4918, decode.loss_mask: 0.6283, decode.loss_dice: 0.9352, decode.d0.loss_cls: 2.3988, decode.d0.loss_mask: 0.6942, decode.d0.loss_dice: 1.1044, decode.d1.loss_cls: 0.6732, decode.d1.loss_mask: 0.6652, decode.d1.loss_dice: 1.0168, decode.d2.loss_cls: 0.5752, decode.d2.loss_mask: 0.6521, decode.d2.loss_dice: 0.9750, decode.d3.loss_cls: 0.5521, decode.d3.loss_mask: 0.6384, decode.d3.loss_dice: 0.9460, decode.d4.loss_cls: 0.5288, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9470, decode.d5.loss_cls: 0.5146, decode.d5.loss_mask: 0.6355, decode.d5.loss_dice: 0.9456, decode.d6.loss_cls: 0.5143, decode.d6.loss_mask: 0.6317, decode.d6.loss_dice: 0.9395, decode.d7.loss_cls: 0.4971, decode.d7.loss_mask: 0.6329, decode.d7.loss_dice: 0.9430, decode.d8.loss_cls: 0.4989, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9354, loss: 23.3760, grad_norm: 130.9433 2023-11-26 22:43:43,360 - mmseg - INFO - Iter [100900/160000] lr: 1.409e-06, eta: 6:12:48, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.5068, decode.loss_mask: 0.6054, decode.loss_dice: 0.9550, decode.d0.loss_cls: 2.3971, decode.d0.loss_mask: 0.6697, decode.d0.loss_dice: 1.1339, decode.d1.loss_cls: 0.6938, decode.d1.loss_mask: 0.6430, decode.d1.loss_dice: 1.0506, decode.d2.loss_cls: 0.5892, decode.d2.loss_mask: 0.6246, decode.d2.loss_dice: 1.0065, decode.d3.loss_cls: 0.5626, decode.d3.loss_mask: 0.6152, decode.d3.loss_dice: 0.9748, decode.d4.loss_cls: 0.5437, decode.d4.loss_mask: 0.6099, decode.d4.loss_dice: 0.9710, decode.d5.loss_cls: 0.5242, decode.d5.loss_mask: 0.6092, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5222, decode.d6.loss_mask: 0.6087, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.5097, decode.d7.loss_mask: 0.6078, decode.d7.loss_dice: 0.9621, decode.d8.loss_cls: 0.5035, decode.d8.loss_mask: 0.6079, decode.d8.loss_dice: 0.9642, loss: 23.4999, grad_norm: 124.1061 2023-11-26 22:44:02,461 - mmseg - INFO - Iter [100950/160000] lr: 1.408e-06, eta: 6:12:30, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4205, decode.loss_mask: 0.6076, decode.loss_dice: 0.8889, decode.d0.loss_cls: 2.2930, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.0577, decode.d1.loss_cls: 0.6076, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 0.9665, decode.d2.loss_cls: 0.5037, decode.d2.loss_mask: 0.6244, decode.d2.loss_dice: 0.9390, decode.d3.loss_cls: 0.4708, decode.d3.loss_mask: 0.6145, decode.d3.loss_dice: 0.9065, decode.d4.loss_cls: 0.4485, decode.d4.loss_mask: 0.6110, decode.d4.loss_dice: 0.9091, decode.d5.loss_cls: 0.4393, decode.d5.loss_mask: 0.6121, decode.d5.loss_dice: 0.9042, decode.d6.loss_cls: 0.4286, decode.d6.loss_mask: 0.6102, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4288, decode.d7.loss_mask: 0.6078, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.4191, decode.d8.loss_mask: 0.6059, decode.d8.loss_dice: 0.8923, loss: 21.9000, grad_norm: 126.4741 2023-11-26 22:44:22,767 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:44:22,767 - mmseg - INFO - Iter [101000/160000] lr: 1.407e-06, eta: 6:12:12, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4509, decode.loss_mask: 0.5861, decode.loss_dice: 0.8956, decode.d0.loss_cls: 2.3800, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0730, decode.d1.loss_cls: 0.6454, decode.d1.loss_mask: 0.6242, decode.d1.loss_dice: 0.9834, decode.d2.loss_cls: 0.5529, decode.d2.loss_mask: 0.6041, decode.d2.loss_dice: 0.9393, decode.d3.loss_cls: 0.5098, decode.d3.loss_mask: 0.5970, decode.d3.loss_dice: 0.9182, decode.d4.loss_cls: 0.4937, decode.d4.loss_mask: 0.5934, decode.d4.loss_dice: 0.9105, decode.d5.loss_cls: 0.4791, decode.d5.loss_mask: 0.5927, decode.d5.loss_dice: 0.9106, decode.d6.loss_cls: 0.4677, decode.d6.loss_mask: 0.5922, decode.d6.loss_dice: 0.9003, decode.d7.loss_cls: 0.4561, decode.d7.loss_mask: 0.5935, decode.d7.loss_dice: 0.9034, decode.d8.loss_cls: 0.4520, decode.d8.loss_mask: 0.5881, decode.d8.loss_dice: 0.9064, loss: 22.2514, grad_norm: 120.6726 2023-11-26 22:44:45,394 - mmseg - INFO - Iter [101050/160000] lr: 1.406e-06, eta: 6:11:55, time: 0.453, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4747, decode.loss_mask: 0.6077, decode.loss_dice: 0.9424, decode.d0.loss_cls: 2.3506, decode.d0.loss_mask: 0.6678, decode.d0.loss_dice: 1.1168, decode.d1.loss_cls: 0.6629, decode.d1.loss_mask: 0.6418, decode.d1.loss_dice: 1.0203, decode.d2.loss_cls: 0.5745, decode.d2.loss_mask: 0.6241, decode.d2.loss_dice: 0.9783, decode.d3.loss_cls: 0.5331, decode.d3.loss_mask: 0.6152, decode.d3.loss_dice: 0.9592, decode.d4.loss_cls: 0.5155, decode.d4.loss_mask: 0.6113, decode.d4.loss_dice: 0.9531, decode.d5.loss_cls: 0.5009, decode.d5.loss_mask: 0.6126, decode.d5.loss_dice: 0.9523, decode.d6.loss_cls: 0.4995, decode.d6.loss_mask: 0.6076, decode.d6.loss_dice: 0.9448, decode.d7.loss_cls: 0.4891, decode.d7.loss_mask: 0.6082, decode.d7.loss_dice: 0.9435, decode.d8.loss_cls: 0.4809, decode.d8.loss_mask: 0.6073, decode.d8.loss_dice: 0.9468, loss: 23.0429, grad_norm: 121.3127 2023-11-26 22:45:05,809 - mmseg - INFO - Iter [101100/160000] lr: 1.404e-06, eta: 6:11:37, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4740, decode.loss_mask: 0.6111, decode.loss_dice: 0.9349, decode.d0.loss_cls: 2.3872, decode.d0.loss_mask: 0.6753, decode.d0.loss_dice: 1.1079, decode.d1.loss_cls: 0.6655, decode.d1.loss_mask: 0.6494, decode.d1.loss_dice: 1.0255, decode.d2.loss_cls: 0.5707, decode.d2.loss_mask: 0.6255, decode.d2.loss_dice: 0.9724, decode.d3.loss_cls: 0.5346, decode.d3.loss_mask: 0.6166, decode.d3.loss_dice: 0.9480, decode.d4.loss_cls: 0.5198, decode.d4.loss_mask: 0.6135, decode.d4.loss_dice: 0.9427, decode.d5.loss_cls: 0.5011, decode.d5.loss_mask: 0.6146, decode.d5.loss_dice: 0.9426, decode.d6.loss_cls: 0.4936, decode.d6.loss_mask: 0.6106, decode.d6.loss_dice: 0.9355, decode.d7.loss_cls: 0.4826, decode.d7.loss_mask: 0.6125, decode.d7.loss_dice: 0.9307, decode.d8.loss_cls: 0.4735, decode.d8.loss_mask: 0.6108, decode.d8.loss_dice: 0.9318, loss: 23.0141, grad_norm: 129.0591 2023-11-26 22:45:25,971 - mmseg - INFO - Iter [101150/160000] lr: 1.403e-06, eta: 6:11:19, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4721, decode.loss_mask: 0.6177, decode.loss_dice: 0.9201, decode.d0.loss_cls: 2.3600, decode.d0.loss_mask: 0.6882, decode.d0.loss_dice: 1.0888, decode.d1.loss_cls: 0.6480, decode.d1.loss_mask: 0.6565, decode.d1.loss_dice: 1.0107, decode.d2.loss_cls: 0.5559, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9609, decode.d3.loss_cls: 0.5215, decode.d3.loss_mask: 0.6288, decode.d3.loss_dice: 0.9372, decode.d4.loss_cls: 0.5024, decode.d4.loss_mask: 0.6247, decode.d4.loss_dice: 0.9344, decode.d5.loss_cls: 0.4885, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9304, decode.d6.loss_cls: 0.4833, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.9224, decode.d7.loss_cls: 0.4782, decode.d7.loss_mask: 0.6166, decode.d7.loss_dice: 0.9225, decode.d8.loss_cls: 0.4761, decode.d8.loss_mask: 0.6160, decode.d8.loss_dice: 0.9219, loss: 22.8633, grad_norm: 112.9877 2023-11-26 22:45:46,455 - mmseg - INFO - Iter [101200/160000] lr: 1.402e-06, eta: 6:11:00, time: 0.410, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4662, decode.loss_mask: 0.6041, decode.loss_dice: 0.9208, decode.d0.loss_cls: 2.3570, decode.d0.loss_mask: 0.6685, decode.d0.loss_dice: 1.0966, decode.d1.loss_cls: 0.6569, decode.d1.loss_mask: 0.6385, decode.d1.loss_dice: 1.0119, decode.d2.loss_cls: 0.5547, decode.d2.loss_mask: 0.6205, decode.d2.loss_dice: 0.9616, decode.d3.loss_cls: 0.5185, decode.d3.loss_mask: 0.6141, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.5015, decode.d4.loss_mask: 0.6111, decode.d4.loss_dice: 0.9281, decode.d5.loss_cls: 0.4829, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.9267, decode.d6.loss_cls: 0.4790, decode.d6.loss_mask: 0.6081, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.4690, decode.d7.loss_mask: 0.6054, decode.d7.loss_dice: 0.9210, decode.d8.loss_cls: 0.4648, decode.d8.loss_mask: 0.6054, decode.d8.loss_dice: 0.9185, loss: 22.6720, grad_norm: 125.8812 2023-11-26 22:46:07,083 - mmseg - INFO - Iter [101250/160000] lr: 1.401e-06, eta: 6:10:43, time: 0.413, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4759, decode.loss_mask: 0.6094, decode.loss_dice: 0.8946, decode.d0.loss_cls: 2.3680, decode.d0.loss_mask: 0.6659, decode.d0.loss_dice: 1.0694, decode.d1.loss_cls: 0.6579, decode.d1.loss_mask: 0.6440, decode.d1.loss_dice: 0.9781, decode.d2.loss_cls: 0.5661, decode.d2.loss_mask: 0.6269, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.5325, decode.d3.loss_mask: 0.6177, decode.d3.loss_dice: 0.9097, decode.d4.loss_cls: 0.4993, decode.d4.loss_mask: 0.6170, decode.d4.loss_dice: 0.9081, decode.d5.loss_cls: 0.4946, decode.d5.loss_mask: 0.6140, decode.d5.loss_dice: 0.9073, decode.d6.loss_cls: 0.4812, decode.d6.loss_mask: 0.6111, decode.d6.loss_dice: 0.8982, decode.d7.loss_cls: 0.4773, decode.d7.loss_mask: 0.6105, decode.d7.loss_dice: 0.8984, decode.d8.loss_cls: 0.4682, decode.d8.loss_mask: 0.6104, decode.d8.loss_dice: 0.8952, loss: 22.5428, grad_norm: 132.4242 2023-11-26 22:46:26,246 - mmseg - INFO - Iter [101300/160000] lr: 1.400e-06, eta: 6:10:24, time: 0.384, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4801, decode.loss_mask: 0.5768, decode.loss_dice: 0.9050, decode.d0.loss_cls: 2.3614, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 1.0792, decode.d1.loss_cls: 0.6438, decode.d1.loss_mask: 0.6119, decode.d1.loss_dice: 0.9857, decode.d2.loss_cls: 0.5635, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.9468, decode.d3.loss_cls: 0.5326, decode.d3.loss_mask: 0.5894, decode.d3.loss_dice: 0.9224, decode.d4.loss_cls: 0.5137, decode.d4.loss_mask: 0.5881, decode.d4.loss_dice: 0.9195, decode.d5.loss_cls: 0.5016, decode.d5.loss_mask: 0.5849, decode.d5.loss_dice: 0.9144, decode.d6.loss_cls: 0.4931, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.9056, decode.d7.loss_cls: 0.4859, decode.d7.loss_mask: 0.5789, decode.d7.loss_dice: 0.9098, decode.d8.loss_cls: 0.4794, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.9083, loss: 22.3803, grad_norm: 123.7225 2023-11-26 22:46:44,467 - mmseg - INFO - Iter [101350/160000] lr: 1.399e-06, eta: 6:10:04, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4625, decode.loss_mask: 0.5927, decode.loss_dice: 0.9268, decode.d0.loss_cls: 2.3087, decode.d0.loss_mask: 0.6515, decode.d0.loss_dice: 1.0933, decode.d1.loss_cls: 0.6557, decode.d1.loss_mask: 0.6265, decode.d1.loss_dice: 1.0065, decode.d2.loss_cls: 0.5554, decode.d2.loss_mask: 0.6093, decode.d2.loss_dice: 0.9637, decode.d3.loss_cls: 0.5169, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.9393, decode.d4.loss_cls: 0.4867, decode.d4.loss_mask: 0.6023, decode.d4.loss_dice: 0.9387, decode.d5.loss_cls: 0.4808, decode.d5.loss_mask: 0.5992, decode.d5.loss_dice: 0.9407, decode.d6.loss_cls: 0.4759, decode.d6.loss_mask: 0.5987, decode.d6.loss_dice: 0.9263, decode.d7.loss_cls: 0.4664, decode.d7.loss_mask: 0.5957, decode.d7.loss_dice: 0.9292, decode.d8.loss_cls: 0.4711, decode.d8.loss_mask: 0.5937, decode.d8.loss_dice: 0.9252, loss: 22.5410, grad_norm: 125.2954 2023-11-26 22:47:02,922 - mmseg - INFO - Iter [101400/160000] lr: 1.397e-06, eta: 6:09:45, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4685, decode.loss_mask: 0.6221, decode.loss_dice: 0.9192, decode.d0.loss_cls: 2.3673, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.0912, decode.d1.loss_cls: 0.6431, decode.d1.loss_mask: 0.6560, decode.d1.loss_dice: 1.0046, decode.d2.loss_cls: 0.5542, decode.d2.loss_mask: 0.6346, decode.d2.loss_dice: 0.9607, decode.d3.loss_cls: 0.5178, decode.d3.loss_mask: 0.6292, decode.d3.loss_dice: 0.9383, decode.d4.loss_cls: 0.4961, decode.d4.loss_mask: 0.6265, decode.d4.loss_dice: 0.9367, decode.d5.loss_cls: 0.4858, decode.d5.loss_mask: 0.6253, decode.d5.loss_dice: 0.9309, decode.d6.loss_cls: 0.4725, decode.d6.loss_mask: 0.6251, decode.d6.loss_dice: 0.9195, decode.d7.loss_cls: 0.4731, decode.d7.loss_mask: 0.6208, decode.d7.loss_dice: 0.9208, decode.d8.loss_cls: 0.4694, decode.d8.loss_mask: 0.6229, decode.d8.loss_dice: 0.9196, loss: 22.8409, grad_norm: 136.9825 2023-11-26 22:47:21,165 - mmseg - INFO - Iter [101450/160000] lr: 1.396e-06, eta: 6:09:26, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4353, decode.loss_mask: 0.5979, decode.loss_dice: 0.8866, decode.d0.loss_cls: 2.3271, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.0549, decode.d1.loss_cls: 0.6163, decode.d1.loss_mask: 0.6334, decode.d1.loss_dice: 0.9736, decode.d2.loss_cls: 0.5253, decode.d2.loss_mask: 0.6136, decode.d2.loss_dice: 0.9259, decode.d3.loss_cls: 0.4865, decode.d3.loss_mask: 0.6061, decode.d3.loss_dice: 0.9030, decode.d4.loss_cls: 0.4689, decode.d4.loss_mask: 0.6049, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.4580, decode.d5.loss_mask: 0.6032, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4503, decode.d6.loss_mask: 0.5997, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.4373, decode.d7.loss_mask: 0.5985, decode.d7.loss_dice: 0.8878, decode.d8.loss_cls: 0.4388, decode.d8.loss_mask: 0.5981, decode.d8.loss_dice: 0.8891, loss: 21.9719, grad_norm: 124.0611 2023-11-26 22:47:39,484 - mmseg - INFO - Iter [101500/160000] lr: 1.395e-06, eta: 6:09:07, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4527, decode.loss_mask: 0.6262, decode.loss_dice: 0.9393, decode.d0.loss_cls: 2.3052, decode.d0.loss_mask: 0.6895, decode.d0.loss_dice: 1.1106, decode.d1.loss_cls: 0.6484, decode.d1.loss_mask: 0.6544, decode.d1.loss_dice: 1.0139, decode.d2.loss_cls: 0.5549, decode.d2.loss_mask: 0.6428, decode.d2.loss_dice: 0.9823, decode.d3.loss_cls: 0.5179, decode.d3.loss_mask: 0.6304, decode.d3.loss_dice: 0.9465, decode.d4.loss_cls: 0.4930, decode.d4.loss_mask: 0.6300, decode.d4.loss_dice: 0.9484, decode.d5.loss_cls: 0.4789, decode.d5.loss_mask: 0.6269, decode.d5.loss_dice: 0.9480, decode.d6.loss_cls: 0.4672, decode.d6.loss_mask: 0.6275, decode.d6.loss_dice: 0.9377, decode.d7.loss_cls: 0.4538, decode.d7.loss_mask: 0.6262, decode.d7.loss_dice: 0.9350, decode.d8.loss_cls: 0.4520, decode.d8.loss_mask: 0.6254, decode.d8.loss_dice: 0.9364, loss: 22.9015, grad_norm: 115.9532 2023-11-26 22:47:57,734 - mmseg - INFO - Iter [101550/160000] lr: 1.394e-06, eta: 6:08:47, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4569, decode.loss_mask: 0.6234, decode.loss_dice: 0.9435, decode.d0.loss_cls: 2.3488, decode.d0.loss_mask: 0.6903, decode.d0.loss_dice: 1.1102, decode.d1.loss_cls: 0.6394, decode.d1.loss_mask: 0.6597, decode.d1.loss_dice: 1.0270, decode.d2.loss_cls: 0.5495, decode.d2.loss_mask: 0.6406, decode.d2.loss_dice: 0.9825, decode.d3.loss_cls: 0.5235, decode.d3.loss_mask: 0.6318, decode.d3.loss_dice: 0.9559, decode.d4.loss_cls: 0.4904, decode.d4.loss_mask: 0.6296, decode.d4.loss_dice: 0.9580, decode.d5.loss_cls: 0.4817, decode.d5.loss_mask: 0.6290, decode.d5.loss_dice: 0.9576, decode.d6.loss_cls: 0.4677, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9479, decode.d7.loss_cls: 0.4585, decode.d7.loss_mask: 0.6251, decode.d7.loss_dice: 0.9458, decode.d8.loss_cls: 0.4555, decode.d8.loss_mask: 0.6245, decode.d8.loss_dice: 0.9532, loss: 23.0367, grad_norm: 126.8514 2023-11-26 22:48:16,099 - mmseg - INFO - Iter [101600/160000] lr: 1.393e-06, eta: 6:08:28, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4978, decode.loss_mask: 0.6044, decode.loss_dice: 0.9416, decode.d0.loss_cls: 2.3928, decode.d0.loss_mask: 0.6696, decode.d0.loss_dice: 1.1192, decode.d1.loss_cls: 0.6912, decode.d1.loss_mask: 0.6364, decode.d1.loss_dice: 1.0311, decode.d2.loss_cls: 0.5963, decode.d2.loss_mask: 0.6187, decode.d2.loss_dice: 0.9856, decode.d3.loss_cls: 0.5466, decode.d3.loss_mask: 0.6122, decode.d3.loss_dice: 0.9552, decode.d4.loss_cls: 0.5227, decode.d4.loss_mask: 0.6143, decode.d4.loss_dice: 0.9553, decode.d5.loss_cls: 0.5118, decode.d5.loss_mask: 0.6089, decode.d5.loss_dice: 0.9555, decode.d6.loss_cls: 0.5130, decode.d6.loss_mask: 0.6052, decode.d6.loss_dice: 0.9398, decode.d7.loss_cls: 0.5077, decode.d7.loss_mask: 0.6021, decode.d7.loss_dice: 0.9447, decode.d8.loss_cls: 0.5086, decode.d8.loss_mask: 0.6043, decode.d8.loss_dice: 0.9411, loss: 23.2339, grad_norm: 114.2725 2023-11-26 22:48:34,754 - mmseg - INFO - Iter [101650/160000] lr: 1.391e-06, eta: 6:08:09, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4883, decode.loss_mask: 0.5977, decode.loss_dice: 0.9349, decode.d0.loss_cls: 2.4146, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 1.1200, decode.d1.loss_cls: 0.6890, decode.d1.loss_mask: 0.6322, decode.d1.loss_dice: 1.0199, decode.d2.loss_cls: 0.5888, decode.d2.loss_mask: 0.6139, decode.d2.loss_dice: 0.9780, decode.d3.loss_cls: 0.5522, decode.d3.loss_mask: 0.6066, decode.d3.loss_dice: 0.9535, decode.d4.loss_cls: 0.5271, decode.d4.loss_mask: 0.6041, decode.d4.loss_dice: 0.9490, decode.d5.loss_cls: 0.5226, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.9433, decode.d6.loss_cls: 0.5071, decode.d6.loss_mask: 0.5997, decode.d6.loss_dice: 0.9410, decode.d7.loss_cls: 0.4942, decode.d7.loss_mask: 0.5961, decode.d7.loss_dice: 0.9368, decode.d8.loss_cls: 0.4901, decode.d8.loss_mask: 0.5974, decode.d8.loss_dice: 0.9329, loss: 23.0957, grad_norm: 119.8172 2023-11-26 22:48:53,148 - mmseg - INFO - Iter [101700/160000] lr: 1.390e-06, eta: 6:07:50, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4570, decode.loss_mask: 0.6106, decode.loss_dice: 0.9306, decode.d0.loss_cls: 2.3450, decode.d0.loss_mask: 0.6753, decode.d0.loss_dice: 1.1043, decode.d1.loss_cls: 0.6299, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 1.0147, decode.d2.loss_cls: 0.5451, decode.d2.loss_mask: 0.6283, decode.d2.loss_dice: 0.9762, decode.d3.loss_cls: 0.5012, decode.d3.loss_mask: 0.6206, decode.d3.loss_dice: 0.9534, decode.d4.loss_cls: 0.4780, decode.d4.loss_mask: 0.6202, decode.d4.loss_dice: 0.9457, decode.d5.loss_cls: 0.4752, decode.d5.loss_mask: 0.6174, decode.d5.loss_dice: 0.9415, decode.d6.loss_cls: 0.4641, decode.d6.loss_mask: 0.6151, decode.d6.loss_dice: 0.9324, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.9306, decode.d8.loss_cls: 0.4498, decode.d8.loss_mask: 0.6128, decode.d8.loss_dice: 0.9376, loss: 22.7305, grad_norm: 132.7051 2023-11-26 22:49:11,339 - mmseg - INFO - Iter [101750/160000] lr: 1.389e-06, eta: 6:07:30, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4546, decode.loss_mask: 0.6033, decode.loss_dice: 0.9214, decode.d0.loss_cls: 2.3411, decode.d0.loss_mask: 0.6600, decode.d0.loss_dice: 1.1044, decode.d1.loss_cls: 0.6445, decode.d1.loss_mask: 0.6351, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5435, decode.d2.loss_mask: 0.6203, decode.d2.loss_dice: 0.9699, decode.d3.loss_cls: 0.5152, decode.d3.loss_mask: 0.6099, decode.d3.loss_dice: 0.9374, decode.d4.loss_cls: 0.4987, decode.d4.loss_mask: 0.6086, decode.d4.loss_dice: 0.9372, decode.d5.loss_cls: 0.4817, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.9339, decode.d6.loss_cls: 0.4664, decode.d6.loss_mask: 0.6060, decode.d6.loss_dice: 0.9194, decode.d7.loss_cls: 0.4597, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.9236, decode.d8.loss_cls: 0.4563, decode.d8.loss_mask: 0.6016, decode.d8.loss_dice: 0.9195, loss: 22.5909, grad_norm: 113.5782 2023-11-26 22:49:29,581 - mmseg - INFO - Iter [101800/160000] lr: 1.388e-06, eta: 6:07:11, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4632, decode.loss_mask: 0.6136, decode.loss_dice: 0.9313, decode.d0.loss_cls: 2.3335, decode.d0.loss_mask: 0.6848, decode.d0.loss_dice: 1.1103, decode.d1.loss_cls: 0.6483, decode.d1.loss_mask: 0.6548, decode.d1.loss_dice: 1.0207, decode.d2.loss_cls: 0.5410, decode.d2.loss_mask: 0.6324, decode.d2.loss_dice: 0.9793, decode.d3.loss_cls: 0.5058, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9498, decode.d4.loss_cls: 0.4890, decode.d4.loss_mask: 0.6237, decode.d4.loss_dice: 0.9419, decode.d5.loss_cls: 0.4870, decode.d5.loss_mask: 0.6250, decode.d5.loss_dice: 0.9443, decode.d6.loss_cls: 0.4729, decode.d6.loss_mask: 0.6187, decode.d6.loss_dice: 0.9363, decode.d7.loss_cls: 0.4669, decode.d7.loss_mask: 0.6144, decode.d7.loss_dice: 0.9353, decode.d8.loss_cls: 0.4587, decode.d8.loss_mask: 0.6145, decode.d8.loss_dice: 0.9332, loss: 22.8562, grad_norm: 119.5944 2023-11-26 22:49:47,965 - mmseg - INFO - Iter [101850/160000] lr: 1.387e-06, eta: 6:06:52, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4673, decode.loss_mask: 0.6002, decode.loss_dice: 0.9173, decode.d0.loss_cls: 2.3745, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0984, decode.d1.loss_cls: 0.6365, decode.d1.loss_mask: 0.6316, decode.d1.loss_dice: 0.9985, decode.d2.loss_cls: 0.5495, decode.d2.loss_mask: 0.6187, decode.d2.loss_dice: 0.9583, decode.d3.loss_cls: 0.5164, decode.d3.loss_mask: 0.6055, decode.d3.loss_dice: 0.9284, decode.d4.loss_cls: 0.5008, decode.d4.loss_mask: 0.6056, decode.d4.loss_dice: 0.9318, decode.d5.loss_cls: 0.4912, decode.d5.loss_mask: 0.6032, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.4872, decode.d6.loss_mask: 0.6006, decode.d6.loss_dice: 0.9153, decode.d7.loss_cls: 0.4775, decode.d7.loss_mask: 0.6005, decode.d7.loss_dice: 0.9184, decode.d8.loss_cls: 0.4657, decode.d8.loss_mask: 0.5989, decode.d8.loss_dice: 0.9220, loss: 22.6065, grad_norm: 117.0252 2023-11-26 22:50:06,271 - mmseg - INFO - Iter [101900/160000] lr: 1.385e-06, eta: 6:06:33, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4914, decode.loss_mask: 0.6333, decode.loss_dice: 0.9403, decode.d0.loss_cls: 2.3549, decode.d0.loss_mask: 0.6959, decode.d0.loss_dice: 1.1144, decode.d1.loss_cls: 0.6619, decode.d1.loss_mask: 0.6648, decode.d1.loss_dice: 1.0160, decode.d2.loss_cls: 0.5747, decode.d2.loss_mask: 0.6461, decode.d2.loss_dice: 0.9796, decode.d3.loss_cls: 0.5421, decode.d3.loss_mask: 0.6410, decode.d3.loss_dice: 0.9567, decode.d4.loss_cls: 0.5146, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9574, decode.d5.loss_cls: 0.5173, decode.d5.loss_mask: 0.6370, decode.d5.loss_dice: 0.9532, decode.d6.loss_cls: 0.5126, decode.d6.loss_mask: 0.6340, decode.d6.loss_dice: 0.9446, decode.d7.loss_cls: 0.5019, decode.d7.loss_mask: 0.6331, decode.d7.loss_dice: 0.9414, decode.d8.loss_cls: 0.4925, decode.d8.loss_mask: 0.6338, decode.d8.loss_dice: 0.9473, loss: 23.3723, grad_norm: 136.0503 2023-11-26 22:50:24,629 - mmseg - INFO - Iter [101950/160000] lr: 1.384e-06, eta: 6:06:13, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4791, decode.loss_mask: 0.5960, decode.loss_dice: 0.9263, decode.d0.loss_cls: 2.3818, decode.d0.loss_mask: 0.6535, decode.d0.loss_dice: 1.0929, decode.d1.loss_cls: 0.6661, decode.d1.loss_mask: 0.6332, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5771, decode.d2.loss_mask: 0.6119, decode.d2.loss_dice: 0.9619, decode.d3.loss_cls: 0.5365, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.9355, decode.d4.loss_cls: 0.5134, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9386, decode.d5.loss_cls: 0.5045, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.9354, decode.d6.loss_cls: 0.4881, decode.d6.loss_mask: 0.5987, decode.d6.loss_dice: 0.9235, decode.d7.loss_cls: 0.4848, decode.d7.loss_mask: 0.5972, decode.d7.loss_dice: 0.9234, decode.d8.loss_cls: 0.4729, decode.d8.loss_mask: 0.5963, decode.d8.loss_dice: 0.9256, loss: 22.7621, grad_norm: 132.7884 2023-11-26 22:50:43,015 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:50:43,016 - mmseg - INFO - Iter [102000/160000] lr: 1.383e-06, eta: 6:05:54, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4863, decode.loss_mask: 0.6048, decode.loss_dice: 0.9299, decode.d0.loss_cls: 2.3741, decode.d0.loss_mask: 0.6759, decode.d0.loss_dice: 1.1118, decode.d1.loss_cls: 0.6792, decode.d1.loss_mask: 0.6367, decode.d1.loss_dice: 1.0195, decode.d2.loss_cls: 0.5787, decode.d2.loss_mask: 0.6226, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5374, decode.d3.loss_mask: 0.6131, decode.d3.loss_dice: 0.9489, decode.d4.loss_cls: 0.5179, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.9467, decode.d5.loss_cls: 0.5149, decode.d5.loss_mask: 0.6098, decode.d5.loss_dice: 0.9427, decode.d6.loss_cls: 0.5076, decode.d6.loss_mask: 0.6070, decode.d6.loss_dice: 0.9275, decode.d7.loss_cls: 0.4901, decode.d7.loss_mask: 0.6077, decode.d7.loss_dice: 0.9379, decode.d8.loss_cls: 0.4908, decode.d8.loss_mask: 0.6061, decode.d8.loss_dice: 0.9331, loss: 23.0480, grad_norm: 111.4948 2023-11-26 22:51:01,514 - mmseg - INFO - Iter [102050/160000] lr: 1.382e-06, eta: 6:05:35, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4718, decode.loss_mask: 0.6257, decode.loss_dice: 0.9256, decode.d0.loss_cls: 2.3005, decode.d0.loss_mask: 0.6922, decode.d0.loss_dice: 1.1017, decode.d1.loss_cls: 0.6453, decode.d1.loss_mask: 0.6639, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5525, decode.d2.loss_mask: 0.6473, decode.d2.loss_dice: 0.9661, decode.d3.loss_cls: 0.5135, decode.d3.loss_mask: 0.6365, decode.d3.loss_dice: 0.9459, decode.d4.loss_cls: 0.4996, decode.d4.loss_mask: 0.6360, decode.d4.loss_dice: 0.9406, decode.d5.loss_cls: 0.4892, decode.d5.loss_mask: 0.6355, decode.d5.loss_dice: 0.9384, decode.d6.loss_cls: 0.4852, decode.d6.loss_mask: 0.6313, decode.d6.loss_dice: 0.9270, decode.d7.loss_cls: 0.4791, decode.d7.loss_mask: 0.6288, decode.d7.loss_dice: 0.9281, decode.d8.loss_cls: 0.4697, decode.d8.loss_mask: 0.6285, decode.d8.loss_dice: 0.9269, loss: 22.9374, grad_norm: 152.0750 2023-11-26 22:51:20,049 - mmseg - INFO - Iter [102100/160000] lr: 1.381e-06, eta: 6:05:16, time: 0.373, data_time: 0.012, memory: 36416, decode.loss_cls: 0.4687, decode.loss_mask: 0.6021, decode.loss_dice: 0.9450, decode.d0.loss_cls: 2.4125, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 1.1152, decode.d1.loss_cls: 0.6482, decode.d1.loss_mask: 0.6453, decode.d1.loss_dice: 1.0273, decode.d2.loss_cls: 0.5617, decode.d2.loss_mask: 0.6226, decode.d2.loss_dice: 0.9909, decode.d3.loss_cls: 0.5210, decode.d3.loss_mask: 0.6141, decode.d3.loss_dice: 0.9631, decode.d4.loss_cls: 0.5046, decode.d4.loss_mask: 0.6123, decode.d4.loss_dice: 0.9604, decode.d5.loss_cls: 0.4874, decode.d5.loss_mask: 0.6072, decode.d5.loss_dice: 0.9550, decode.d6.loss_cls: 0.4832, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.9512, decode.d7.loss_cls: 0.4767, decode.d7.loss_mask: 0.6026, decode.d7.loss_dice: 0.9486, decode.d8.loss_cls: 0.4734, decode.d8.loss_mask: 0.6018, decode.d8.loss_dice: 0.9463, loss: 23.0148, grad_norm: 119.8748 2023-11-26 22:51:38,381 - mmseg - INFO - Iter [102150/160000] lr: 1.379e-06, eta: 6:04:56, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4579, decode.loss_mask: 0.5930, decode.loss_dice: 0.8934, decode.d0.loss_cls: 2.2997, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 1.0639, decode.d1.loss_cls: 0.6372, decode.d1.loss_mask: 0.6304, decode.d1.loss_dice: 0.9687, decode.d2.loss_cls: 0.5445, decode.d2.loss_mask: 0.6086, decode.d2.loss_dice: 0.9382, decode.d3.loss_cls: 0.4974, decode.d3.loss_mask: 0.6016, decode.d3.loss_dice: 0.9160, decode.d4.loss_cls: 0.4794, decode.d4.loss_mask: 0.6015, decode.d4.loss_dice: 0.9114, decode.d5.loss_cls: 0.4830, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.9052, decode.d6.loss_cls: 0.4664, decode.d6.loss_mask: 0.5955, decode.d6.loss_dice: 0.8961, decode.d7.loss_cls: 0.4673, decode.d7.loss_mask: 0.5933, decode.d7.loss_dice: 0.8942, decode.d8.loss_cls: 0.4580, decode.d8.loss_mask: 0.5922, decode.d8.loss_dice: 0.8948, loss: 22.1375, grad_norm: 138.8384 2023-11-26 22:51:56,867 - mmseg - INFO - Iter [102200/160000] lr: 1.378e-06, eta: 6:04:37, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4887, decode.loss_mask: 0.6011, decode.loss_dice: 0.9498, decode.d0.loss_cls: 2.4819, decode.d0.loss_mask: 0.6695, decode.d0.loss_dice: 1.1318, decode.d1.loss_cls: 0.6883, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 1.0312, decode.d2.loss_cls: 0.5867, decode.d2.loss_mask: 0.6190, decode.d2.loss_dice: 0.9931, decode.d3.loss_cls: 0.5442, decode.d3.loss_mask: 0.6120, decode.d3.loss_dice: 0.9723, decode.d4.loss_cls: 0.5327, decode.d4.loss_mask: 0.6096, decode.d4.loss_dice: 0.9673, decode.d5.loss_cls: 0.5116, decode.d5.loss_mask: 0.6082, decode.d5.loss_dice: 0.9657, decode.d6.loss_cls: 0.5012, decode.d6.loss_mask: 0.6058, decode.d6.loss_dice: 0.9508, decode.d7.loss_cls: 0.5002, decode.d7.loss_mask: 0.6026, decode.d7.loss_dice: 0.9549, decode.d8.loss_cls: 0.4981, decode.d8.loss_mask: 0.6008, decode.d8.loss_dice: 0.9516, loss: 23.3668, grad_norm: 118.6103 2023-11-26 22:52:15,201 - mmseg - INFO - Iter [102250/160000] lr: 1.377e-06, eta: 6:04:18, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4664, decode.loss_mask: 0.6005, decode.loss_dice: 0.8963, decode.d0.loss_cls: 2.3402, decode.d0.loss_mask: 0.6615, decode.d0.loss_dice: 1.0543, decode.d1.loss_cls: 0.6408, decode.d1.loss_mask: 0.6368, decode.d1.loss_dice: 0.9745, decode.d2.loss_cls: 0.5514, decode.d2.loss_mask: 0.6200, decode.d2.loss_dice: 0.9348, decode.d3.loss_cls: 0.5086, decode.d3.loss_mask: 0.6122, decode.d3.loss_dice: 0.9132, decode.d4.loss_cls: 0.4923, decode.d4.loss_mask: 0.6125, decode.d4.loss_dice: 0.9093, decode.d5.loss_cls: 0.4730, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.9122, decode.d6.loss_cls: 0.4747, decode.d6.loss_mask: 0.6074, decode.d6.loss_dice: 0.9070, decode.d7.loss_cls: 0.4662, decode.d7.loss_mask: 0.6034, decode.d7.loss_dice: 0.8994, decode.d8.loss_cls: 0.4638, decode.d8.loss_mask: 0.6037, decode.d8.loss_dice: 0.9031, loss: 22.3496, grad_norm: 121.4875 2023-11-26 22:52:33,494 - mmseg - INFO - Iter [102300/160000] lr: 1.376e-06, eta: 6:03:59, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4718, decode.loss_mask: 0.6111, decode.loss_dice: 0.9306, decode.d0.loss_cls: 2.3494, decode.d0.loss_mask: 0.6770, decode.d0.loss_dice: 1.1050, decode.d1.loss_cls: 0.6632, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 1.0120, decode.d2.loss_cls: 0.5580, decode.d2.loss_mask: 0.6293, decode.d2.loss_dice: 0.9732, decode.d3.loss_cls: 0.5219, decode.d3.loss_mask: 0.6222, decode.d3.loss_dice: 0.9501, decode.d4.loss_cls: 0.5056, decode.d4.loss_mask: 0.6161, decode.d4.loss_dice: 0.9462, decode.d5.loss_cls: 0.4890, decode.d5.loss_mask: 0.6151, decode.d5.loss_dice: 0.9489, decode.d6.loss_cls: 0.4860, decode.d6.loss_mask: 0.6122, decode.d6.loss_dice: 0.9335, decode.d7.loss_cls: 0.4730, decode.d7.loss_mask: 0.6128, decode.d7.loss_dice: 0.9351, decode.d8.loss_cls: 0.4733, decode.d8.loss_mask: 0.6119, decode.d8.loss_dice: 0.9336, loss: 22.9079, grad_norm: 113.5992 2023-11-26 22:52:54,079 - mmseg - INFO - Iter [102350/160000] lr: 1.375e-06, eta: 6:03:41, time: 0.412, data_time: 0.054, memory: 36416, decode.loss_cls: 0.5009, decode.loss_mask: 0.6244, decode.loss_dice: 0.9433, decode.d0.loss_cls: 2.3885, decode.d0.loss_mask: 0.6881, decode.d0.loss_dice: 1.1318, decode.d1.loss_cls: 0.6963, decode.d1.loss_mask: 0.6608, decode.d1.loss_dice: 1.0341, decode.d2.loss_cls: 0.5939, decode.d2.loss_mask: 0.6434, decode.d2.loss_dice: 0.9846, decode.d3.loss_cls: 0.5554, decode.d3.loss_mask: 0.6333, decode.d3.loss_dice: 0.9628, decode.d4.loss_cls: 0.5304, decode.d4.loss_mask: 0.6293, decode.d4.loss_dice: 0.9639, decode.d5.loss_cls: 0.5187, decode.d5.loss_mask: 0.6263, decode.d5.loss_dice: 0.9572, decode.d6.loss_cls: 0.5127, decode.d6.loss_mask: 0.6255, decode.d6.loss_dice: 0.9488, decode.d7.loss_cls: 0.4994, decode.d7.loss_mask: 0.6272, decode.d7.loss_dice: 0.9490, decode.d8.loss_cls: 0.4945, decode.d8.loss_mask: 0.6245, decode.d8.loss_dice: 0.9459, loss: 23.4946, grad_norm: 122.1519 2023-11-26 22:53:12,293 - mmseg - INFO - Iter [102400/160000] lr: 1.373e-06, eta: 6:03:21, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4400, decode.loss_mask: 0.5993, decode.loss_dice: 0.9068, decode.d0.loss_cls: 2.2760, decode.d0.loss_mask: 0.6696, decode.d0.loss_dice: 1.0831, decode.d1.loss_cls: 0.5975, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 0.9982, decode.d2.loss_cls: 0.5105, decode.d2.loss_mask: 0.6199, decode.d2.loss_dice: 0.9504, decode.d3.loss_cls: 0.4912, decode.d3.loss_mask: 0.6059, decode.d3.loss_dice: 0.9224, decode.d4.loss_cls: 0.4726, decode.d4.loss_mask: 0.6065, decode.d4.loss_dice: 0.9248, decode.d5.loss_cls: 0.4577, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.9204, decode.d6.loss_cls: 0.4539, decode.d6.loss_mask: 0.6002, decode.d6.loss_dice: 0.9167, decode.d7.loss_cls: 0.4495, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.9092, decode.d8.loss_cls: 0.4421, decode.d8.loss_mask: 0.5990, decode.d8.loss_dice: 0.9135, loss: 22.1771, grad_norm: 108.5529 2023-11-26 22:53:30,767 - mmseg - INFO - Iter [102450/160000] lr: 1.372e-06, eta: 6:03:02, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4441, decode.loss_mask: 0.5891, decode.loss_dice: 0.8905, decode.d0.loss_cls: 2.2898, decode.d0.loss_mask: 0.6509, decode.d0.loss_dice: 1.0403, decode.d1.loss_cls: 0.6129, decode.d1.loss_mask: 0.6206, decode.d1.loss_dice: 0.9615, decode.d2.loss_cls: 0.5252, decode.d2.loss_mask: 0.6044, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.4871, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.8993, decode.d4.loss_cls: 0.4712, decode.d4.loss_mask: 0.5964, decode.d4.loss_dice: 0.8996, decode.d5.loss_cls: 0.4571, decode.d5.loss_mask: 0.5925, decode.d5.loss_dice: 0.9005, decode.d6.loss_cls: 0.4547, decode.d6.loss_mask: 0.5883, decode.d6.loss_dice: 0.8914, decode.d7.loss_cls: 0.4453, decode.d7.loss_mask: 0.5898, decode.d7.loss_dice: 0.8938, decode.d8.loss_cls: 0.4426, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.8875, loss: 21.8355, grad_norm: 113.9819 2023-11-26 22:53:49,332 - mmseg - INFO - Iter [102500/160000] lr: 1.371e-06, eta: 6:02:43, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4710, decode.loss_mask: 0.5961, decode.loss_dice: 0.9354, decode.d0.loss_cls: 2.3884, decode.d0.loss_mask: 0.6645, decode.d0.loss_dice: 1.1161, decode.d1.loss_cls: 0.6808, decode.d1.loss_mask: 0.6300, decode.d1.loss_dice: 1.0217, decode.d2.loss_cls: 0.5610, decode.d2.loss_mask: 0.6148, decode.d2.loss_dice: 0.9734, decode.d3.loss_cls: 0.5196, decode.d3.loss_mask: 0.6037, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5052, decode.d4.loss_mask: 0.6026, decode.d4.loss_dice: 0.9476, decode.d5.loss_cls: 0.4906, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.9469, decode.d6.loss_cls: 0.4882, decode.d6.loss_mask: 0.5991, decode.d6.loss_dice: 0.9372, decode.d7.loss_cls: 0.4725, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.9315, decode.d8.loss_cls: 0.4690, decode.d8.loss_mask: 0.5973, decode.d8.loss_dice: 0.9315, loss: 22.8426, grad_norm: 137.6564 2023-11-26 22:54:07,673 - mmseg - INFO - Iter [102550/160000] lr: 1.370e-06, eta: 6:02:24, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4541, decode.loss_mask: 0.6190, decode.loss_dice: 0.9154, decode.d0.loss_cls: 2.4161, decode.d0.loss_mask: 0.6827, decode.d0.loss_dice: 1.1168, decode.d1.loss_cls: 0.6403, decode.d1.loss_mask: 0.6561, decode.d1.loss_dice: 1.0091, decode.d2.loss_cls: 0.5484, decode.d2.loss_mask: 0.6345, decode.d2.loss_dice: 0.9568, decode.d3.loss_cls: 0.5150, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9325, decode.d4.loss_cls: 0.4914, decode.d4.loss_mask: 0.6251, decode.d4.loss_dice: 0.9268, decode.d5.loss_cls: 0.4798, decode.d5.loss_mask: 0.6251, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.4736, decode.d6.loss_mask: 0.6213, decode.d6.loss_dice: 0.9227, decode.d7.loss_cls: 0.4609, decode.d7.loss_mask: 0.6227, decode.d7.loss_dice: 0.9225, decode.d8.loss_cls: 0.4641, decode.d8.loss_mask: 0.6191, decode.d8.loss_dice: 0.9183, loss: 22.8268, grad_norm: 141.8656 2023-11-26 22:54:26,085 - mmseg - INFO - Iter [102600/160000] lr: 1.369e-06, eta: 6:02:05, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4829, decode.loss_mask: 0.6108, decode.loss_dice: 0.9361, decode.d0.loss_cls: 2.3947, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.1167, decode.d1.loss_cls: 0.6671, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 1.0312, decode.d2.loss_cls: 0.5608, decode.d2.loss_mask: 0.6306, decode.d2.loss_dice: 0.9867, decode.d3.loss_cls: 0.5346, decode.d3.loss_mask: 0.6244, decode.d3.loss_dice: 0.9558, decode.d4.loss_cls: 0.5124, decode.d4.loss_mask: 0.6207, decode.d4.loss_dice: 0.9529, decode.d5.loss_cls: 0.4949, decode.d5.loss_mask: 0.6206, decode.d5.loss_dice: 0.9506, decode.d6.loss_cls: 0.4911, decode.d6.loss_mask: 0.6151, decode.d6.loss_dice: 0.9399, decode.d7.loss_cls: 0.4844, decode.d7.loss_mask: 0.6127, decode.d7.loss_dice: 0.9347, decode.d8.loss_cls: 0.4819, decode.d8.loss_mask: 0.6120, decode.d8.loss_dice: 0.9400, loss: 23.1128, grad_norm: 114.2648 2023-11-26 22:54:44,337 - mmseg - INFO - Iter [102650/160000] lr: 1.368e-06, eta: 6:01:45, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.5021, decode.loss_mask: 0.6184, decode.loss_dice: 0.9161, decode.d0.loss_cls: 2.3161, decode.d0.loss_mask: 0.6780, decode.d0.loss_dice: 1.1017, decode.d1.loss_cls: 0.6730, decode.d1.loss_mask: 0.6431, decode.d1.loss_dice: 1.0033, decode.d2.loss_cls: 0.5800, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9633, decode.d3.loss_cls: 0.5431, decode.d3.loss_mask: 0.6242, decode.d3.loss_dice: 0.9404, decode.d4.loss_cls: 0.5307, decode.d4.loss_mask: 0.6237, decode.d4.loss_dice: 0.9344, decode.d5.loss_cls: 0.5153, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.9338, decode.d6.loss_cls: 0.5115, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.5086, decode.d7.loss_mask: 0.6185, decode.d7.loss_dice: 0.9221, decode.d8.loss_cls: 0.4994, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.9212, loss: 23.0281, grad_norm: 128.0984 2023-11-26 22:55:02,767 - mmseg - INFO - Iter [102700/160000] lr: 1.366e-06, eta: 6:01:26, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4650, decode.loss_mask: 0.6115, decode.loss_dice: 0.9142, decode.d0.loss_cls: 2.3558, decode.d0.loss_mask: 0.6737, decode.d0.loss_dice: 1.0791, decode.d1.loss_cls: 0.6568, decode.d1.loss_mask: 0.6461, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5545, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9585, decode.d3.loss_cls: 0.5222, decode.d3.loss_mask: 0.6219, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.4991, decode.d4.loss_mask: 0.6211, decode.d4.loss_dice: 0.9266, decode.d5.loss_cls: 0.4854, decode.d5.loss_mask: 0.6165, decode.d5.loss_dice: 0.9235, decode.d6.loss_cls: 0.4784, decode.d6.loss_mask: 0.6144, decode.d6.loss_dice: 0.9151, decode.d7.loss_cls: 0.4695, decode.d7.loss_mask: 0.6142, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4634, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9184, loss: 22.6912, grad_norm: 125.2265 2023-11-26 22:55:21,026 - mmseg - INFO - Iter [102750/160000] lr: 1.365e-06, eta: 6:01:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4643, decode.loss_mask: 0.6130, decode.loss_dice: 0.9110, decode.d0.loss_cls: 2.3116, decode.d0.loss_mask: 0.6908, decode.d0.loss_dice: 1.0983, decode.d1.loss_cls: 0.6425, decode.d1.loss_mask: 0.6491, decode.d1.loss_dice: 1.0007, decode.d2.loss_cls: 0.5349, decode.d2.loss_mask: 0.6395, decode.d2.loss_dice: 0.9652, decode.d3.loss_cls: 0.5035, decode.d3.loss_mask: 0.6281, decode.d3.loss_dice: 0.9322, decode.d4.loss_cls: 0.4966, decode.d4.loss_mask: 0.6242, decode.d4.loss_dice: 0.9253, decode.d5.loss_cls: 0.4835, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9245, decode.d6.loss_cls: 0.4743, decode.d6.loss_mask: 0.6148, decode.d6.loss_dice: 0.9202, decode.d7.loss_cls: 0.4669, decode.d7.loss_mask: 0.6144, decode.d7.loss_dice: 0.9170, decode.d8.loss_cls: 0.4683, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9164, loss: 22.6659, grad_norm: 153.8949 2023-11-26 22:55:39,248 - mmseg - INFO - Iter [102800/160000] lr: 1.364e-06, eta: 6:00:48, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4791, decode.loss_mask: 0.5854, decode.loss_dice: 0.9326, decode.d0.loss_cls: 2.4299, decode.d0.loss_mask: 0.6417, decode.d0.loss_dice: 1.1197, decode.d1.loss_cls: 0.6686, decode.d1.loss_mask: 0.6101, decode.d1.loss_dice: 1.0175, decode.d2.loss_cls: 0.5718, decode.d2.loss_mask: 0.5962, decode.d2.loss_dice: 0.9720, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.5898, decode.d3.loss_dice: 0.9452, decode.d4.loss_cls: 0.5179, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.9454, decode.d5.loss_cls: 0.4993, decode.d5.loss_mask: 0.5884, decode.d5.loss_dice: 0.9427, decode.d6.loss_cls: 0.4982, decode.d6.loss_mask: 0.5874, decode.d6.loss_dice: 0.9349, decode.d7.loss_cls: 0.4805, decode.d7.loss_mask: 0.5880, decode.d7.loss_dice: 0.9358, decode.d8.loss_cls: 0.4778, decode.d8.loss_mask: 0.5864, decode.d8.loss_dice: 0.9363, loss: 22.8020, grad_norm: 123.0614 2023-11-26 22:55:57,699 - mmseg - INFO - Iter [102850/160000] lr: 1.363e-06, eta: 6:00:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4593, decode.loss_mask: 0.6083, decode.loss_dice: 0.9007, decode.d0.loss_cls: 2.3291, decode.d0.loss_mask: 0.6784, decode.d0.loss_dice: 1.0847, decode.d1.loss_cls: 0.6386, decode.d1.loss_mask: 0.6516, decode.d1.loss_dice: 0.9830, decode.d2.loss_cls: 0.5626, decode.d2.loss_mask: 0.6315, decode.d2.loss_dice: 0.9476, decode.d3.loss_cls: 0.5226, decode.d3.loss_mask: 0.6226, decode.d3.loss_dice: 0.9204, decode.d4.loss_cls: 0.4915, decode.d4.loss_mask: 0.6205, decode.d4.loss_dice: 0.9150, decode.d5.loss_cls: 0.4857, decode.d5.loss_mask: 0.6163, decode.d5.loss_dice: 0.9112, decode.d6.loss_cls: 0.4826, decode.d6.loss_mask: 0.6129, decode.d6.loss_dice: 0.9027, decode.d7.loss_cls: 0.4732, decode.d7.loss_mask: 0.6124, decode.d7.loss_dice: 0.9034, decode.d8.loss_cls: 0.4643, decode.d8.loss_mask: 0.6093, decode.d8.loss_dice: 0.9058, loss: 22.5479, grad_norm: 128.5827 2023-11-26 22:56:16,322 - mmseg - INFO - Iter [102900/160000] lr: 1.362e-06, eta: 6:00:09, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4592, decode.loss_mask: 0.6242, decode.loss_dice: 0.9111, decode.d0.loss_cls: 2.3300, decode.d0.loss_mask: 0.6874, decode.d0.loss_dice: 1.0823, decode.d1.loss_cls: 0.6452, decode.d1.loss_mask: 0.6641, decode.d1.loss_dice: 0.9898, decode.d2.loss_cls: 0.5460, decode.d2.loss_mask: 0.6440, decode.d2.loss_dice: 0.9533, decode.d3.loss_cls: 0.5027, decode.d3.loss_mask: 0.6355, decode.d3.loss_dice: 0.9315, decode.d4.loss_cls: 0.4883, decode.d4.loss_mask: 0.6348, decode.d4.loss_dice: 0.9296, decode.d5.loss_cls: 0.4696, decode.d5.loss_mask: 0.6306, decode.d5.loss_dice: 0.9253, decode.d6.loss_cls: 0.4612, decode.d6.loss_mask: 0.6258, decode.d6.loss_dice: 0.9170, decode.d7.loss_cls: 0.4560, decode.d7.loss_mask: 0.6252, decode.d7.loss_dice: 0.9128, decode.d8.loss_cls: 0.4611, decode.d8.loss_mask: 0.6260, decode.d8.loss_dice: 0.9155, loss: 22.6850, grad_norm: 124.6345 2023-11-26 22:56:34,684 - mmseg - INFO - Iter [102950/160000] lr: 1.360e-06, eta: 5:59:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4541, decode.loss_mask: 0.6241, decode.loss_dice: 0.9127, decode.d0.loss_cls: 2.3394, decode.d0.loss_mask: 0.6925, decode.d0.loss_dice: 1.0940, decode.d1.loss_cls: 0.6438, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 0.9905, decode.d2.loss_cls: 0.5398, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 0.9547, decode.d3.loss_cls: 0.5030, decode.d3.loss_mask: 0.6325, decode.d3.loss_dice: 0.9256, decode.d4.loss_cls: 0.4866, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.9220, decode.d5.loss_cls: 0.4767, decode.d5.loss_mask: 0.6299, decode.d5.loss_dice: 0.9219, decode.d6.loss_cls: 0.4694, decode.d6.loss_mask: 0.6302, decode.d6.loss_dice: 0.9157, decode.d7.loss_cls: 0.4632, decode.d7.loss_mask: 0.6268, decode.d7.loss_dice: 0.9145, decode.d8.loss_cls: 0.4576, decode.d8.loss_mask: 0.6221, decode.d8.loss_dice: 0.9130, loss: 22.6825, grad_norm: 136.5625 2023-11-26 22:56:53,071 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 22:56:53,071 - mmseg - INFO - Iter [103000/160000] lr: 1.359e-06, eta: 5:59:31, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4809, decode.loss_mask: 0.5996, decode.loss_dice: 0.9292, decode.d0.loss_cls: 2.3712, decode.d0.loss_mask: 0.6663, decode.d0.loss_dice: 1.1094, decode.d1.loss_cls: 0.6798, decode.d1.loss_mask: 0.6357, decode.d1.loss_dice: 1.0109, decode.d2.loss_cls: 0.5842, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9725, decode.d3.loss_cls: 0.5377, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.9451, decode.d4.loss_cls: 0.5261, decode.d4.loss_mask: 0.6088, decode.d4.loss_dice: 0.9440, decode.d5.loss_cls: 0.5065, decode.d5.loss_mask: 0.6041, decode.d5.loss_dice: 0.9404, decode.d6.loss_cls: 0.4927, decode.d6.loss_mask: 0.6041, decode.d6.loss_dice: 0.9329, decode.d7.loss_cls: 0.4901, decode.d7.loss_mask: 0.6021, decode.d7.loss_dice: 0.9345, decode.d8.loss_cls: 0.4895, decode.d8.loss_mask: 0.6000, decode.d8.loss_dice: 0.9310, loss: 22.9588, grad_norm: 140.4776 2023-11-26 22:57:11,274 - mmseg - INFO - Iter [103050/160000] lr: 1.358e-06, eta: 5:59:11, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4458, decode.loss_mask: 0.5888, decode.loss_dice: 0.8976, decode.d0.loss_cls: 2.3110, decode.d0.loss_mask: 0.6502, decode.d0.loss_dice: 1.0660, decode.d1.loss_cls: 0.6379, decode.d1.loss_mask: 0.6197, decode.d1.loss_dice: 0.9749, decode.d2.loss_cls: 0.5377, decode.d2.loss_mask: 0.6019, decode.d2.loss_dice: 0.9407, decode.d3.loss_cls: 0.5036, decode.d3.loss_mask: 0.5965, decode.d3.loss_dice: 0.9138, decode.d4.loss_cls: 0.4798, decode.d4.loss_mask: 0.5954, decode.d4.loss_dice: 0.9117, decode.d5.loss_cls: 0.4658, decode.d5.loss_mask: 0.5954, decode.d5.loss_dice: 0.9080, decode.d6.loss_cls: 0.4649, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.8999, decode.d7.loss_cls: 0.4527, decode.d7.loss_mask: 0.5902, decode.d7.loss_dice: 0.8976, decode.d8.loss_cls: 0.4593, decode.d8.loss_mask: 0.5883, decode.d8.loss_dice: 0.8958, loss: 22.0831, grad_norm: 112.0123 2023-11-26 22:57:29,522 - mmseg - INFO - Iter [103100/160000] lr: 1.357e-06, eta: 5:58:52, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4604, decode.loss_mask: 0.6197, decode.loss_dice: 0.9362, decode.d0.loss_cls: 2.3447, decode.d0.loss_mask: 0.6778, decode.d0.loss_dice: 1.1185, decode.d1.loss_cls: 0.6424, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 1.0307, decode.d2.loss_cls: 0.5481, decode.d2.loss_mask: 0.6370, decode.d2.loss_dice: 0.9846, decode.d3.loss_cls: 0.5060, decode.d3.loss_mask: 0.6283, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.4885, decode.d4.loss_mask: 0.6272, decode.d4.loss_dice: 0.9544, decode.d5.loss_cls: 0.4701, decode.d5.loss_mask: 0.6259, decode.d5.loss_dice: 0.9535, decode.d6.loss_cls: 0.4803, decode.d6.loss_mask: 0.6216, decode.d6.loss_dice: 0.9401, decode.d7.loss_cls: 0.4635, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9425, decode.d8.loss_cls: 0.4616, decode.d8.loss_mask: 0.6209, decode.d8.loss_dice: 0.9361, loss: 22.9544, grad_norm: 134.0592 2023-11-26 22:57:47,837 - mmseg - INFO - Iter [103150/160000] lr: 1.356e-06, eta: 5:58:33, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4588, decode.loss_mask: 0.6104, decode.loss_dice: 0.9087, decode.d0.loss_cls: 2.2769, decode.d0.loss_mask: 0.6738, decode.d0.loss_dice: 1.0920, decode.d1.loss_cls: 0.6146, decode.d1.loss_mask: 0.6438, decode.d1.loss_dice: 0.9917, decode.d2.loss_cls: 0.5454, decode.d2.loss_mask: 0.6227, decode.d2.loss_dice: 0.9556, decode.d3.loss_cls: 0.5026, decode.d3.loss_mask: 0.6183, decode.d3.loss_dice: 0.9262, decode.d4.loss_cls: 0.4767, decode.d4.loss_mask: 0.6188, decode.d4.loss_dice: 0.9202, decode.d5.loss_cls: 0.4733, decode.d5.loss_mask: 0.6180, decode.d5.loss_dice: 0.9202, decode.d6.loss_cls: 0.4706, decode.d6.loss_mask: 0.6122, decode.d6.loss_dice: 0.9121, decode.d7.loss_cls: 0.4615, decode.d7.loss_mask: 0.6110, decode.d7.loss_dice: 0.9094, decode.d8.loss_cls: 0.4635, decode.d8.loss_mask: 0.6112, decode.d8.loss_dice: 0.9073, loss: 22.4274, grad_norm: 119.0722 2023-11-26 22:58:06,299 - mmseg - INFO - Iter [103200/160000] lr: 1.354e-06, eta: 5:58:14, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4651, decode.loss_mask: 0.6065, decode.loss_dice: 0.9062, decode.d0.loss_cls: 2.3729, decode.d0.loss_mask: 0.6643, decode.d0.loss_dice: 1.0835, decode.d1.loss_cls: 0.6503, decode.d1.loss_mask: 0.6375, decode.d1.loss_dice: 0.9805, decode.d2.loss_cls: 0.5717, decode.d2.loss_mask: 0.6197, decode.d2.loss_dice: 0.9386, decode.d3.loss_cls: 0.5317, decode.d3.loss_mask: 0.6126, decode.d3.loss_dice: 0.9075, decode.d4.loss_cls: 0.5018, decode.d4.loss_mask: 0.6083, decode.d4.loss_dice: 0.9095, decode.d5.loss_cls: 0.4856, decode.d5.loss_mask: 0.6082, decode.d5.loss_dice: 0.9151, decode.d6.loss_cls: 0.4865, decode.d6.loss_mask: 0.6050, decode.d6.loss_dice: 0.9083, decode.d7.loss_cls: 0.4728, decode.d7.loss_mask: 0.6049, decode.d7.loss_dice: 0.9059, decode.d8.loss_cls: 0.4640, decode.d8.loss_mask: 0.6047, decode.d8.loss_dice: 0.9108, loss: 22.5400, grad_norm: 121.3635 2023-11-26 22:58:24,697 - mmseg - INFO - Iter [103250/160000] lr: 1.353e-06, eta: 5:57:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4680, decode.loss_mask: 0.5976, decode.loss_dice: 0.9299, decode.d0.loss_cls: 2.3246, decode.d0.loss_mask: 0.6650, decode.d0.loss_dice: 1.0989, decode.d1.loss_cls: 0.6484, decode.d1.loss_mask: 0.6341, decode.d1.loss_dice: 1.0120, decode.d2.loss_cls: 0.5563, decode.d2.loss_mask: 0.6154, decode.d2.loss_dice: 0.9708, decode.d3.loss_cls: 0.5160, decode.d3.loss_mask: 0.6094, decode.d3.loss_dice: 0.9397, decode.d4.loss_cls: 0.4935, decode.d4.loss_mask: 0.6041, decode.d4.loss_dice: 0.9474, decode.d5.loss_cls: 0.4854, decode.d5.loss_mask: 0.6037, decode.d5.loss_dice: 0.9415, decode.d6.loss_cls: 0.4857, decode.d6.loss_mask: 0.6011, decode.d6.loss_dice: 0.9298, decode.d7.loss_cls: 0.4754, decode.d7.loss_mask: 0.5990, decode.d7.loss_dice: 0.9300, decode.d8.loss_cls: 0.4679, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.9307, loss: 22.6797, grad_norm: 125.9901 2023-11-26 22:58:43,182 - mmseg - INFO - Iter [103300/160000] lr: 1.352e-06, eta: 5:57:35, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4606, decode.loss_mask: 0.5826, decode.loss_dice: 0.9264, decode.d0.loss_cls: 2.3545, decode.d0.loss_mask: 0.6516, decode.d0.loss_dice: 1.1076, decode.d1.loss_cls: 0.6373, decode.d1.loss_mask: 0.6155, decode.d1.loss_dice: 1.0216, decode.d2.loss_cls: 0.5528, decode.d2.loss_mask: 0.5995, decode.d2.loss_dice: 0.9715, decode.d3.loss_cls: 0.5109, decode.d3.loss_mask: 0.5926, decode.d3.loss_dice: 0.9472, decode.d4.loss_cls: 0.4891, decode.d4.loss_mask: 0.5880, decode.d4.loss_dice: 0.9432, decode.d5.loss_cls: 0.4708, decode.d5.loss_mask: 0.5906, decode.d5.loss_dice: 0.9446, decode.d6.loss_cls: 0.4737, decode.d6.loss_mask: 0.5860, decode.d6.loss_dice: 0.9333, decode.d7.loss_cls: 0.4661, decode.d7.loss_mask: 0.5854, decode.d7.loss_dice: 0.9307, decode.d8.loss_cls: 0.4612, decode.d8.loss_mask: 0.5843, decode.d8.loss_dice: 0.9317, loss: 22.5107, grad_norm: 118.0680 2023-11-26 22:59:01,637 - mmseg - INFO - Iter [103350/160000] lr: 1.351e-06, eta: 5:57:16, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4575, decode.loss_mask: 0.6176, decode.loss_dice: 0.9345, decode.d0.loss_cls: 2.3565, decode.d0.loss_mask: 0.6762, decode.d0.loss_dice: 1.0976, decode.d1.loss_cls: 0.6419, decode.d1.loss_mask: 0.6465, decode.d1.loss_dice: 1.0136, decode.d2.loss_cls: 0.5525, decode.d2.loss_mask: 0.6325, decode.d2.loss_dice: 0.9682, decode.d3.loss_cls: 0.5104, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9452, decode.d4.loss_cls: 0.4956, decode.d4.loss_mask: 0.6207, decode.d4.loss_dice: 0.9450, decode.d5.loss_cls: 0.4835, decode.d5.loss_mask: 0.6223, decode.d5.loss_dice: 0.9436, decode.d6.loss_cls: 0.4669, decode.d6.loss_mask: 0.6206, decode.d6.loss_dice: 0.9385, decode.d7.loss_cls: 0.4657, decode.d7.loss_mask: 0.6195, decode.d7.loss_dice: 0.9359, decode.d8.loss_cls: 0.4600, decode.d8.loss_mask: 0.6195, decode.d8.loss_dice: 0.9368, loss: 22.8503, grad_norm: 112.6586 2023-11-26 22:59:19,989 - mmseg - INFO - Iter [103400/160000] lr: 1.350e-06, eta: 5:56:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4636, decode.loss_mask: 0.5905, decode.loss_dice: 0.9344, decode.d0.loss_cls: 2.3974, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 1.1020, decode.d1.loss_cls: 0.6442, decode.d1.loss_mask: 0.6220, decode.d1.loss_dice: 1.0121, decode.d2.loss_cls: 0.5584, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.9750, decode.d3.loss_cls: 0.5124, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.9494, decode.d4.loss_cls: 0.4982, decode.d4.loss_mask: 0.5962, decode.d4.loss_dice: 0.9466, decode.d5.loss_cls: 0.4910, decode.d5.loss_mask: 0.5940, decode.d5.loss_dice: 0.9423, decode.d6.loss_cls: 0.4801, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.9373, decode.d7.loss_cls: 0.4689, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.9349, decode.d8.loss_cls: 0.4643, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.9393, loss: 22.6755, grad_norm: 116.5693 2023-11-26 22:59:38,420 - mmseg - INFO - Iter [103450/160000] lr: 1.348e-06, eta: 5:56:38, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4624, decode.loss_mask: 0.5874, decode.loss_dice: 0.9234, decode.d0.loss_cls: 2.3536, decode.d0.loss_mask: 0.6537, decode.d0.loss_dice: 1.1070, decode.d1.loss_cls: 0.6553, decode.d1.loss_mask: 0.6195, decode.d1.loss_dice: 1.0031, decode.d2.loss_cls: 0.5593, decode.d2.loss_mask: 0.6047, decode.d2.loss_dice: 0.9754, decode.d3.loss_cls: 0.5223, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.9419, decode.d4.loss_cls: 0.4999, decode.d4.loss_mask: 0.5935, decode.d4.loss_dice: 0.9459, decode.d5.loss_cls: 0.4872, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.9408, decode.d6.loss_cls: 0.4730, decode.d6.loss_mask: 0.5912, decode.d6.loss_dice: 0.9306, decode.d7.loss_cls: 0.4680, decode.d7.loss_mask: 0.5896, decode.d7.loss_dice: 0.9265, decode.d8.loss_cls: 0.4621, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.9268, loss: 22.5781, grad_norm: 114.4470 2023-11-26 22:59:56,695 - mmseg - INFO - Iter [103500/160000] lr: 1.347e-06, eta: 5:56:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4428, decode.loss_mask: 0.5959, decode.loss_dice: 0.9009, decode.d0.loss_cls: 2.3487, decode.d0.loss_mask: 0.6530, decode.d0.loss_dice: 1.0699, decode.d1.loss_cls: 0.6370, decode.d1.loss_mask: 0.6291, decode.d1.loss_dice: 0.9779, decode.d2.loss_cls: 0.5383, decode.d2.loss_mask: 0.6123, decode.d2.loss_dice: 0.9455, decode.d3.loss_cls: 0.4957, decode.d3.loss_mask: 0.6037, decode.d3.loss_dice: 0.9154, decode.d4.loss_cls: 0.4763, decode.d4.loss_mask: 0.6057, decode.d4.loss_dice: 0.9133, decode.d5.loss_cls: 0.4708, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.9100, decode.d6.loss_cls: 0.4588, decode.d6.loss_mask: 0.5999, decode.d6.loss_dice: 0.9006, decode.d7.loss_cls: 0.4465, decode.d7.loss_mask: 0.5989, decode.d7.loss_dice: 0.9002, decode.d8.loss_cls: 0.4445, decode.d8.loss_mask: 0.5963, decode.d8.loss_dice: 0.8984, loss: 22.1874, grad_norm: 114.0723 2023-11-26 23:00:14,967 - mmseg - INFO - Iter [103550/160000] lr: 1.346e-06, eta: 5:55:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4638, decode.loss_mask: 0.6215, decode.loss_dice: 0.9296, decode.d0.loss_cls: 2.3511, decode.d0.loss_mask: 0.6746, decode.d0.loss_dice: 1.0969, decode.d1.loss_cls: 0.6464, decode.d1.loss_mask: 0.6525, decode.d1.loss_dice: 1.0027, decode.d2.loss_cls: 0.5598, decode.d2.loss_mask: 0.6404, decode.d2.loss_dice: 0.9653, decode.d3.loss_cls: 0.5050, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9421, decode.d4.loss_cls: 0.4910, decode.d4.loss_mask: 0.6296, decode.d4.loss_dice: 0.9365, decode.d5.loss_cls: 0.4852, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4759, decode.d6.loss_mask: 0.6255, decode.d6.loss_dice: 0.9287, decode.d7.loss_cls: 0.4680, decode.d7.loss_mask: 0.6238, decode.d7.loss_dice: 0.9268, decode.d8.loss_cls: 0.4638, decode.d8.loss_mask: 0.6226, decode.d8.loss_dice: 0.9304, loss: 22.8515, grad_norm: 126.4347 2023-11-26 23:00:35,658 - mmseg - INFO - Iter [103600/160000] lr: 1.345e-06, eta: 5:55:41, time: 0.414, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4694, decode.loss_mask: 0.5838, decode.loss_dice: 0.9115, decode.d0.loss_cls: 2.3268, decode.d0.loss_mask: 0.6498, decode.d0.loss_dice: 1.0864, decode.d1.loss_cls: 0.6501, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 1.0043, decode.d2.loss_cls: 0.5536, decode.d2.loss_mask: 0.6036, decode.d2.loss_dice: 0.9596, decode.d3.loss_cls: 0.5178, decode.d3.loss_mask: 0.5976, decode.d3.loss_dice: 0.9353, decode.d4.loss_cls: 0.5000, decode.d4.loss_mask: 0.5892, decode.d4.loss_dice: 0.9269, decode.d5.loss_cls: 0.4861, decode.d5.loss_mask: 0.5865, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4791, decode.d6.loss_mask: 0.5856, decode.d6.loss_dice: 0.9121, decode.d7.loss_cls: 0.4731, decode.d7.loss_mask: 0.5843, decode.d7.loss_dice: 0.9167, decode.d8.loss_cls: 0.4674, decode.d8.loss_mask: 0.5830, decode.d8.loss_dice: 0.9114, loss: 22.3917, grad_norm: 119.4431 2023-11-26 23:00:53,952 - mmseg - INFO - Iter [103650/160000] lr: 1.344e-06, eta: 5:55:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4532, decode.loss_mask: 0.5909, decode.loss_dice: 0.9042, decode.d0.loss_cls: 2.3340, decode.d0.loss_mask: 0.6457, decode.d0.loss_dice: 1.0797, decode.d1.loss_cls: 0.6515, decode.d1.loss_mask: 0.6205, decode.d1.loss_dice: 0.9896, decode.d2.loss_cls: 0.5403, decode.d2.loss_mask: 0.6066, decode.d2.loss_dice: 0.9433, decode.d3.loss_cls: 0.5053, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.9203, decode.d4.loss_cls: 0.4833, decode.d4.loss_mask: 0.5959, decode.d4.loss_dice: 0.9157, decode.d5.loss_cls: 0.4665, decode.d5.loss_mask: 0.5934, decode.d5.loss_dice: 0.9181, decode.d6.loss_cls: 0.4704, decode.d6.loss_mask: 0.5928, decode.d6.loss_dice: 0.9055, decode.d7.loss_cls: 0.4584, decode.d7.loss_mask: 0.5901, decode.d7.loss_dice: 0.9084, decode.d8.loss_cls: 0.4513, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.9082, loss: 22.2326, grad_norm: 122.6797 2023-11-26 23:01:12,638 - mmseg - INFO - Iter [103700/160000] lr: 1.342e-06, eta: 5:55:03, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4798, decode.loss_mask: 0.6201, decode.loss_dice: 0.9143, decode.d0.loss_cls: 2.3526, decode.d0.loss_mask: 0.6840, decode.d0.loss_dice: 1.0942, decode.d1.loss_cls: 0.6556, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0006, decode.d2.loss_cls: 0.5645, decode.d2.loss_mask: 0.6413, decode.d2.loss_dice: 0.9612, decode.d3.loss_cls: 0.5304, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9259, decode.d4.loss_cls: 0.5036, decode.d4.loss_mask: 0.6275, decode.d4.loss_dice: 0.9318, decode.d5.loss_cls: 0.4939, decode.d5.loss_mask: 0.6277, decode.d5.loss_dice: 0.9329, decode.d6.loss_cls: 0.4900, decode.d6.loss_mask: 0.6227, decode.d6.loss_dice: 0.9137, decode.d7.loss_cls: 0.4820, decode.d7.loss_mask: 0.6200, decode.d7.loss_dice: 0.9174, decode.d8.loss_cls: 0.4784, decode.d8.loss_mask: 0.6184, decode.d8.loss_dice: 0.9173, loss: 22.8911, grad_norm: 134.2337 2023-11-26 23:01:31,113 - mmseg - INFO - Iter [103750/160000] lr: 1.341e-06, eta: 5:54:44, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4571, decode.loss_mask: 0.6022, decode.loss_dice: 0.9095, decode.d0.loss_cls: 2.3549, decode.d0.loss_mask: 0.6634, decode.d0.loss_dice: 1.0983, decode.d1.loss_cls: 0.6556, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 0.9924, decode.d2.loss_cls: 0.5626, decode.d2.loss_mask: 0.6174, decode.d2.loss_dice: 0.9507, decode.d3.loss_cls: 0.5199, decode.d3.loss_mask: 0.6074, decode.d3.loss_dice: 0.9232, decode.d4.loss_cls: 0.4974, decode.d4.loss_mask: 0.6070, decode.d4.loss_dice: 0.9257, decode.d5.loss_cls: 0.4824, decode.d5.loss_mask: 0.6047, decode.d5.loss_dice: 0.9205, decode.d6.loss_cls: 0.4740, decode.d6.loss_mask: 0.6065, decode.d6.loss_dice: 0.9134, decode.d7.loss_cls: 0.4642, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.9153, decode.d8.loss_cls: 0.4592, decode.d8.loss_mask: 0.6027, decode.d8.loss_dice: 0.9198, loss: 22.5439, grad_norm: 122.2032 2023-11-26 23:01:49,657 - mmseg - INFO - Iter [103800/160000] lr: 1.340e-06, eta: 5:54:25, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4632, decode.loss_mask: 0.6014, decode.loss_dice: 0.9070, decode.d0.loss_cls: 2.3244, decode.d0.loss_mask: 0.6684, decode.d0.loss_dice: 1.0822, decode.d1.loss_cls: 0.6384, decode.d1.loss_mask: 0.6389, decode.d1.loss_dice: 0.9995, decode.d2.loss_cls: 0.5629, decode.d2.loss_mask: 0.6197, decode.d2.loss_dice: 0.9531, decode.d3.loss_cls: 0.5232, decode.d3.loss_mask: 0.6095, decode.d3.loss_dice: 0.9241, decode.d4.loss_cls: 0.4987, decode.d4.loss_mask: 0.6058, decode.d4.loss_dice: 0.9230, decode.d5.loss_cls: 0.4847, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.9218, decode.d6.loss_cls: 0.4765, decode.d6.loss_mask: 0.6032, decode.d6.loss_dice: 0.9123, decode.d7.loss_cls: 0.4690, decode.d7.loss_mask: 0.6014, decode.d7.loss_dice: 0.9084, decode.d8.loss_cls: 0.4623, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.9107, loss: 22.5006, grad_norm: 128.7010 2023-11-26 23:02:08,489 - mmseg - INFO - Iter [103850/160000] lr: 1.339e-06, eta: 5:54:06, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4740, decode.loss_mask: 0.6105, decode.loss_dice: 0.9303, decode.d0.loss_cls: 2.3575, decode.d0.loss_mask: 0.6775, decode.d0.loss_dice: 1.1091, decode.d1.loss_cls: 0.6557, decode.d1.loss_mask: 0.6462, decode.d1.loss_dice: 1.0160, decode.d2.loss_cls: 0.5638, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9681, decode.d3.loss_cls: 0.5190, decode.d3.loss_mask: 0.6228, decode.d3.loss_dice: 0.9426, decode.d4.loss_cls: 0.4997, decode.d4.loss_mask: 0.6212, decode.d4.loss_dice: 0.9397, decode.d5.loss_cls: 0.4928, decode.d5.loss_mask: 0.6186, decode.d5.loss_dice: 0.9371, decode.d6.loss_cls: 0.4889, decode.d6.loss_mask: 0.6157, decode.d6.loss_dice: 0.9335, decode.d7.loss_cls: 0.4752, decode.d7.loss_mask: 0.6124, decode.d7.loss_dice: 0.9314, decode.d8.loss_cls: 0.4712, decode.d8.loss_mask: 0.6116, decode.d8.loss_dice: 0.9287, loss: 22.8997, grad_norm: 119.3446 2023-11-26 23:02:26,844 - mmseg - INFO - Iter [103900/160000] lr: 1.338e-06, eta: 5:53:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4549, decode.loss_mask: 0.6124, decode.loss_dice: 0.9102, decode.d0.loss_cls: 2.3346, decode.d0.loss_mask: 0.6695, decode.d0.loss_dice: 1.0862, decode.d1.loss_cls: 0.6437, decode.d1.loss_mask: 0.6444, decode.d1.loss_dice: 0.9967, decode.d2.loss_cls: 0.5510, decode.d2.loss_mask: 0.6301, decode.d2.loss_dice: 0.9611, decode.d3.loss_cls: 0.5146, decode.d3.loss_mask: 0.6194, decode.d3.loss_dice: 0.9297, decode.d4.loss_cls: 0.4919, decode.d4.loss_mask: 0.6169, decode.d4.loss_dice: 0.9243, decode.d5.loss_cls: 0.4771, decode.d5.loss_mask: 0.6129, decode.d5.loss_dice: 0.9208, decode.d6.loss_cls: 0.4707, decode.d6.loss_mask: 0.6121, decode.d6.loss_dice: 0.9096, decode.d7.loss_cls: 0.4594, decode.d7.loss_mask: 0.6144, decode.d7.loss_dice: 0.9117, decode.d8.loss_cls: 0.4561, decode.d8.loss_mask: 0.6116, decode.d8.loss_dice: 0.9147, loss: 22.5627, grad_norm: 129.7926 2023-11-26 23:02:45,013 - mmseg - INFO - Iter [103950/160000] lr: 1.337e-06, eta: 5:53:27, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4434, decode.loss_mask: 0.6000, decode.loss_dice: 0.9027, decode.d0.loss_cls: 2.3546, decode.d0.loss_mask: 0.6694, decode.d0.loss_dice: 1.0726, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6399, decode.d1.loss_dice: 0.9895, decode.d2.loss_cls: 0.5267, decode.d2.loss_mask: 0.6214, decode.d2.loss_dice: 0.9544, decode.d3.loss_cls: 0.4774, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.9282, decode.d4.loss_cls: 0.4625, decode.d4.loss_mask: 0.6115, decode.d4.loss_dice: 0.9214, decode.d5.loss_cls: 0.4538, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.9186, decode.d6.loss_cls: 0.4469, decode.d6.loss_mask: 0.6052, decode.d6.loss_dice: 0.9053, decode.d7.loss_cls: 0.4395, decode.d7.loss_mask: 0.6030, decode.d7.loss_dice: 0.9045, decode.d8.loss_cls: 0.4361, decode.d8.loss_mask: 0.6009, decode.d8.loss_dice: 0.9061, loss: 22.2343, grad_norm: 116.6394 2023-11-26 23:03:03,196 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:03:03,197 - mmseg - INFO - Iter [104000/160000] lr: 1.335e-06, eta: 5:53:08, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4564, decode.loss_mask: 0.6146, decode.loss_dice: 0.9141, decode.d0.loss_cls: 2.3171, decode.d0.loss_mask: 0.6797, decode.d0.loss_dice: 1.1000, decode.d1.loss_cls: 0.6371, decode.d1.loss_mask: 0.6530, decode.d1.loss_dice: 1.0039, decode.d2.loss_cls: 0.5425, decode.d2.loss_mask: 0.6335, decode.d2.loss_dice: 0.9650, decode.d3.loss_cls: 0.5023, decode.d3.loss_mask: 0.6239, decode.d3.loss_dice: 0.9295, decode.d4.loss_cls: 0.4746, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9284, decode.d5.loss_cls: 0.4711, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9289, decode.d6.loss_cls: 0.4671, decode.d6.loss_mask: 0.6158, decode.d6.loss_dice: 0.9173, decode.d7.loss_cls: 0.4549, decode.d7.loss_mask: 0.6147, decode.d7.loss_dice: 0.9181, decode.d8.loss_cls: 0.4587, decode.d8.loss_mask: 0.6135, decode.d8.loss_dice: 0.9200, loss: 22.5995, grad_norm: 114.3306 2023-11-26 23:03:22,032 - mmseg - INFO - Iter [104050/160000] lr: 1.334e-06, eta: 5:52:49, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4593, decode.loss_mask: 0.6186, decode.loss_dice: 0.9047, decode.d0.loss_cls: 2.3490, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.0882, decode.d1.loss_cls: 0.6457, decode.d1.loss_mask: 0.6540, decode.d1.loss_dice: 0.9934, decode.d2.loss_cls: 0.5469, decode.d2.loss_mask: 0.6339, decode.d2.loss_dice: 0.9518, decode.d3.loss_cls: 0.5043, decode.d3.loss_mask: 0.6273, decode.d3.loss_dice: 0.9238, decode.d4.loss_cls: 0.4916, decode.d4.loss_mask: 0.6236, decode.d4.loss_dice: 0.9207, decode.d5.loss_cls: 0.4744, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4702, decode.d6.loss_mask: 0.6240, decode.d6.loss_dice: 0.9126, decode.d7.loss_cls: 0.4664, decode.d7.loss_mask: 0.6229, decode.d7.loss_dice: 0.9054, decode.d8.loss_cls: 0.4643, decode.d8.loss_mask: 0.6210, decode.d8.loss_dice: 0.9139, loss: 22.6463, grad_norm: 112.0134 2023-11-26 23:03:40,594 - mmseg - INFO - Iter [104100/160000] lr: 1.333e-06, eta: 5:52:30, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4833, decode.loss_mask: 0.6166, decode.loss_dice: 0.9224, decode.d0.loss_cls: 2.3716, decode.d0.loss_mask: 0.6856, decode.d0.loss_dice: 1.0970, decode.d1.loss_cls: 0.6669, decode.d1.loss_mask: 0.6470, decode.d1.loss_dice: 1.0012, decode.d2.loss_cls: 0.5645, decode.d2.loss_mask: 0.6338, decode.d2.loss_dice: 0.9651, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.6242, decode.d3.loss_dice: 0.9375, decode.d4.loss_cls: 0.5150, decode.d4.loss_mask: 0.6213, decode.d4.loss_dice: 0.9345, decode.d5.loss_cls: 0.4984, decode.d5.loss_mask: 0.6185, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4902, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9216, decode.d7.loss_cls: 0.4848, decode.d7.loss_mask: 0.6182, decode.d7.loss_dice: 0.9262, decode.d8.loss_cls: 0.4801, decode.d8.loss_mask: 0.6171, decode.d8.loss_dice: 0.9246, loss: 22.9524, grad_norm: 115.7413 2023-11-26 23:03:59,166 - mmseg - INFO - Iter [104150/160000] lr: 1.332e-06, eta: 5:52:11, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4825, decode.loss_mask: 0.6166, decode.loss_dice: 0.9071, decode.d0.loss_cls: 2.3595, decode.d0.loss_mask: 0.6812, decode.d0.loss_dice: 1.0800, decode.d1.loss_cls: 0.6774, decode.d1.loss_mask: 0.6510, decode.d1.loss_dice: 0.9978, decode.d2.loss_cls: 0.5902, decode.d2.loss_mask: 0.6335, decode.d2.loss_dice: 0.9536, decode.d3.loss_cls: 0.5456, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9241, decode.d4.loss_cls: 0.5279, decode.d4.loss_mask: 0.6240, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.5108, decode.d5.loss_mask: 0.6200, decode.d5.loss_dice: 0.9243, decode.d6.loss_cls: 0.5009, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.9101, decode.d7.loss_cls: 0.4916, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9105, decode.d8.loss_cls: 0.4837, decode.d8.loss_mask: 0.6191, decode.d8.loss_dice: 0.9159, loss: 22.9311, grad_norm: 123.9812 2023-11-26 23:04:17,720 - mmseg - INFO - Iter [104200/160000] lr: 1.331e-06, eta: 5:51:52, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4558, decode.loss_mask: 0.6246, decode.loss_dice: 0.9213, decode.d0.loss_cls: 2.3043, decode.d0.loss_mask: 0.6928, decode.d0.loss_dice: 1.0907, decode.d1.loss_cls: 0.6369, decode.d1.loss_mask: 0.6537, decode.d1.loss_dice: 1.0028, decode.d2.loss_cls: 0.5380, decode.d2.loss_mask: 0.6410, decode.d2.loss_dice: 0.9591, decode.d3.loss_cls: 0.5052, decode.d3.loss_mask: 0.6313, decode.d3.loss_dice: 0.9320, decode.d4.loss_cls: 0.4821, decode.d4.loss_mask: 0.6321, decode.d4.loss_dice: 0.9303, decode.d5.loss_cls: 0.4708, decode.d5.loss_mask: 0.6310, decode.d5.loss_dice: 0.9276, decode.d6.loss_cls: 0.4761, decode.d6.loss_mask: 0.6261, decode.d6.loss_dice: 0.9207, decode.d7.loss_cls: 0.4637, decode.d7.loss_mask: 0.6249, decode.d7.loss_dice: 0.9235, decode.d8.loss_cls: 0.4571, decode.d8.loss_mask: 0.6245, decode.d8.loss_dice: 0.9233, loss: 22.7034, grad_norm: 132.1689 2023-11-26 23:04:36,778 - mmseg - INFO - Iter [104250/160000] lr: 1.329e-06, eta: 5:51:33, time: 0.381, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4977, decode.loss_mask: 0.6029, decode.loss_dice: 0.9450, decode.d0.loss_cls: 2.3829, decode.d0.loss_mask: 0.6693, decode.d0.loss_dice: 1.1363, decode.d1.loss_cls: 0.6697, decode.d1.loss_mask: 0.6369, decode.d1.loss_dice: 1.0366, decode.d2.loss_cls: 0.5781, decode.d2.loss_mask: 0.6254, decode.d2.loss_dice: 0.9943, decode.d3.loss_cls: 0.5455, decode.d3.loss_mask: 0.6142, decode.d3.loss_dice: 0.9650, decode.d4.loss_cls: 0.5267, decode.d4.loss_mask: 0.6107, decode.d4.loss_dice: 0.9611, decode.d5.loss_cls: 0.5185, decode.d5.loss_mask: 0.6080, decode.d5.loss_dice: 0.9603, decode.d6.loss_cls: 0.5051, decode.d6.loss_mask: 0.6054, decode.d6.loss_dice: 0.9529, decode.d7.loss_cls: 0.4971, decode.d7.loss_mask: 0.6038, decode.d7.loss_dice: 0.9495, decode.d8.loss_cls: 0.4971, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.9463, loss: 23.2457, grad_norm: 117.5876 2023-11-26 23:04:55,244 - mmseg - INFO - Iter [104300/160000] lr: 1.328e-06, eta: 5:51:14, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4722, decode.loss_mask: 0.6167, decode.loss_dice: 0.9150, decode.d0.loss_cls: 2.3745, decode.d0.loss_mask: 0.6855, decode.d0.loss_dice: 1.0936, decode.d1.loss_cls: 0.6795, decode.d1.loss_mask: 0.6518, decode.d1.loss_dice: 1.0044, decode.d2.loss_cls: 0.5892, decode.d2.loss_mask: 0.6331, decode.d2.loss_dice: 0.9605, decode.d3.loss_cls: 0.5368, decode.d3.loss_mask: 0.6266, decode.d3.loss_dice: 0.9368, decode.d4.loss_cls: 0.5276, decode.d4.loss_mask: 0.6229, decode.d4.loss_dice: 0.9319, decode.d5.loss_cls: 0.4953, decode.d5.loss_mask: 0.6229, decode.d5.loss_dice: 0.9324, decode.d6.loss_cls: 0.4849, decode.d6.loss_mask: 0.6190, decode.d6.loss_dice: 0.9187, decode.d7.loss_cls: 0.4752, decode.d7.loss_mask: 0.6165, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4719, decode.d8.loss_mask: 0.6163, decode.d8.loss_dice: 0.9186, loss: 22.9450, grad_norm: 115.3990 2023-11-26 23:05:13,433 - mmseg - INFO - Iter [104350/160000] lr: 1.327e-06, eta: 5:50:54, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4733, decode.loss_mask: 0.5931, decode.loss_dice: 0.9104, decode.d0.loss_cls: 2.2949, decode.d0.loss_mask: 0.6519, decode.d0.loss_dice: 1.0740, decode.d1.loss_cls: 0.6421, decode.d1.loss_mask: 0.6254, decode.d1.loss_dice: 0.9903, decode.d2.loss_cls: 0.5615, decode.d2.loss_mask: 0.6054, decode.d2.loss_dice: 0.9523, decode.d3.loss_cls: 0.5219, decode.d3.loss_mask: 0.6009, decode.d3.loss_dice: 0.9283, decode.d4.loss_cls: 0.4998, decode.d4.loss_mask: 0.5960, decode.d4.loss_dice: 0.9291, decode.d5.loss_cls: 0.4935, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.9217, decode.d6.loss_cls: 0.4886, decode.d6.loss_mask: 0.5937, decode.d6.loss_dice: 0.9115, decode.d7.loss_cls: 0.4757, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.9116, decode.d8.loss_cls: 0.4804, decode.d8.loss_mask: 0.5946, decode.d8.loss_dice: 0.9129, loss: 22.4261, grad_norm: 123.7484 2023-11-26 23:05:31,923 - mmseg - INFO - Iter [104400/160000] lr: 1.326e-06, eta: 5:50:35, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4541, decode.loss_mask: 0.5827, decode.loss_dice: 0.8981, decode.d0.loss_cls: 2.3259, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 1.0755, decode.d1.loss_cls: 0.6407, decode.d1.loss_mask: 0.6179, decode.d1.loss_dice: 0.9913, decode.d2.loss_cls: 0.5499, decode.d2.loss_mask: 0.6060, decode.d2.loss_dice: 0.9466, decode.d3.loss_cls: 0.5073, decode.d3.loss_mask: 0.5941, decode.d3.loss_dice: 0.9199, decode.d4.loss_cls: 0.4848, decode.d4.loss_mask: 0.5906, decode.d4.loss_dice: 0.9152, decode.d5.loss_cls: 0.4753, decode.d5.loss_mask: 0.5909, decode.d5.loss_dice: 0.9163, decode.d6.loss_cls: 0.4654, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.9057, decode.d7.loss_cls: 0.4510, decode.d7.loss_mask: 0.5876, decode.d7.loss_dice: 0.9027, decode.d8.loss_cls: 0.4565, decode.d8.loss_mask: 0.5844, decode.d8.loss_dice: 0.9023, loss: 22.1779, grad_norm: 129.8993 2023-11-26 23:05:50,393 - mmseg - INFO - Iter [104450/160000] lr: 1.325e-06, eta: 5:50:16, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4628, decode.loss_mask: 0.6024, decode.loss_dice: 0.9236, decode.d0.loss_cls: 2.3865, decode.d0.loss_mask: 0.6739, decode.d0.loss_dice: 1.1079, decode.d1.loss_cls: 0.6319, decode.d1.loss_mask: 0.6384, decode.d1.loss_dice: 1.0163, decode.d2.loss_cls: 0.5364, decode.d2.loss_mask: 0.6223, decode.d2.loss_dice: 0.9711, decode.d3.loss_cls: 0.5042, decode.d3.loss_mask: 0.6113, decode.d3.loss_dice: 0.9414, decode.d4.loss_cls: 0.4906, decode.d4.loss_mask: 0.6080, decode.d4.loss_dice: 0.9423, decode.d5.loss_cls: 0.4749, decode.d5.loss_mask: 0.6069, decode.d5.loss_dice: 0.9353, decode.d6.loss_cls: 0.4650, decode.d6.loss_mask: 0.6051, decode.d6.loss_dice: 0.9258, decode.d7.loss_cls: 0.4630, decode.d7.loss_mask: 0.6015, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.4513, decode.d8.loss_mask: 0.6028, decode.d8.loss_dice: 0.9289, loss: 22.6580, grad_norm: 116.4594 2023-11-26 23:06:08,921 - mmseg - INFO - Iter [104500/160000] lr: 1.323e-06, eta: 5:49:57, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4561, decode.loss_mask: 0.5827, decode.loss_dice: 0.8885, decode.d0.loss_cls: 2.3579, decode.d0.loss_mask: 0.6442, decode.d0.loss_dice: 1.0746, decode.d1.loss_cls: 0.6512, decode.d1.loss_mask: 0.6205, decode.d1.loss_dice: 0.9790, decode.d2.loss_cls: 0.5657, decode.d2.loss_mask: 0.6038, decode.d2.loss_dice: 0.9352, decode.d3.loss_cls: 0.5131, decode.d3.loss_mask: 0.5966, decode.d3.loss_dice: 0.9078, decode.d4.loss_cls: 0.4947, decode.d4.loss_mask: 0.5941, decode.d4.loss_dice: 0.9097, decode.d5.loss_cls: 0.4822, decode.d5.loss_mask: 0.5913, decode.d5.loss_dice: 0.9055, decode.d6.loss_cls: 0.4697, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.8916, decode.d7.loss_cls: 0.4645, decode.d7.loss_mask: 0.5862, decode.d7.loss_dice: 0.8938, decode.d8.loss_cls: 0.4619, decode.d8.loss_mask: 0.5839, decode.d8.loss_dice: 0.8934, loss: 22.1891, grad_norm: 134.1820 2023-11-26 23:06:27,535 - mmseg - INFO - Iter [104550/160000] lr: 1.322e-06, eta: 5:49:38, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4744, decode.loss_mask: 0.6029, decode.loss_dice: 0.9196, decode.d0.loss_cls: 2.3733, decode.d0.loss_mask: 0.6663, decode.d0.loss_dice: 1.1037, decode.d1.loss_cls: 0.6603, decode.d1.loss_mask: 0.6342, decode.d1.loss_dice: 1.0093, decode.d2.loss_cls: 0.5627, decode.d2.loss_mask: 0.6194, decode.d2.loss_dice: 0.9640, decode.d3.loss_cls: 0.5277, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9350, decode.d4.loss_cls: 0.5148, decode.d4.loss_mask: 0.6107, decode.d4.loss_dice: 0.9306, decode.d5.loss_cls: 0.4985, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.9286, decode.d6.loss_cls: 0.4925, decode.d6.loss_mask: 0.6070, decode.d6.loss_dice: 0.9153, decode.d7.loss_cls: 0.4837, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.9143, decode.d8.loss_cls: 0.4744, decode.d8.loss_mask: 0.6055, decode.d8.loss_dice: 0.9217, loss: 22.7749, grad_norm: 122.7878 2023-11-26 23:06:45,913 - mmseg - INFO - Iter [104600/160000] lr: 1.321e-06, eta: 5:49:19, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4641, decode.loss_mask: 0.5934, decode.loss_dice: 0.9104, decode.d0.loss_cls: 2.3546, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 1.1019, decode.d1.loss_cls: 0.6294, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 1.0042, decode.d2.loss_cls: 0.5575, decode.d2.loss_mask: 0.6105, decode.d2.loss_dice: 0.9585, decode.d3.loss_cls: 0.5247, decode.d3.loss_mask: 0.5992, decode.d3.loss_dice: 0.9293, decode.d4.loss_cls: 0.5001, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.9339, decode.d5.loss_cls: 0.4840, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.9308, decode.d6.loss_cls: 0.4682, decode.d6.loss_mask: 0.5954, decode.d6.loss_dice: 0.9156, decode.d7.loss_cls: 0.4639, decode.d7.loss_mask: 0.5928, decode.d7.loss_dice: 0.9153, decode.d8.loss_cls: 0.4614, decode.d8.loss_mask: 0.5942, decode.d8.loss_dice: 0.9159, loss: 22.4882, grad_norm: 129.5667 2023-11-26 23:07:04,303 - mmseg - INFO - Iter [104650/160000] lr: 1.320e-06, eta: 5:48:59, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4340, decode.loss_mask: 0.6048, decode.loss_dice: 0.9051, decode.d0.loss_cls: 2.3138, decode.d0.loss_mask: 0.6605, decode.d0.loss_dice: 1.0579, decode.d1.loss_cls: 0.6195, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 0.9815, decode.d2.loss_cls: 0.5301, decode.d2.loss_mask: 0.6205, decode.d2.loss_dice: 0.9418, decode.d3.loss_cls: 0.4870, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9203, decode.d4.loss_cls: 0.4609, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.9205, decode.d5.loss_cls: 0.4496, decode.d5.loss_mask: 0.6070, decode.d5.loss_dice: 0.9181, decode.d6.loss_cls: 0.4464, decode.d6.loss_mask: 0.6055, decode.d6.loss_dice: 0.9052, decode.d7.loss_cls: 0.4428, decode.d7.loss_mask: 0.6052, decode.d7.loss_dice: 0.9072, decode.d8.loss_cls: 0.4377, decode.d8.loss_mask: 0.6049, decode.d8.loss_dice: 0.9074, loss: 22.1574, grad_norm: 115.7158 2023-11-26 23:07:22,724 - mmseg - INFO - Iter [104700/160000] lr: 1.319e-06, eta: 5:48:40, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4698, decode.loss_mask: 0.5966, decode.loss_dice: 0.9220, decode.d0.loss_cls: 2.3524, decode.d0.loss_mask: 0.6607, decode.d0.loss_dice: 1.0937, decode.d1.loss_cls: 0.6678, decode.d1.loss_mask: 0.6250, decode.d1.loss_dice: 1.0033, decode.d2.loss_cls: 0.5681, decode.d2.loss_mask: 0.6160, decode.d2.loss_dice: 0.9686, decode.d3.loss_cls: 0.5205, decode.d3.loss_mask: 0.6025, decode.d3.loss_dice: 0.9396, decode.d4.loss_cls: 0.4987, decode.d4.loss_mask: 0.6028, decode.d4.loss_dice: 0.9364, decode.d5.loss_cls: 0.4847, decode.d5.loss_mask: 0.6020, decode.d5.loss_dice: 0.9359, decode.d6.loss_cls: 0.4811, decode.d6.loss_mask: 0.5989, decode.d6.loss_dice: 0.9257, decode.d7.loss_cls: 0.4755, decode.d7.loss_mask: 0.5989, decode.d7.loss_dice: 0.9280, decode.d8.loss_cls: 0.4708, decode.d8.loss_mask: 0.5968, decode.d8.loss_dice: 0.9285, loss: 22.6712, grad_norm: 142.6465 2023-11-26 23:07:41,175 - mmseg - INFO - Iter [104750/160000] lr: 1.317e-06, eta: 5:48:21, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4598, decode.loss_mask: 0.5812, decode.loss_dice: 0.9080, decode.d0.loss_cls: 2.3188, decode.d0.loss_mask: 0.6443, decode.d0.loss_dice: 1.0929, decode.d1.loss_cls: 0.6264, decode.d1.loss_mask: 0.6117, decode.d1.loss_dice: 0.9930, decode.d2.loss_cls: 0.5438, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9506, decode.d3.loss_cls: 0.5019, decode.d3.loss_mask: 0.5873, decode.d3.loss_dice: 0.9231, decode.d4.loss_cls: 0.4833, decode.d4.loss_mask: 0.5855, decode.d4.loss_dice: 0.9229, decode.d5.loss_cls: 0.4714, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.9194, decode.d6.loss_cls: 0.4693, decode.d6.loss_mask: 0.5842, decode.d6.loss_dice: 0.9095, decode.d7.loss_cls: 0.4617, decode.d7.loss_mask: 0.5821, decode.d7.loss_dice: 0.9093, decode.d8.loss_cls: 0.4610, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.9068, loss: 22.1679, grad_norm: 131.3096 2023-11-26 23:07:59,434 - mmseg - INFO - Iter [104800/160000] lr: 1.316e-06, eta: 5:48:02, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4777, decode.loss_mask: 0.5898, decode.loss_dice: 0.9193, decode.d0.loss_cls: 2.3694, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0974, decode.d1.loss_cls: 0.6670, decode.d1.loss_mask: 0.6290, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5726, decode.d2.loss_mask: 0.6081, decode.d2.loss_dice: 0.9619, decode.d3.loss_cls: 0.5388, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.9312, decode.d4.loss_cls: 0.5139, decode.d4.loss_mask: 0.5991, decode.d4.loss_dice: 0.9343, decode.d5.loss_cls: 0.4945, decode.d5.loss_mask: 0.5949, decode.d5.loss_dice: 0.9275, decode.d6.loss_cls: 0.4930, decode.d6.loss_mask: 0.5918, decode.d6.loss_dice: 0.9168, decode.d7.loss_cls: 0.4835, decode.d7.loss_mask: 0.5911, decode.d7.loss_dice: 0.9188, decode.d8.loss_cls: 0.4802, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.9174, loss: 22.6703, grad_norm: 121.6577 2023-11-26 23:08:20,114 - mmseg - INFO - Iter [104850/160000] lr: 1.315e-06, eta: 5:47:44, time: 0.414, data_time: 0.056, memory: 36416, decode.loss_cls: 0.5037, decode.loss_mask: 0.6127, decode.loss_dice: 0.9335, decode.d0.loss_cls: 2.3878, decode.d0.loss_mask: 0.6801, decode.d0.loss_dice: 1.1129, decode.d1.loss_cls: 0.6761, decode.d1.loss_mask: 0.6585, decode.d1.loss_dice: 1.0265, decode.d2.loss_cls: 0.5737, decode.d2.loss_mask: 0.6428, decode.d2.loss_dice: 0.9873, decode.d3.loss_cls: 0.5404, decode.d3.loss_mask: 0.6304, decode.d3.loss_dice: 0.9564, decode.d4.loss_cls: 0.5382, decode.d4.loss_mask: 0.6236, decode.d4.loss_dice: 0.9507, decode.d5.loss_cls: 0.5234, decode.d5.loss_mask: 0.6230, decode.d5.loss_dice: 0.9475, decode.d6.loss_cls: 0.5150, decode.d6.loss_mask: 0.6177, decode.d6.loss_dice: 0.9370, decode.d7.loss_cls: 0.5002, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.9383, decode.d8.loss_cls: 0.4946, decode.d8.loss_mask: 0.6156, decode.d8.loss_dice: 0.9360, loss: 23.2995, grad_norm: 115.5211 2023-11-26 23:08:38,706 - mmseg - INFO - Iter [104900/160000] lr: 1.314e-06, eta: 5:47:25, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4356, decode.loss_mask: 0.5805, decode.loss_dice: 0.8736, decode.d0.loss_cls: 2.3564, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 1.0457, decode.d1.loss_cls: 0.6147, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9566, decode.d2.loss_cls: 0.5311, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9182, decode.d3.loss_cls: 0.4940, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8943, decode.d4.loss_cls: 0.4799, decode.d4.loss_mask: 0.5854, decode.d4.loss_dice: 0.8862, decode.d5.loss_cls: 0.4576, decode.d5.loss_mask: 0.5841, decode.d5.loss_dice: 0.8826, decode.d6.loss_cls: 0.4500, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.4389, decode.d7.loss_mask: 0.5818, decode.d7.loss_dice: 0.8729, decode.d8.loss_cls: 0.4346, decode.d8.loss_mask: 0.5779, decode.d8.loss_dice: 0.8762, loss: 21.6979, grad_norm: 119.4685 2023-11-26 23:08:57,404 - mmseg - INFO - Iter [104950/160000] lr: 1.313e-06, eta: 5:47:06, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4495, decode.loss_mask: 0.5920, decode.loss_dice: 0.9255, decode.d0.loss_cls: 2.3358, decode.d0.loss_mask: 0.6572, decode.d0.loss_dice: 1.0949, decode.d1.loss_cls: 0.6428, decode.d1.loss_mask: 0.6267, decode.d1.loss_dice: 1.0048, decode.d2.loss_cls: 0.5431, decode.d2.loss_mask: 0.6129, decode.d2.loss_dice: 0.9765, decode.d3.loss_cls: 0.5198, decode.d3.loss_mask: 0.5981, decode.d3.loss_dice: 0.9363, decode.d4.loss_cls: 0.4964, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.9352, decode.d5.loss_cls: 0.4880, decode.d5.loss_mask: 0.5962, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4729, decode.d6.loss_mask: 0.5925, decode.d6.loss_dice: 0.9239, decode.d7.loss_cls: 0.4603, decode.d7.loss_mask: 0.5942, decode.d7.loss_dice: 0.9205, decode.d8.loss_cls: 0.4590, decode.d8.loss_mask: 0.5934, decode.d8.loss_dice: 0.9239, loss: 22.5031, grad_norm: 115.2857 2023-11-26 23:09:15,923 - mmseg - INFO - Saving checkpoint at 105000 iterations 2023-11-26 23:09:17,641 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:09:17,641 - mmseg - INFO - Iter [105000/160000] lr: 1.312e-06, eta: 5:46:47, time: 0.405, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4427, decode.loss_mask: 0.5729, decode.loss_dice: 0.9012, decode.d0.loss_cls: 2.4131, decode.d0.loss_mask: 0.6411, decode.d0.loss_dice: 1.0978, decode.d1.loss_cls: 0.6272, decode.d1.loss_mask: 0.6100, decode.d1.loss_dice: 0.9972, decode.d2.loss_cls: 0.5422, decode.d2.loss_mask: 0.5897, decode.d2.loss_dice: 0.9496, decode.d3.loss_cls: 0.5036, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.9215, decode.d4.loss_cls: 0.4915, decode.d4.loss_mask: 0.5766, decode.d4.loss_dice: 0.9218, decode.d5.loss_cls: 0.4768, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.9152, decode.d6.loss_cls: 0.4621, decode.d6.loss_mask: 0.5741, decode.d6.loss_dice: 0.9019, decode.d7.loss_cls: 0.4524, decode.d7.loss_mask: 0.5749, decode.d7.loss_dice: 0.9038, decode.d8.loss_cls: 0.4505, decode.d8.loss_mask: 0.5733, decode.d8.loss_dice: 0.9004, loss: 22.1483, grad_norm: 129.4702 2023-11-26 23:09:34,114 - mmseg - INFO - per class results: 2023-11-26 23:09:34,119 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.98 | 86.27 | | building | 83.26 | 89.61 | | sky | 94.75 | 97.45 | | floor | 82.36 | 90.3 | | tree | 75.32 | 87.71 | | ceiling | 83.72 | 92.91 | | road | 84.98 | 91.74 | | bed | 89.85 | 94.84 | | windowpane | 61.87 | 78.97 | | grass | 71.72 | 84.41 | | cabinet | 59.67 | 71.88 | | sidewalk | 69.35 | 82.17 | | person | 83.85 | 92.17 | | earth | 36.37 | 45.55 | | door | 50.09 | 72.9 | | table | 65.13 | 79.56 | | mountain | 59.35 | 84.93 | | plant | 51.64 | 64.97 | | curtain | 74.0 | 87.94 | | chair | 61.28 | 74.38 | | car | 85.66 | 93.64 | | water | 49.64 | 67.53 | | painting | 68.92 | 87.02 | | sofa | 72.69 | 85.85 | | shelf | 45.15 | 67.64 | | house | 48.98 | 78.23 | | sea | 57.17 | 76.95 | | mirror | 67.05 | 78.61 | | rug | 66.98 | 78.49 | | field | 36.35 | 53.13 | | armchair | 49.94 | 72.65 | | seat | 61.28 | 84.63 | | fence | 47.55 | 62.76 | | desk | 54.72 | 70.73 | | rock | 52.25 | 65.58 | | wardrobe | 43.46 | 62.32 | | lamp | 68.16 | 78.63 | | bathtub | 75.17 | 89.76 | | railing | 33.43 | 53.76 | | cushion | 64.9 | 77.79 | | base | 32.86 | 45.79 | | box | 25.31 | 39.24 | | column | 42.71 | 62.6 | | signboard | 36.06 | 61.14 | | chest of drawers | 38.91 | 69.75 | | counter | 32.1 | 47.14 | | sand | 42.03 | 61.7 | | sink | 76.33 | 80.29 | | skyscraper | 50.25 | 60.52 | | fireplace | 74.25 | 88.07 | | refrigerator | 78.5 | 90.08 | | grandstand | 56.5 | 69.59 | | path | 32.52 | 49.5 | | stairs | 51.03 | 71.03 | | runway | 66.69 | 87.67 | | case | 43.05 | 55.05 | | pool table | 94.77 | 97.35 | | pillow | 61.43 | 71.88 | | screen door | 53.46 | 74.15 | | stairway | 34.4 | 45.05 | | river | 15.41 | 22.86 | | bridge | 71.74 | 85.09 | | bookcase | 32.89 | 55.05 | | blind | 36.25 | 45.51 | | coffee table | 64.26 | 82.9 | | toilet | 88.07 | 91.39 | | flower | 41.16 | 63.01 | | book | 48.17 | 76.81 | | hill | 8.34 | 14.41 | | bench | 54.39 | 64.85 | | countertop | 55.82 | 70.42 | | stove | 85.36 | 90.35 | | palm | 53.38 | 74.45 | | kitchen island | 45.59 | 72.74 | | computer | 64.9 | 70.84 | | swivel chair | 43.22 | 57.63 | | boat | 59.66 | 87.22 | | bar | 59.69 | 73.39 | | arcade machine | 19.08 | 21.72 | | hovel | 12.07 | 17.22 | | bus | 90.29 | 94.84 | | towel | 73.14 | 87.27 | | light | 61.78 | 76.28 | | truck | 37.65 | 50.93 | | tower | 25.62 | 47.53 | | chandelier | 68.59 | 85.23 | | awning | 37.45 | 53.39 | | streetlight | 35.68 | 51.33 | | booth | 43.59 | 50.12 | | television receiver | 73.23 | 85.96 | | airplane | 57.77 | 68.45 | | dirt track | 6.51 | 13.21 | | apparel | 25.58 | 48.41 | | pole | 29.75 | 45.82 | | land | 3.91 | 5.29 | | bannister | 15.09 | 23.36 | | escalator | 23.61 | 25.38 | | ottoman | 54.35 | 66.41 | | bottle | 25.78 | 35.15 | | buffet | 38.95 | 45.38 | | poster | 33.62 | 59.38 | | stage | 12.6 | 26.48 | | van | 49.2 | 68.25 | | ship | 9.98 | 10.73 | | fountain | 37.43 | 40.29 | | conveyer belt | 46.03 | 91.62 | | canopy | 23.59 | 39.15 | | washer | 73.49 | 78.33 | | plaything | 22.74 | 40.29 | | swimming pool | 55.04 | 71.07 | | stool | 41.22 | 63.59 | | barrel | 62.88 | 74.52 | | basket | 34.43 | 56.79 | | waterfall | 43.72 | 55.06 | | tent | 94.03 | 98.05 | | bag | 16.57 | 24.78 | | minibike | 66.48 | 88.05 | | cradle | 85.62 | 97.88 | | oven | 57.6 | 68.38 | | ball | 45.21 | 51.78 | | food | 65.8 | 81.92 | | step | 12.13 | 17.74 | | tank | 46.16 | 54.09 | | trade name | 24.87 | 31.69 | | microwave | 83.41 | 91.44 | | pot | 37.86 | 44.54 | | animal | 70.3 | 72.74 | | bicycle | 60.42 | 82.66 | | lake | 4.88 | 9.56 | | dishwasher | 75.91 | 84.79 | | screen | 52.27 | 92.88 | | blanket | 27.74 | 35.05 | | sculpture | 59.19 | 86.48 | | hood | 77.61 | 91.95 | | sconce | 55.61 | 69.02 | | vase | 48.24 | 67.25 | | traffic light | 38.2 | 66.51 | | tray | 15.89 | 31.6 | | ashcan | 41.99 | 62.84 | | fan | 65.65 | 81.39 | | pier | 13.62 | 15.71 | | crt screen | 2.91 | 8.79 | | plate | 59.7 | 75.2 | | monitor | 3.57 | 4.34 | | bulletin board | 42.49 | 67.59 | | shower | 18.07 | 22.83 | | radiator | 63.87 | 81.38 | | glass | 21.21 | 23.76 | | clock | 43.68 | 64.58 | | flag | 49.69 | 55.37 | +---------------------+-------+-------+ 2023-11-26 23:09:34,120 - mmseg - INFO - Summary: 2023-11-26 23:09:34,120 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.52 | 50.48 | 64.28 | +-------+-------+-------+ 2023-11-26 23:09:34,121 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:09:34,121 - mmseg - INFO - Iter(val) [250] aAcc: 0.8352, mIoU: 0.5048, mAcc: 0.6428, IoU.wall: 0.7798, IoU.building: 0.8326, IoU.sky: 0.9475, IoU.floor: 0.8236, IoU.tree: 0.7532, IoU.ceiling: 0.8372, IoU.road: 0.8498, IoU.bed : 0.8985, IoU.windowpane: 0.6187, IoU.grass: 0.7172, IoU.cabinet: 0.5967, IoU.sidewalk: 0.6935, IoU.person: 0.8385, IoU.earth: 0.3637, IoU.door: 0.5009, IoU.table: 0.6513, IoU.mountain: 0.5935, IoU.plant: 0.5164, IoU.curtain: 0.7400, IoU.chair: 0.6128, IoU.car: 0.8566, IoU.water: 0.4964, IoU.painting: 0.6892, IoU.sofa: 0.7269, IoU.shelf: 0.4515, IoU.house: 0.4898, IoU.sea: 0.5717, IoU.mirror: 0.6705, IoU.rug: 0.6698, IoU.field: 0.3635, IoU.armchair: 0.4994, IoU.seat: 0.6128, IoU.fence: 0.4755, IoU.desk: 0.5472, IoU.rock: 0.5225, IoU.wardrobe: 0.4346, IoU.lamp: 0.6816, IoU.bathtub: 0.7517, IoU.railing: 0.3343, IoU.cushion: 0.6490, IoU.base: 0.3286, IoU.box: 0.2531, IoU.column: 0.4271, IoU.signboard: 0.3606, IoU.chest of drawers: 0.3891, IoU.counter: 0.3210, IoU.sand: 0.4203, IoU.sink: 0.7633, IoU.skyscraper: 0.5025, IoU.fireplace: 0.7425, IoU.refrigerator: 0.7850, IoU.grandstand: 0.5650, IoU.path: 0.3252, IoU.stairs: 0.5103, IoU.runway: 0.6669, IoU.case: 0.4305, IoU.pool table: 0.9477, IoU.pillow: 0.6143, IoU.screen door: 0.5346, IoU.stairway: 0.3440, IoU.river: 0.1541, IoU.bridge: 0.7174, IoU.bookcase: 0.3289, IoU.blind: 0.3625, IoU.coffee table: 0.6426, IoU.toilet: 0.8807, IoU.flower: 0.4116, IoU.book: 0.4817, IoU.hill: 0.0834, IoU.bench: 0.5439, IoU.countertop: 0.5582, IoU.stove: 0.8536, IoU.palm: 0.5338, IoU.kitchen island: 0.4559, IoU.computer: 0.6490, IoU.swivel chair: 0.4322, IoU.boat: 0.5966, IoU.bar: 0.5969, IoU.arcade machine: 0.1908, IoU.hovel: 0.1207, IoU.bus: 0.9029, IoU.towel: 0.7314, IoU.light: 0.6178, IoU.truck: 0.3765, IoU.tower: 0.2562, IoU.chandelier: 0.6859, IoU.awning: 0.3745, IoU.streetlight: 0.3568, IoU.booth: 0.4359, IoU.television receiver: 0.7323, IoU.airplane: 0.5777, IoU.dirt track: 0.0651, IoU.apparel: 0.2558, IoU.pole: 0.2975, IoU.land: 0.0391, IoU.bannister: 0.1509, IoU.escalator: 0.2361, IoU.ottoman: 0.5435, IoU.bottle: 0.2578, IoU.buffet: 0.3895, IoU.poster: 0.3362, IoU.stage: 0.1260, IoU.van: 0.4920, IoU.ship: 0.0998, IoU.fountain: 0.3743, IoU.conveyer belt: 0.4603, IoU.canopy: 0.2359, IoU.washer: 0.7349, IoU.plaything: 0.2274, IoU.swimming pool: 0.5504, IoU.stool: 0.4122, IoU.barrel: 0.6288, IoU.basket: 0.3443, IoU.waterfall: 0.4372, IoU.tent: 0.9403, IoU.bag: 0.1657, IoU.minibike: 0.6648, IoU.cradle: 0.8562, IoU.oven: 0.5760, IoU.ball: 0.4521, IoU.food: 0.6580, IoU.step: 0.1213, IoU.tank: 0.4616, IoU.trade name: 0.2487, IoU.microwave: 0.8341, IoU.pot: 0.3786, IoU.animal: 0.7030, IoU.bicycle: 0.6042, IoU.lake: 0.0488, IoU.dishwasher: 0.7591, IoU.screen: 0.5227, IoU.blanket: 0.2774, IoU.sculpture: 0.5919, IoU.hood: 0.7761, IoU.sconce: 0.5561, IoU.vase: 0.4824, IoU.traffic light: 0.3820, IoU.tray: 0.1589, IoU.ashcan: 0.4199, IoU.fan: 0.6565, IoU.pier: 0.1362, IoU.crt screen: 0.0291, IoU.plate: 0.5970, IoU.monitor: 0.0357, IoU.bulletin board: 0.4249, IoU.shower: 0.1807, IoU.radiator: 0.6387, IoU.glass: 0.2121, IoU.clock: 0.4368, IoU.flag: 0.4969, Acc.wall: 0.8627, Acc.building: 0.8961, Acc.sky: 0.9745, Acc.floor: 0.9030, Acc.tree: 0.8771, Acc.ceiling: 0.9291, Acc.road: 0.9174, Acc.bed : 0.9484, Acc.windowpane: 0.7897, Acc.grass: 0.8441, Acc.cabinet: 0.7188, Acc.sidewalk: 0.8217, Acc.person: 0.9217, Acc.earth: 0.4555, Acc.door: 0.7290, Acc.table: 0.7956, Acc.mountain: 0.8493, Acc.plant: 0.6497, Acc.curtain: 0.8794, Acc.chair: 0.7438, Acc.car: 0.9364, Acc.water: 0.6753, Acc.painting: 0.8702, Acc.sofa: 0.8585, Acc.shelf: 0.6764, Acc.house: 0.7823, Acc.sea: 0.7695, Acc.mirror: 0.7861, Acc.rug: 0.7849, Acc.field: 0.5313, Acc.armchair: 0.7265, Acc.seat: 0.8463, Acc.fence: 0.6276, Acc.desk: 0.7073, Acc.rock: 0.6558, Acc.wardrobe: 0.6232, Acc.lamp: 0.7863, Acc.bathtub: 0.8976, Acc.railing: 0.5376, Acc.cushion: 0.7779, Acc.base: 0.4579, Acc.box: 0.3924, Acc.column: 0.6260, Acc.signboard: 0.6114, Acc.chest of drawers: 0.6975, Acc.counter: 0.4714, Acc.sand: 0.6170, Acc.sink: 0.8029, Acc.skyscraper: 0.6052, Acc.fireplace: 0.8807, Acc.refrigerator: 0.9008, Acc.grandstand: 0.6959, Acc.path: 0.4950, Acc.stairs: 0.7103, Acc.runway: 0.8767, Acc.case: 0.5505, Acc.pool table: 0.9735, Acc.pillow: 0.7188, Acc.screen door: 0.7415, Acc.stairway: 0.4505, Acc.river: 0.2286, Acc.bridge: 0.8509, Acc.bookcase: 0.5505, Acc.blind: 0.4551, Acc.coffee table: 0.8290, Acc.toilet: 0.9139, Acc.flower: 0.6301, Acc.book: 0.7681, Acc.hill: 0.1441, Acc.bench: 0.6485, Acc.countertop: 0.7042, Acc.stove: 0.9035, Acc.palm: 0.7445, Acc.kitchen island: 0.7274, Acc.computer: 0.7084, Acc.swivel chair: 0.5763, Acc.boat: 0.8722, Acc.bar: 0.7339, Acc.arcade machine: 0.2172, Acc.hovel: 0.1722, Acc.bus: 0.9484, Acc.towel: 0.8727, Acc.light: 0.7628, Acc.truck: 0.5093, Acc.tower: 0.4753, Acc.chandelier: 0.8523, Acc.awning: 0.5339, Acc.streetlight: 0.5133, Acc.booth: 0.5012, Acc.television receiver: 0.8596, Acc.airplane: 0.6845, Acc.dirt track: 0.1321, Acc.apparel: 0.4841, Acc.pole: 0.4582, Acc.land: 0.0529, Acc.bannister: 0.2336, Acc.escalator: 0.2538, Acc.ottoman: 0.6641, Acc.bottle: 0.3515, Acc.buffet: 0.4538, Acc.poster: 0.5938, Acc.stage: 0.2648, Acc.van: 0.6825, Acc.ship: 0.1073, Acc.fountain: 0.4029, Acc.conveyer belt: 0.9162, Acc.canopy: 0.3915, Acc.washer: 0.7833, Acc.plaything: 0.4029, Acc.swimming pool: 0.7107, Acc.stool: 0.6359, Acc.barrel: 0.7452, Acc.basket: 0.5679, Acc.waterfall: 0.5506, Acc.tent: 0.9805, Acc.bag: 0.2478, Acc.minibike: 0.8805, Acc.cradle: 0.9788, Acc.oven: 0.6838, Acc.ball: 0.5178, Acc.food: 0.8192, Acc.step: 0.1774, Acc.tank: 0.5409, Acc.trade name: 0.3169, Acc.microwave: 0.9144, Acc.pot: 0.4454, Acc.animal: 0.7274, Acc.bicycle: 0.8266, Acc.lake: 0.0956, Acc.dishwasher: 0.8479, Acc.screen: 0.9288, Acc.blanket: 0.3505, Acc.sculpture: 0.8648, Acc.hood: 0.9195, Acc.sconce: 0.6902, Acc.vase: 0.6725, Acc.traffic light: 0.6651, Acc.tray: 0.3160, Acc.ashcan: 0.6284, Acc.fan: 0.8139, Acc.pier: 0.1571, Acc.crt screen: 0.0879, Acc.plate: 0.7520, Acc.monitor: 0.0434, Acc.bulletin board: 0.6759, Acc.shower: 0.2283, Acc.radiator: 0.8138, Acc.glass: 0.2376, Acc.clock: 0.6458, Acc.flag: 0.5537 2023-11-26 23:09:52,595 - mmseg - INFO - Iter [105050/160000] lr: 1.310e-06, eta: 5:46:37, time: 0.699, data_time: 0.339, memory: 36416, decode.loss_cls: 0.4530, decode.loss_mask: 0.5894, decode.loss_dice: 0.9283, decode.d0.loss_cls: 2.4072, decode.d0.loss_mask: 0.6519, decode.d0.loss_dice: 1.1107, decode.d1.loss_cls: 0.6456, decode.d1.loss_mask: 0.6231, decode.d1.loss_dice: 1.0170, decode.d2.loss_cls: 0.5462, decode.d2.loss_mask: 0.6115, decode.d2.loss_dice: 0.9759, decode.d3.loss_cls: 0.5056, decode.d3.loss_mask: 0.6036, decode.d3.loss_dice: 0.9490, decode.d4.loss_cls: 0.4848, decode.d4.loss_mask: 0.6008, decode.d4.loss_dice: 0.9495, decode.d5.loss_cls: 0.4706, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.4662, decode.d6.loss_mask: 0.5926, decode.d6.loss_dice: 0.9318, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.5930, decode.d7.loss_dice: 0.9324, decode.d8.loss_cls: 0.4516, decode.d8.loss_mask: 0.5945, decode.d8.loss_dice: 0.9314, loss: 22.6168, grad_norm: 118.4815 2023-11-26 23:10:10,890 - mmseg - INFO - Iter [105100/160000] lr: 1.309e-06, eta: 5:46:18, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4595, decode.loss_mask: 0.5882, decode.loss_dice: 0.8935, decode.d0.loss_cls: 2.3544, decode.d0.loss_mask: 0.6530, decode.d0.loss_dice: 1.0680, decode.d1.loss_cls: 0.6347, decode.d1.loss_mask: 0.6209, decode.d1.loss_dice: 0.9868, decode.d2.loss_cls: 0.5459, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.9389, decode.d3.loss_cls: 0.5103, decode.d3.loss_mask: 0.5974, decode.d3.loss_dice: 0.9124, decode.d4.loss_cls: 0.4862, decode.d4.loss_mask: 0.5966, decode.d4.loss_dice: 0.9118, decode.d5.loss_cls: 0.4746, decode.d5.loss_mask: 0.5934, decode.d5.loss_dice: 0.9121, decode.d6.loss_cls: 0.4651, decode.d6.loss_mask: 0.5929, decode.d6.loss_dice: 0.9025, decode.d7.loss_cls: 0.4631, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.9003, decode.d8.loss_cls: 0.4590, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.9013, loss: 22.2088, grad_norm: 124.3456 2023-11-26 23:10:29,139 - mmseg - INFO - Iter [105150/160000] lr: 1.308e-06, eta: 5:45:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4764, decode.loss_mask: 0.5963, decode.loss_dice: 0.9184, decode.d0.loss_cls: 2.3635, decode.d0.loss_mask: 0.6577, decode.d0.loss_dice: 1.0947, decode.d1.loss_cls: 0.6629, decode.d1.loss_mask: 0.6291, decode.d1.loss_dice: 0.9959, decode.d2.loss_cls: 0.5580, decode.d2.loss_mask: 0.6107, decode.d2.loss_dice: 0.9586, decode.d3.loss_cls: 0.5190, decode.d3.loss_mask: 0.6026, decode.d3.loss_dice: 0.9343, decode.d4.loss_cls: 0.4945, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.9297, decode.d5.loss_cls: 0.4822, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.9304, decode.d6.loss_cls: 0.4833, decode.d6.loss_mask: 0.6003, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.4673, decode.d7.loss_mask: 0.5985, decode.d7.loss_dice: 0.9152, decode.d8.loss_cls: 0.4698, decode.d8.loss_mask: 0.5975, decode.d8.loss_dice: 0.9179, loss: 22.5868, grad_norm: 114.9209 2023-11-26 23:10:47,339 - mmseg - INFO - Iter [105200/160000] lr: 1.307e-06, eta: 5:45:39, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4706, decode.loss_mask: 0.6337, decode.loss_dice: 0.9292, decode.d0.loss_cls: 2.2880, decode.d0.loss_mask: 0.7087, decode.d0.loss_dice: 1.0999, decode.d1.loss_cls: 0.6425, decode.d1.loss_mask: 0.6737, decode.d1.loss_dice: 1.0131, decode.d2.loss_cls: 0.5710, decode.d2.loss_mask: 0.6543, decode.d2.loss_dice: 0.9668, decode.d3.loss_cls: 0.5214, decode.d3.loss_mask: 0.6442, decode.d3.loss_dice: 0.9410, decode.d4.loss_cls: 0.5047, decode.d4.loss_mask: 0.6417, decode.d4.loss_dice: 0.9397, decode.d5.loss_cls: 0.5005, decode.d5.loss_mask: 0.6383, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4978, decode.d6.loss_mask: 0.6347, decode.d6.loss_dice: 0.9277, decode.d7.loss_cls: 0.4850, decode.d7.loss_mask: 0.6316, decode.d7.loss_dice: 0.9288, decode.d8.loss_cls: 0.4794, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9303, loss: 23.0644, grad_norm: 124.7824 2023-11-26 23:11:05,638 - mmseg - INFO - Iter [105250/160000] lr: 1.306e-06, eta: 5:45:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4525, decode.loss_mask: 0.6066, decode.loss_dice: 0.9132, decode.d0.loss_cls: 2.3747, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 1.0904, decode.d1.loss_cls: 0.6488, decode.d1.loss_mask: 0.6433, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5424, decode.d2.loss_mask: 0.6249, decode.d2.loss_dice: 0.9561, decode.d3.loss_cls: 0.5085, decode.d3.loss_mask: 0.6191, decode.d3.loss_dice: 0.9339, decode.d4.loss_cls: 0.4891, decode.d4.loss_mask: 0.6127, decode.d4.loss_dice: 0.9246, decode.d5.loss_cls: 0.4745, decode.d5.loss_mask: 0.6145, decode.d5.loss_dice: 0.9254, decode.d6.loss_cls: 0.4626, decode.d6.loss_mask: 0.6090, decode.d6.loss_dice: 0.9204, decode.d7.loss_cls: 0.4609, decode.d7.loss_mask: 0.6083, decode.d7.loss_dice: 0.9148, decode.d8.loss_cls: 0.4543, decode.d8.loss_mask: 0.6097, decode.d8.loss_dice: 0.9158, loss: 22.5672, grad_norm: 115.0105 2023-11-26 23:11:25,819 - mmseg - INFO - Iter [105300/160000] lr: 1.304e-06, eta: 5:45:02, time: 0.404, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4716, decode.loss_mask: 0.5881, decode.loss_dice: 0.9068, decode.d0.loss_cls: 2.3769, decode.d0.loss_mask: 0.6486, decode.d0.loss_dice: 1.0913, decode.d1.loss_cls: 0.6540, decode.d1.loss_mask: 0.6202, decode.d1.loss_dice: 0.9998, decode.d2.loss_cls: 0.5561, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.9585, decode.d3.loss_cls: 0.5217, decode.d3.loss_mask: 0.5971, decode.d3.loss_dice: 0.9302, decode.d4.loss_cls: 0.5008, decode.d4.loss_mask: 0.5941, decode.d4.loss_dice: 0.9255, decode.d5.loss_cls: 0.4961, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.9230, decode.d6.loss_cls: 0.4814, decode.d6.loss_mask: 0.5904, decode.d6.loss_dice: 0.9126, decode.d7.loss_cls: 0.4698, decode.d7.loss_mask: 0.5910, decode.d7.loss_dice: 0.9115, decode.d8.loss_cls: 0.4677, decode.d8.loss_mask: 0.5892, decode.d8.loss_dice: 0.9124, loss: 22.4814, grad_norm: 125.9512 2023-11-26 23:11:44,727 - mmseg - INFO - Iter [105350/160000] lr: 1.303e-06, eta: 5:44:43, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4673, decode.loss_mask: 0.5957, decode.loss_dice: 0.9316, decode.d0.loss_cls: 2.3533, decode.d0.loss_mask: 0.6601, decode.d0.loss_dice: 1.1117, decode.d1.loss_cls: 0.6739, decode.d1.loss_mask: 0.6261, decode.d1.loss_dice: 1.0130, decode.d2.loss_cls: 0.5646, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9790, decode.d3.loss_cls: 0.5230, decode.d3.loss_mask: 0.6027, decode.d3.loss_dice: 0.9505, decode.d4.loss_cls: 0.4968, decode.d4.loss_mask: 0.6018, decode.d4.loss_dice: 0.9453, decode.d5.loss_cls: 0.4907, decode.d5.loss_mask: 0.6024, decode.d5.loss_dice: 0.9430, decode.d6.loss_cls: 0.4758, decode.d6.loss_mask: 0.5969, decode.d6.loss_dice: 0.9326, decode.d7.loss_cls: 0.4728, decode.d7.loss_mask: 0.5957, decode.d7.loss_dice: 0.9328, decode.d8.loss_cls: 0.4707, decode.d8.loss_mask: 0.5953, decode.d8.loss_dice: 0.9313, loss: 22.7461, grad_norm: 116.0692 2023-11-26 23:12:03,116 - mmseg - INFO - Iter [105400/160000] lr: 1.302e-06, eta: 5:44:23, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4678, decode.loss_mask: 0.6092, decode.loss_dice: 0.9078, decode.d0.loss_cls: 2.3512, decode.d0.loss_mask: 0.6749, decode.d0.loss_dice: 1.0773, decode.d1.loss_cls: 0.6442, decode.d1.loss_mask: 0.6413, decode.d1.loss_dice: 0.9825, decode.d2.loss_cls: 0.5521, decode.d2.loss_mask: 0.6229, decode.d2.loss_dice: 0.9451, decode.d3.loss_cls: 0.5266, decode.d3.loss_mask: 0.6188, decode.d3.loss_dice: 0.9199, decode.d4.loss_cls: 0.4967, decode.d4.loss_mask: 0.6155, decode.d4.loss_dice: 0.9169, decode.d5.loss_cls: 0.4841, decode.d5.loss_mask: 0.6113, decode.d5.loss_dice: 0.9199, decode.d6.loss_cls: 0.4694, decode.d6.loss_mask: 0.6081, decode.d6.loss_dice: 0.9109, decode.d7.loss_cls: 0.4693, decode.d7.loss_mask: 0.6099, decode.d7.loss_dice: 0.9069, decode.d8.loss_cls: 0.4591, decode.d8.loss_mask: 0.6095, decode.d8.loss_dice: 0.9085, loss: 22.5377, grad_norm: 123.9029 2023-11-26 23:12:21,618 - mmseg - INFO - Iter [105450/160000] lr: 1.301e-06, eta: 5:44:04, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4377, decode.loss_mask: 0.5922, decode.loss_dice: 0.8781, decode.d0.loss_cls: 2.3518, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 1.0584, decode.d1.loss_cls: 0.6318, decode.d1.loss_mask: 0.6205, decode.d1.loss_dice: 0.9606, decode.d2.loss_cls: 0.5345, decode.d2.loss_mask: 0.6066, decode.d2.loss_dice: 0.9203, decode.d3.loss_cls: 0.4920, decode.d3.loss_mask: 0.5983, decode.d3.loss_dice: 0.8941, decode.d4.loss_cls: 0.4806, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.8921, decode.d5.loss_cls: 0.4685, decode.d5.loss_mask: 0.5914, decode.d5.loss_dice: 0.8838, decode.d6.loss_cls: 0.4560, decode.d6.loss_mask: 0.5935, decode.d6.loss_dice: 0.8785, decode.d7.loss_cls: 0.4464, decode.d7.loss_mask: 0.5941, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.4420, decode.d8.loss_mask: 0.5932, decode.d8.loss_dice: 0.8806, loss: 21.9015, grad_norm: 133.4805 2023-11-26 23:12:39,802 - mmseg - INFO - Iter [105500/160000] lr: 1.300e-06, eta: 5:43:45, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4652, decode.loss_mask: 0.6265, decode.loss_dice: 0.9236, decode.d0.loss_cls: 2.3532, decode.d0.loss_mask: 0.6961, decode.d0.loss_dice: 1.0928, decode.d1.loss_cls: 0.6472, decode.d1.loss_mask: 0.6694, decode.d1.loss_dice: 1.0000, decode.d2.loss_cls: 0.5602, decode.d2.loss_mask: 0.6465, decode.d2.loss_dice: 0.9637, decode.d3.loss_cls: 0.5223, decode.d3.loss_mask: 0.6356, decode.d3.loss_dice: 0.9330, decode.d4.loss_cls: 0.5007, decode.d4.loss_mask: 0.6349, decode.d4.loss_dice: 0.9331, decode.d5.loss_cls: 0.4856, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9318, decode.d6.loss_cls: 0.4895, decode.d6.loss_mask: 0.6293, decode.d6.loss_dice: 0.9251, decode.d7.loss_cls: 0.4691, decode.d7.loss_mask: 0.6291, decode.d7.loss_dice: 0.9235, decode.d8.loss_cls: 0.4638, decode.d8.loss_mask: 0.6298, decode.d8.loss_dice: 0.9254, loss: 22.9371, grad_norm: 147.2509 2023-11-26 23:12:58,072 - mmseg - INFO - Iter [105550/160000] lr: 1.298e-06, eta: 5:43:26, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4467, decode.loss_mask: 0.5999, decode.loss_dice: 0.9144, decode.d0.loss_cls: 2.3608, decode.d0.loss_mask: 0.6610, decode.d0.loss_dice: 1.0885, decode.d1.loss_cls: 0.6179, decode.d1.loss_mask: 0.6406, decode.d1.loss_dice: 0.9900, decode.d2.loss_cls: 0.5443, decode.d2.loss_mask: 0.6181, decode.d2.loss_dice: 0.9502, decode.d3.loss_cls: 0.4984, decode.d3.loss_mask: 0.6122, decode.d3.loss_dice: 0.9274, decode.d4.loss_cls: 0.4687, decode.d4.loss_mask: 0.6090, decode.d4.loss_dice: 0.9308, decode.d5.loss_cls: 0.4708, decode.d5.loss_mask: 0.6056, decode.d5.loss_dice: 0.9251, decode.d6.loss_cls: 0.4572, decode.d6.loss_mask: 0.6031, decode.d6.loss_dice: 0.9199, decode.d7.loss_cls: 0.4475, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.9136, decode.d8.loss_cls: 0.4446, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.9162, loss: 22.3879, grad_norm: 116.9760 2023-11-26 23:13:16,410 - mmseg - INFO - Iter [105600/160000] lr: 1.297e-06, eta: 5:43:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4535, decode.loss_mask: 0.5816, decode.loss_dice: 0.8854, decode.d0.loss_cls: 2.3627, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 1.0716, decode.d1.loss_cls: 0.6311, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9699, decode.d2.loss_cls: 0.5441, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.9244, decode.d3.loss_cls: 0.5012, decode.d3.loss_mask: 0.5861, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4851, decode.d4.loss_mask: 0.5865, decode.d4.loss_dice: 0.9036, decode.d5.loss_cls: 0.4774, decode.d5.loss_mask: 0.5842, decode.d5.loss_dice: 0.9004, decode.d6.loss_cls: 0.4694, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.4588, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8904, decode.d8.loss_cls: 0.4534, decode.d8.loss_mask: 0.5790, decode.d8.loss_dice: 0.8850, loss: 21.9911, grad_norm: 140.7631 2023-11-26 23:13:34,740 - mmseg - INFO - Iter [105650/160000] lr: 1.296e-06, eta: 5:42:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4699, decode.loss_mask: 0.6083, decode.loss_dice: 0.9392, decode.d0.loss_cls: 2.3268, decode.d0.loss_mask: 0.6670, decode.d0.loss_dice: 1.1206, decode.d1.loss_cls: 0.6643, decode.d1.loss_mask: 0.6449, decode.d1.loss_dice: 1.0217, decode.d2.loss_cls: 0.5630, decode.d2.loss_mask: 0.6292, decode.d2.loss_dice: 0.9818, decode.d3.loss_cls: 0.5338, decode.d3.loss_mask: 0.6183, decode.d3.loss_dice: 0.9567, decode.d4.loss_cls: 0.5062, decode.d4.loss_mask: 0.6169, decode.d4.loss_dice: 0.9573, decode.d5.loss_cls: 0.4883, decode.d5.loss_mask: 0.6157, decode.d5.loss_dice: 0.9553, decode.d6.loss_cls: 0.4827, decode.d6.loss_mask: 0.6126, decode.d6.loss_dice: 0.9479, decode.d7.loss_cls: 0.4752, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.4729, decode.d8.loss_mask: 0.6099, decode.d8.loss_dice: 0.9402, loss: 22.9814, grad_norm: 127.0398 2023-11-26 23:13:54,700 - mmseg - INFO - Iter [105700/160000] lr: 1.295e-06, eta: 5:42:29, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4475, decode.loss_mask: 0.6068, decode.loss_dice: 0.9185, decode.d0.loss_cls: 2.3266, decode.d0.loss_mask: 0.6672, decode.d0.loss_dice: 1.0937, decode.d1.loss_cls: 0.6337, decode.d1.loss_mask: 0.6364, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5458, decode.d2.loss_mask: 0.6249, decode.d2.loss_dice: 0.9659, decode.d3.loss_cls: 0.4959, decode.d3.loss_mask: 0.6162, decode.d3.loss_dice: 0.9355, decode.d4.loss_cls: 0.4779, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.9321, decode.d5.loss_cls: 0.4749, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.9318, decode.d6.loss_cls: 0.4630, decode.d6.loss_mask: 0.6095, decode.d6.loss_dice: 0.9206, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6072, decode.d7.loss_dice: 0.9239, decode.d8.loss_cls: 0.4561, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.9214, loss: 22.5208, grad_norm: 134.0963 2023-11-26 23:14:14,377 - mmseg - INFO - Iter [105750/160000] lr: 1.294e-06, eta: 5:42:10, time: 0.394, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4544, decode.loss_mask: 0.6023, decode.loss_dice: 0.9047, decode.d0.loss_cls: 2.3876, decode.d0.loss_mask: 0.6577, decode.d0.loss_dice: 1.0780, decode.d1.loss_cls: 0.6347, decode.d1.loss_mask: 0.6318, decode.d1.loss_dice: 0.9938, decode.d2.loss_cls: 0.5576, decode.d2.loss_mask: 0.6165, decode.d2.loss_dice: 0.9415, decode.d3.loss_cls: 0.5061, decode.d3.loss_mask: 0.6132, decode.d3.loss_dice: 0.9221, decode.d4.loss_cls: 0.4962, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.9205, decode.d5.loss_cls: 0.4839, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.9186, decode.d6.loss_cls: 0.4644, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.9107, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.6032, decode.d7.loss_dice: 0.9053, decode.d8.loss_cls: 0.4590, decode.d8.loss_mask: 0.6009, decode.d8.loss_dice: 0.9102, loss: 22.4534, grad_norm: 118.9187 2023-11-26 23:14:33,196 - mmseg - INFO - Iter [105800/160000] lr: 1.292e-06, eta: 5:41:51, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4479, decode.loss_mask: 0.5942, decode.loss_dice: 0.9010, decode.d0.loss_cls: 2.2922, decode.d0.loss_mask: 0.6531, decode.d0.loss_dice: 1.0790, decode.d1.loss_cls: 0.6352, decode.d1.loss_mask: 0.6275, decode.d1.loss_dice: 0.9891, decode.d2.loss_cls: 0.5390, decode.d2.loss_mask: 0.6108, decode.d2.loss_dice: 0.9448, decode.d3.loss_cls: 0.4953, decode.d3.loss_mask: 0.6051, decode.d3.loss_dice: 0.9191, decode.d4.loss_cls: 0.4870, decode.d4.loss_mask: 0.6010, decode.d4.loss_dice: 0.9184, decode.d5.loss_cls: 0.4672, decode.d5.loss_mask: 0.6014, decode.d5.loss_dice: 0.9163, decode.d6.loss_cls: 0.4616, decode.d6.loss_mask: 0.5979, decode.d6.loss_dice: 0.9091, decode.d7.loss_cls: 0.4520, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.9086, decode.d8.loss_cls: 0.4579, decode.d8.loss_mask: 0.5955, decode.d8.loss_dice: 0.9049, loss: 22.2071, grad_norm: 137.1430 2023-11-26 23:14:51,528 - mmseg - INFO - Iter [105850/160000] lr: 1.291e-06, eta: 5:41:32, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4500, decode.loss_mask: 0.6259, decode.loss_dice: 0.9209, decode.d0.loss_cls: 2.3280, decode.d0.loss_mask: 0.6800, decode.d0.loss_dice: 1.1000, decode.d1.loss_cls: 0.6387, decode.d1.loss_mask: 0.6489, decode.d1.loss_dice: 1.0162, decode.d2.loss_cls: 0.5388, decode.d2.loss_mask: 0.6356, decode.d2.loss_dice: 0.9721, decode.d3.loss_cls: 0.4951, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9415, decode.d4.loss_cls: 0.4794, decode.d4.loss_mask: 0.6284, decode.d4.loss_dice: 0.9425, decode.d5.loss_cls: 0.4674, decode.d5.loss_mask: 0.6307, decode.d5.loss_dice: 0.9358, decode.d6.loss_cls: 0.4612, decode.d6.loss_mask: 0.6288, decode.d6.loss_dice: 0.9280, decode.d7.loss_cls: 0.4491, decode.d7.loss_mask: 0.6275, decode.d7.loss_dice: 0.9242, decode.d8.loss_cls: 0.4483, decode.d8.loss_mask: 0.6267, decode.d8.loss_dice: 0.9225, loss: 22.7207, grad_norm: 141.0335 2023-11-26 23:15:09,879 - mmseg - INFO - Iter [105900/160000] lr: 1.290e-06, eta: 5:41:13, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4392, decode.loss_mask: 0.5978, decode.loss_dice: 0.9138, decode.d0.loss_cls: 2.2998, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 1.0682, decode.d1.loss_cls: 0.6228, decode.d1.loss_mask: 0.6251, decode.d1.loss_dice: 0.9903, decode.d2.loss_cls: 0.5491, decode.d2.loss_mask: 0.6116, decode.d2.loss_dice: 0.9496, decode.d3.loss_cls: 0.4994, decode.d3.loss_mask: 0.6088, decode.d3.loss_dice: 0.9280, decode.d4.loss_cls: 0.4761, decode.d4.loss_mask: 0.6084, decode.d4.loss_dice: 0.9311, decode.d5.loss_cls: 0.4621, decode.d5.loss_mask: 0.6047, decode.d5.loss_dice: 0.9250, decode.d6.loss_cls: 0.4507, decode.d6.loss_mask: 0.6005, decode.d6.loss_dice: 0.9148, decode.d7.loss_cls: 0.4496, decode.d7.loss_mask: 0.5998, decode.d7.loss_dice: 0.9178, decode.d8.loss_cls: 0.4451, decode.d8.loss_mask: 0.5988, decode.d8.loss_dice: 0.9174, loss: 22.2533, grad_norm: 124.6935 2023-11-26 23:15:28,243 - mmseg - INFO - Iter [105950/160000] lr: 1.289e-06, eta: 5:40:54, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4483, decode.loss_mask: 0.6192, decode.loss_dice: 0.9223, decode.d0.loss_cls: 2.3064, decode.d0.loss_mask: 0.6872, decode.d0.loss_dice: 1.0899, decode.d1.loss_cls: 0.6227, decode.d1.loss_mask: 0.6552, decode.d1.loss_dice: 1.0019, decode.d2.loss_cls: 0.5335, decode.d2.loss_mask: 0.6378, decode.d2.loss_dice: 0.9636, decode.d3.loss_cls: 0.5021, decode.d3.loss_mask: 0.6290, decode.d3.loss_dice: 0.9377, decode.d4.loss_cls: 0.4790, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.9344, decode.d5.loss_cls: 0.4710, decode.d5.loss_mask: 0.6238, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.4690, decode.d6.loss_mask: 0.6216, decode.d6.loss_dice: 0.9220, decode.d7.loss_cls: 0.4511, decode.d7.loss_mask: 0.6179, decode.d7.loss_dice: 0.9246, decode.d8.loss_cls: 0.4497, decode.d8.loss_mask: 0.6186, decode.d8.loss_dice: 0.9229, loss: 22.6202, grad_norm: 121.8117 2023-11-26 23:15:46,475 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:15:46,475 - mmseg - INFO - Iter [106000/160000] lr: 1.288e-06, eta: 5:40:34, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4668, decode.loss_mask: 0.6015, decode.loss_dice: 0.9260, decode.d0.loss_cls: 2.3160, decode.d0.loss_mask: 0.6608, decode.d0.loss_dice: 1.0925, decode.d1.loss_cls: 0.6251, decode.d1.loss_mask: 0.6308, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5525, decode.d2.loss_mask: 0.6152, decode.d2.loss_dice: 0.9705, decode.d3.loss_cls: 0.5127, decode.d3.loss_mask: 0.6093, decode.d3.loss_dice: 0.9411, decode.d4.loss_cls: 0.5007, decode.d4.loss_mask: 0.6038, decode.d4.loss_dice: 0.9341, decode.d5.loss_cls: 0.4972, decode.d5.loss_mask: 0.6014, decode.d5.loss_dice: 0.9253, decode.d6.loss_cls: 0.4740, decode.d6.loss_mask: 0.6003, decode.d6.loss_dice: 0.9234, decode.d7.loss_cls: 0.4693, decode.d7.loss_mask: 0.6006, decode.d7.loss_dice: 0.9224, decode.d8.loss_cls: 0.4616, decode.d8.loss_mask: 0.6000, decode.d8.loss_dice: 0.9287, loss: 22.5683, grad_norm: 141.6302 2023-11-26 23:16:04,802 - mmseg - INFO - Iter [106050/160000] lr: 1.286e-06, eta: 5:40:15, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4494, decode.loss_mask: 0.6103, decode.loss_dice: 0.9105, decode.d0.loss_cls: 2.2838, decode.d0.loss_mask: 0.6739, decode.d0.loss_dice: 1.0805, decode.d1.loss_cls: 0.6165, decode.d1.loss_mask: 0.6495, decode.d1.loss_dice: 0.9944, decode.d2.loss_cls: 0.5305, decode.d2.loss_mask: 0.6293, decode.d2.loss_dice: 0.9563, decode.d3.loss_cls: 0.4977, decode.d3.loss_mask: 0.6234, decode.d3.loss_dice: 0.9332, decode.d4.loss_cls: 0.4724, decode.d4.loss_mask: 0.6237, decode.d4.loss_dice: 0.9292, decode.d5.loss_cls: 0.4655, decode.d5.loss_mask: 0.6204, decode.d5.loss_dice: 0.9215, decode.d6.loss_cls: 0.4645, decode.d6.loss_mask: 0.6160, decode.d6.loss_dice: 0.9106, decode.d7.loss_cls: 0.4545, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.9125, decode.d8.loss_cls: 0.4473, decode.d8.loss_mask: 0.6114, decode.d8.loss_dice: 0.9147, loss: 22.4157, grad_norm: 140.9740 2023-11-26 23:16:25,559 - mmseg - INFO - Iter [106100/160000] lr: 1.285e-06, eta: 5:39:57, time: 0.415, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4529, decode.loss_mask: 0.6085, decode.loss_dice: 0.9036, decode.d0.loss_cls: 2.3262, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.0746, decode.d1.loss_cls: 0.6293, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 0.9877, decode.d2.loss_cls: 0.5422, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9459, decode.d3.loss_cls: 0.4925, decode.d3.loss_mask: 0.6132, decode.d3.loss_dice: 0.9195, decode.d4.loss_cls: 0.4732, decode.d4.loss_mask: 0.6145, decode.d4.loss_dice: 0.9187, decode.d5.loss_cls: 0.4636, decode.d5.loss_mask: 0.6127, decode.d5.loss_dice: 0.9139, decode.d6.loss_cls: 0.4530, decode.d6.loss_mask: 0.6105, decode.d6.loss_dice: 0.9104, decode.d7.loss_cls: 0.4566, decode.d7.loss_mask: 0.6097, decode.d7.loss_dice: 0.9072, decode.d8.loss_cls: 0.4547, decode.d8.loss_mask: 0.6084, decode.d8.loss_dice: 0.9061, loss: 22.3582, grad_norm: 132.3726 2023-11-26 23:16:43,999 - mmseg - INFO - Iter [106150/160000] lr: 1.284e-06, eta: 5:39:38, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4226, decode.loss_mask: 0.5985, decode.loss_dice: 0.9227, decode.d0.loss_cls: 2.3787, decode.d0.loss_mask: 0.6512, decode.d0.loss_dice: 1.0893, decode.d1.loss_cls: 0.6103, decode.d1.loss_mask: 0.6257, decode.d1.loss_dice: 0.9977, decode.d2.loss_cls: 0.5213, decode.d2.loss_mask: 0.6137, decode.d2.loss_dice: 0.9621, decode.d3.loss_cls: 0.4826, decode.d3.loss_mask: 0.6047, decode.d3.loss_dice: 0.9278, decode.d4.loss_cls: 0.4585, decode.d4.loss_mask: 0.6033, decode.d4.loss_dice: 0.9285, decode.d5.loss_cls: 0.4419, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.9267, decode.d6.loss_cls: 0.4476, decode.d6.loss_mask: 0.6003, decode.d6.loss_dice: 0.9239, decode.d7.loss_cls: 0.4397, decode.d7.loss_mask: 0.6005, decode.d7.loss_dice: 0.9198, decode.d8.loss_cls: 0.4359, decode.d8.loss_mask: 0.6013, decode.d8.loss_dice: 0.9198, loss: 22.2614, grad_norm: 127.2262 2023-11-26 23:17:02,336 - mmseg - INFO - Iter [106200/160000] lr: 1.283e-06, eta: 5:39:19, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4379, decode.loss_mask: 0.5767, decode.loss_dice: 0.8996, decode.d0.loss_cls: 2.3638, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 1.0801, decode.d1.loss_cls: 0.6308, decode.d1.loss_mask: 0.6120, decode.d1.loss_dice: 0.9845, decode.d2.loss_cls: 0.5331, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.4945, decode.d3.loss_mask: 0.5864, decode.d3.loss_dice: 0.9154, decode.d4.loss_cls: 0.4754, decode.d4.loss_mask: 0.5853, decode.d4.loss_dice: 0.9146, decode.d5.loss_cls: 0.4639, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.9150, decode.d6.loss_cls: 0.4516, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.9073, decode.d7.loss_cls: 0.4416, decode.d7.loss_mask: 0.5770, decode.d7.loss_dice: 0.9042, decode.d8.loss_cls: 0.4417, decode.d8.loss_mask: 0.5784, decode.d8.loss_dice: 0.9067, loss: 22.0191, grad_norm: 115.6904 2023-11-26 23:17:21,046 - mmseg - INFO - Iter [106250/160000] lr: 1.282e-06, eta: 5:39:00, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4506, decode.loss_mask: 0.5943, decode.loss_dice: 0.9147, decode.d0.loss_cls: 2.3491, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.1041, decode.d1.loss_cls: 0.6215, decode.d1.loss_mask: 0.6241, decode.d1.loss_dice: 1.0106, decode.d2.loss_cls: 0.5370, decode.d2.loss_mask: 0.6144, decode.d2.loss_dice: 0.9662, decode.d3.loss_cls: 0.5026, decode.d3.loss_mask: 0.6036, decode.d3.loss_dice: 0.9383, decode.d4.loss_cls: 0.4755, decode.d4.loss_mask: 0.6037, decode.d4.loss_dice: 0.9365, decode.d5.loss_cls: 0.4621, decode.d5.loss_mask: 0.6017, decode.d5.loss_dice: 0.9325, decode.d6.loss_cls: 0.4584, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.9211, decode.d7.loss_cls: 0.4479, decode.d7.loss_mask: 0.5956, decode.d7.loss_dice: 0.9226, decode.d8.loss_cls: 0.4505, decode.d8.loss_mask: 0.5930, decode.d8.loss_dice: 0.9226, loss: 22.4092, grad_norm: 121.2803 2023-11-26 23:17:39,447 - mmseg - INFO - Iter [106300/160000] lr: 1.281e-06, eta: 5:38:41, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4526, decode.loss_mask: 0.6076, decode.loss_dice: 0.9300, decode.d0.loss_cls: 2.3312, decode.d0.loss_mask: 0.6688, decode.d0.loss_dice: 1.0969, decode.d1.loss_cls: 0.6268, decode.d1.loss_mask: 0.6387, decode.d1.loss_dice: 1.0102, decode.d2.loss_cls: 0.5436, decode.d2.loss_mask: 0.6205, decode.d2.loss_dice: 0.9736, decode.d3.loss_cls: 0.5079, decode.d3.loss_mask: 0.6160, decode.d3.loss_dice: 0.9470, decode.d4.loss_cls: 0.4866, decode.d4.loss_mask: 0.6138, decode.d4.loss_dice: 0.9455, decode.d5.loss_cls: 0.4760, decode.d5.loss_mask: 0.6109, decode.d5.loss_dice: 0.9378, decode.d6.loss_cls: 0.4700, decode.d6.loss_mask: 0.6073, decode.d6.loss_dice: 0.9308, decode.d7.loss_cls: 0.4605, decode.d7.loss_mask: 0.6063, decode.d7.loss_dice: 0.9312, decode.d8.loss_cls: 0.4524, decode.d8.loss_mask: 0.6047, decode.d8.loss_dice: 0.9324, loss: 22.6378, grad_norm: 131.7788 2023-11-26 23:17:57,917 - mmseg - INFO - Iter [106350/160000] lr: 1.279e-06, eta: 5:38:22, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4535, decode.loss_mask: 0.5762, decode.loss_dice: 0.9146, decode.d0.loss_cls: 2.3480, decode.d0.loss_mask: 0.6423, decode.d0.loss_dice: 1.0762, decode.d1.loss_cls: 0.6358, decode.d1.loss_mask: 0.6093, decode.d1.loss_dice: 0.9971, decode.d2.loss_cls: 0.5368, decode.d2.loss_mask: 0.5974, decode.d2.loss_dice: 0.9589, decode.d3.loss_cls: 0.5025, decode.d3.loss_mask: 0.5914, decode.d3.loss_dice: 0.9310, decode.d4.loss_cls: 0.4816, decode.d4.loss_mask: 0.5883, decode.d4.loss_dice: 0.9326, decode.d5.loss_cls: 0.4662, decode.d5.loss_mask: 0.5861, decode.d5.loss_dice: 0.9310, decode.d6.loss_cls: 0.4612, decode.d6.loss_mask: 0.5826, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.4563, decode.d7.loss_mask: 0.5795, decode.d7.loss_dice: 0.9180, decode.d8.loss_cls: 0.4516, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.9172, loss: 22.2210, grad_norm: 110.3945 2023-11-26 23:18:16,209 - mmseg - INFO - Iter [106400/160000] lr: 1.278e-06, eta: 5:38:02, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4444, decode.loss_mask: 0.6209, decode.loss_dice: 0.9357, decode.d0.loss_cls: 2.3810, decode.d0.loss_mask: 0.6845, decode.d0.loss_dice: 1.1149, decode.d1.loss_cls: 0.6380, decode.d1.loss_mask: 0.6517, decode.d1.loss_dice: 1.0165, decode.d2.loss_cls: 0.5375, decode.d2.loss_mask: 0.6389, decode.d2.loss_dice: 0.9806, decode.d3.loss_cls: 0.4972, decode.d3.loss_mask: 0.6309, decode.d3.loss_dice: 0.9559, decode.d4.loss_cls: 0.4773, decode.d4.loss_mask: 0.6286, decode.d4.loss_dice: 0.9498, decode.d5.loss_cls: 0.4658, decode.d5.loss_mask: 0.6269, decode.d5.loss_dice: 0.9487, decode.d6.loss_cls: 0.4617, decode.d6.loss_mask: 0.6246, decode.d6.loss_dice: 0.9397, decode.d7.loss_cls: 0.4575, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9350, decode.d8.loss_cls: 0.4490, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.9359, loss: 22.8713, grad_norm: 114.5187 2023-11-26 23:18:34,518 - mmseg - INFO - Iter [106450/160000] lr: 1.277e-06, eta: 5:37:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4326, decode.loss_mask: 0.5945, decode.loss_dice: 0.8983, decode.d0.loss_cls: 2.3012, decode.d0.loss_mask: 0.6586, decode.d0.loss_dice: 1.0643, decode.d1.loss_cls: 0.6014, decode.d1.loss_mask: 0.6266, decode.d1.loss_dice: 0.9786, decode.d2.loss_cls: 0.5234, decode.d2.loss_mask: 0.6125, decode.d2.loss_dice: 0.9405, decode.d3.loss_cls: 0.4831, decode.d3.loss_mask: 0.6034, decode.d3.loss_dice: 0.9177, decode.d4.loss_cls: 0.4656, decode.d4.loss_mask: 0.6022, decode.d4.loss_dice: 0.9115, decode.d5.loss_cls: 0.4541, decode.d5.loss_mask: 0.5985, decode.d5.loss_dice: 0.9105, decode.d6.loss_cls: 0.4487, decode.d6.loss_mask: 0.5968, decode.d6.loss_dice: 0.9023, decode.d7.loss_cls: 0.4355, decode.d7.loss_mask: 0.5947, decode.d7.loss_dice: 0.9001, decode.d8.loss_cls: 0.4396, decode.d8.loss_mask: 0.5939, decode.d8.loss_dice: 0.9004, loss: 21.9911, grad_norm: 132.9073 2023-11-26 23:18:52,974 - mmseg - INFO - Iter [106500/160000] lr: 1.276e-06, eta: 5:37:24, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4332, decode.loss_mask: 0.5897, decode.loss_dice: 0.9180, decode.d0.loss_cls: 2.3334, decode.d0.loss_mask: 0.6502, decode.d0.loss_dice: 1.0830, decode.d1.loss_cls: 0.6375, decode.d1.loss_mask: 0.6196, decode.d1.loss_dice: 0.9959, decode.d2.loss_cls: 0.5384, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.9587, decode.d3.loss_cls: 0.4992, decode.d3.loss_mask: 0.5964, decode.d3.loss_dice: 0.9311, decode.d4.loss_cls: 0.4738, decode.d4.loss_mask: 0.5938, decode.d4.loss_dice: 0.9311, decode.d5.loss_cls: 0.4609, decode.d5.loss_mask: 0.5927, decode.d5.loss_dice: 0.9320, decode.d6.loss_cls: 0.4515, decode.d6.loss_mask: 0.5903, decode.d6.loss_dice: 0.9219, decode.d7.loss_cls: 0.4456, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.9196, decode.d8.loss_cls: 0.4416, decode.d8.loss_mask: 0.5886, decode.d8.loss_dice: 0.9149, loss: 22.2374, grad_norm: 113.1413 2023-11-26 23:19:11,414 - mmseg - INFO - Iter [106550/160000] lr: 1.275e-06, eta: 5:37:05, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4503, decode.loss_mask: 0.5991, decode.loss_dice: 0.9096, decode.d0.loss_cls: 2.3378, decode.d0.loss_mask: 0.6620, decode.d0.loss_dice: 1.0815, decode.d1.loss_cls: 0.6226, decode.d1.loss_mask: 0.6323, decode.d1.loss_dice: 0.9888, decode.d2.loss_cls: 0.5410, decode.d2.loss_mask: 0.6128, decode.d2.loss_dice: 0.9538, decode.d3.loss_cls: 0.5032, decode.d3.loss_mask: 0.6086, decode.d3.loss_dice: 0.9252, decode.d4.loss_cls: 0.4788, decode.d4.loss_mask: 0.6074, decode.d4.loss_dice: 0.9241, decode.d5.loss_cls: 0.4746, decode.d5.loss_mask: 0.6005, decode.d5.loss_dice: 0.9196, decode.d6.loss_cls: 0.4743, decode.d6.loss_mask: 0.5998, decode.d6.loss_dice: 0.9102, decode.d7.loss_cls: 0.4649, decode.d7.loss_mask: 0.5991, decode.d7.loss_dice: 0.9092, decode.d8.loss_cls: 0.4505, decode.d8.loss_mask: 0.6000, decode.d8.loss_dice: 0.9104, loss: 22.3519, grad_norm: 117.7409 2023-11-26 23:19:29,959 - mmseg - INFO - Iter [106600/160000] lr: 1.273e-06, eta: 5:36:46, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4531, decode.loss_mask: 0.6067, decode.loss_dice: 0.9398, decode.d0.loss_cls: 2.3693, decode.d0.loss_mask: 0.6726, decode.d0.loss_dice: 1.1127, decode.d1.loss_cls: 0.6449, decode.d1.loss_mask: 0.6416, decode.d1.loss_dice: 1.0196, decode.d2.loss_cls: 0.5351, decode.d2.loss_mask: 0.6272, decode.d2.loss_dice: 0.9884, decode.d3.loss_cls: 0.5094, decode.d3.loss_mask: 0.6204, decode.d3.loss_dice: 0.9547, decode.d4.loss_cls: 0.4932, decode.d4.loss_mask: 0.6191, decode.d4.loss_dice: 0.9503, decode.d5.loss_cls: 0.4748, decode.d5.loss_mask: 0.6156, decode.d5.loss_dice: 0.9505, decode.d6.loss_cls: 0.4726, decode.d6.loss_mask: 0.6124, decode.d6.loss_dice: 0.9381, decode.d7.loss_cls: 0.4618, decode.d7.loss_mask: 0.6087, decode.d7.loss_dice: 0.9377, decode.d8.loss_cls: 0.4597, decode.d8.loss_mask: 0.6080, decode.d8.loss_dice: 0.9375, loss: 22.8355, grad_norm: 127.3991 2023-11-26 23:19:48,329 - mmseg - INFO - Iter [106650/160000] lr: 1.272e-06, eta: 5:36:26, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4403, decode.loss_mask: 0.5999, decode.loss_dice: 0.9026, decode.d0.loss_cls: 2.2899, decode.d0.loss_mask: 0.6637, decode.d0.loss_dice: 1.0682, decode.d1.loss_cls: 0.6157, decode.d1.loss_mask: 0.6447, decode.d1.loss_dice: 0.9822, decode.d2.loss_cls: 0.5127, decode.d2.loss_mask: 0.6236, decode.d2.loss_dice: 0.9440, decode.d3.loss_cls: 0.4852, decode.d3.loss_mask: 0.6121, decode.d3.loss_dice: 0.9167, decode.d4.loss_cls: 0.4686, decode.d4.loss_mask: 0.6069, decode.d4.loss_dice: 0.9109, decode.d5.loss_cls: 0.4556, decode.d5.loss_mask: 0.6009, decode.d5.loss_dice: 0.9127, decode.d6.loss_cls: 0.4566, decode.d6.loss_mask: 0.6018, decode.d6.loss_dice: 0.8973, decode.d7.loss_cls: 0.4448, decode.d7.loss_mask: 0.6021, decode.d7.loss_dice: 0.9005, decode.d8.loss_cls: 0.4403, decode.d8.loss_mask: 0.6025, decode.d8.loss_dice: 0.9013, loss: 22.1042, grad_norm: 124.3176 2023-11-26 23:20:06,633 - mmseg - INFO - Iter [106700/160000] lr: 1.271e-06, eta: 5:36:07, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4349, decode.loss_mask: 0.6024, decode.loss_dice: 0.8948, decode.d0.loss_cls: 2.3823, decode.d0.loss_mask: 0.6653, decode.d0.loss_dice: 1.0514, decode.d1.loss_cls: 0.6321, decode.d1.loss_mask: 0.6371, decode.d1.loss_dice: 0.9737, decode.d2.loss_cls: 0.5386, decode.d2.loss_mask: 0.6176, decode.d2.loss_dice: 0.9298, decode.d3.loss_cls: 0.4987, decode.d3.loss_mask: 0.6083, decode.d3.loss_dice: 0.9039, decode.d4.loss_cls: 0.4745, decode.d4.loss_mask: 0.6086, decode.d4.loss_dice: 0.9000, decode.d5.loss_cls: 0.4577, decode.d5.loss_mask: 0.6081, decode.d5.loss_dice: 0.9008, decode.d6.loss_cls: 0.4483, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.8943, decode.d7.loss_cls: 0.4464, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8909, decode.d8.loss_cls: 0.4496, decode.d8.loss_mask: 0.5996, decode.d8.loss_dice: 0.8910, loss: 22.1476, grad_norm: 122.0605 2023-11-26 23:20:25,000 - mmseg - INFO - Iter [106750/160000] lr: 1.270e-06, eta: 5:35:48, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4572, decode.loss_mask: 0.6095, decode.loss_dice: 0.9272, decode.d0.loss_cls: 2.3448, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.1001, decode.d1.loss_cls: 0.6490, decode.d1.loss_mask: 0.6421, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5564, decode.d2.loss_mask: 0.6287, decode.d2.loss_dice: 0.9639, decode.d3.loss_cls: 0.5196, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9407, decode.d4.loss_cls: 0.4904, decode.d4.loss_mask: 0.6181, decode.d4.loss_dice: 0.9349, decode.d5.loss_cls: 0.4806, decode.d5.loss_mask: 0.6129, decode.d5.loss_dice: 0.9390, decode.d6.loss_cls: 0.4811, decode.d6.loss_mask: 0.6098, decode.d6.loss_dice: 0.9258, decode.d7.loss_cls: 0.4689, decode.d7.loss_mask: 0.6098, decode.d7.loss_dice: 0.9228, decode.d8.loss_cls: 0.4611, decode.d8.loss_mask: 0.6119, decode.d8.loss_dice: 0.9285, loss: 22.7269, grad_norm: 133.6905 2023-11-26 23:20:43,377 - mmseg - INFO - Iter [106800/160000] lr: 1.269e-06, eta: 5:35:29, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4511, decode.loss_mask: 0.5901, decode.loss_dice: 0.9207, decode.d0.loss_cls: 2.3348, decode.d0.loss_mask: 0.6588, decode.d0.loss_dice: 1.1023, decode.d1.loss_cls: 0.6273, decode.d1.loss_mask: 0.6266, decode.d1.loss_dice: 1.0153, decode.d2.loss_cls: 0.5370, decode.d2.loss_mask: 0.6094, decode.d2.loss_dice: 0.9627, decode.d3.loss_cls: 0.5013, decode.d3.loss_mask: 0.6021, decode.d3.loss_dice: 0.9407, decode.d4.loss_cls: 0.4866, decode.d4.loss_mask: 0.5971, decode.d4.loss_dice: 0.9336, decode.d5.loss_cls: 0.4678, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.9369, decode.d6.loss_cls: 0.4600, decode.d6.loss_mask: 0.5922, decode.d6.loss_dice: 0.9218, decode.d7.loss_cls: 0.4585, decode.d7.loss_mask: 0.5922, decode.d7.loss_dice: 0.9216, decode.d8.loss_cls: 0.4506, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.9244, loss: 22.4136, grad_norm: 111.6161 2023-11-26 23:21:01,683 - mmseg - INFO - Iter [106850/160000] lr: 1.267e-06, eta: 5:35:10, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4491, decode.loss_mask: 0.6070, decode.loss_dice: 0.8951, decode.d0.loss_cls: 2.3206, decode.d0.loss_mask: 0.6692, decode.d0.loss_dice: 1.0704, decode.d1.loss_cls: 0.6225, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 0.9746, decode.d2.loss_cls: 0.5322, decode.d2.loss_mask: 0.6237, decode.d2.loss_dice: 0.9330, decode.d3.loss_cls: 0.4964, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.9100, decode.d4.loss_cls: 0.4735, decode.d4.loss_mask: 0.6153, decode.d4.loss_dice: 0.9120, decode.d5.loss_cls: 0.4702, decode.d5.loss_mask: 0.6131, decode.d5.loss_dice: 0.9034, decode.d6.loss_cls: 0.4593, decode.d6.loss_mask: 0.6102, decode.d6.loss_dice: 0.9006, decode.d7.loss_cls: 0.4566, decode.d7.loss_mask: 0.6091, decode.d7.loss_dice: 0.8990, decode.d8.loss_cls: 0.4465, decode.d8.loss_mask: 0.6080, decode.d8.loss_dice: 0.8942, loss: 22.2309, grad_norm: 122.8265 2023-11-26 23:21:20,066 - mmseg - INFO - Iter [106900/160000] lr: 1.266e-06, eta: 5:34:50, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4376, decode.loss_mask: 0.6171, decode.loss_dice: 0.8950, decode.d0.loss_cls: 2.2807, decode.d0.loss_mask: 0.6832, decode.d0.loss_dice: 1.0699, decode.d1.loss_cls: 0.6084, decode.d1.loss_mask: 0.6535, decode.d1.loss_dice: 0.9762, decode.d2.loss_cls: 0.5267, decode.d2.loss_mask: 0.6334, decode.d2.loss_dice: 0.9326, decode.d3.loss_cls: 0.4902, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9052, decode.d4.loss_cls: 0.4656, decode.d4.loss_mask: 0.6205, decode.d4.loss_dice: 0.9074, decode.d5.loss_cls: 0.4607, decode.d5.loss_mask: 0.6236, decode.d5.loss_dice: 0.9066, decode.d6.loss_cls: 0.4504, decode.d6.loss_mask: 0.6209, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4437, decode.d7.loss_mask: 0.6192, decode.d7.loss_dice: 0.8946, decode.d8.loss_cls: 0.4375, decode.d8.loss_mask: 0.6183, decode.d8.loss_dice: 0.8963, loss: 22.1974, grad_norm: 121.4551 2023-11-26 23:21:38,676 - mmseg - INFO - Iter [106950/160000] lr: 1.265e-06, eta: 5:34:31, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4785, decode.loss_mask: 0.5854, decode.loss_dice: 0.9304, decode.d0.loss_cls: 2.3999, decode.d0.loss_mask: 0.6466, decode.d0.loss_dice: 1.1118, decode.d1.loss_cls: 0.6663, decode.d1.loss_mask: 0.6206, decode.d1.loss_dice: 1.0113, decode.d2.loss_cls: 0.5741, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.9718, decode.d3.loss_cls: 0.5249, decode.d3.loss_mask: 0.5950, decode.d3.loss_dice: 0.9495, decode.d4.loss_cls: 0.5090, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.9488, decode.d5.loss_cls: 0.4997, decode.d5.loss_mask: 0.5921, decode.d5.loss_dice: 0.9433, decode.d6.loss_cls: 0.4942, decode.d6.loss_mask: 0.5892, decode.d6.loss_dice: 0.9341, decode.d7.loss_cls: 0.4822, decode.d7.loss_mask: 0.5871, decode.d7.loss_dice: 0.9327, decode.d8.loss_cls: 0.4799, decode.d8.loss_mask: 0.5870, decode.d8.loss_dice: 0.9340, loss: 22.7771, grad_norm: 125.1217 2023-11-26 23:21:57,091 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:21:57,091 - mmseg - INFO - Iter [107000/160000] lr: 1.264e-06, eta: 5:34:12, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4397, decode.loss_mask: 0.5816, decode.loss_dice: 0.8908, decode.d0.loss_cls: 2.3017, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0741, decode.d1.loss_cls: 0.6308, decode.d1.loss_mask: 0.6175, decode.d1.loss_dice: 0.9739, decode.d2.loss_cls: 0.5277, decode.d2.loss_mask: 0.6017, decode.d2.loss_dice: 0.9328, decode.d3.loss_cls: 0.4984, decode.d3.loss_mask: 0.5892, decode.d3.loss_dice: 0.9002, decode.d4.loss_cls: 0.4762, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.9010, decode.d5.loss_cls: 0.4645, decode.d5.loss_mask: 0.5886, decode.d5.loss_dice: 0.9008, decode.d6.loss_cls: 0.4496, decode.d6.loss_mask: 0.5843, decode.d6.loss_dice: 0.8896, decode.d7.loss_cls: 0.4468, decode.d7.loss_mask: 0.5827, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.4414, decode.d8.loss_mask: 0.5831, decode.d8.loss_dice: 0.8939, loss: 21.8933, grad_norm: 118.3558 2023-11-26 23:22:15,471 - mmseg - INFO - Iter [107050/160000] lr: 1.263e-06, eta: 5:33:53, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4686, decode.loss_mask: 0.6107, decode.loss_dice: 0.9371, decode.d0.loss_cls: 2.3183, decode.d0.loss_mask: 0.6739, decode.d0.loss_dice: 1.1126, decode.d1.loss_cls: 0.6537, decode.d1.loss_mask: 0.6466, decode.d1.loss_dice: 1.0300, decode.d2.loss_cls: 0.5479, decode.d2.loss_mask: 0.6326, decode.d2.loss_dice: 0.9812, decode.d3.loss_cls: 0.5106, decode.d3.loss_mask: 0.6225, decode.d3.loss_dice: 0.9614, decode.d4.loss_cls: 0.4840, decode.d4.loss_mask: 0.6189, decode.d4.loss_dice: 0.9544, decode.d5.loss_cls: 0.4860, decode.d5.loss_mask: 0.6162, decode.d5.loss_dice: 0.9486, decode.d6.loss_cls: 0.4753, decode.d6.loss_mask: 0.6129, decode.d6.loss_dice: 0.9403, decode.d7.loss_cls: 0.4725, decode.d7.loss_mask: 0.6108, decode.d7.loss_dice: 0.9395, decode.d8.loss_cls: 0.4694, decode.d8.loss_mask: 0.6096, decode.d8.loss_dice: 0.9413, loss: 22.8874, grad_norm: 134.6698 2023-11-26 23:22:33,904 - mmseg - INFO - Iter [107100/160000] lr: 1.261e-06, eta: 5:33:34, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4351, decode.loss_mask: 0.6117, decode.loss_dice: 0.9124, decode.d0.loss_cls: 2.2997, decode.d0.loss_mask: 0.6695, decode.d0.loss_dice: 1.0822, decode.d1.loss_cls: 0.6267, decode.d1.loss_mask: 0.6437, decode.d1.loss_dice: 1.0040, decode.d2.loss_cls: 0.5354, decode.d2.loss_mask: 0.6278, decode.d2.loss_dice: 0.9532, decode.d3.loss_cls: 0.4966, decode.d3.loss_mask: 0.6207, decode.d3.loss_dice: 0.9220, decode.d4.loss_cls: 0.4730, decode.d4.loss_mask: 0.6190, decode.d4.loss_dice: 0.9277, decode.d5.loss_cls: 0.4618, decode.d5.loss_mask: 0.6174, decode.d5.loss_dice: 0.9242, decode.d6.loss_cls: 0.4571, decode.d6.loss_mask: 0.6125, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.4454, decode.d7.loss_mask: 0.6089, decode.d7.loss_dice: 0.9133, decode.d8.loss_cls: 0.4487, decode.d8.loss_mask: 0.6105, decode.d8.loss_dice: 0.9134, loss: 22.3897, grad_norm: 133.9330 2023-11-26 23:22:52,343 - mmseg - INFO - Iter [107150/160000] lr: 1.260e-06, eta: 5:33:15, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4681, decode.loss_mask: 0.5986, decode.loss_dice: 0.9320, decode.d0.loss_cls: 2.3598, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.1185, decode.d1.loss_cls: 0.6541, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 1.0311, decode.d2.loss_cls: 0.5689, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9807, decode.d3.loss_cls: 0.5271, decode.d3.loss_mask: 0.6078, decode.d3.loss_dice: 0.9504, decode.d4.loss_cls: 0.5083, decode.d4.loss_mask: 0.6074, decode.d4.loss_dice: 0.9502, decode.d5.loss_cls: 0.4935, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.9487, decode.d6.loss_cls: 0.4868, decode.d6.loss_mask: 0.6013, decode.d6.loss_dice: 0.9411, decode.d7.loss_cls: 0.4764, decode.d7.loss_mask: 0.6022, decode.d7.loss_dice: 0.9426, decode.d8.loss_cls: 0.4713, decode.d8.loss_mask: 0.6011, decode.d8.loss_dice: 0.9394, loss: 22.8832, grad_norm: 118.7537 2023-11-26 23:23:10,686 - mmseg - INFO - Iter [107200/160000] lr: 1.259e-06, eta: 5:32:55, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4844, decode.loss_mask: 0.6052, decode.loss_dice: 0.9206, decode.d0.loss_cls: 2.3654, decode.d0.loss_mask: 0.6746, decode.d0.loss_dice: 1.0952, decode.d1.loss_cls: 0.6787, decode.d1.loss_mask: 0.6441, decode.d1.loss_dice: 1.0049, decode.d2.loss_cls: 0.5709, decode.d2.loss_mask: 0.6280, decode.d2.loss_dice: 0.9652, decode.d3.loss_cls: 0.5314, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9423, decode.d4.loss_cls: 0.5151, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.9384, decode.d5.loss_cls: 0.5018, decode.d5.loss_mask: 0.6116, decode.d5.loss_dice: 0.9355, decode.d6.loss_cls: 0.4975, decode.d6.loss_mask: 0.6088, decode.d6.loss_dice: 0.9243, decode.d7.loss_cls: 0.4898, decode.d7.loss_mask: 0.6078, decode.d7.loss_dice: 0.9221, decode.d8.loss_cls: 0.4841, decode.d8.loss_mask: 0.6073, decode.d8.loss_dice: 0.9223, loss: 22.9100, grad_norm: 134.1286 2023-11-26 23:23:28,956 - mmseg - INFO - Iter [107250/160000] lr: 1.258e-06, eta: 5:32:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4597, decode.loss_mask: 0.6017, decode.loss_dice: 0.8977, decode.d0.loss_cls: 2.3358, decode.d0.loss_mask: 0.6629, decode.d0.loss_dice: 1.0696, decode.d1.loss_cls: 0.6524, decode.d1.loss_mask: 0.6347, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5630, decode.d2.loss_mask: 0.6191, decode.d2.loss_dice: 0.9417, decode.d3.loss_cls: 0.5094, decode.d3.loss_mask: 0.6091, decode.d3.loss_dice: 0.9167, decode.d4.loss_cls: 0.4939, decode.d4.loss_mask: 0.6078, decode.d4.loss_dice: 0.9165, decode.d5.loss_cls: 0.4792, decode.d5.loss_mask: 0.6063, decode.d5.loss_dice: 0.9172, decode.d6.loss_cls: 0.4640, decode.d6.loss_mask: 0.6039, decode.d6.loss_dice: 0.9031, decode.d7.loss_cls: 0.4670, decode.d7.loss_mask: 0.6045, decode.d7.loss_dice: 0.9040, decode.d8.loss_cls: 0.4583, decode.d8.loss_mask: 0.6007, decode.d8.loss_dice: 0.9012, loss: 22.3811, grad_norm: 125.5324 2023-11-26 23:23:47,298 - mmseg - INFO - Iter [107300/160000] lr: 1.257e-06, eta: 5:32:17, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4527, decode.loss_mask: 0.5878, decode.loss_dice: 0.9271, decode.d0.loss_cls: 2.3772, decode.d0.loss_mask: 0.6501, decode.d0.loss_dice: 1.1003, decode.d1.loss_cls: 0.6595, decode.d1.loss_mask: 0.6259, decode.d1.loss_dice: 1.0094, decode.d2.loss_cls: 0.5633, decode.d2.loss_mask: 0.6048, decode.d2.loss_dice: 0.9693, decode.d3.loss_cls: 0.5174, decode.d3.loss_mask: 0.5943, decode.d3.loss_dice: 0.9439, decode.d4.loss_cls: 0.5008, decode.d4.loss_mask: 0.5924, decode.d4.loss_dice: 0.9392, decode.d5.loss_cls: 0.4772, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.9389, decode.d6.loss_cls: 0.4736, decode.d6.loss_mask: 0.5871, decode.d6.loss_dice: 0.9306, decode.d7.loss_cls: 0.4529, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.9302, decode.d8.loss_cls: 0.4526, decode.d8.loss_mask: 0.5895, decode.d8.loss_dice: 0.9346, loss: 22.5674, grad_norm: 127.4545 2023-11-26 23:24:05,577 - mmseg - INFO - Iter [107350/160000] lr: 1.255e-06, eta: 5:31:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4572, decode.loss_mask: 0.6244, decode.loss_dice: 0.9127, decode.d0.loss_cls: 2.3150, decode.d0.loss_mask: 0.6993, decode.d0.loss_dice: 1.0868, decode.d1.loss_cls: 0.6442, decode.d1.loss_mask: 0.6649, decode.d1.loss_dice: 0.9966, decode.d2.loss_cls: 0.5452, decode.d2.loss_mask: 0.6471, decode.d2.loss_dice: 0.9537, decode.d3.loss_cls: 0.5033, decode.d3.loss_mask: 0.6334, decode.d3.loss_dice: 0.9251, decode.d4.loss_cls: 0.4787, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9232, decode.d5.loss_cls: 0.4705, decode.d5.loss_mask: 0.6298, decode.d5.loss_dice: 0.9218, decode.d6.loss_cls: 0.4616, decode.d6.loss_mask: 0.6276, decode.d6.loss_dice: 0.9165, decode.d7.loss_cls: 0.4618, decode.d7.loss_mask: 0.6224, decode.d7.loss_dice: 0.9126, decode.d8.loss_cls: 0.4558, decode.d8.loss_mask: 0.6231, decode.d8.loss_dice: 0.9143, loss: 22.6622, grad_norm: 117.3429 2023-11-26 23:24:26,370 - mmseg - INFO - Iter [107400/160000] lr: 1.254e-06, eta: 5:31:40, time: 0.416, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4803, decode.loss_mask: 0.6181, decode.loss_dice: 0.9364, decode.d0.loss_cls: 2.3889, decode.d0.loss_mask: 0.6777, decode.d0.loss_dice: 1.1234, decode.d1.loss_cls: 0.6922, decode.d1.loss_mask: 0.6504, decode.d1.loss_dice: 1.0273, decode.d2.loss_cls: 0.5953, decode.d2.loss_mask: 0.6398, decode.d2.loss_dice: 0.9857, decode.d3.loss_cls: 0.5432, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9512, decode.d4.loss_cls: 0.5275, decode.d4.loss_mask: 0.6248, decode.d4.loss_dice: 0.9516, decode.d5.loss_cls: 0.5120, decode.d5.loss_mask: 0.6244, decode.d5.loss_dice: 0.9539, decode.d6.loss_cls: 0.5012, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9413, decode.d7.loss_cls: 0.4900, decode.d7.loss_mask: 0.6189, decode.d7.loss_dice: 0.9393, decode.d8.loss_cls: 0.4789, decode.d8.loss_mask: 0.6183, decode.d8.loss_dice: 0.9422, loss: 23.2824, grad_norm: 141.8299 2023-11-26 23:24:44,756 - mmseg - INFO - Iter [107450/160000] lr: 1.253e-06, eta: 5:31:21, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4428, decode.loss_mask: 0.6005, decode.loss_dice: 0.9082, decode.d0.loss_cls: 2.3336, decode.d0.loss_mask: 0.6621, decode.d0.loss_dice: 1.0741, decode.d1.loss_cls: 0.6207, decode.d1.loss_mask: 0.6361, decode.d1.loss_dice: 0.9891, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6243, decode.d2.loss_dice: 0.9495, decode.d3.loss_cls: 0.4903, decode.d3.loss_mask: 0.6138, decode.d3.loss_dice: 0.9210, decode.d4.loss_cls: 0.4691, decode.d4.loss_mask: 0.6095, decode.d4.loss_dice: 0.9209, decode.d5.loss_cls: 0.4606, decode.d5.loss_mask: 0.6042, decode.d5.loss_dice: 0.9179, decode.d6.loss_cls: 0.4590, decode.d6.loss_mask: 0.6014, decode.d6.loss_dice: 0.9080, decode.d7.loss_cls: 0.4475, decode.d7.loss_mask: 0.6009, decode.d7.loss_dice: 0.9052, decode.d8.loss_cls: 0.4438, decode.d8.loss_mask: 0.6017, decode.d8.loss_dice: 0.9075, loss: 22.2453, grad_norm: 118.1938 2023-11-26 23:25:03,150 - mmseg - INFO - Iter [107500/160000] lr: 1.252e-06, eta: 5:31:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4271, decode.loss_mask: 0.5986, decode.loss_dice: 0.8983, decode.d0.loss_cls: 2.2959, decode.d0.loss_mask: 0.6617, decode.d0.loss_dice: 1.0631, decode.d1.loss_cls: 0.6315, decode.d1.loss_mask: 0.6325, decode.d1.loss_dice: 0.9749, decode.d2.loss_cls: 0.5353, decode.d2.loss_mask: 0.6172, decode.d2.loss_dice: 0.9396, decode.d3.loss_cls: 0.4939, decode.d3.loss_mask: 0.6081, decode.d3.loss_dice: 0.9117, decode.d4.loss_cls: 0.4650, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.9107, decode.d5.loss_cls: 0.4543, decode.d5.loss_mask: 0.6044, decode.d5.loss_dice: 0.9100, decode.d6.loss_cls: 0.4420, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.9012, decode.d7.loss_cls: 0.4321, decode.d7.loss_mask: 0.6030, decode.d7.loss_dice: 0.8991, decode.d8.loss_cls: 0.4255, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.8988, loss: 22.0499, grad_norm: 111.0658 2023-11-26 23:25:21,275 - mmseg - INFO - Iter [107550/160000] lr: 1.251e-06, eta: 5:30:42, time: 0.362, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4215, decode.loss_mask: 0.5814, decode.loss_dice: 0.8842, decode.d0.loss_cls: 2.2849, decode.d0.loss_mask: 0.6411, decode.d0.loss_dice: 1.0429, decode.d1.loss_cls: 0.6146, decode.d1.loss_mask: 0.6084, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.5235, decode.d2.loss_mask: 0.5931, decode.d2.loss_dice: 0.9231, decode.d3.loss_cls: 0.4945, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4695, decode.d4.loss_mask: 0.5861, decode.d4.loss_dice: 0.8958, decode.d5.loss_cls: 0.4528, decode.d5.loss_mask: 0.5830, decode.d5.loss_dice: 0.8932, decode.d6.loss_cls: 0.4444, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8848, decode.d7.loss_cls: 0.4318, decode.d7.loss_mask: 0.5821, decode.d7.loss_dice: 0.8841, decode.d8.loss_cls: 0.4235, decode.d8.loss_mask: 0.5818, decode.d8.loss_dice: 0.8877, loss: 21.6346, grad_norm: 118.0598 2023-11-26 23:25:39,595 - mmseg - INFO - Iter [107600/160000] lr: 1.250e-06, eta: 5:30:23, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4468, decode.loss_mask: 0.6012, decode.loss_dice: 0.9109, decode.d0.loss_cls: 2.3920, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.0898, decode.d1.loss_cls: 0.6493, decode.d1.loss_mask: 0.6372, decode.d1.loss_dice: 0.9867, decode.d2.loss_cls: 0.5617, decode.d2.loss_mask: 0.6189, decode.d2.loss_dice: 0.9520, decode.d3.loss_cls: 0.5110, decode.d3.loss_mask: 0.6145, decode.d3.loss_dice: 0.9226, decode.d4.loss_cls: 0.4894, decode.d4.loss_mask: 0.6102, decode.d4.loss_dice: 0.9196, decode.d5.loss_cls: 0.4782, decode.d5.loss_mask: 0.6068, decode.d5.loss_dice: 0.9166, decode.d6.loss_cls: 0.4671, decode.d6.loss_mask: 0.6039, decode.d6.loss_dice: 0.9089, decode.d7.loss_cls: 0.4524, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.9114, decode.d8.loss_cls: 0.4539, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.9145, loss: 22.5006, grad_norm: 140.0071 2023-11-26 23:25:57,963 - mmseg - INFO - Iter [107650/160000] lr: 1.248e-06, eta: 5:30:04, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4312, decode.loss_mask: 0.6086, decode.loss_dice: 0.8937, decode.d0.loss_cls: 2.3180, decode.d0.loss_mask: 0.6681, decode.d0.loss_dice: 1.0622, decode.d1.loss_cls: 0.6145, decode.d1.loss_mask: 0.6447, decode.d1.loss_dice: 0.9775, decode.d2.loss_cls: 0.5300, decode.d2.loss_mask: 0.6229, decode.d2.loss_dice: 0.9323, decode.d3.loss_cls: 0.4914, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.9010, decode.d4.loss_cls: 0.4655, decode.d4.loss_mask: 0.6135, decode.d4.loss_dice: 0.9043, decode.d5.loss_cls: 0.4570, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4497, decode.d6.loss_mask: 0.6099, decode.d6.loss_dice: 0.8933, decode.d7.loss_cls: 0.4382, decode.d7.loss_mask: 0.6091, decode.d7.loss_dice: 0.8914, decode.d8.loss_cls: 0.4395, decode.d8.loss_mask: 0.6065, decode.d8.loss_dice: 0.8930, loss: 22.0984, grad_norm: 128.2357 2023-11-26 23:26:16,298 - mmseg - INFO - Iter [107700/160000] lr: 1.247e-06, eta: 5:29:45, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4450, decode.loss_mask: 0.5972, decode.loss_dice: 0.9082, decode.d0.loss_cls: 2.3416, decode.d0.loss_mask: 0.6613, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6145, decode.d1.loss_mask: 0.6332, decode.d1.loss_dice: 0.9874, decode.d2.loss_cls: 0.5345, decode.d2.loss_mask: 0.6183, decode.d2.loss_dice: 0.9511, decode.d3.loss_cls: 0.4860, decode.d3.loss_mask: 0.6090, decode.d3.loss_dice: 0.9274, decode.d4.loss_cls: 0.4629, decode.d4.loss_mask: 0.6067, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4521, decode.d5.loss_mask: 0.6023, decode.d5.loss_dice: 0.9221, decode.d6.loss_cls: 0.4511, decode.d6.loss_mask: 0.6011, decode.d6.loss_dice: 0.9134, decode.d7.loss_cls: 0.4442, decode.d7.loss_mask: 0.5987, decode.d7.loss_dice: 0.9099, decode.d8.loss_cls: 0.4392, decode.d8.loss_mask: 0.5970, decode.d8.loss_dice: 0.9125, loss: 22.2282, grad_norm: 128.6801 2023-11-26 23:26:34,746 - mmseg - INFO - Iter [107750/160000] lr: 1.246e-06, eta: 5:29:25, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4560, decode.loss_mask: 0.5956, decode.loss_dice: 0.9081, decode.d0.loss_cls: 2.3681, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 1.0932, decode.d1.loss_cls: 0.6446, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 1.0005, decode.d2.loss_cls: 0.5510, decode.d2.loss_mask: 0.6139, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5041, decode.d3.loss_mask: 0.6057, decode.d3.loss_dice: 0.9227, decode.d4.loss_cls: 0.4887, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.9252, decode.d5.loss_cls: 0.4697, decode.d5.loss_mask: 0.6011, decode.d5.loss_dice: 0.9231, decode.d6.loss_cls: 0.4680, decode.d6.loss_mask: 0.5990, decode.d6.loss_dice: 0.9093, decode.d7.loss_cls: 0.4622, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.9139, decode.d8.loss_cls: 0.4510, decode.d8.loss_mask: 0.5965, decode.d8.loss_dice: 0.9141, loss: 22.4244, grad_norm: 122.0857 2023-11-26 23:26:53,387 - mmseg - INFO - Iter [107800/160000] lr: 1.245e-06, eta: 5:29:06, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4564, decode.loss_mask: 0.6174, decode.loss_dice: 0.9222, decode.d0.loss_cls: 2.3114, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.0968, decode.d1.loss_cls: 0.6198, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 1.0039, decode.d2.loss_cls: 0.5300, decode.d2.loss_mask: 0.6292, decode.d2.loss_dice: 0.9686, decode.d3.loss_cls: 0.5015, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9315, decode.d4.loss_cls: 0.4848, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9280, decode.d5.loss_cls: 0.4696, decode.d5.loss_mask: 0.6199, decode.d5.loss_dice: 0.9303, decode.d6.loss_cls: 0.4652, decode.d6.loss_mask: 0.6168, decode.d6.loss_dice: 0.9237, decode.d7.loss_cls: 0.4563, decode.d7.loss_mask: 0.6152, decode.d7.loss_dice: 0.9256, decode.d8.loss_cls: 0.4609, decode.d8.loss_mask: 0.6140, decode.d8.loss_dice: 0.9215, loss: 22.5827, grad_norm: 119.4319 2023-11-26 23:27:11,661 - mmseg - INFO - Iter [107850/160000] lr: 1.244e-06, eta: 5:28:47, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4268, decode.loss_mask: 0.6035, decode.loss_dice: 0.8849, decode.d0.loss_cls: 2.2695, decode.d0.loss_mask: 0.6620, decode.d0.loss_dice: 1.0466, decode.d1.loss_cls: 0.5846, decode.d1.loss_mask: 0.6336, decode.d1.loss_dice: 0.9563, decode.d2.loss_cls: 0.5020, decode.d2.loss_mask: 0.6189, decode.d2.loss_dice: 0.9247, decode.d3.loss_cls: 0.4653, decode.d3.loss_mask: 0.6101, decode.d3.loss_dice: 0.8964, decode.d4.loss_cls: 0.4575, decode.d4.loss_mask: 0.6085, decode.d4.loss_dice: 0.9012, decode.d5.loss_cls: 0.4443, decode.d5.loss_mask: 0.6070, decode.d5.loss_dice: 0.8923, decode.d6.loss_cls: 0.4432, decode.d6.loss_mask: 0.6061, decode.d6.loss_dice: 0.8881, decode.d7.loss_cls: 0.4359, decode.d7.loss_mask: 0.6055, decode.d7.loss_dice: 0.8833, decode.d8.loss_cls: 0.4333, decode.d8.loss_mask: 0.6029, decode.d8.loss_dice: 0.8832, loss: 21.7774, grad_norm: 116.4373 2023-11-26 23:27:30,029 - mmseg - INFO - Iter [107900/160000] lr: 1.242e-06, eta: 5:28:28, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4593, decode.loss_mask: 0.6048, decode.loss_dice: 0.9251, decode.d0.loss_cls: 2.3810, decode.d0.loss_mask: 0.6657, decode.d0.loss_dice: 1.0985, decode.d1.loss_cls: 0.6435, decode.d1.loss_mask: 0.6386, decode.d1.loss_dice: 1.0179, decode.d2.loss_cls: 0.5509, decode.d2.loss_mask: 0.6289, decode.d2.loss_dice: 0.9751, decode.d3.loss_cls: 0.5226, decode.d3.loss_mask: 0.6153, decode.d3.loss_dice: 0.9454, decode.d4.loss_cls: 0.5013, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.9423, decode.d5.loss_cls: 0.4793, decode.d5.loss_mask: 0.6124, decode.d5.loss_dice: 0.9399, decode.d6.loss_cls: 0.4703, decode.d6.loss_mask: 0.6103, decode.d6.loss_dice: 0.9301, decode.d7.loss_cls: 0.4669, decode.d7.loss_mask: 0.6068, decode.d7.loss_dice: 0.9283, decode.d8.loss_cls: 0.4632, decode.d8.loss_mask: 0.6062, decode.d8.loss_dice: 0.9300, loss: 22.7729, grad_norm: 128.6512 2023-11-26 23:27:48,190 - mmseg - INFO - Iter [107950/160000] lr: 1.241e-06, eta: 5:28:09, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4406, decode.loss_mask: 0.6064, decode.loss_dice: 0.9008, decode.d0.loss_cls: 2.3166, decode.d0.loss_mask: 0.6688, decode.d0.loss_dice: 1.0842, decode.d1.loss_cls: 0.6154, decode.d1.loss_mask: 0.6437, decode.d1.loss_dice: 0.9897, decode.d2.loss_cls: 0.5374, decode.d2.loss_mask: 0.6276, decode.d2.loss_dice: 0.9507, decode.d3.loss_cls: 0.4897, decode.d3.loss_mask: 0.6161, decode.d3.loss_dice: 0.9165, decode.d4.loss_cls: 0.4759, decode.d4.loss_mask: 0.6103, decode.d4.loss_dice: 0.9127, decode.d5.loss_cls: 0.4599, decode.d5.loss_mask: 0.6113, decode.d5.loss_dice: 0.9161, decode.d6.loss_cls: 0.4560, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.9023, decode.d7.loss_cls: 0.4437, decode.d7.loss_mask: 0.6062, decode.d7.loss_dice: 0.9036, decode.d8.loss_cls: 0.4377, decode.d8.loss_mask: 0.6042, decode.d8.loss_dice: 0.9018, loss: 22.2528, grad_norm: 122.8265 2023-11-26 23:28:06,557 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:28:06,557 - mmseg - INFO - Iter [108000/160000] lr: 1.240e-06, eta: 5:27:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4420, decode.loss_mask: 0.6004, decode.loss_dice: 0.9404, decode.d0.loss_cls: 2.3560, decode.d0.loss_mask: 0.6559, decode.d0.loss_dice: 1.1121, decode.d1.loss_cls: 0.6412, decode.d1.loss_mask: 0.6273, decode.d1.loss_dice: 1.0348, decode.d2.loss_cls: 0.5468, decode.d2.loss_mask: 0.6163, decode.d2.loss_dice: 0.9893, decode.d3.loss_cls: 0.5145, decode.d3.loss_mask: 0.6053, decode.d3.loss_dice: 0.9566, decode.d4.loss_cls: 0.4817, decode.d4.loss_mask: 0.6028, decode.d4.loss_dice: 0.9571, decode.d5.loss_cls: 0.4696, decode.d5.loss_mask: 0.6031, decode.d5.loss_dice: 0.9572, decode.d6.loss_cls: 0.4631, decode.d6.loss_mask: 0.6022, decode.d6.loss_dice: 0.9449, decode.d7.loss_cls: 0.4584, decode.d7.loss_mask: 0.6017, decode.d7.loss_dice: 0.9436, decode.d8.loss_cls: 0.4438, decode.d8.loss_mask: 0.6018, decode.d8.loss_dice: 0.9445, loss: 22.7141, grad_norm: 120.4004 2023-11-26 23:28:24,905 - mmseg - INFO - Iter [108050/160000] lr: 1.239e-06, eta: 5:27:30, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4476, decode.loss_mask: 0.5992, decode.loss_dice: 0.9181, decode.d0.loss_cls: 2.3562, decode.d0.loss_mask: 0.6557, decode.d0.loss_dice: 1.0833, decode.d1.loss_cls: 0.6158, decode.d1.loss_mask: 0.6266, decode.d1.loss_dice: 0.9940, decode.d2.loss_cls: 0.5312, decode.d2.loss_mask: 0.6116, decode.d2.loss_dice: 0.9516, decode.d3.loss_cls: 0.4880, decode.d3.loss_mask: 0.6057, decode.d3.loss_dice: 0.9286, decode.d4.loss_cls: 0.4764, decode.d4.loss_mask: 0.6051, decode.d4.loss_dice: 0.9274, decode.d5.loss_cls: 0.4623, decode.d5.loss_mask: 0.6037, decode.d5.loss_dice: 0.9303, decode.d6.loss_cls: 0.4525, decode.d6.loss_mask: 0.6008, decode.d6.loss_dice: 0.9176, decode.d7.loss_cls: 0.4472, decode.d7.loss_mask: 0.6000, decode.d7.loss_dice: 0.9214, decode.d8.loss_cls: 0.4492, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.9184, loss: 22.3254, grad_norm: 106.1761 2023-11-26 23:28:43,316 - mmseg - INFO - Iter [108100/160000] lr: 1.238e-06, eta: 5:27:11, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4544, decode.loss_mask: 0.6285, decode.loss_dice: 0.9168, decode.d0.loss_cls: 2.3571, decode.d0.loss_mask: 0.6959, decode.d0.loss_dice: 1.0986, decode.d1.loss_cls: 0.6518, decode.d1.loss_mask: 0.6681, decode.d1.loss_dice: 1.0057, decode.d2.loss_cls: 0.5590, decode.d2.loss_mask: 0.6498, decode.d2.loss_dice: 0.9646, decode.d3.loss_cls: 0.5070, decode.d3.loss_mask: 0.6381, decode.d3.loss_dice: 0.9331, decode.d4.loss_cls: 0.4913, decode.d4.loss_mask: 0.6373, decode.d4.loss_dice: 0.9320, decode.d5.loss_cls: 0.4788, decode.d5.loss_mask: 0.6357, decode.d5.loss_dice: 0.9341, decode.d6.loss_cls: 0.4648, decode.d6.loss_mask: 0.6348, decode.d6.loss_dice: 0.9213, decode.d7.loss_cls: 0.4558, decode.d7.loss_mask: 0.6336, decode.d7.loss_dice: 0.9222, decode.d8.loss_cls: 0.4516, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9222, loss: 22.8749, grad_norm: 130.5473 2023-11-26 23:29:01,826 - mmseg - INFO - Iter [108150/160000] lr: 1.236e-06, eta: 5:26:52, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4643, decode.loss_mask: 0.5847, decode.loss_dice: 0.8942, decode.d0.loss_cls: 2.3187, decode.d0.loss_mask: 0.6486, decode.d0.loss_dice: 1.0832, decode.d1.loss_cls: 0.6472, decode.d1.loss_mask: 0.6211, decode.d1.loss_dice: 0.9936, decode.d2.loss_cls: 0.5605, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.9427, decode.d3.loss_cls: 0.5114, decode.d3.loss_mask: 0.5932, decode.d3.loss_dice: 0.9192, decode.d4.loss_cls: 0.4998, decode.d4.loss_mask: 0.5927, decode.d4.loss_dice: 0.9125, decode.d5.loss_cls: 0.4805, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.9136, decode.d6.loss_cls: 0.4724, decode.d6.loss_mask: 0.5891, decode.d6.loss_dice: 0.8995, decode.d7.loss_cls: 0.4634, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4652, decode.d8.loss_mask: 0.5837, decode.d8.loss_dice: 0.8956, loss: 22.2281, grad_norm: 117.6016 2023-11-26 23:29:20,464 - mmseg - INFO - Iter [108200/160000] lr: 1.235e-06, eta: 5:26:33, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4684, decode.loss_mask: 0.5854, decode.loss_dice: 0.9055, decode.d0.loss_cls: 2.3585, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 1.0960, decode.d1.loss_cls: 0.6567, decode.d1.loss_mask: 0.6237, decode.d1.loss_dice: 1.0075, decode.d2.loss_cls: 0.5730, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9537, decode.d3.loss_cls: 0.5233, decode.d3.loss_mask: 0.5963, decode.d3.loss_dice: 0.9265, decode.d4.loss_cls: 0.5052, decode.d4.loss_mask: 0.5941, decode.d4.loss_dice: 0.9219, decode.d5.loss_cls: 0.4925, decode.d5.loss_mask: 0.5930, decode.d5.loss_dice: 0.9188, decode.d6.loss_cls: 0.4874, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.9092, decode.d7.loss_cls: 0.4727, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.9107, decode.d8.loss_cls: 0.4753, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.9105, loss: 22.4806, grad_norm: 116.8742 2023-11-26 23:29:38,771 - mmseg - INFO - Iter [108250/160000] lr: 1.234e-06, eta: 5:26:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4594, decode.loss_mask: 0.6049, decode.loss_dice: 0.8987, decode.d0.loss_cls: 2.3234, decode.d0.loss_mask: 0.6613, decode.d0.loss_dice: 1.0781, decode.d1.loss_cls: 0.6376, decode.d1.loss_mask: 0.6430, decode.d1.loss_dice: 0.9922, decode.d2.loss_cls: 0.5446, decode.d2.loss_mask: 0.6250, decode.d2.loss_dice: 0.9449, decode.d3.loss_cls: 0.5116, decode.d3.loss_mask: 0.6164, decode.d3.loss_dice: 0.9167, decode.d4.loss_cls: 0.4985, decode.d4.loss_mask: 0.6112, decode.d4.loss_dice: 0.9191, decode.d5.loss_cls: 0.4818, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.9150, decode.d6.loss_cls: 0.4705, decode.d6.loss_mask: 0.6109, decode.d6.loss_dice: 0.9086, decode.d7.loss_cls: 0.4648, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4657, decode.d8.loss_mask: 0.6065, decode.d8.loss_dice: 0.9073, loss: 22.4320, grad_norm: 118.9153 2023-11-26 23:29:57,263 - mmseg - INFO - Iter [108300/160000] lr: 1.233e-06, eta: 5:25:55, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4568, decode.loss_mask: 0.5858, decode.loss_dice: 0.8717, decode.d0.loss_cls: 2.3122, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 1.0385, decode.d1.loss_cls: 0.6307, decode.d1.loss_mask: 0.6174, decode.d1.loss_dice: 0.9568, decode.d2.loss_cls: 0.5521, decode.d2.loss_mask: 0.6046, decode.d2.loss_dice: 0.9152, decode.d3.loss_cls: 0.5138, decode.d3.loss_mask: 0.5947, decode.d3.loss_dice: 0.8919, decode.d4.loss_cls: 0.4838, decode.d4.loss_mask: 0.5929, decode.d4.loss_dice: 0.8862, decode.d5.loss_cls: 0.4678, decode.d5.loss_mask: 0.5912, decode.d5.loss_dice: 0.8843, decode.d6.loss_cls: 0.4661, decode.d6.loss_mask: 0.5882, decode.d6.loss_dice: 0.8740, decode.d7.loss_cls: 0.4547, decode.d7.loss_mask: 0.5864, decode.d7.loss_dice: 0.8708, decode.d8.loss_cls: 0.4576, decode.d8.loss_mask: 0.5857, decode.d8.loss_dice: 0.8710, loss: 21.8508, grad_norm: 113.4113 2023-11-26 23:30:15,664 - mmseg - INFO - Iter [108350/160000] lr: 1.232e-06, eta: 5:25:36, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4611, decode.loss_mask: 0.5879, decode.loss_dice: 0.9425, decode.d0.loss_cls: 2.3568, decode.d0.loss_mask: 0.6475, decode.d0.loss_dice: 1.1230, decode.d1.loss_cls: 0.6615, decode.d1.loss_mask: 0.6169, decode.d1.loss_dice: 1.0280, decode.d2.loss_cls: 0.5607, decode.d2.loss_mask: 0.6009, decode.d2.loss_dice: 0.9857, decode.d3.loss_cls: 0.5225, decode.d3.loss_mask: 0.5922, decode.d3.loss_dice: 0.9521, decode.d4.loss_cls: 0.5009, decode.d4.loss_mask: 0.5922, decode.d4.loss_dice: 0.9522, decode.d5.loss_cls: 0.4810, decode.d5.loss_mask: 0.5914, decode.d5.loss_dice: 0.9517, decode.d6.loss_cls: 0.4788, decode.d6.loss_mask: 0.5915, decode.d6.loss_dice: 0.9403, decode.d7.loss_cls: 0.4653, decode.d7.loss_mask: 0.5910, decode.d7.loss_dice: 0.9402, decode.d8.loss_cls: 0.4584, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.9384, loss: 22.7024, grad_norm: 118.7856 2023-11-26 23:30:33,919 - mmseg - INFO - Iter [108400/160000] lr: 1.230e-06, eta: 5:25:16, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4702, decode.loss_mask: 0.6098, decode.loss_dice: 0.8906, decode.d0.loss_cls: 2.3306, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.0743, decode.d1.loss_cls: 0.6515, decode.d1.loss_mask: 0.6399, decode.d1.loss_dice: 0.9744, decode.d2.loss_cls: 0.5485, decode.d2.loss_mask: 0.6249, decode.d2.loss_dice: 0.9299, decode.d3.loss_cls: 0.5222, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9025, decode.d4.loss_cls: 0.5006, decode.d4.loss_mask: 0.6116, decode.d4.loss_dice: 0.9010, decode.d5.loss_cls: 0.4878, decode.d5.loss_mask: 0.6122, decode.d5.loss_dice: 0.9052, decode.d6.loss_cls: 0.4839, decode.d6.loss_mask: 0.6098, decode.d6.loss_dice: 0.8936, decode.d7.loss_cls: 0.4712, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.8957, decode.d8.loss_cls: 0.4702, decode.d8.loss_mask: 0.6106, decode.d8.loss_dice: 0.8953, loss: 22.4105, grad_norm: 133.0353 2023-11-26 23:30:52,504 - mmseg - INFO - Iter [108450/160000] lr: 1.229e-06, eta: 5:24:57, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4045, decode.loss_mask: 0.5981, decode.loss_dice: 0.8849, decode.d0.loss_cls: 2.2781, decode.d0.loss_mask: 0.6640, decode.d0.loss_dice: 1.0514, decode.d1.loss_cls: 0.5802, decode.d1.loss_mask: 0.6368, decode.d1.loss_dice: 0.9577, decode.d2.loss_cls: 0.4976, decode.d2.loss_mask: 0.6139, decode.d2.loss_dice: 0.9170, decode.d3.loss_cls: 0.4498, decode.d3.loss_mask: 0.6085, decode.d3.loss_dice: 0.8927, decode.d4.loss_cls: 0.4315, decode.d4.loss_mask: 0.6054, decode.d4.loss_dice: 0.8935, decode.d5.loss_cls: 0.4218, decode.d5.loss_mask: 0.6033, decode.d5.loss_dice: 0.8891, decode.d6.loss_cls: 0.4153, decode.d6.loss_mask: 0.6007, decode.d6.loss_dice: 0.8822, decode.d7.loss_cls: 0.4126, decode.d7.loss_mask: 0.5989, decode.d7.loss_dice: 0.8805, decode.d8.loss_cls: 0.4045, decode.d8.loss_mask: 0.5985, decode.d8.loss_dice: 0.8812, loss: 21.5541, grad_norm: 122.9995 2023-11-26 23:31:10,858 - mmseg - INFO - Iter [108500/160000] lr: 1.228e-06, eta: 5:24:38, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4627, decode.loss_mask: 0.5902, decode.loss_dice: 0.9222, decode.d0.loss_cls: 2.3455, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 1.1056, decode.d1.loss_cls: 0.6544, decode.d1.loss_mask: 0.6243, decode.d1.loss_dice: 1.0056, decode.d2.loss_cls: 0.5491, decode.d2.loss_mask: 0.6103, decode.d2.loss_dice: 0.9656, decode.d3.loss_cls: 0.5056, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.9336, decode.d4.loss_cls: 0.4883, decode.d4.loss_mask: 0.5996, decode.d4.loss_dice: 0.9374, decode.d5.loss_cls: 0.4805, decode.d5.loss_mask: 0.5953, decode.d5.loss_dice: 0.9344, decode.d6.loss_cls: 0.4771, decode.d6.loss_mask: 0.5928, decode.d6.loss_dice: 0.9236, decode.d7.loss_cls: 0.4654, decode.d7.loss_mask: 0.5909, decode.d7.loss_dice: 0.9261, decode.d8.loss_cls: 0.4609, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.9261, loss: 22.5216, grad_norm: 112.7166 2023-11-26 23:31:29,450 - mmseg - INFO - Iter [108550/160000] lr: 1.227e-06, eta: 5:24:19, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4505, decode.loss_mask: 0.5983, decode.loss_dice: 0.9000, decode.d0.loss_cls: 2.3459, decode.d0.loss_mask: 0.6652, decode.d0.loss_dice: 1.0842, decode.d1.loss_cls: 0.6296, decode.d1.loss_mask: 0.6387, decode.d1.loss_dice: 0.9910, decode.d2.loss_cls: 0.5473, decode.d2.loss_mask: 0.6206, decode.d2.loss_dice: 0.9431, decode.d3.loss_cls: 0.5077, decode.d3.loss_mask: 0.6110, decode.d3.loss_dice: 0.9141, decode.d4.loss_cls: 0.4870, decode.d4.loss_mask: 0.6083, decode.d4.loss_dice: 0.9141, decode.d5.loss_cls: 0.4697, decode.d5.loss_mask: 0.6039, decode.d5.loss_dice: 0.9106, decode.d6.loss_cls: 0.4626, decode.d6.loss_mask: 0.6004, decode.d6.loss_dice: 0.9026, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.9018, decode.d8.loss_cls: 0.4506, decode.d8.loss_mask: 0.5972, decode.d8.loss_dice: 0.9020, loss: 22.3147, grad_norm: 116.4385 2023-11-26 23:31:47,951 - mmseg - INFO - Iter [108600/160000] lr: 1.226e-06, eta: 5:24:00, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4377, decode.loss_mask: 0.6087, decode.loss_dice: 0.9070, decode.d0.loss_cls: 2.3157, decode.d0.loss_mask: 0.6701, decode.d0.loss_dice: 1.0751, decode.d1.loss_cls: 0.6248, decode.d1.loss_mask: 0.6455, decode.d1.loss_dice: 0.9889, decode.d2.loss_cls: 0.5361, decode.d2.loss_mask: 0.6255, decode.d2.loss_dice: 0.9517, decode.d3.loss_cls: 0.4912, decode.d3.loss_mask: 0.6184, decode.d3.loss_dice: 0.9191, decode.d4.loss_cls: 0.4733, decode.d4.loss_mask: 0.6177, decode.d4.loss_dice: 0.9198, decode.d5.loss_cls: 0.4568, decode.d5.loss_mask: 0.6141, decode.d5.loss_dice: 0.9173, decode.d6.loss_cls: 0.4509, decode.d6.loss_mask: 0.6128, decode.d6.loss_dice: 0.9062, decode.d7.loss_cls: 0.4383, decode.d7.loss_mask: 0.6101, decode.d7.loss_dice: 0.9081, decode.d8.loss_cls: 0.4344, decode.d8.loss_mask: 0.6087, decode.d8.loss_dice: 0.9114, loss: 22.2956, grad_norm: 130.0219 2023-11-26 23:32:08,494 - mmseg - INFO - Iter [108650/160000] lr: 1.224e-06, eta: 5:23:42, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4492, decode.loss_mask: 0.5992, decode.loss_dice: 0.8910, decode.d0.loss_cls: 2.3398, decode.d0.loss_mask: 0.6635, decode.d0.loss_dice: 1.0736, decode.d1.loss_cls: 0.6371, decode.d1.loss_mask: 0.6319, decode.d1.loss_dice: 0.9844, decode.d2.loss_cls: 0.5420, decode.d2.loss_mask: 0.6141, decode.d2.loss_dice: 0.9340, decode.d3.loss_cls: 0.4937, decode.d3.loss_mask: 0.6091, decode.d3.loss_dice: 0.9113, decode.d4.loss_cls: 0.4763, decode.d4.loss_mask: 0.6056, decode.d4.loss_dice: 0.9046, decode.d5.loss_cls: 0.4595, decode.d5.loss_mask: 0.6035, decode.d5.loss_dice: 0.9069, decode.d6.loss_cls: 0.4537, decode.d6.loss_mask: 0.6025, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4484, decode.d7.loss_mask: 0.6004, decode.d7.loss_dice: 0.8973, decode.d8.loss_cls: 0.4454, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.8939, loss: 22.1734, grad_norm: 127.4404 2023-11-26 23:32:26,972 - mmseg - INFO - Iter [108700/160000] lr: 1.223e-06, eta: 5:23:23, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4252, decode.loss_mask: 0.5894, decode.loss_dice: 0.8716, decode.d0.loss_cls: 2.3282, decode.d0.loss_mask: 0.6512, decode.d0.loss_dice: 1.0555, decode.d1.loss_cls: 0.6048, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 0.9618, decode.d2.loss_cls: 0.5088, decode.d2.loss_mask: 0.6093, decode.d2.loss_dice: 0.9150, decode.d3.loss_cls: 0.4675, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.8938, decode.d4.loss_cls: 0.4540, decode.d4.loss_mask: 0.5945, decode.d4.loss_dice: 0.8915, decode.d5.loss_cls: 0.4406, decode.d5.loss_mask: 0.5942, decode.d5.loss_dice: 0.8868, decode.d6.loss_cls: 0.4430, decode.d6.loss_mask: 0.5904, decode.d6.loss_dice: 0.8800, decode.d7.loss_cls: 0.4382, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8778, decode.d8.loss_cls: 0.4260, decode.d8.loss_mask: 0.5902, decode.d8.loss_dice: 0.8732, loss: 21.6776, grad_norm: 117.2749 2023-11-26 23:32:46,201 - mmseg - INFO - Iter [108750/160000] lr: 1.222e-06, eta: 5:23:04, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4563, decode.loss_mask: 0.5964, decode.loss_dice: 0.9188, decode.d0.loss_cls: 2.3845, decode.d0.loss_mask: 0.6551, decode.d0.loss_dice: 1.0933, decode.d1.loss_cls: 0.6412, decode.d1.loss_mask: 0.6342, decode.d1.loss_dice: 1.0031, decode.d2.loss_cls: 0.5560, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9604, decode.d3.loss_cls: 0.5130, decode.d3.loss_mask: 0.6055, decode.d3.loss_dice: 0.9271, decode.d4.loss_cls: 0.4929, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9256, decode.d5.loss_cls: 0.4768, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.9262, decode.d6.loss_cls: 0.4669, decode.d6.loss_mask: 0.5972, decode.d6.loss_dice: 0.9158, decode.d7.loss_cls: 0.4602, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.9175, decode.d8.loss_cls: 0.4617, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.9169, loss: 22.5104, grad_norm: 137.9145 2023-11-26 23:33:04,412 - mmseg - INFO - Iter [108800/160000] lr: 1.221e-06, eta: 5:22:45, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4496, decode.loss_mask: 0.6272, decode.loss_dice: 0.9372, decode.d0.loss_cls: 2.3825, decode.d0.loss_mask: 0.6996, decode.d0.loss_dice: 1.1162, decode.d1.loss_cls: 0.6673, decode.d1.loss_mask: 0.6609, decode.d1.loss_dice: 1.0185, decode.d2.loss_cls: 0.5572, decode.d2.loss_mask: 0.6445, decode.d2.loss_dice: 0.9779, decode.d3.loss_cls: 0.5141, decode.d3.loss_mask: 0.6344, decode.d3.loss_dice: 0.9463, decode.d4.loss_cls: 0.4850, decode.d4.loss_mask: 0.6349, decode.d4.loss_dice: 0.9502, decode.d5.loss_cls: 0.4692, decode.d5.loss_mask: 0.6345, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.4669, decode.d6.loss_mask: 0.6304, decode.d6.loss_dice: 0.9280, decode.d7.loss_cls: 0.4584, decode.d7.loss_mask: 0.6292, decode.d7.loss_dice: 0.9348, decode.d8.loss_cls: 0.4581, decode.d8.loss_mask: 0.6272, decode.d8.loss_dice: 0.9324, loss: 23.0188, grad_norm: 135.7064 2023-11-26 23:33:22,687 - mmseg - INFO - Iter [108850/160000] lr: 1.220e-06, eta: 5:22:25, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4553, decode.loss_mask: 0.5922, decode.loss_dice: 0.8972, decode.d0.loss_cls: 2.3542, decode.d0.loss_mask: 0.6573, decode.d0.loss_dice: 1.0686, decode.d1.loss_cls: 0.6468, decode.d1.loss_mask: 0.6293, decode.d1.loss_dice: 0.9785, decode.d2.loss_cls: 0.5470, decode.d2.loss_mask: 0.6133, decode.d2.loss_dice: 0.9404, decode.d3.loss_cls: 0.5095, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.9129, decode.d4.loss_cls: 0.4987, decode.d4.loss_mask: 0.5985, decode.d4.loss_dice: 0.9083, decode.d5.loss_cls: 0.4857, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.8982, decode.d6.loss_cls: 0.4768, decode.d6.loss_mask: 0.5965, decode.d6.loss_dice: 0.8949, decode.d7.loss_cls: 0.4621, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.8976, decode.d8.loss_cls: 0.4609, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8988, loss: 22.2665, grad_norm: 132.7824 2023-11-26 23:33:40,957 - mmseg - INFO - Iter [108900/160000] lr: 1.219e-06, eta: 5:22:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4461, decode.loss_mask: 0.6211, decode.loss_dice: 0.9382, decode.d0.loss_cls: 2.2862, decode.d0.loss_mask: 0.6775, decode.d0.loss_dice: 1.1075, decode.d1.loss_cls: 0.6206, decode.d1.loss_mask: 0.6583, decode.d1.loss_dice: 1.0203, decode.d2.loss_cls: 0.5312, decode.d2.loss_mask: 0.6406, decode.d2.loss_dice: 0.9813, decode.d3.loss_cls: 0.4904, decode.d3.loss_mask: 0.6302, decode.d3.loss_dice: 0.9542, decode.d4.loss_cls: 0.4812, decode.d4.loss_mask: 0.6287, decode.d4.loss_dice: 0.9517, decode.d5.loss_cls: 0.4624, decode.d5.loss_mask: 0.6263, decode.d5.loss_dice: 0.9547, decode.d6.loss_cls: 0.4603, decode.d6.loss_mask: 0.6268, decode.d6.loss_dice: 0.9438, decode.d7.loss_cls: 0.4545, decode.d7.loss_mask: 0.6211, decode.d7.loss_dice: 0.9430, decode.d8.loss_cls: 0.4464, decode.d8.loss_mask: 0.6201, decode.d8.loss_dice: 0.9437, loss: 22.7684, grad_norm: 120.1826 2023-11-26 23:33:59,516 - mmseg - INFO - Iter [108950/160000] lr: 1.217e-06, eta: 5:21:47, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4514, decode.loss_mask: 0.5863, decode.loss_dice: 0.8839, decode.d0.loss_cls: 2.3325, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 1.0593, decode.d1.loss_cls: 0.6391, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 0.9685, decode.d2.loss_cls: 0.5463, decode.d2.loss_mask: 0.6028, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.5076, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.8898, decode.d4.loss_cls: 0.4836, decode.d4.loss_mask: 0.5902, decode.d4.loss_dice: 0.8947, decode.d5.loss_cls: 0.4774, decode.d5.loss_mask: 0.5877, decode.d5.loss_dice: 0.8916, decode.d6.loss_cls: 0.4697, decode.d6.loss_mask: 0.5856, decode.d6.loss_dice: 0.8825, decode.d7.loss_cls: 0.4585, decode.d7.loss_mask: 0.5843, decode.d7.loss_dice: 0.8838, decode.d8.loss_cls: 0.4532, decode.d8.loss_mask: 0.5872, decode.d8.loss_dice: 0.8885, loss: 21.9686, grad_norm: 135.8902 2023-11-26 23:34:18,126 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:34:18,127 - mmseg - INFO - Iter [109000/160000] lr: 1.216e-06, eta: 5:21:28, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4388, decode.loss_mask: 0.6009, decode.loss_dice: 0.9116, decode.d0.loss_cls: 2.3148, decode.d0.loss_mask: 0.6644, decode.d0.loss_dice: 1.0872, decode.d1.loss_cls: 0.6306, decode.d1.loss_mask: 0.6398, decode.d1.loss_dice: 1.0002, decode.d2.loss_cls: 0.5284, decode.d2.loss_mask: 0.6227, decode.d2.loss_dice: 0.9520, decode.d3.loss_cls: 0.4959, decode.d3.loss_mask: 0.6109, decode.d3.loss_dice: 0.9265, decode.d4.loss_cls: 0.4667, decode.d4.loss_mask: 0.6055, decode.d4.loss_dice: 0.9241, decode.d5.loss_cls: 0.4647, decode.d5.loss_mask: 0.6043, decode.d5.loss_dice: 0.9199, decode.d6.loss_cls: 0.4543, decode.d6.loss_mask: 0.6000, decode.d6.loss_dice: 0.9137, decode.d7.loss_cls: 0.4388, decode.d7.loss_mask: 0.5981, decode.d7.loss_dice: 0.9122, decode.d8.loss_cls: 0.4404, decode.d8.loss_mask: 0.6009, decode.d8.loss_dice: 0.9178, loss: 22.2860, grad_norm: 117.8326 2023-11-26 23:34:36,654 - mmseg - INFO - Iter [109050/160000] lr: 1.215e-06, eta: 5:21:09, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4576, decode.loss_mask: 0.6043, decode.loss_dice: 0.9267, decode.d0.loss_cls: 2.3205, decode.d0.loss_mask: 0.6622, decode.d0.loss_dice: 1.0966, decode.d1.loss_cls: 0.6382, decode.d1.loss_mask: 0.6366, decode.d1.loss_dice: 1.0058, decode.d2.loss_cls: 0.5318, decode.d2.loss_mask: 0.6266, decode.d2.loss_dice: 0.9707, decode.d3.loss_cls: 0.5078, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9402, decode.d4.loss_cls: 0.4848, decode.d4.loss_mask: 0.6121, decode.d4.loss_dice: 0.9408, decode.d5.loss_cls: 0.4838, decode.d5.loss_mask: 0.6109, decode.d5.loss_dice: 0.9412, decode.d6.loss_cls: 0.4721, decode.d6.loss_mask: 0.6048, decode.d6.loss_dice: 0.9326, decode.d7.loss_cls: 0.4653, decode.d7.loss_mask: 0.6038, decode.d7.loss_dice: 0.9268, decode.d8.loss_cls: 0.4595, decode.d8.loss_mask: 0.6045, decode.d8.loss_dice: 0.9326, loss: 22.6140, grad_norm: 121.1535 2023-11-26 23:34:54,996 - mmseg - INFO - Iter [109100/160000] lr: 1.214e-06, eta: 5:20:50, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4492, decode.loss_mask: 0.5782, decode.loss_dice: 0.9128, decode.d0.loss_cls: 2.2936, decode.d0.loss_mask: 0.6482, decode.d0.loss_dice: 1.0924, decode.d1.loss_cls: 0.6302, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9948, decode.d2.loss_cls: 0.5356, decode.d2.loss_mask: 0.5950, decode.d2.loss_dice: 0.9557, decode.d3.loss_cls: 0.4990, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.9291, decode.d4.loss_cls: 0.4855, decode.d4.loss_mask: 0.5832, decode.d4.loss_dice: 0.9262, decode.d5.loss_cls: 0.4730, decode.d5.loss_mask: 0.5841, decode.d5.loss_dice: 0.9231, decode.d6.loss_cls: 0.4725, decode.d6.loss_mask: 0.5831, decode.d6.loss_dice: 0.9155, decode.d7.loss_cls: 0.4571, decode.d7.loss_mask: 0.5827, decode.d7.loss_dice: 0.9218, decode.d8.loss_cls: 0.4526, decode.d8.loss_mask: 0.5807, decode.d8.loss_dice: 0.9161, loss: 22.1648, grad_norm: 116.2373 2023-11-26 23:35:13,209 - mmseg - INFO - Iter [109150/160000] lr: 1.213e-06, eta: 5:20:31, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4521, decode.loss_mask: 0.6168, decode.loss_dice: 0.9064, decode.d0.loss_cls: 2.2783, decode.d0.loss_mask: 0.6786, decode.d0.loss_dice: 1.0685, decode.d1.loss_cls: 0.6303, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 0.9919, decode.d2.loss_cls: 0.5503, decode.d2.loss_mask: 0.6360, decode.d2.loss_dice: 0.9508, decode.d3.loss_cls: 0.5037, decode.d3.loss_mask: 0.6270, decode.d3.loss_dice: 0.9247, decode.d4.loss_cls: 0.4781, decode.d4.loss_mask: 0.6238, decode.d4.loss_dice: 0.9243, decode.d5.loss_cls: 0.4670, decode.d5.loss_mask: 0.6234, decode.d5.loss_dice: 0.9228, decode.d6.loss_cls: 0.4653, decode.d6.loss_mask: 0.6210, decode.d6.loss_dice: 0.9100, decode.d7.loss_cls: 0.4532, decode.d7.loss_mask: 0.6226, decode.d7.loss_dice: 0.9129, decode.d8.loss_cls: 0.4516, decode.d8.loss_mask: 0.6183, decode.d8.loss_dice: 0.9122, loss: 22.4745, grad_norm: 109.8113 2023-11-26 23:35:31,501 - mmseg - INFO - Iter [109200/160000] lr: 1.211e-06, eta: 5:20:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4630, decode.loss_mask: 0.6139, decode.loss_dice: 0.9260, decode.d0.loss_cls: 2.3698, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.0972, decode.d1.loss_cls: 0.6384, decode.d1.loss_mask: 0.6498, decode.d1.loss_dice: 1.0121, decode.d2.loss_cls: 0.5592, decode.d2.loss_mask: 0.6307, decode.d2.loss_dice: 0.9625, decode.d3.loss_cls: 0.5158, decode.d3.loss_mask: 0.6255, decode.d3.loss_dice: 0.9356, decode.d4.loss_cls: 0.5009, decode.d4.loss_mask: 0.6232, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.4785, decode.d5.loss_mask: 0.6222, decode.d5.loss_dice: 0.9405, decode.d6.loss_cls: 0.4723, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9315, decode.d7.loss_cls: 0.4677, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.9319, decode.d8.loss_cls: 0.4625, decode.d8.loss_mask: 0.6160, decode.d8.loss_dice: 0.9278, loss: 22.8187, grad_norm: 124.7221 2023-11-26 23:35:49,692 - mmseg - INFO - Iter [109250/160000] lr: 1.210e-06, eta: 5:19:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4209, decode.loss_mask: 0.5919, decode.loss_dice: 0.8974, decode.d0.loss_cls: 2.3133, decode.d0.loss_mask: 0.6503, decode.d0.loss_dice: 1.0699, decode.d1.loss_cls: 0.6132, decode.d1.loss_mask: 0.6284, decode.d1.loss_dice: 0.9862, decode.d2.loss_cls: 0.5181, decode.d2.loss_mask: 0.6029, decode.d2.loss_dice: 0.9371, decode.d3.loss_cls: 0.4811, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.9133, decode.d4.loss_cls: 0.4565, decode.d4.loss_mask: 0.5973, decode.d4.loss_dice: 0.9114, decode.d5.loss_cls: 0.4439, decode.d5.loss_mask: 0.5945, decode.d5.loss_dice: 0.9113, decode.d6.loss_cls: 0.4401, decode.d6.loss_mask: 0.5928, decode.d6.loss_dice: 0.9039, decode.d7.loss_cls: 0.4270, decode.d7.loss_mask: 0.5909, decode.d7.loss_dice: 0.9043, decode.d8.loss_cls: 0.4273, decode.d8.loss_mask: 0.5906, decode.d8.loss_dice: 0.8993, loss: 21.9145, grad_norm: 122.8179 2023-11-26 23:36:07,996 - mmseg - INFO - Iter [109300/160000] lr: 1.209e-06, eta: 5:19:33, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4464, decode.loss_mask: 0.6149, decode.loss_dice: 0.9153, decode.d0.loss_cls: 2.3294, decode.d0.loss_mask: 0.6728, decode.d0.loss_dice: 1.0808, decode.d1.loss_cls: 0.6517, decode.d1.loss_mask: 0.6463, decode.d1.loss_dice: 0.9964, decode.d2.loss_cls: 0.5330, decode.d2.loss_mask: 0.6373, decode.d2.loss_dice: 0.9631, decode.d3.loss_cls: 0.5033, decode.d3.loss_mask: 0.6247, decode.d3.loss_dice: 0.9355, decode.d4.loss_cls: 0.4841, decode.d4.loss_mask: 0.6232, decode.d4.loss_dice: 0.9324, decode.d5.loss_cls: 0.4608, decode.d5.loss_mask: 0.6182, decode.d5.loss_dice: 0.9297, decode.d6.loss_cls: 0.4624, decode.d6.loss_mask: 0.6154, decode.d6.loss_dice: 0.9203, decode.d7.loss_cls: 0.4455, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.9214, decode.d8.loss_cls: 0.4495, decode.d8.loss_mask: 0.6157, decode.d8.loss_dice: 0.9193, loss: 22.5653, grad_norm: 123.9931 2023-11-26 23:36:26,529 - mmseg - INFO - Iter [109350/160000] lr: 1.208e-06, eta: 5:19:14, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4062, decode.loss_mask: 0.5703, decode.loss_dice: 0.8909, decode.d0.loss_cls: 2.2957, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 1.0626, decode.d1.loss_cls: 0.6010, decode.d1.loss_mask: 0.6039, decode.d1.loss_dice: 0.9717, decode.d2.loss_cls: 0.4991, decode.d2.loss_mask: 0.5889, decode.d2.loss_dice: 0.9398, decode.d3.loss_cls: 0.4661, decode.d3.loss_mask: 0.5802, decode.d3.loss_dice: 0.9082, decode.d4.loss_cls: 0.4441, decode.d4.loss_mask: 0.5763, decode.d4.loss_dice: 0.9063, decode.d5.loss_cls: 0.4346, decode.d5.loss_mask: 0.5725, decode.d5.loss_dice: 0.9019, decode.d6.loss_cls: 0.4191, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8894, decode.d7.loss_cls: 0.4161, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4121, decode.d8.loss_mask: 0.5692, decode.d8.loss_dice: 0.8938, loss: 21.4855, grad_norm: 111.8686 2023-11-26 23:36:44,940 - mmseg - INFO - Iter [109400/160000] lr: 1.207e-06, eta: 5:18:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4432, decode.loss_mask: 0.5922, decode.loss_dice: 0.9080, decode.d0.loss_cls: 2.3537, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0945, decode.d1.loss_cls: 0.6292, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9880, decode.d2.loss_cls: 0.5499, decode.d2.loss_mask: 0.6085, decode.d2.loss_dice: 0.9502, decode.d3.loss_cls: 0.5089, decode.d3.loss_mask: 0.5984, decode.d3.loss_dice: 0.9268, decode.d4.loss_cls: 0.4811, decode.d4.loss_mask: 0.5971, decode.d4.loss_dice: 0.9242, decode.d5.loss_cls: 0.4728, decode.d5.loss_mask: 0.5950, decode.d5.loss_dice: 0.9220, decode.d6.loss_cls: 0.4644, decode.d6.loss_mask: 0.5942, decode.d6.loss_dice: 0.9116, decode.d7.loss_cls: 0.4512, decode.d7.loss_mask: 0.5921, decode.d7.loss_dice: 0.9141, decode.d8.loss_cls: 0.4472, decode.d8.loss_mask: 0.5925, decode.d8.loss_dice: 0.9122, loss: 22.2998, grad_norm: 108.4975 2023-11-26 23:37:03,463 - mmseg - INFO - Iter [109450/160000] lr: 1.205e-06, eta: 5:18:36, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4478, decode.loss_mask: 0.6065, decode.loss_dice: 0.8905, decode.d0.loss_cls: 2.2635, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.0643, decode.d1.loss_cls: 0.5934, decode.d1.loss_mask: 0.6402, decode.d1.loss_dice: 0.9734, decode.d2.loss_cls: 0.5172, decode.d2.loss_mask: 0.6217, decode.d2.loss_dice: 0.9376, decode.d3.loss_cls: 0.4827, decode.d3.loss_mask: 0.6139, decode.d3.loss_dice: 0.9107, decode.d4.loss_cls: 0.4727, decode.d4.loss_mask: 0.6136, decode.d4.loss_dice: 0.9063, decode.d5.loss_cls: 0.4605, decode.d5.loss_mask: 0.6126, decode.d5.loss_dice: 0.9056, decode.d6.loss_cls: 0.4589, decode.d6.loss_mask: 0.6104, decode.d6.loss_dice: 0.8938, decode.d7.loss_cls: 0.4503, decode.d7.loss_mask: 0.6096, decode.d7.loss_dice: 0.8980, decode.d8.loss_cls: 0.4432, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.8968, loss: 22.0717, grad_norm: 118.7220 2023-11-26 23:37:21,878 - mmseg - INFO - Iter [109500/160000] lr: 1.204e-06, eta: 5:18:17, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4555, decode.loss_mask: 0.6098, decode.loss_dice: 0.9028, decode.d0.loss_cls: 2.3108, decode.d0.loss_mask: 0.6726, decode.d0.loss_dice: 1.0709, decode.d1.loss_cls: 0.6308, decode.d1.loss_mask: 0.6462, decode.d1.loss_dice: 0.9885, decode.d2.loss_cls: 0.5434, decode.d2.loss_mask: 0.6301, decode.d2.loss_dice: 0.9446, decode.d3.loss_cls: 0.5132, decode.d3.loss_mask: 0.6178, decode.d3.loss_dice: 0.9189, decode.d4.loss_cls: 0.4898, decode.d4.loss_mask: 0.6185, decode.d4.loss_dice: 0.9219, decode.d5.loss_cls: 0.4741, decode.d5.loss_mask: 0.6173, decode.d5.loss_dice: 0.9226, decode.d6.loss_cls: 0.4694, decode.d6.loss_mask: 0.6152, decode.d6.loss_dice: 0.9062, decode.d7.loss_cls: 0.4587, decode.d7.loss_mask: 0.6134, decode.d7.loss_dice: 0.9086, decode.d8.loss_cls: 0.4575, decode.d8.loss_mask: 0.6099, decode.d8.loss_dice: 0.9058, loss: 22.4451, grad_norm: 138.7618 2023-11-26 23:37:40,352 - mmseg - INFO - Iter [109550/160000] lr: 1.203e-06, eta: 5:17:57, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4730, decode.loss_mask: 0.5714, decode.loss_dice: 0.8895, decode.d0.loss_cls: 2.3681, decode.d0.loss_mask: 0.6420, decode.d0.loss_dice: 1.0665, decode.d1.loss_cls: 0.6571, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9751, decode.d2.loss_cls: 0.5644, decode.d2.loss_mask: 0.5886, decode.d2.loss_dice: 0.9270, decode.d3.loss_cls: 0.5201, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4995, decode.d4.loss_mask: 0.5792, decode.d4.loss_dice: 0.9017, decode.d5.loss_cls: 0.4825, decode.d5.loss_mask: 0.5774, decode.d5.loss_dice: 0.9037, decode.d6.loss_cls: 0.4769, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8905, decode.d7.loss_cls: 0.4702, decode.d7.loss_mask: 0.5733, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4708, decode.d8.loss_mask: 0.5715, decode.d8.loss_dice: 0.8929, loss: 22.0958, grad_norm: 112.3221 2023-11-26 23:37:58,734 - mmseg - INFO - Iter [109600/160000] lr: 1.202e-06, eta: 5:17:38, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4369, decode.loss_mask: 0.5859, decode.loss_dice: 0.8786, decode.d0.loss_cls: 2.3244, decode.d0.loss_mask: 0.6514, decode.d0.loss_dice: 1.0613, decode.d1.loss_cls: 0.6177, decode.d1.loss_mask: 0.6247, decode.d1.loss_dice: 0.9694, decode.d2.loss_cls: 0.5154, decode.d2.loss_mask: 0.6067, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4905, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.8969, decode.d4.loss_cls: 0.4663, decode.d4.loss_mask: 0.5952, decode.d4.loss_dice: 0.8920, decode.d5.loss_cls: 0.4610, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.8920, decode.d6.loss_cls: 0.4579, decode.d6.loss_mask: 0.5879, decode.d6.loss_dice: 0.8831, decode.d7.loss_cls: 0.4430, decode.d7.loss_mask: 0.5879, decode.d7.loss_dice: 0.8854, decode.d8.loss_cls: 0.4401, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8820, loss: 21.8298, grad_norm: 115.5213 2023-11-26 23:38:17,096 - mmseg - INFO - Iter [109650/160000] lr: 1.201e-06, eta: 5:17:19, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4622, decode.loss_mask: 0.6139, decode.loss_dice: 0.9341, decode.d0.loss_cls: 2.3770, decode.d0.loss_mask: 0.6809, decode.d0.loss_dice: 1.0945, decode.d1.loss_cls: 0.6506, decode.d1.loss_mask: 0.6552, decode.d1.loss_dice: 1.0084, decode.d2.loss_cls: 0.5471, decode.d2.loss_mask: 0.6352, decode.d2.loss_dice: 0.9728, decode.d3.loss_cls: 0.5195, decode.d3.loss_mask: 0.6255, decode.d3.loss_dice: 0.9465, decode.d4.loss_cls: 0.4990, decode.d4.loss_mask: 0.6216, decode.d4.loss_dice: 0.9472, decode.d5.loss_cls: 0.4817, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.9469, decode.d6.loss_cls: 0.4715, decode.d6.loss_mask: 0.6190, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.4691, decode.d7.loss_mask: 0.6176, decode.d7.loss_dice: 0.9399, decode.d8.loss_cls: 0.4596, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9337, loss: 22.8996, grad_norm: 114.7724 2023-11-26 23:38:35,399 - mmseg - INFO - Iter [109700/160000] lr: 1.199e-06, eta: 5:17:00, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4252, decode.loss_mask: 0.6196, decode.loss_dice: 0.9156, decode.d0.loss_cls: 2.2903, decode.d0.loss_mask: 0.6718, decode.d0.loss_dice: 1.0846, decode.d1.loss_cls: 0.6113, decode.d1.loss_mask: 0.6526, decode.d1.loss_dice: 1.0024, decode.d2.loss_cls: 0.5228, decode.d2.loss_mask: 0.6348, decode.d2.loss_dice: 0.9586, decode.d3.loss_cls: 0.4892, decode.d3.loss_mask: 0.6279, decode.d3.loss_dice: 0.9279, decode.d4.loss_cls: 0.4651, decode.d4.loss_mask: 0.6263, decode.d4.loss_dice: 0.9240, decode.d5.loss_cls: 0.4496, decode.d5.loss_mask: 0.6224, decode.d5.loss_dice: 0.9258, decode.d6.loss_cls: 0.4404, decode.d6.loss_mask: 0.6174, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.4334, decode.d7.loss_mask: 0.6170, decode.d7.loss_dice: 0.9198, decode.d8.loss_cls: 0.4261, decode.d8.loss_mask: 0.6175, decode.d8.loss_dice: 0.9201, loss: 22.3556, grad_norm: 121.4863 2023-11-26 23:38:53,797 - mmseg - INFO - Iter [109750/160000] lr: 1.198e-06, eta: 5:16:41, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4434, decode.loss_mask: 0.5971, decode.loss_dice: 0.9178, decode.d0.loss_cls: 2.3705, decode.d0.loss_mask: 0.6611, decode.d0.loss_dice: 1.0837, decode.d1.loss_cls: 0.6358, decode.d1.loss_mask: 0.6331, decode.d1.loss_dice: 0.9983, decode.d2.loss_cls: 0.5395, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9563, decode.d3.loss_cls: 0.5008, decode.d3.loss_mask: 0.6094, decode.d3.loss_dice: 0.9241, decode.d4.loss_cls: 0.4829, decode.d4.loss_mask: 0.6027, decode.d4.loss_dice: 0.9252, decode.d5.loss_cls: 0.4650, decode.d5.loss_mask: 0.6022, decode.d5.loss_dice: 0.9252, decode.d6.loss_cls: 0.4601, decode.d6.loss_mask: 0.6019, decode.d6.loss_dice: 0.9145, decode.d7.loss_cls: 0.4498, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.9200, decode.d8.loss_cls: 0.4454, decode.d8.loss_mask: 0.5987, decode.d8.loss_dice: 0.9151, loss: 22.3929, grad_norm: 133.2646 2023-11-26 23:39:12,216 - mmseg - INFO - Iter [109800/160000] lr: 1.197e-06, eta: 5:16:22, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4148, decode.loss_mask: 0.6191, decode.loss_dice: 0.8902, decode.d0.loss_cls: 2.2764, decode.d0.loss_mask: 0.6843, decode.d0.loss_dice: 1.0709, decode.d1.loss_cls: 0.5894, decode.d1.loss_mask: 0.6559, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5108, decode.d2.loss_mask: 0.6347, decode.d2.loss_dice: 0.9375, decode.d3.loss_cls: 0.4636, decode.d3.loss_mask: 0.6288, decode.d3.loss_dice: 0.9102, decode.d4.loss_cls: 0.4459, decode.d4.loss_mask: 0.6269, decode.d4.loss_dice: 0.9078, decode.d5.loss_cls: 0.4273, decode.d5.loss_mask: 0.6234, decode.d5.loss_dice: 0.9067, decode.d6.loss_cls: 0.4261, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.8912, decode.d7.loss_cls: 0.4203, decode.d7.loss_mask: 0.6196, decode.d7.loss_dice: 0.8923, decode.d8.loss_cls: 0.4140, decode.d8.loss_mask: 0.6209, decode.d8.loss_dice: 0.8914, loss: 22.0011, grad_norm: 142.4200 2023-11-26 23:39:30,952 - mmseg - INFO - Iter [109850/160000] lr: 1.196e-06, eta: 5:16:03, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4621, decode.loss_mask: 0.6098, decode.loss_dice: 0.8992, decode.d0.loss_cls: 2.2669, decode.d0.loss_mask: 0.6747, decode.d0.loss_dice: 1.0826, decode.d1.loss_cls: 0.6323, decode.d1.loss_mask: 0.6447, decode.d1.loss_dice: 0.9880, decode.d2.loss_cls: 0.5518, decode.d2.loss_mask: 0.6313, decode.d2.loss_dice: 0.9433, decode.d3.loss_cls: 0.5053, decode.d3.loss_mask: 0.6252, decode.d3.loss_dice: 0.9192, decode.d4.loss_cls: 0.4884, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9167, decode.d5.loss_cls: 0.4781, decode.d5.loss_mask: 0.6180, decode.d5.loss_dice: 0.9087, decode.d6.loss_cls: 0.4704, decode.d6.loss_mask: 0.6139, decode.d6.loss_dice: 0.8985, decode.d7.loss_cls: 0.4689, decode.d7.loss_mask: 0.6116, decode.d7.loss_dice: 0.8961, decode.d8.loss_cls: 0.4570, decode.d8.loss_mask: 0.6109, decode.d8.loss_dice: 0.9021, loss: 22.3956, grad_norm: 130.9293 2023-11-26 23:39:51,778 - mmseg - INFO - Iter [109900/160000] lr: 1.195e-06, eta: 5:15:45, time: 0.416, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4405, decode.loss_mask: 0.5763, decode.loss_dice: 0.8744, decode.d0.loss_cls: 2.2783, decode.d0.loss_mask: 0.6321, decode.d0.loss_dice: 1.0331, decode.d1.loss_cls: 0.6203, decode.d1.loss_mask: 0.6075, decode.d1.loss_dice: 0.9599, decode.d2.loss_cls: 0.5349, decode.d2.loss_mask: 0.5925, decode.d2.loss_dice: 0.9084, decode.d3.loss_cls: 0.4910, decode.d3.loss_mask: 0.5865, decode.d3.loss_dice: 0.8912, decode.d4.loss_cls: 0.4718, decode.d4.loss_mask: 0.5819, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.4537, decode.d5.loss_mask: 0.5801, decode.d5.loss_dice: 0.8791, decode.d6.loss_cls: 0.4535, decode.d6.loss_mask: 0.5784, decode.d6.loss_dice: 0.8722, decode.d7.loss_cls: 0.4456, decode.d7.loss_mask: 0.5763, decode.d7.loss_dice: 0.8756, decode.d8.loss_cls: 0.4390, decode.d8.loss_mask: 0.5756, decode.d8.loss_dice: 0.8706, loss: 21.5655, grad_norm: 135.7703 2023-11-26 23:40:10,249 - mmseg - INFO - Iter [109950/160000] lr: 1.193e-06, eta: 5:15:26, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4475, decode.loss_mask: 0.5751, decode.loss_dice: 0.8576, decode.d0.loss_cls: 2.3225, decode.d0.loss_mask: 0.6418, decode.d0.loss_dice: 1.0313, decode.d1.loss_cls: 0.6159, decode.d1.loss_mask: 0.6166, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.5516, decode.d2.loss_mask: 0.5970, decode.d2.loss_dice: 0.9009, decode.d3.loss_cls: 0.4984, decode.d3.loss_mask: 0.5874, decode.d3.loss_dice: 0.8779, decode.d4.loss_cls: 0.4871, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8731, decode.d5.loss_cls: 0.4688, decode.d5.loss_mask: 0.5822, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.4583, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8635, decode.d7.loss_cls: 0.4513, decode.d7.loss_mask: 0.5757, decode.d7.loss_dice: 0.8605, decode.d8.loss_cls: 0.4481, decode.d8.loss_mask: 0.5766, decode.d8.loss_dice: 0.8617, loss: 21.6077, grad_norm: 115.2321 2023-11-26 23:40:28,546 - mmseg - INFO - Saving checkpoint at 110000 iterations 2023-11-26 23:40:30,246 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:40:30,246 - mmseg - INFO - Iter [110000/160000] lr: 1.192e-06, eta: 5:15:07, time: 0.400, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4416, decode.loss_mask: 0.5968, decode.loss_dice: 0.9073, decode.d0.loss_cls: 2.3509, decode.d0.loss_mask: 0.6625, decode.d0.loss_dice: 1.0811, decode.d1.loss_cls: 0.6417, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 0.9790, decode.d2.loss_cls: 0.5452, decode.d2.loss_mask: 0.6120, decode.d2.loss_dice: 0.9445, decode.d3.loss_cls: 0.5081, decode.d3.loss_mask: 0.6064, decode.d3.loss_dice: 0.9210, decode.d4.loss_cls: 0.4833, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9175, decode.d5.loss_cls: 0.4625, decode.d5.loss_mask: 0.6025, decode.d5.loss_dice: 0.9171, decode.d6.loss_cls: 0.4604, decode.d6.loss_mask: 0.6010, decode.d6.loss_dice: 0.9083, decode.d7.loss_cls: 0.4433, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.9083, decode.d8.loss_cls: 0.4450, decode.d8.loss_mask: 0.5969, decode.d8.loss_dice: 0.9056, loss: 22.2839, grad_norm: 126.6417 2023-11-26 23:40:46,732 - mmseg - INFO - per class results: 2023-11-26 23:40:46,737 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.18 | 86.7 | | building | 82.7 | 90.54 | | sky | 94.8 | 97.5 | | floor | 82.17 | 90.08 | | tree | 75.02 | 86.7 | | ceiling | 83.54 | 90.79 | | road | 86.54 | 92.2 | | bed | 90.67 | 95.93 | | windowpane | 61.88 | 77.13 | | grass | 70.69 | 83.01 | | cabinet | 59.47 | 72.49 | | sidewalk | 70.89 | 80.53 | | person | 83.67 | 91.7 | | earth | 37.39 | 52.57 | | door | 52.74 | 77.39 | | table | 64.99 | 80.55 | | mountain | 56.99 | 72.21 | | plant | 50.52 | 63.51 | | curtain | 75.43 | 88.14 | | chair | 61.45 | 73.75 | | car | 85.95 | 93.97 | | water | 45.76 | 60.9 | | painting | 73.02 | 90.6 | | sofa | 71.36 | 87.27 | | shelf | 45.16 | 65.82 | | house | 44.12 | 72.69 | | sea | 53.28 | 76.55 | | mirror | 69.45 | 79.89 | | rug | 66.63 | 80.12 | | field | 35.81 | 53.54 | | armchair | 46.64 | 67.37 | | seat | 63.98 | 86.42 | | fence | 43.07 | 64.11 | | desk | 48.73 | 70.16 | | rock | 49.4 | 67.2 | | wardrobe | 46.43 | 64.83 | | lamp | 68.05 | 81.58 | | bathtub | 83.41 | 86.75 | | railing | 33.38 | 47.4 | | cushion | 62.03 | 71.27 | | base | 31.86 | 54.76 | | box | 26.35 | 39.58 | | column | 44.94 | 67.19 | | signboard | 36.26 | 57.14 | | chest of drawers | 39.32 | 71.69 | | counter | 31.93 | 45.91 | | sand | 38.84 | 56.52 | | sink | 73.99 | 84.85 | | skyscraper | 46.39 | 52.62 | | fireplace | 69.2 | 92.7 | | refrigerator | 73.66 | 82.62 | | grandstand | 40.79 | 76.5 | | path | 29.06 | 45.25 | | stairs | 25.33 | 31.73 | | runway | 74.85 | 97.59 | | case | 45.51 | 55.24 | | pool table | 94.68 | 97.21 | | pillow | 59.99 | 74.2 | | screen door | 50.78 | 73.93 | | stairway | 30.36 | 45.54 | | river | 15.69 | 23.48 | | bridge | 73.51 | 88.09 | | bookcase | 38.38 | 55.14 | | blind | 43.41 | 52.36 | | coffee table | 65.29 | 81.42 | | toilet | 88.51 | 91.29 | | flower | 36.09 | 51.49 | | book | 52.35 | 71.92 | | hill | 12.27 | 22.14 | | bench | 44.38 | 66.97 | | countertop | 62.62 | 73.54 | | stove | 81.53 | 87.06 | | palm | 53.18 | 76.99 | | kitchen island | 51.97 | 76.33 | | computer | 63.42 | 68.34 | | swivel chair | 44.66 | 65.44 | | boat | 62.91 | 84.08 | | bar | 52.76 | 64.2 | | arcade machine | 42.38 | 44.73 | | hovel | 11.2 | 15.86 | | bus | 85.09 | 95.87 | | towel | 71.49 | 84.16 | | light | 62.16 | 77.16 | | truck | 37.6 | 48.22 | | tower | 22.11 | 40.23 | | chandelier | 68.38 | 85.76 | | awning | 37.94 | 47.03 | | streetlight | 32.97 | 51.6 | | booth | 45.94 | 53.01 | | television receiver | 72.83 | 85.73 | | airplane | 64.82 | 73.53 | | dirt track | 7.08 | 11.55 | | apparel | 27.2 | 51.73 | | pole | 24.86 | 39.49 | | land | 1.97 | 5.14 | | bannister | 13.14 | 22.75 | | escalator | 24.61 | 28.39 | | ottoman | 49.3 | 65.04 | | bottle | 21.85 | 27.57 | | buffet | 41.77 | 52.15 | | poster | 25.62 | 35.24 | | stage | 14.72 | 33.56 | | van | 49.46 | 69.39 | | ship | 9.74 | 10.8 | | fountain | 37.52 | 38.77 | | conveyer belt | 66.53 | 85.83 | | canopy | 28.12 | 36.04 | | washer | 72.25 | 77.63 | | plaything | 25.6 | 41.63 | | swimming pool | 57.07 | 71.35 | | stool | 47.12 | 74.52 | | barrel | 57.2 | 74.62 | | basket | 33.39 | 52.17 | | waterfall | 36.98 | 51.8 | | tent | 93.34 | 97.8 | | bag | 15.94 | 23.51 | | minibike | 71.58 | 87.3 | | cradle | 89.09 | 97.14 | | oven | 56.99 | 72.68 | | ball | 51.14 | 61.86 | | food | 65.69 | 81.2 | | step | 9.24 | 14.6 | | tank | 46.92 | 54.11 | | trade name | 29.92 | 39.13 | | microwave | 84.97 | 92.15 | | pot | 37.73 | 44.37 | | animal | 69.93 | 71.93 | | bicycle | 58.98 | 81.42 | | lake | 6.27 | 15.66 | | dishwasher | 75.15 | 85.01 | | screen | 64.16 | 88.92 | | blanket | 38.01 | 46.26 | | sculpture | 62.9 | 85.62 | | hood | 70.45 | 75.22 | | sconce | 55.27 | 66.37 | | vase | 48.17 | 70.17 | | traffic light | 43.31 | 64.71 | | tray | 19.18 | 32.82 | | ashcan | 41.91 | 65.62 | | fan | 65.29 | 82.71 | | pier | 31.51 | 39.53 | | crt screen | 3.73 | 14.13 | | plate | 56.54 | 71.46 | | monitor | 3.57 | 4.38 | | bulletin board | 40.35 | 63.39 | | shower | 15.49 | 23.84 | | radiator | 61.87 | 76.23 | | glass | 21.62 | 24.44 | | clock | 41.04 | 61.87 | | flag | 47.92 | 52.52 | +---------------------+-------+-------+ 2023-11-26 23:40:46,737 - mmseg - INFO - Summary: 2023-11-26 23:40:46,737 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.37 | 50.57 | 64.03 | +-------+-------+-------+ 2023-11-26 23:40:46,738 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:40:46,738 - mmseg - INFO - Iter(val) [250] aAcc: 0.8337, mIoU: 0.5057, mAcc: 0.6403, IoU.wall: 0.7818, IoU.building: 0.8270, IoU.sky: 0.9480, IoU.floor: 0.8217, IoU.tree: 0.7502, IoU.ceiling: 0.8354, IoU.road: 0.8654, IoU.bed : 0.9067, IoU.windowpane: 0.6188, IoU.grass: 0.7069, IoU.cabinet: 0.5947, IoU.sidewalk: 0.7089, IoU.person: 0.8367, IoU.earth: 0.3739, IoU.door: 0.5274, IoU.table: 0.6499, IoU.mountain: 0.5699, IoU.plant: 0.5052, IoU.curtain: 0.7543, IoU.chair: 0.6145, IoU.car: 0.8595, IoU.water: 0.4576, IoU.painting: 0.7302, IoU.sofa: 0.7136, IoU.shelf: 0.4516, IoU.house: 0.4412, IoU.sea: 0.5328, IoU.mirror: 0.6945, IoU.rug: 0.6663, IoU.field: 0.3581, IoU.armchair: 0.4664, IoU.seat: 0.6398, IoU.fence: 0.4307, IoU.desk: 0.4873, IoU.rock: 0.4940, IoU.wardrobe: 0.4643, IoU.lamp: 0.6805, IoU.bathtub: 0.8341, IoU.railing: 0.3338, IoU.cushion: 0.6203, IoU.base: 0.3186, IoU.box: 0.2635, IoU.column: 0.4494, IoU.signboard: 0.3626, IoU.chest of drawers: 0.3932, IoU.counter: 0.3193, IoU.sand: 0.3884, IoU.sink: 0.7399, IoU.skyscraper: 0.4639, IoU.fireplace: 0.6920, IoU.refrigerator: 0.7366, IoU.grandstand: 0.4079, IoU.path: 0.2906, IoU.stairs: 0.2533, IoU.runway: 0.7485, IoU.case: 0.4551, IoU.pool table: 0.9468, IoU.pillow: 0.5999, IoU.screen door: 0.5078, IoU.stairway: 0.3036, IoU.river: 0.1569, IoU.bridge: 0.7351, IoU.bookcase: 0.3838, IoU.blind: 0.4341, IoU.coffee table: 0.6529, IoU.toilet: 0.8851, IoU.flower: 0.3609, IoU.book: 0.5235, IoU.hill: 0.1227, IoU.bench: 0.4438, IoU.countertop: 0.6262, IoU.stove: 0.8153, IoU.palm: 0.5318, IoU.kitchen island: 0.5197, IoU.computer: 0.6342, IoU.swivel chair: 0.4466, IoU.boat: 0.6291, IoU.bar: 0.5276, IoU.arcade machine: 0.4238, IoU.hovel: 0.1120, IoU.bus: 0.8509, IoU.towel: 0.7149, IoU.light: 0.6216, IoU.truck: 0.3760, IoU.tower: 0.2211, IoU.chandelier: 0.6838, IoU.awning: 0.3794, IoU.streetlight: 0.3297, IoU.booth: 0.4594, IoU.television receiver: 0.7283, IoU.airplane: 0.6482, IoU.dirt track: 0.0708, IoU.apparel: 0.2720, IoU.pole: 0.2486, IoU.land: 0.0197, IoU.bannister: 0.1314, IoU.escalator: 0.2461, IoU.ottoman: 0.4930, IoU.bottle: 0.2185, IoU.buffet: 0.4177, IoU.poster: 0.2562, IoU.stage: 0.1472, IoU.van: 0.4946, IoU.ship: 0.0974, IoU.fountain: 0.3752, IoU.conveyer belt: 0.6653, IoU.canopy: 0.2812, IoU.washer: 0.7225, IoU.plaything: 0.2560, IoU.swimming pool: 0.5707, IoU.stool: 0.4712, IoU.barrel: 0.5720, IoU.basket: 0.3339, IoU.waterfall: 0.3698, IoU.tent: 0.9334, IoU.bag: 0.1594, IoU.minibike: 0.7158, IoU.cradle: 0.8909, IoU.oven: 0.5699, IoU.ball: 0.5114, IoU.food: 0.6569, IoU.step: 0.0924, IoU.tank: 0.4692, IoU.trade name: 0.2992, IoU.microwave: 0.8497, IoU.pot: 0.3773, IoU.animal: 0.6993, IoU.bicycle: 0.5898, IoU.lake: 0.0627, IoU.dishwasher: 0.7515, IoU.screen: 0.6416, IoU.blanket: 0.3801, IoU.sculpture: 0.6290, IoU.hood: 0.7045, IoU.sconce: 0.5527, IoU.vase: 0.4817, IoU.traffic light: 0.4331, IoU.tray: 0.1918, IoU.ashcan: 0.4191, IoU.fan: 0.6529, IoU.pier: 0.3151, IoU.crt screen: 0.0373, IoU.plate: 0.5654, IoU.monitor: 0.0357, IoU.bulletin board: 0.4035, IoU.shower: 0.1549, IoU.radiator: 0.6187, IoU.glass: 0.2162, IoU.clock: 0.4104, IoU.flag: 0.4792, Acc.wall: 0.8670, Acc.building: 0.9054, Acc.sky: 0.9750, Acc.floor: 0.9008, Acc.tree: 0.8670, Acc.ceiling: 0.9079, Acc.road: 0.9220, Acc.bed : 0.9593, Acc.windowpane: 0.7713, Acc.grass: 0.8301, Acc.cabinet: 0.7249, Acc.sidewalk: 0.8053, Acc.person: 0.9170, Acc.earth: 0.5257, Acc.door: 0.7739, Acc.table: 0.8055, Acc.mountain: 0.7221, Acc.plant: 0.6351, Acc.curtain: 0.8814, Acc.chair: 0.7375, Acc.car: 0.9397, Acc.water: 0.6090, Acc.painting: 0.9060, Acc.sofa: 0.8727, Acc.shelf: 0.6582, Acc.house: 0.7269, Acc.sea: 0.7655, Acc.mirror: 0.7989, Acc.rug: 0.8012, Acc.field: 0.5354, Acc.armchair: 0.6737, Acc.seat: 0.8642, Acc.fence: 0.6411, Acc.desk: 0.7016, Acc.rock: 0.6720, Acc.wardrobe: 0.6483, Acc.lamp: 0.8158, Acc.bathtub: 0.8675, Acc.railing: 0.4740, Acc.cushion: 0.7127, Acc.base: 0.5476, Acc.box: 0.3958, Acc.column: 0.6719, Acc.signboard: 0.5714, Acc.chest of drawers: 0.7169, Acc.counter: 0.4591, Acc.sand: 0.5652, Acc.sink: 0.8485, Acc.skyscraper: 0.5262, Acc.fireplace: 0.9270, Acc.refrigerator: 0.8262, Acc.grandstand: 0.7650, Acc.path: 0.4525, Acc.stairs: 0.3173, Acc.runway: 0.9759, Acc.case: 0.5524, Acc.pool table: 0.9721, Acc.pillow: 0.7420, Acc.screen door: 0.7393, Acc.stairway: 0.4554, Acc.river: 0.2348, Acc.bridge: 0.8809, Acc.bookcase: 0.5514, Acc.blind: 0.5236, Acc.coffee table: 0.8142, Acc.toilet: 0.9129, Acc.flower: 0.5149, Acc.book: 0.7192, Acc.hill: 0.2214, Acc.bench: 0.6697, Acc.countertop: 0.7354, Acc.stove: 0.8706, Acc.palm: 0.7699, Acc.kitchen island: 0.7633, Acc.computer: 0.6834, Acc.swivel chair: 0.6544, Acc.boat: 0.8408, Acc.bar: 0.6420, Acc.arcade machine: 0.4473, Acc.hovel: 0.1586, Acc.bus: 0.9587, Acc.towel: 0.8416, Acc.light: 0.7716, Acc.truck: 0.4822, Acc.tower: 0.4023, Acc.chandelier: 0.8576, Acc.awning: 0.4703, Acc.streetlight: 0.5160, Acc.booth: 0.5301, Acc.television receiver: 0.8573, Acc.airplane: 0.7353, Acc.dirt track: 0.1155, Acc.apparel: 0.5173, Acc.pole: 0.3949, Acc.land: 0.0514, Acc.bannister: 0.2275, Acc.escalator: 0.2839, Acc.ottoman: 0.6504, Acc.bottle: 0.2757, Acc.buffet: 0.5215, Acc.poster: 0.3524, Acc.stage: 0.3356, Acc.van: 0.6939, Acc.ship: 0.1080, Acc.fountain: 0.3877, Acc.conveyer belt: 0.8583, Acc.canopy: 0.3604, Acc.washer: 0.7763, Acc.plaything: 0.4163, Acc.swimming pool: 0.7135, Acc.stool: 0.7452, Acc.barrel: 0.7462, Acc.basket: 0.5217, Acc.waterfall: 0.5180, Acc.tent: 0.9780, Acc.bag: 0.2351, Acc.minibike: 0.8730, Acc.cradle: 0.9714, Acc.oven: 0.7268, Acc.ball: 0.6186, Acc.food: 0.8120, Acc.step: 0.1460, Acc.tank: 0.5411, Acc.trade name: 0.3913, Acc.microwave: 0.9215, Acc.pot: 0.4437, Acc.animal: 0.7193, Acc.bicycle: 0.8142, Acc.lake: 0.1566, Acc.dishwasher: 0.8501, Acc.screen: 0.8892, Acc.blanket: 0.4626, Acc.sculpture: 0.8562, Acc.hood: 0.7522, Acc.sconce: 0.6637, Acc.vase: 0.7017, Acc.traffic light: 0.6471, Acc.tray: 0.3282, Acc.ashcan: 0.6562, Acc.fan: 0.8271, Acc.pier: 0.3953, Acc.crt screen: 0.1413, Acc.plate: 0.7146, Acc.monitor: 0.0438, Acc.bulletin board: 0.6339, Acc.shower: 0.2384, Acc.radiator: 0.7623, Acc.glass: 0.2444, Acc.clock: 0.6187, Acc.flag: 0.5252 2023-11-26 23:41:05,056 - mmseg - INFO - Iter [110050/160000] lr: 1.191e-06, eta: 5:14:55, time: 0.696, data_time: 0.339, memory: 36416, decode.loss_cls: 0.4400, decode.loss_mask: 0.5882, decode.loss_dice: 0.8938, decode.d0.loss_cls: 2.3411, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 1.0685, decode.d1.loss_cls: 0.6310, decode.d1.loss_mask: 0.6249, decode.d1.loss_dice: 0.9661, decode.d2.loss_cls: 0.5381, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.9281, decode.d3.loss_cls: 0.4979, decode.d3.loss_mask: 0.5935, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4697, decode.d4.loss_mask: 0.5965, decode.d4.loss_dice: 0.9022, decode.d5.loss_cls: 0.4541, decode.d5.loss_mask: 0.5913, decode.d5.loss_dice: 0.9034, decode.d6.loss_cls: 0.4475, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.8918, decode.d7.loss_cls: 0.4394, decode.d7.loss_mask: 0.5877, decode.d7.loss_dice: 0.8944, decode.d8.loss_cls: 0.4329, decode.d8.loss_mask: 0.5900, decode.d8.loss_dice: 0.8924, loss: 21.9551, grad_norm: 118.8702 2023-11-26 23:41:24,185 - mmseg - INFO - Iter [110100/160000] lr: 1.190e-06, eta: 5:14:37, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4592, decode.loss_mask: 0.5882, decode.loss_dice: 0.9160, decode.d0.loss_cls: 2.3493, decode.d0.loss_mask: 0.6562, decode.d0.loss_dice: 1.0847, decode.d1.loss_cls: 0.6372, decode.d1.loss_mask: 0.6251, decode.d1.loss_dice: 1.0024, decode.d2.loss_cls: 0.5533, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.9581, decode.d3.loss_cls: 0.5080, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.9341, decode.d4.loss_cls: 0.4857, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.9268, decode.d5.loss_cls: 0.4706, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.9270, decode.d6.loss_cls: 0.4673, decode.d6.loss_mask: 0.5897, decode.d6.loss_dice: 0.9178, decode.d7.loss_cls: 0.4570, decode.d7.loss_mask: 0.5896, decode.d7.loss_dice: 0.9169, decode.d8.loss_cls: 0.4535, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.9164, loss: 22.3754, grad_norm: 133.1661 2023-11-26 23:41:42,731 - mmseg - INFO - Iter [110150/160000] lr: 1.189e-06, eta: 5:14:18, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4395, decode.loss_mask: 0.5852, decode.loss_dice: 0.9300, decode.d0.loss_cls: 2.3268, decode.d0.loss_mask: 0.6441, decode.d0.loss_dice: 1.1096, decode.d1.loss_cls: 0.6286, decode.d1.loss_mask: 0.6238, decode.d1.loss_dice: 1.0204, decode.d2.loss_cls: 0.5458, decode.d2.loss_mask: 0.6042, decode.d2.loss_dice: 0.9759, decode.d3.loss_cls: 0.5114, decode.d3.loss_mask: 0.5930, decode.d3.loss_dice: 0.9400, decode.d4.loss_cls: 0.4851, decode.d4.loss_mask: 0.5888, decode.d4.loss_dice: 0.9401, decode.d5.loss_cls: 0.4666, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.9404, decode.d6.loss_cls: 0.4546, decode.d6.loss_mask: 0.5849, decode.d6.loss_dice: 0.9288, decode.d7.loss_cls: 0.4453, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.9293, decode.d8.loss_cls: 0.4389, decode.d8.loss_mask: 0.5874, decode.d8.loss_dice: 0.9315, loss: 22.3770, grad_norm: 122.9241 2023-11-26 23:42:01,253 - mmseg - INFO - Iter [110200/160000] lr: 1.188e-06, eta: 5:13:58, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4056, decode.loss_mask: 0.5927, decode.loss_dice: 0.8979, decode.d0.loss_cls: 2.2699, decode.d0.loss_mask: 0.6552, decode.d0.loss_dice: 1.0637, decode.d1.loss_cls: 0.5995, decode.d1.loss_mask: 0.6209, decode.d1.loss_dice: 0.9659, decode.d2.loss_cls: 0.4945, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9336, decode.d3.loss_cls: 0.4670, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.9090, decode.d4.loss_cls: 0.4398, decode.d4.loss_mask: 0.5987, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.4287, decode.d5.loss_mask: 0.5975, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4263, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.8951, decode.d7.loss_cls: 0.4142, decode.d7.loss_mask: 0.5944, decode.d7.loss_dice: 0.8956, decode.d8.loss_cls: 0.4085, decode.d8.loss_mask: 0.5914, decode.d8.loss_dice: 0.8974, loss: 21.6724, grad_norm: 123.8109 2023-11-26 23:42:19,887 - mmseg - INFO - Iter [110250/160000] lr: 1.186e-06, eta: 5:13:39, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4314, decode.loss_mask: 0.5646, decode.loss_dice: 0.8835, decode.d0.loss_cls: 2.3419, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 1.0620, decode.d1.loss_cls: 0.6213, decode.d1.loss_mask: 0.6008, decode.d1.loss_dice: 0.9660, decode.d2.loss_cls: 0.5379, decode.d2.loss_mask: 0.5843, decode.d2.loss_dice: 0.9305, decode.d3.loss_cls: 0.4948, decode.d3.loss_mask: 0.5756, decode.d3.loss_dice: 0.8990, decode.d4.loss_cls: 0.4664, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.9000, decode.d5.loss_cls: 0.4561, decode.d5.loss_mask: 0.5710, decode.d5.loss_dice: 0.8964, decode.d6.loss_cls: 0.4455, decode.d6.loss_mask: 0.5688, decode.d6.loss_dice: 0.8872, decode.d7.loss_cls: 0.4391, decode.d7.loss_mask: 0.5665, decode.d7.loss_dice: 0.8858, decode.d8.loss_cls: 0.4412, decode.d8.loss_mask: 0.5643, decode.d8.loss_dice: 0.8835, loss: 21.6727, grad_norm: 113.1413 2023-11-26 23:42:38,266 - mmseg - INFO - Iter [110300/160000] lr: 1.185e-06, eta: 5:13:20, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4674, decode.loss_mask: 0.6131, decode.loss_dice: 0.9415, decode.d0.loss_cls: 2.3233, decode.d0.loss_mask: 0.6881, decode.d0.loss_dice: 1.1219, decode.d1.loss_cls: 0.6315, decode.d1.loss_mask: 0.6629, decode.d1.loss_dice: 1.0424, decode.d2.loss_cls: 0.5445, decode.d2.loss_mask: 0.6371, decode.d2.loss_dice: 0.9928, decode.d3.loss_cls: 0.5220, decode.d3.loss_mask: 0.6236, decode.d3.loss_dice: 0.9596, decode.d4.loss_cls: 0.4976, decode.d4.loss_mask: 0.6217, decode.d4.loss_dice: 0.9576, decode.d5.loss_cls: 0.4900, decode.d5.loss_mask: 0.6188, decode.d5.loss_dice: 0.9586, decode.d6.loss_cls: 0.4842, decode.d6.loss_mask: 0.6167, decode.d6.loss_dice: 0.9477, decode.d7.loss_cls: 0.4668, decode.d7.loss_mask: 0.6156, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.4799, decode.d8.loss_mask: 0.6142, decode.d8.loss_dice: 0.9488, loss: 23.0407, grad_norm: 131.2173 2023-11-26 23:42:56,623 - mmseg - INFO - Iter [110350/160000] lr: 1.184e-06, eta: 5:13:01, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4288, decode.loss_mask: 0.6012, decode.loss_dice: 0.9016, decode.d0.loss_cls: 2.3089, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0785, decode.d1.loss_cls: 0.6007, decode.d1.loss_mask: 0.6386, decode.d1.loss_dice: 0.9890, decode.d2.loss_cls: 0.5151, decode.d2.loss_mask: 0.6196, decode.d2.loss_dice: 0.9514, decode.d3.loss_cls: 0.4821, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.9180, decode.d4.loss_cls: 0.4582, decode.d4.loss_mask: 0.6079, decode.d4.loss_dice: 0.9159, decode.d5.loss_cls: 0.4448, decode.d5.loss_mask: 0.6074, decode.d5.loss_dice: 0.9160, decode.d6.loss_cls: 0.4368, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.9027, decode.d7.loss_cls: 0.4244, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.9033, decode.d8.loss_cls: 0.4263, decode.d8.loss_mask: 0.6045, decode.d8.loss_dice: 0.9032, loss: 22.0775, grad_norm: 126.5482 2023-11-26 23:43:15,006 - mmseg - INFO - Iter [110400/160000] lr: 1.183e-06, eta: 5:12:42, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4358, decode.loss_mask: 0.6005, decode.loss_dice: 0.9169, decode.d0.loss_cls: 2.3137, decode.d0.loss_mask: 0.6641, decode.d0.loss_dice: 1.0940, decode.d1.loss_cls: 0.6324, decode.d1.loss_mask: 0.6384, decode.d1.loss_dice: 0.9987, decode.d2.loss_cls: 0.5252, decode.d2.loss_mask: 0.6219, decode.d2.loss_dice: 0.9668, decode.d3.loss_cls: 0.4902, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.9328, decode.d4.loss_cls: 0.4683, decode.d4.loss_mask: 0.6082, decode.d4.loss_dice: 0.9299, decode.d5.loss_cls: 0.4575, decode.d5.loss_mask: 0.6059, decode.d5.loss_dice: 0.9302, decode.d6.loss_cls: 0.4600, decode.d6.loss_mask: 0.6028, decode.d6.loss_dice: 0.9211, decode.d7.loss_cls: 0.4420, decode.d7.loss_mask: 0.6025, decode.d7.loss_dice: 0.9192, decode.d8.loss_cls: 0.4399, decode.d8.loss_mask: 0.6025, decode.d8.loss_dice: 0.9180, loss: 22.3510, grad_norm: 121.3061 2023-11-26 23:43:33,496 - mmseg - INFO - Iter [110450/160000] lr: 1.182e-06, eta: 5:12:23, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4135, decode.loss_mask: 0.5945, decode.loss_dice: 0.9076, decode.d0.loss_cls: 2.2773, decode.d0.loss_mask: 0.6572, decode.d0.loss_dice: 1.0792, decode.d1.loss_cls: 0.6136, decode.d1.loss_mask: 0.6252, decode.d1.loss_dice: 0.9873, decode.d2.loss_cls: 0.5089, decode.d2.loss_mask: 0.6086, decode.d2.loss_dice: 0.9434, decode.d3.loss_cls: 0.4571, decode.d3.loss_mask: 0.6044, decode.d3.loss_dice: 0.9199, decode.d4.loss_cls: 0.4481, decode.d4.loss_mask: 0.6029, decode.d4.loss_dice: 0.9179, decode.d5.loss_cls: 0.4441, decode.d5.loss_mask: 0.5977, decode.d5.loss_dice: 0.9172, decode.d6.loss_cls: 0.4267, decode.d6.loss_mask: 0.5959, decode.d6.loss_dice: 0.9118, decode.d7.loss_cls: 0.4230, decode.d7.loss_mask: 0.5947, decode.d7.loss_dice: 0.9062, decode.d8.loss_cls: 0.4070, decode.d8.loss_mask: 0.5958, decode.d8.loss_dice: 0.9137, loss: 21.9004, grad_norm: 117.0800 2023-11-26 23:43:51,897 - mmseg - INFO - Iter [110500/160000] lr: 1.180e-06, eta: 5:12:04, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4500, decode.loss_mask: 0.5766, decode.loss_dice: 0.8839, decode.d0.loss_cls: 2.3005, decode.d0.loss_mask: 0.6457, decode.d0.loss_dice: 1.0722, decode.d1.loss_cls: 0.6235, decode.d1.loss_mask: 0.6122, decode.d1.loss_dice: 0.9765, decode.d2.loss_cls: 0.5421, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.9304, decode.d3.loss_cls: 0.5073, decode.d3.loss_mask: 0.5825, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4925, decode.d4.loss_mask: 0.5798, decode.d4.loss_dice: 0.8948, decode.d5.loss_cls: 0.4799, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8952, decode.d6.loss_cls: 0.4651, decode.d6.loss_mask: 0.5767, decode.d6.loss_dice: 0.8875, decode.d7.loss_cls: 0.4542, decode.d7.loss_mask: 0.5759, decode.d7.loss_dice: 0.8899, decode.d8.loss_cls: 0.4552, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8851, loss: 21.8838, grad_norm: 126.0281 2023-11-26 23:44:10,200 - mmseg - INFO - Iter [110550/160000] lr: 1.179e-06, eta: 5:11:45, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4488, decode.loss_mask: 0.5822, decode.loss_dice: 0.8833, decode.d0.loss_cls: 2.3311, decode.d0.loss_mask: 0.6426, decode.d0.loss_dice: 1.0615, decode.d1.loss_cls: 0.6339, decode.d1.loss_mask: 0.6141, decode.d1.loss_dice: 0.9678, decode.d2.loss_cls: 0.5382, decode.d2.loss_mask: 0.5957, decode.d2.loss_dice: 0.9251, decode.d3.loss_cls: 0.4991, decode.d3.loss_mask: 0.5912, decode.d3.loss_dice: 0.9030, decode.d4.loss_cls: 0.4798, decode.d4.loss_mask: 0.5883, decode.d4.loss_dice: 0.8986, decode.d5.loss_cls: 0.4673, decode.d5.loss_mask: 0.5851, decode.d5.loss_dice: 0.9005, decode.d6.loss_cls: 0.4581, decode.d6.loss_mask: 0.5831, decode.d6.loss_dice: 0.8902, decode.d7.loss_cls: 0.4570, decode.d7.loss_mask: 0.5831, decode.d7.loss_dice: 0.8898, decode.d8.loss_cls: 0.4501, decode.d8.loss_mask: 0.5820, decode.d8.loss_dice: 0.8910, loss: 21.9214, grad_norm: 131.4173 2023-11-26 23:44:28,739 - mmseg - INFO - Iter [110600/160000] lr: 1.178e-06, eta: 5:11:25, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4370, decode.loss_mask: 0.5907, decode.loss_dice: 0.9269, decode.d0.loss_cls: 2.3056, decode.d0.loss_mask: 0.6520, decode.d0.loss_dice: 1.0928, decode.d1.loss_cls: 0.6177, decode.d1.loss_mask: 0.6254, decode.d1.loss_dice: 1.0031, decode.d2.loss_cls: 0.5313, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.9638, decode.d3.loss_cls: 0.4907, decode.d3.loss_mask: 0.5944, decode.d3.loss_dice: 0.9369, decode.d4.loss_cls: 0.4754, decode.d4.loss_mask: 0.5938, decode.d4.loss_dice: 0.9370, decode.d5.loss_cls: 0.4628, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.9361, decode.d6.loss_cls: 0.4489, decode.d6.loss_mask: 0.5921, decode.d6.loss_dice: 0.9226, decode.d7.loss_cls: 0.4374, decode.d7.loss_mask: 0.5923, decode.d7.loss_dice: 0.9297, decode.d8.loss_cls: 0.4453, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.9250, loss: 22.2536, grad_norm: 117.9107 2023-11-26 23:44:47,497 - mmseg - INFO - Iter [110650/160000] lr: 1.177e-06, eta: 5:11:06, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4508, decode.loss_mask: 0.6002, decode.loss_dice: 0.8837, decode.d0.loss_cls: 2.3336, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 1.0629, decode.d1.loss_cls: 0.6333, decode.d1.loss_mask: 0.6359, decode.d1.loss_dice: 0.9735, decode.d2.loss_cls: 0.5537, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.9335, decode.d3.loss_cls: 0.5090, decode.d3.loss_mask: 0.6087, decode.d3.loss_dice: 0.8959, decode.d4.loss_cls: 0.4910, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.8926, decode.d5.loss_cls: 0.4745, decode.d5.loss_mask: 0.6038, decode.d5.loss_dice: 0.8886, decode.d6.loss_cls: 0.4710, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.8856, decode.d7.loss_cls: 0.4594, decode.d7.loss_mask: 0.6021, decode.d7.loss_dice: 0.8854, decode.d8.loss_cls: 0.4544, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.8836, loss: 22.1618, grad_norm: 109.1097 2023-11-26 23:45:06,034 - mmseg - INFO - Iter [110700/160000] lr: 1.176e-06, eta: 5:10:47, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4556, decode.loss_mask: 0.5957, decode.loss_dice: 0.9263, decode.d0.loss_cls: 2.3579, decode.d0.loss_mask: 0.6568, decode.d0.loss_dice: 1.0924, decode.d1.loss_cls: 0.6545, decode.d1.loss_mask: 0.6272, decode.d1.loss_dice: 1.0117, decode.d2.loss_cls: 0.5459, decode.d2.loss_mask: 0.6114, decode.d2.loss_dice: 0.9701, decode.d3.loss_cls: 0.4981, decode.d3.loss_mask: 0.6076, decode.d3.loss_dice: 0.9377, decode.d4.loss_cls: 0.4872, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.9394, decode.d5.loss_cls: 0.4856, decode.d5.loss_mask: 0.5996, decode.d5.loss_dice: 0.9403, decode.d6.loss_cls: 0.4705, decode.d6.loss_mask: 0.5947, decode.d6.loss_dice: 0.9309, decode.d7.loss_cls: 0.4622, decode.d7.loss_mask: 0.5940, decode.d7.loss_dice: 0.9289, decode.d8.loss_cls: 0.4518, decode.d8.loss_mask: 0.5976, decode.d8.loss_dice: 0.9310, loss: 22.5669, grad_norm: 121.1593 2023-11-26 23:45:24,371 - mmseg - INFO - Iter [110750/160000] lr: 1.174e-06, eta: 5:10:28, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4279, decode.loss_mask: 0.6018, decode.loss_dice: 0.9094, decode.d0.loss_cls: 2.2544, decode.d0.loss_mask: 0.6679, decode.d0.loss_dice: 1.0823, decode.d1.loss_cls: 0.6080, decode.d1.loss_mask: 0.6350, decode.d1.loss_dice: 0.9953, decode.d2.loss_cls: 0.5042, decode.d2.loss_mask: 0.6196, decode.d2.loss_dice: 0.9594, decode.d3.loss_cls: 0.4723, decode.d3.loss_mask: 0.6160, decode.d3.loss_dice: 0.9295, decode.d4.loss_cls: 0.4554, decode.d4.loss_mask: 0.6075, decode.d4.loss_dice: 0.9252, decode.d5.loss_cls: 0.4440, decode.d5.loss_mask: 0.6071, decode.d5.loss_dice: 0.9165, decode.d6.loss_cls: 0.4350, decode.d6.loss_mask: 0.6049, decode.d6.loss_dice: 0.9098, decode.d7.loss_cls: 0.4230, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.9120, decode.d8.loss_cls: 0.4217, decode.d8.loss_mask: 0.6019, decode.d8.loss_dice: 0.9096, loss: 22.0606, grad_norm: 121.5978 2023-11-26 23:45:42,651 - mmseg - INFO - Iter [110800/160000] lr: 1.173e-06, eta: 5:10:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4314, decode.loss_mask: 0.5853, decode.loss_dice: 0.9217, decode.d0.loss_cls: 2.3485, decode.d0.loss_mask: 0.6452, decode.d0.loss_dice: 1.0924, decode.d1.loss_cls: 0.6145, decode.d1.loss_mask: 0.6221, decode.d1.loss_dice: 1.0035, decode.d2.loss_cls: 0.5404, decode.d2.loss_mask: 0.6006, decode.d2.loss_dice: 0.9653, decode.d3.loss_cls: 0.4968, decode.d3.loss_mask: 0.5942, decode.d3.loss_dice: 0.9401, decode.d4.loss_cls: 0.4696, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.9391, decode.d5.loss_cls: 0.4618, decode.d5.loss_mask: 0.5888, decode.d5.loss_dice: 0.9322, decode.d6.loss_cls: 0.4478, decode.d6.loss_mask: 0.5862, decode.d6.loss_dice: 0.9239, decode.d7.loss_cls: 0.4344, decode.d7.loss_mask: 0.5863, decode.d7.loss_dice: 0.9229, decode.d8.loss_cls: 0.4362, decode.d8.loss_mask: 0.5853, decode.d8.loss_dice: 0.9205, loss: 22.2298, grad_norm: 121.8783 2023-11-26 23:46:01,123 - mmseg - INFO - Iter [110850/160000] lr: 1.172e-06, eta: 5:09:50, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4486, decode.loss_mask: 0.5940, decode.loss_dice: 0.9117, decode.d0.loss_cls: 2.3274, decode.d0.loss_mask: 0.6588, decode.d0.loss_dice: 1.0737, decode.d1.loss_cls: 0.6297, decode.d1.loss_mask: 0.6324, decode.d1.loss_dice: 0.9857, decode.d2.loss_cls: 0.5312, decode.d2.loss_mask: 0.6138, decode.d2.loss_dice: 0.9531, decode.d3.loss_cls: 0.5002, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.9226, decode.d4.loss_cls: 0.4801, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.9227, decode.d5.loss_cls: 0.4730, decode.d5.loss_mask: 0.5985, decode.d5.loss_dice: 0.9214, decode.d6.loss_cls: 0.4594, decode.d6.loss_mask: 0.5957, decode.d6.loss_dice: 0.9098, decode.d7.loss_cls: 0.4555, decode.d7.loss_mask: 0.5959, decode.d7.loss_dice: 0.9119, decode.d8.loss_cls: 0.4464, decode.d8.loss_mask: 0.5943, decode.d8.loss_dice: 0.9112, loss: 22.2637, grad_norm: 122.4298 2023-11-26 23:46:19,418 - mmseg - INFO - Iter [110900/160000] lr: 1.171e-06, eta: 5:09:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4415, decode.loss_mask: 0.6038, decode.loss_dice: 0.9113, decode.d0.loss_cls: 2.3257, decode.d0.loss_mask: 0.6690, decode.d0.loss_dice: 1.0746, decode.d1.loss_cls: 0.6247, decode.d1.loss_mask: 0.6329, decode.d1.loss_dice: 0.9938, decode.d2.loss_cls: 0.5379, decode.d2.loss_mask: 0.6225, decode.d2.loss_dice: 0.9528, decode.d3.loss_cls: 0.4952, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9296, decode.d4.loss_cls: 0.4733, decode.d4.loss_mask: 0.6151, decode.d4.loss_dice: 0.9289, decode.d5.loss_cls: 0.4627, decode.d5.loss_mask: 0.6114, decode.d5.loss_dice: 0.9226, decode.d6.loss_cls: 0.4531, decode.d6.loss_mask: 0.6095, decode.d6.loss_dice: 0.9170, decode.d7.loss_cls: 0.4487, decode.d7.loss_mask: 0.6057, decode.d7.loss_dice: 0.9137, decode.d8.loss_cls: 0.4383, decode.d8.loss_mask: 0.6053, decode.d8.loss_dice: 0.9143, loss: 22.3549, grad_norm: 124.3664 2023-11-26 23:46:37,611 - mmseg - INFO - Iter [110950/160000] lr: 1.170e-06, eta: 5:09:12, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4191, decode.loss_mask: 0.5982, decode.loss_dice: 0.8915, decode.d0.loss_cls: 2.2611, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 1.0617, decode.d1.loss_cls: 0.5935, decode.d1.loss_mask: 0.6327, decode.d1.loss_dice: 0.9726, decode.d2.loss_cls: 0.5219, decode.d2.loss_mask: 0.6133, decode.d2.loss_dice: 0.9356, decode.d3.loss_cls: 0.4779, decode.d3.loss_mask: 0.6021, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4587, decode.d4.loss_mask: 0.5987, decode.d4.loss_dice: 0.9021, decode.d5.loss_cls: 0.4429, decode.d5.loss_mask: 0.6024, decode.d5.loss_dice: 0.9060, decode.d6.loss_cls: 0.4396, decode.d6.loss_mask: 0.5982, decode.d6.loss_dice: 0.8955, decode.d7.loss_cls: 0.4268, decode.d7.loss_mask: 0.6001, decode.d7.loss_dice: 0.8955, decode.d8.loss_cls: 0.4225, decode.d8.loss_mask: 0.6004, decode.d8.loss_dice: 0.8949, loss: 21.8270, grad_norm: 130.4083 2023-11-26 23:46:56,014 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:46:56,014 - mmseg - INFO - Iter [111000/160000] lr: 1.168e-06, eta: 5:08:52, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4551, decode.loss_mask: 0.6047, decode.loss_dice: 0.9188, decode.d0.loss_cls: 2.3356, decode.d0.loss_mask: 0.6567, decode.d0.loss_dice: 1.0908, decode.d1.loss_cls: 0.6389, decode.d1.loss_mask: 0.6386, decode.d1.loss_dice: 1.0039, decode.d2.loss_cls: 0.5494, decode.d2.loss_mask: 0.6224, decode.d2.loss_dice: 0.9647, decode.d3.loss_cls: 0.5126, decode.d3.loss_mask: 0.6149, decode.d3.loss_dice: 0.9354, decode.d4.loss_cls: 0.4993, decode.d4.loss_mask: 0.6101, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.4774, decode.d5.loss_mask: 0.6122, decode.d5.loss_dice: 0.9329, decode.d6.loss_cls: 0.4739, decode.d6.loss_mask: 0.6074, decode.d6.loss_dice: 0.9201, decode.d7.loss_cls: 0.4654, decode.d7.loss_mask: 0.6071, decode.d7.loss_dice: 0.9253, decode.d8.loss_cls: 0.4568, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.9186, loss: 22.5883, grad_norm: 136.3114 2023-11-26 23:47:14,570 - mmseg - INFO - Iter [111050/160000] lr: 1.167e-06, eta: 5:08:33, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4491, decode.loss_mask: 0.5880, decode.loss_dice: 0.8716, decode.d0.loss_cls: 2.3291, decode.d0.loss_mask: 0.6570, decode.d0.loss_dice: 1.0532, decode.d1.loss_cls: 0.6344, decode.d1.loss_mask: 0.6304, decode.d1.loss_dice: 0.9479, decode.d2.loss_cls: 0.5335, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.9083, decode.d3.loss_cls: 0.5014, decode.d3.loss_mask: 0.6017, decode.d3.loss_dice: 0.8824, decode.d4.loss_cls: 0.4779, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.8832, decode.d5.loss_cls: 0.4726, decode.d5.loss_mask: 0.5952, decode.d5.loss_dice: 0.8772, decode.d6.loss_cls: 0.4633, decode.d6.loss_mask: 0.5925, decode.d6.loss_dice: 0.8711, decode.d7.loss_cls: 0.4551, decode.d7.loss_mask: 0.5904, decode.d7.loss_dice: 0.8705, decode.d8.loss_cls: 0.4500, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.8700, loss: 21.8518, grad_norm: 125.4174 2023-11-26 23:47:32,965 - mmseg - INFO - Iter [111100/160000] lr: 1.166e-06, eta: 5:08:14, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4428, decode.loss_mask: 0.6237, decode.loss_dice: 0.9046, decode.d0.loss_cls: 2.3398, decode.d0.loss_mask: 0.6907, decode.d0.loss_dice: 1.0761, decode.d1.loss_cls: 0.6371, decode.d1.loss_mask: 0.6585, decode.d1.loss_dice: 0.9905, decode.d2.loss_cls: 0.5441, decode.d2.loss_mask: 0.6333, decode.d2.loss_dice: 0.9460, decode.d3.loss_cls: 0.4985, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9196, decode.d4.loss_cls: 0.4682, decode.d4.loss_mask: 0.6290, decode.d4.loss_dice: 0.9226, decode.d5.loss_cls: 0.4607, decode.d5.loss_mask: 0.6262, decode.d5.loss_dice: 0.9143, decode.d6.loss_cls: 0.4554, decode.d6.loss_mask: 0.6233, decode.d6.loss_dice: 0.9079, decode.d7.loss_cls: 0.4503, decode.d7.loss_mask: 0.6240, decode.d7.loss_dice: 0.9040, decode.d8.loss_cls: 0.4463, decode.d8.loss_mask: 0.6259, decode.d8.loss_dice: 0.9093, loss: 22.5034, grad_norm: 110.6868 2023-11-26 23:47:53,612 - mmseg - INFO - Iter [111150/160000] lr: 1.165e-06, eta: 5:07:56, time: 0.413, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4438, decode.loss_mask: 0.5924, decode.loss_dice: 0.9096, decode.d0.loss_cls: 2.3459, decode.d0.loss_mask: 0.6507, decode.d0.loss_dice: 1.0845, decode.d1.loss_cls: 0.6322, decode.d1.loss_mask: 0.6374, decode.d1.loss_dice: 1.0033, decode.d2.loss_cls: 0.5489, decode.d2.loss_mask: 0.6119, decode.d2.loss_dice: 0.9554, decode.d3.loss_cls: 0.5136, decode.d3.loss_mask: 0.6023, decode.d3.loss_dice: 0.9260, decode.d4.loss_cls: 0.4842, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.9273, decode.d5.loss_cls: 0.4741, decode.d5.loss_mask: 0.6012, decode.d5.loss_dice: 0.9185, decode.d6.loss_cls: 0.4615, decode.d6.loss_mask: 0.5982, decode.d6.loss_dice: 0.9095, decode.d7.loss_cls: 0.4556, decode.d7.loss_mask: 0.5962, decode.d7.loss_dice: 0.9074, decode.d8.loss_cls: 0.4513, decode.d8.loss_mask: 0.5937, decode.d8.loss_dice: 0.9085, loss: 22.3475, grad_norm: 114.2057 2023-11-26 23:48:11,886 - mmseg - INFO - Iter [111200/160000] lr: 1.164e-06, eta: 5:07:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4086, decode.loss_mask: 0.5763, decode.loss_dice: 0.8836, decode.d0.loss_cls: 2.2501, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.5786, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.9692, decode.d2.loss_cls: 0.4959, decode.d2.loss_mask: 0.5966, decode.d2.loss_dice: 0.9317, decode.d3.loss_cls: 0.4609, decode.d3.loss_mask: 0.5847, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4466, decode.d4.loss_mask: 0.5842, decode.d4.loss_dice: 0.9018, decode.d5.loss_cls: 0.4307, decode.d5.loss_mask: 0.5830, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4146, decode.d6.loss_mask: 0.5836, decode.d6.loss_dice: 0.8890, decode.d7.loss_cls: 0.4097, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8855, decode.d8.loss_cls: 0.4049, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8877, loss: 21.4259, grad_norm: 123.2738 2023-11-26 23:48:30,296 - mmseg - INFO - Iter [111250/160000] lr: 1.162e-06, eta: 5:07:18, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4262, decode.loss_mask: 0.5844, decode.loss_dice: 0.8896, decode.d0.loss_cls: 2.3289, decode.d0.loss_mask: 0.6481, decode.d0.loss_dice: 1.0599, decode.d1.loss_cls: 0.6180, decode.d1.loss_mask: 0.6175, decode.d1.loss_dice: 0.9682, decode.d2.loss_cls: 0.5163, decode.d2.loss_mask: 0.6006, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.4863, decode.d3.loss_mask: 0.5908, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4689, decode.d4.loss_mask: 0.5878, decode.d4.loss_dice: 0.9042, decode.d5.loss_cls: 0.4562, decode.d5.loss_mask: 0.5879, decode.d5.loss_dice: 0.9011, decode.d6.loss_cls: 0.4394, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.8892, decode.d7.loss_cls: 0.4321, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8918, decode.d8.loss_cls: 0.4281, decode.d8.loss_mask: 0.5841, decode.d8.loss_dice: 0.8916, loss: 21.8044, grad_norm: 124.8705 2023-11-26 23:48:48,656 - mmseg - INFO - Iter [111300/160000] lr: 1.161e-06, eta: 5:06:59, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4229, decode.loss_mask: 0.5933, decode.loss_dice: 0.8977, decode.d0.loss_cls: 2.2692, decode.d0.loss_mask: 0.6552, decode.d0.loss_dice: 1.0733, decode.d1.loss_cls: 0.6006, decode.d1.loss_mask: 0.6353, decode.d1.loss_dice: 0.9828, decode.d2.loss_cls: 0.5099, decode.d2.loss_mask: 0.6161, decode.d2.loss_dice: 0.9495, decode.d3.loss_cls: 0.4728, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.9150, decode.d4.loss_cls: 0.4538, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9124, decode.d5.loss_cls: 0.4354, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.9098, decode.d6.loss_cls: 0.4291, decode.d6.loss_mask: 0.5976, decode.d6.loss_dice: 0.9047, decode.d7.loss_cls: 0.4260, decode.d7.loss_mask: 0.5949, decode.d7.loss_dice: 0.8996, decode.d8.loss_cls: 0.4224, decode.d8.loss_mask: 0.5947, decode.d8.loss_dice: 0.8997, loss: 21.8845, grad_norm: 129.2570 2023-11-26 23:49:06,964 - mmseg - INFO - Iter [111350/160000] lr: 1.160e-06, eta: 5:06:39, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4392, decode.loss_mask: 0.5916, decode.loss_dice: 0.8984, decode.d0.loss_cls: 2.3291, decode.d0.loss_mask: 0.6612, decode.d0.loss_dice: 1.0661, decode.d1.loss_cls: 0.6150, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 0.9836, decode.d2.loss_cls: 0.5287, decode.d2.loss_mask: 0.6154, decode.d2.loss_dice: 0.9429, decode.d3.loss_cls: 0.4952, decode.d3.loss_mask: 0.6058, decode.d3.loss_dice: 0.9179, decode.d4.loss_cls: 0.4813, decode.d4.loss_mask: 0.6021, decode.d4.loss_dice: 0.9149, decode.d5.loss_cls: 0.4628, decode.d5.loss_mask: 0.6001, decode.d5.loss_dice: 0.9081, decode.d6.loss_cls: 0.4547, decode.d6.loss_mask: 0.5951, decode.d6.loss_dice: 0.9006, decode.d7.loss_cls: 0.4381, decode.d7.loss_mask: 0.5931, decode.d7.loss_dice: 0.9026, decode.d8.loss_cls: 0.4321, decode.d8.loss_mask: 0.5935, decode.d8.loss_dice: 0.9032, loss: 22.1052, grad_norm: 119.4484 2023-11-26 23:49:25,571 - mmseg - INFO - Iter [111400/160000] lr: 1.159e-06, eta: 5:06:20, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4220, decode.loss_mask: 0.5781, decode.loss_dice: 0.8790, decode.d0.loss_cls: 2.3097, decode.d0.loss_mask: 0.6443, decode.d0.loss_dice: 1.0467, decode.d1.loss_cls: 0.6076, decode.d1.loss_mask: 0.6135, decode.d1.loss_dice: 0.9676, decode.d2.loss_cls: 0.5114, decode.d2.loss_mask: 0.5982, decode.d2.loss_dice: 0.9195, decode.d3.loss_cls: 0.4745, decode.d3.loss_mask: 0.5873, decode.d3.loss_dice: 0.8958, decode.d4.loss_cls: 0.4610, decode.d4.loss_mask: 0.5855, decode.d4.loss_dice: 0.8924, decode.d5.loss_cls: 0.4465, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.8883, decode.d6.loss_cls: 0.4383, decode.d6.loss_mask: 0.5809, decode.d6.loss_dice: 0.8823, decode.d7.loss_cls: 0.4391, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8766, decode.d8.loss_cls: 0.4268, decode.d8.loss_mask: 0.5788, decode.d8.loss_dice: 0.8802, loss: 21.5927, grad_norm: 117.7827 2023-11-26 23:49:44,134 - mmseg - INFO - Iter [111450/160000] lr: 1.158e-06, eta: 5:06:01, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4299, decode.loss_mask: 0.6129, decode.loss_dice: 0.9151, decode.d0.loss_cls: 2.3496, decode.d0.loss_mask: 0.6836, decode.d0.loss_dice: 1.0861, decode.d1.loss_cls: 0.6266, decode.d1.loss_mask: 0.6490, decode.d1.loss_dice: 0.9886, decode.d2.loss_cls: 0.5246, decode.d2.loss_mask: 0.6331, decode.d2.loss_dice: 0.9490, decode.d3.loss_cls: 0.4837, decode.d3.loss_mask: 0.6252, decode.d3.loss_dice: 0.9322, decode.d4.loss_cls: 0.4627, decode.d4.loss_mask: 0.6234, decode.d4.loss_dice: 0.9244, decode.d5.loss_cls: 0.4531, decode.d5.loss_mask: 0.6245, decode.d5.loss_dice: 0.9266, decode.d6.loss_cls: 0.4425, decode.d6.loss_mask: 0.6169, decode.d6.loss_dice: 0.9172, decode.d7.loss_cls: 0.4289, decode.d7.loss_mask: 0.6151, decode.d7.loss_dice: 0.9175, decode.d8.loss_cls: 0.4248, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.9192, loss: 22.3999, grad_norm: 135.6039 2023-11-26 23:50:03,950 - mmseg - INFO - Iter [111500/160000] lr: 1.157e-06, eta: 5:05:43, time: 0.396, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4644, decode.loss_mask: 0.6229, decode.loss_dice: 0.9413, decode.d0.loss_cls: 2.3261, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.1161, decode.d1.loss_cls: 0.6567, decode.d1.loss_mask: 0.6564, decode.d1.loss_dice: 1.0236, decode.d2.loss_cls: 0.5577, decode.d2.loss_mask: 0.6412, decode.d2.loss_dice: 0.9876, decode.d3.loss_cls: 0.5200, decode.d3.loss_mask: 0.6357, decode.d3.loss_dice: 0.9620, decode.d4.loss_cls: 0.5118, decode.d4.loss_mask: 0.6308, decode.d4.loss_dice: 0.9571, decode.d5.loss_cls: 0.4863, decode.d5.loss_mask: 0.6300, decode.d5.loss_dice: 0.9584, decode.d6.loss_cls: 0.4699, decode.d6.loss_mask: 0.6285, decode.d6.loss_dice: 0.9504, decode.d7.loss_cls: 0.4669, decode.d7.loss_mask: 0.6282, decode.d7.loss_dice: 0.9487, decode.d8.loss_cls: 0.4647, decode.d8.loss_mask: 0.6242, decode.d8.loss_dice: 0.9442, loss: 23.1028, grad_norm: 126.0915 2023-11-26 23:50:22,919 - mmseg - INFO - Iter [111550/160000] lr: 1.155e-06, eta: 5:05:24, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4254, decode.loss_mask: 0.5981, decode.loss_dice: 0.8775, decode.d0.loss_cls: 2.2554, decode.d0.loss_mask: 0.6606, decode.d0.loss_dice: 1.0329, decode.d1.loss_cls: 0.5885, decode.d1.loss_mask: 0.6283, decode.d1.loss_dice: 0.9596, decode.d2.loss_cls: 0.4982, decode.d2.loss_mask: 0.6152, decode.d2.loss_dice: 0.9171, decode.d3.loss_cls: 0.4755, decode.d3.loss_mask: 0.6072, decode.d3.loss_dice: 0.8912, decode.d4.loss_cls: 0.4601, decode.d4.loss_mask: 0.6092, decode.d4.loss_dice: 0.8857, decode.d5.loss_cls: 0.4496, decode.d5.loss_mask: 0.6047, decode.d5.loss_dice: 0.8866, decode.d6.loss_cls: 0.4376, decode.d6.loss_mask: 0.6012, decode.d6.loss_dice: 0.8803, decode.d7.loss_cls: 0.4374, decode.d7.loss_mask: 0.6002, decode.d7.loss_dice: 0.8738, decode.d8.loss_cls: 0.4302, decode.d8.loss_mask: 0.5993, decode.d8.loss_dice: 0.8788, loss: 21.6655, grad_norm: 127.3615 2023-11-26 23:50:41,402 - mmseg - INFO - Iter [111600/160000] lr: 1.154e-06, eta: 5:05:05, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4412, decode.loss_mask: 0.6170, decode.loss_dice: 0.9161, decode.d0.loss_cls: 2.2600, decode.d0.loss_mask: 0.6768, decode.d0.loss_dice: 1.0869, decode.d1.loss_cls: 0.6207, decode.d1.loss_mask: 0.6517, decode.d1.loss_dice: 1.0040, decode.d2.loss_cls: 0.5402, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9534, decode.d3.loss_cls: 0.4939, decode.d3.loss_mask: 0.6252, decode.d3.loss_dice: 0.9296, decode.d4.loss_cls: 0.4780, decode.d4.loss_mask: 0.6240, decode.d4.loss_dice: 0.9242, decode.d5.loss_cls: 0.4720, decode.d5.loss_mask: 0.6193, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4629, decode.d6.loss_mask: 0.6172, decode.d6.loss_dice: 0.9174, decode.d7.loss_cls: 0.4516, decode.d7.loss_mask: 0.6181, decode.d7.loss_dice: 0.9174, decode.d8.loss_cls: 0.4435, decode.d8.loss_mask: 0.6197, decode.d8.loss_dice: 0.9139, loss: 22.4513, grad_norm: 110.4682 2023-11-26 23:50:59,581 - mmseg - INFO - Iter [111650/160000] lr: 1.153e-06, eta: 5:04:46, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4208, decode.loss_mask: 0.5802, decode.loss_dice: 0.8872, decode.d0.loss_cls: 2.3435, decode.d0.loss_mask: 0.6426, decode.d0.loss_dice: 1.0724, decode.d1.loss_cls: 0.6054, decode.d1.loss_mask: 0.6169, decode.d1.loss_dice: 0.9757, decode.d2.loss_cls: 0.5117, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9320, decode.d3.loss_cls: 0.4703, decode.d3.loss_mask: 0.5864, decode.d3.loss_dice: 0.9008, decode.d4.loss_cls: 0.4518, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.9050, decode.d5.loss_cls: 0.4431, decode.d5.loss_mask: 0.5831, decode.d5.loss_dice: 0.9017, decode.d6.loss_cls: 0.4390, decode.d6.loss_mask: 0.5838, decode.d6.loss_dice: 0.8926, decode.d7.loss_cls: 0.4244, decode.d7.loss_mask: 0.5818, decode.d7.loss_dice: 0.8926, decode.d8.loss_cls: 0.4181, decode.d8.loss_mask: 0.5818, decode.d8.loss_dice: 0.8960, loss: 21.7237, grad_norm: 109.3392 2023-11-26 23:51:17,969 - mmseg - INFO - Iter [111700/160000] lr: 1.152e-06, eta: 5:04:26, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4233, decode.loss_mask: 0.5815, decode.loss_dice: 0.9060, decode.d0.loss_cls: 2.3164, decode.d0.loss_mask: 0.6564, decode.d0.loss_dice: 1.0980, decode.d1.loss_cls: 0.6209, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 0.9967, decode.d2.loss_cls: 0.5328, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.9558, decode.d3.loss_cls: 0.4790, decode.d3.loss_mask: 0.5925, decode.d3.loss_dice: 0.9297, decode.d4.loss_cls: 0.4610, decode.d4.loss_mask: 0.5905, decode.d4.loss_dice: 0.9217, decode.d5.loss_cls: 0.4521, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.9204, decode.d6.loss_cls: 0.4374, decode.d6.loss_mask: 0.5838, decode.d6.loss_dice: 0.9123, decode.d7.loss_cls: 0.4277, decode.d7.loss_mask: 0.5828, decode.d7.loss_dice: 0.9127, decode.d8.loss_cls: 0.4244, decode.d8.loss_mask: 0.5816, decode.d8.loss_dice: 0.9111, loss: 22.0207, grad_norm: 106.6019 2023-11-26 23:51:37,334 - mmseg - INFO - Iter [111750/160000] lr: 1.151e-06, eta: 5:04:08, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4438, decode.loss_mask: 0.6149, decode.loss_dice: 0.9134, decode.d0.loss_cls: 2.3628, decode.d0.loss_mask: 0.6731, decode.d0.loss_dice: 1.0933, decode.d1.loss_cls: 0.6458, decode.d1.loss_mask: 0.6415, decode.d1.loss_dice: 1.0039, decode.d2.loss_cls: 0.5494, decode.d2.loss_mask: 0.6305, decode.d2.loss_dice: 0.9607, decode.d3.loss_cls: 0.4966, decode.d3.loss_mask: 0.6212, decode.d3.loss_dice: 0.9316, decode.d4.loss_cls: 0.4785, decode.d4.loss_mask: 0.6190, decode.d4.loss_dice: 0.9303, decode.d5.loss_cls: 0.4623, decode.d5.loss_mask: 0.6168, decode.d5.loss_dice: 0.9277, decode.d6.loss_cls: 0.4541, decode.d6.loss_mask: 0.6192, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.4446, decode.d7.loss_mask: 0.6155, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.4440, decode.d8.loss_mask: 0.6123, decode.d8.loss_dice: 0.9170, loss: 22.5572, grad_norm: 121.5558 2023-11-26 23:51:55,654 - mmseg - INFO - Iter [111800/160000] lr: 1.149e-06, eta: 5:03:49, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4386, decode.loss_mask: 0.5582, decode.loss_dice: 0.8640, decode.d0.loss_cls: 2.3350, decode.d0.loss_mask: 0.6285, decode.d0.loss_dice: 1.0571, decode.d1.loss_cls: 0.6047, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.9602, decode.d2.loss_cls: 0.5236, decode.d2.loss_mask: 0.5786, decode.d2.loss_dice: 0.9154, decode.d3.loss_cls: 0.4927, decode.d3.loss_mask: 0.5664, decode.d3.loss_dice: 0.8868, decode.d4.loss_cls: 0.4703, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8812, decode.d5.loss_cls: 0.4622, decode.d5.loss_mask: 0.5620, decode.d5.loss_dice: 0.8843, decode.d6.loss_cls: 0.4533, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8734, decode.d7.loss_cls: 0.4396, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.4303, decode.d8.loss_mask: 0.5574, decode.d8.loss_dice: 0.8719, loss: 21.4462, grad_norm: 126.2805 2023-11-26 23:52:14,349 - mmseg - INFO - Iter [111850/160000] lr: 1.148e-06, eta: 5:03:30, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4310, decode.loss_mask: 0.5988, decode.loss_dice: 0.9052, decode.d0.loss_cls: 2.2483, decode.d0.loss_mask: 0.6654, decode.d0.loss_dice: 1.0697, decode.d1.loss_cls: 0.6274, decode.d1.loss_mask: 0.6299, decode.d1.loss_dice: 0.9842, decode.d2.loss_cls: 0.5247, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9495, decode.d3.loss_cls: 0.4870, decode.d3.loss_mask: 0.6090, decode.d3.loss_dice: 0.9251, decode.d4.loss_cls: 0.4744, decode.d4.loss_mask: 0.6058, decode.d4.loss_dice: 0.9165, decode.d5.loss_cls: 0.4587, decode.d5.loss_mask: 0.6046, decode.d5.loss_dice: 0.9138, decode.d6.loss_cls: 0.4461, decode.d6.loss_mask: 0.6043, decode.d6.loss_dice: 0.9064, decode.d7.loss_cls: 0.4281, decode.d7.loss_mask: 0.6032, decode.d7.loss_dice: 0.9068, decode.d8.loss_cls: 0.4368, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.9077, loss: 22.0825, grad_norm: 123.4661 2023-11-26 23:52:32,801 - mmseg - INFO - Iter [111900/160000] lr: 1.147e-06, eta: 5:03:10, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4551, decode.loss_mask: 0.5932, decode.loss_dice: 0.9191, decode.d0.loss_cls: 2.3778, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 1.0940, decode.d1.loss_cls: 0.6601, decode.d1.loss_mask: 0.6299, decode.d1.loss_dice: 0.9998, decode.d2.loss_cls: 0.5522, decode.d2.loss_mask: 0.6105, decode.d2.loss_dice: 0.9651, decode.d3.loss_cls: 0.5145, decode.d3.loss_mask: 0.6020, decode.d3.loss_dice: 0.9380, decode.d4.loss_cls: 0.4863, decode.d4.loss_mask: 0.5995, decode.d4.loss_dice: 0.9295, decode.d5.loss_cls: 0.4730, decode.d5.loss_mask: 0.5997, decode.d5.loss_dice: 0.9305, decode.d6.loss_cls: 0.4705, decode.d6.loss_mask: 0.5969, decode.d6.loss_dice: 0.9178, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.5956, decode.d7.loss_dice: 0.9242, decode.d8.loss_cls: 0.4623, decode.d8.loss_mask: 0.5925, decode.d8.loss_dice: 0.9225, loss: 22.5333, grad_norm: 118.5670 2023-11-26 23:52:51,124 - mmseg - INFO - Iter [111950/160000] lr: 1.146e-06, eta: 5:02:51, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4726, decode.loss_mask: 0.6031, decode.loss_dice: 0.9247, decode.d0.loss_cls: 2.3829, decode.d0.loss_mask: 0.6681, decode.d0.loss_dice: 1.0875, decode.d1.loss_cls: 0.6581, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 1.0140, decode.d2.loss_cls: 0.5609, decode.d2.loss_mask: 0.6238, decode.d2.loss_dice: 0.9661, decode.d3.loss_cls: 0.5243, decode.d3.loss_mask: 0.6132, decode.d3.loss_dice: 0.9387, decode.d4.loss_cls: 0.4985, decode.d4.loss_mask: 0.6144, decode.d4.loss_dice: 0.9373, decode.d5.loss_cls: 0.4856, decode.d5.loss_mask: 0.6121, decode.d5.loss_dice: 0.9397, decode.d6.loss_cls: 0.4881, decode.d6.loss_mask: 0.6073, decode.d6.loss_dice: 0.9254, decode.d7.loss_cls: 0.4792, decode.d7.loss_mask: 0.6048, decode.d7.loss_dice: 0.9220, decode.d8.loss_cls: 0.4684, decode.d8.loss_mask: 0.6059, decode.d8.loss_dice: 0.9276, loss: 22.7919, grad_norm: 140.9789 2023-11-26 23:53:09,577 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:53:09,578 - mmseg - INFO - Iter [112000/160000] lr: 1.145e-06, eta: 5:02:32, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4630, decode.loss_mask: 0.5907, decode.loss_dice: 0.9010, decode.d0.loss_cls: 2.3460, decode.d0.loss_mask: 0.6475, decode.d0.loss_dice: 1.0871, decode.d1.loss_cls: 0.6549, decode.d1.loss_mask: 0.6211, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.5515, decode.d2.loss_mask: 0.6082, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.5165, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.9175, decode.d4.loss_cls: 0.4929, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.9149, decode.d5.loss_cls: 0.4754, decode.d5.loss_mask: 0.5957, decode.d5.loss_dice: 0.9154, decode.d6.loss_cls: 0.4716, decode.d6.loss_mask: 0.5935, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4670, decode.d7.loss_mask: 0.5920, decode.d7.loss_dice: 0.9111, decode.d8.loss_cls: 0.4632, decode.d8.loss_mask: 0.5919, decode.d8.loss_dice: 0.9090, loss: 22.3443, grad_norm: 126.0766 2023-11-26 23:53:27,876 - mmseg - INFO - Iter [112050/160000] lr: 1.143e-06, eta: 5:02:13, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4710, decode.loss_mask: 0.5846, decode.loss_dice: 0.9142, decode.d0.loss_cls: 2.4165, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.1011, decode.d1.loss_cls: 0.6772, decode.d1.loss_mask: 0.6188, decode.d1.loss_dice: 1.0024, decode.d2.loss_cls: 0.5791, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9558, decode.d3.loss_cls: 0.5361, decode.d3.loss_mask: 0.5902, decode.d3.loss_dice: 0.9313, decode.d4.loss_cls: 0.5097, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.9354, decode.d5.loss_cls: 0.5038, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.4905, decode.d6.loss_mask: 0.5869, decode.d6.loss_dice: 0.9159, decode.d7.loss_cls: 0.4843, decode.d7.loss_mask: 0.5861, decode.d7.loss_dice: 0.9169, decode.d8.loss_cls: 0.4768, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.9162, loss: 22.6400, grad_norm: 115.0323 2023-11-26 23:53:46,209 - mmseg - INFO - Iter [112100/160000] lr: 1.142e-06, eta: 5:01:54, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4608, decode.loss_mask: 0.5753, decode.loss_dice: 0.8909, decode.d0.loss_cls: 2.3683, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 1.0741, decode.d1.loss_cls: 0.6380, decode.d1.loss_mask: 0.6111, decode.d1.loss_dice: 0.9757, decode.d2.loss_cls: 0.5430, decode.d2.loss_mask: 0.5935, decode.d2.loss_dice: 0.9336, decode.d3.loss_cls: 0.5061, decode.d3.loss_mask: 0.5850, decode.d3.loss_dice: 0.9023, decode.d4.loss_cls: 0.4912, decode.d4.loss_mask: 0.5818, decode.d4.loss_dice: 0.9084, decode.d5.loss_cls: 0.4757, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.9042, decode.d6.loss_cls: 0.4746, decode.d6.loss_mask: 0.5785, decode.d6.loss_dice: 0.8947, decode.d7.loss_cls: 0.4635, decode.d7.loss_mask: 0.5771, decode.d7.loss_dice: 0.8929, decode.d8.loss_cls: 0.4575, decode.d8.loss_mask: 0.5756, decode.d8.loss_dice: 0.8975, loss: 22.0500, grad_norm: 118.8857 2023-11-26 23:54:04,658 - mmseg - INFO - Iter [112150/160000] lr: 1.141e-06, eta: 5:01:35, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4312, decode.loss_mask: 0.5965, decode.loss_dice: 0.9186, decode.d0.loss_cls: 2.3324, decode.d0.loss_mask: 0.6541, decode.d0.loss_dice: 1.0885, decode.d1.loss_cls: 0.6120, decode.d1.loss_mask: 0.6302, decode.d1.loss_dice: 1.0106, decode.d2.loss_cls: 0.5164, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9702, decode.d3.loss_cls: 0.4824, decode.d3.loss_mask: 0.6062, decode.d3.loss_dice: 0.9324, decode.d4.loss_cls: 0.4576, decode.d4.loss_mask: 0.6040, decode.d4.loss_dice: 0.9269, decode.d5.loss_cls: 0.4457, decode.d5.loss_mask: 0.6063, decode.d5.loss_dice: 0.9286, decode.d6.loss_cls: 0.4431, decode.d6.loss_mask: 0.6020, decode.d6.loss_dice: 0.9238, decode.d7.loss_cls: 0.4274, decode.d7.loss_mask: 0.6012, decode.d7.loss_dice: 0.9214, decode.d8.loss_cls: 0.4287, decode.d8.loss_mask: 0.5976, decode.d8.loss_dice: 0.9181, loss: 22.2291, grad_norm: 122.2319 2023-11-26 23:54:22,953 - mmseg - INFO - Iter [112200/160000] lr: 1.140e-06, eta: 5:01:16, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4350, decode.loss_mask: 0.5862, decode.loss_dice: 0.8916, decode.d0.loss_cls: 2.3135, decode.d0.loss_mask: 0.6476, decode.d0.loss_dice: 1.0581, decode.d1.loss_cls: 0.6291, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 0.9766, decode.d2.loss_cls: 0.5365, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.9366, decode.d3.loss_cls: 0.4935, decode.d3.loss_mask: 0.5898, decode.d3.loss_dice: 0.9053, decode.d4.loss_cls: 0.4651, decode.d4.loss_mask: 0.5908, decode.d4.loss_dice: 0.9052, decode.d5.loss_cls: 0.4517, decode.d5.loss_mask: 0.5892, decode.d5.loss_dice: 0.9048, decode.d6.loss_cls: 0.4522, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8967, decode.d7.loss_cls: 0.4405, decode.d7.loss_mask: 0.5867, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.4258, decode.d8.loss_mask: 0.5880, decode.d8.loss_dice: 0.8951, loss: 21.8965, grad_norm: 106.1736 2023-11-26 23:54:41,314 - mmseg - INFO - Iter [112250/160000] lr: 1.139e-06, eta: 5:00:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4228, decode.loss_mask: 0.5929, decode.loss_dice: 0.8921, decode.d0.loss_cls: 2.2676, decode.d0.loss_mask: 0.6618, decode.d0.loss_dice: 1.0665, decode.d1.loss_cls: 0.5830, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 0.9770, decode.d2.loss_cls: 0.5116, decode.d2.loss_mask: 0.6120, decode.d2.loss_dice: 0.9416, decode.d3.loss_cls: 0.4752, decode.d3.loss_mask: 0.6012, decode.d3.loss_dice: 0.8997, decode.d4.loss_cls: 0.4566, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.8986, decode.d5.loss_cls: 0.4421, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.9050, decode.d6.loss_cls: 0.4383, decode.d6.loss_mask: 0.5934, decode.d6.loss_dice: 0.8991, decode.d7.loss_cls: 0.4286, decode.d7.loss_mask: 0.5934, decode.d7.loss_dice: 0.8954, decode.d8.loss_cls: 0.4342, decode.d8.loss_mask: 0.5924, decode.d8.loss_dice: 0.8944, loss: 21.7947, grad_norm: 127.0361 2023-11-26 23:54:59,771 - mmseg - INFO - Iter [112300/160000] lr: 1.137e-06, eta: 5:00:37, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4305, decode.loss_mask: 0.5950, decode.loss_dice: 0.8997, decode.d0.loss_cls: 2.3263, decode.d0.loss_mask: 0.6607, decode.d0.loss_dice: 1.0783, decode.d1.loss_cls: 0.6121, decode.d1.loss_mask: 0.6361, decode.d1.loss_dice: 0.9829, decode.d2.loss_cls: 0.5302, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9395, decode.d3.loss_cls: 0.4892, decode.d3.loss_mask: 0.6077, decode.d3.loss_dice: 0.9146, decode.d4.loss_cls: 0.4646, decode.d4.loss_mask: 0.6046, decode.d4.loss_dice: 0.9139, decode.d5.loss_cls: 0.4577, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.9110, decode.d6.loss_cls: 0.4400, decode.d6.loss_mask: 0.6017, decode.d6.loss_dice: 0.9057, decode.d7.loss_cls: 0.4301, decode.d7.loss_mask: 0.5976, decode.d7.loss_dice: 0.9028, decode.d8.loss_cls: 0.4311, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.9011, loss: 22.0788, grad_norm: 127.1955 2023-11-26 23:55:18,240 - mmseg - INFO - Iter [112350/160000] lr: 1.136e-06, eta: 5:00:18, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4700, decode.loss_mask: 0.6022, decode.loss_dice: 0.9109, decode.d0.loss_cls: 2.3449, decode.d0.loss_mask: 0.6608, decode.d0.loss_dice: 1.0831, decode.d1.loss_cls: 0.6440, decode.d1.loss_mask: 0.6333, decode.d1.loss_dice: 0.9968, decode.d2.loss_cls: 0.5583, decode.d2.loss_mask: 0.6206, decode.d2.loss_dice: 0.9550, decode.d3.loss_cls: 0.5278, decode.d3.loss_mask: 0.6114, decode.d3.loss_dice: 0.9232, decode.d4.loss_cls: 0.4948, decode.d4.loss_mask: 0.6131, decode.d4.loss_dice: 0.9271, decode.d5.loss_cls: 0.4832, decode.d5.loss_mask: 0.6108, decode.d5.loss_dice: 0.9217, decode.d6.loss_cls: 0.4817, decode.d6.loss_mask: 0.6051, decode.d6.loss_dice: 0.9072, decode.d7.loss_cls: 0.4628, decode.d7.loss_mask: 0.6064, decode.d7.loss_dice: 0.9114, decode.d8.loss_cls: 0.4647, decode.d8.loss_mask: 0.6028, decode.d8.loss_dice: 0.9118, loss: 22.5468, grad_norm: 117.5012 2023-11-26 23:55:36,522 - mmseg - INFO - Iter [112400/160000] lr: 1.135e-06, eta: 4:59:59, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4331, decode.loss_mask: 0.6056, decode.loss_dice: 0.8973, decode.d0.loss_cls: 2.2777, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0678, decode.d1.loss_cls: 0.6045, decode.d1.loss_mask: 0.6364, decode.d1.loss_dice: 0.9773, decode.d2.loss_cls: 0.5198, decode.d2.loss_mask: 0.6190, decode.d2.loss_dice: 0.9389, decode.d3.loss_cls: 0.4801, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.9153, decode.d4.loss_cls: 0.4612, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.9194, decode.d5.loss_cls: 0.4557, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.9120, decode.d6.loss_cls: 0.4533, decode.d6.loss_mask: 0.6099, decode.d6.loss_dice: 0.9008, decode.d7.loss_cls: 0.4425, decode.d7.loss_mask: 0.6076, decode.d7.loss_dice: 0.9005, decode.d8.loss_cls: 0.4313, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.8963, loss: 22.0756, grad_norm: 112.3466 2023-11-26 23:55:57,073 - mmseg - INFO - Iter [112450/160000] lr: 1.134e-06, eta: 4:59:41, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4320, decode.loss_mask: 0.5680, decode.loss_dice: 0.8951, decode.d0.loss_cls: 2.3229, decode.d0.loss_mask: 0.6264, decode.d0.loss_dice: 1.0661, decode.d1.loss_cls: 0.6252, decode.d1.loss_mask: 0.6017, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5223, decode.d2.loss_mask: 0.5848, decode.d2.loss_dice: 0.9442, decode.d3.loss_cls: 0.4794, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.9169, decode.d4.loss_cls: 0.4660, decode.d4.loss_mask: 0.5708, decode.d4.loss_dice: 0.9148, decode.d5.loss_cls: 0.4562, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.9118, decode.d6.loss_cls: 0.4413, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.9032, decode.d7.loss_cls: 0.4295, decode.d7.loss_mask: 0.5687, decode.d7.loss_dice: 0.9023, decode.d8.loss_cls: 0.4263, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.9041, loss: 21.7441, grad_norm: 122.6920 2023-11-26 23:56:15,386 - mmseg - INFO - Iter [112500/160000] lr: 1.133e-06, eta: 4:59:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4405, decode.loss_mask: 0.5937, decode.loss_dice: 0.9189, decode.d0.loss_cls: 2.3385, decode.d0.loss_mask: 0.6584, decode.d0.loss_dice: 1.0865, decode.d1.loss_cls: 0.6229, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5318, decode.d2.loss_mask: 0.6137, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.4890, decode.d3.loss_mask: 0.6042, decode.d3.loss_dice: 0.9362, decode.d4.loss_cls: 0.4723, decode.d4.loss_mask: 0.6000, decode.d4.loss_dice: 0.9352, decode.d5.loss_cls: 0.4619, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.9336, decode.d6.loss_cls: 0.4582, decode.d6.loss_mask: 0.5967, decode.d6.loss_dice: 0.9180, decode.d7.loss_cls: 0.4425, decode.d7.loss_mask: 0.5943, decode.d7.loss_dice: 0.9202, decode.d8.loss_cls: 0.4366, decode.d8.loss_mask: 0.5948, decode.d8.loss_dice: 0.9228, loss: 22.3158, grad_norm: 113.9759 2023-11-26 23:56:33,758 - mmseg - INFO - Iter [112550/160000] lr: 1.131e-06, eta: 4:59:03, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4174, decode.loss_mask: 0.5930, decode.loss_dice: 0.8878, decode.d0.loss_cls: 2.3064, decode.d0.loss_mask: 0.6562, decode.d0.loss_dice: 1.0495, decode.d1.loss_cls: 0.5980, decode.d1.loss_mask: 0.6256, decode.d1.loss_dice: 0.9589, decode.d2.loss_cls: 0.5134, decode.d2.loss_mask: 0.6091, decode.d2.loss_dice: 0.9234, decode.d3.loss_cls: 0.4840, decode.d3.loss_mask: 0.5996, decode.d3.loss_dice: 0.9006, decode.d4.loss_cls: 0.4576, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.9001, decode.d5.loss_cls: 0.4450, decode.d5.loss_mask: 0.5970, decode.d5.loss_dice: 0.8967, decode.d6.loss_cls: 0.4383, decode.d6.loss_mask: 0.5984, decode.d6.loss_dice: 0.8841, decode.d7.loss_cls: 0.4236, decode.d7.loss_mask: 0.5956, decode.d7.loss_dice: 0.8868, decode.d8.loss_cls: 0.4188, decode.d8.loss_mask: 0.5949, decode.d8.loss_dice: 0.8893, loss: 21.7454, grad_norm: 121.1800 2023-11-26 23:56:52,114 - mmseg - INFO - Iter [112600/160000] lr: 1.130e-06, eta: 4:58:43, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4299, decode.loss_mask: 0.5891, decode.loss_dice: 0.8970, decode.d0.loss_cls: 2.2966, decode.d0.loss_mask: 0.6555, decode.d0.loss_dice: 1.0582, decode.d1.loss_cls: 0.6188, decode.d1.loss_mask: 0.6276, decode.d1.loss_dice: 0.9856, decode.d2.loss_cls: 0.5149, decode.d2.loss_mask: 0.6154, decode.d2.loss_dice: 0.9383, decode.d3.loss_cls: 0.4729, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.9133, decode.d4.loss_cls: 0.4604, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.9089, decode.d5.loss_cls: 0.4459, decode.d5.loss_mask: 0.5989, decode.d5.loss_dice: 0.9085, decode.d6.loss_cls: 0.4398, decode.d6.loss_mask: 0.5938, decode.d6.loss_dice: 0.8989, decode.d7.loss_cls: 0.4287, decode.d7.loss_mask: 0.5928, decode.d7.loss_dice: 0.9014, decode.d8.loss_cls: 0.4255, decode.d8.loss_mask: 0.5922, decode.d8.loss_dice: 0.9026, loss: 21.9173, grad_norm: 114.8602 2023-11-26 23:57:10,671 - mmseg - INFO - Iter [112650/160000] lr: 1.129e-06, eta: 4:58:24, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4261, decode.loss_mask: 0.5785, decode.loss_dice: 0.8961, decode.d0.loss_cls: 2.2758, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 1.0687, decode.d1.loss_cls: 0.6105, decode.d1.loss_mask: 0.6152, decode.d1.loss_dice: 0.9837, decode.d2.loss_cls: 0.5220, decode.d2.loss_mask: 0.5956, decode.d2.loss_dice: 0.9372, decode.d3.loss_cls: 0.4773, decode.d3.loss_mask: 0.5860, decode.d3.loss_dice: 0.9103, decode.d4.loss_cls: 0.4554, decode.d4.loss_mask: 0.5859, decode.d4.loss_dice: 0.9132, decode.d5.loss_cls: 0.4420, decode.d5.loss_mask: 0.5832, decode.d5.loss_dice: 0.9089, decode.d6.loss_cls: 0.4371, decode.d6.loss_mask: 0.5803, decode.d6.loss_dice: 0.8967, decode.d7.loss_cls: 0.4255, decode.d7.loss_mask: 0.5790, decode.d7.loss_dice: 0.9009, decode.d8.loss_cls: 0.4195, decode.d8.loss_mask: 0.5796, decode.d8.loss_dice: 0.8977, loss: 21.7328, grad_norm: 125.0681 2023-11-26 23:57:29,225 - mmseg - INFO - Iter [112700/160000] lr: 1.128e-06, eta: 4:58:05, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4212, decode.loss_mask: 0.6192, decode.loss_dice: 0.9092, decode.d0.loss_cls: 2.3145, decode.d0.loss_mask: 0.6783, decode.d0.loss_dice: 1.0752, decode.d1.loss_cls: 0.6223, decode.d1.loss_mask: 0.6502, decode.d1.loss_dice: 0.9925, decode.d2.loss_cls: 0.5235, decode.d2.loss_mask: 0.6379, decode.d2.loss_dice: 0.9481, decode.d3.loss_cls: 0.4869, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.9240, decode.d4.loss_cls: 0.4652, decode.d4.loss_mask: 0.6247, decode.d4.loss_dice: 0.9263, decode.d5.loss_cls: 0.4502, decode.d5.loss_mask: 0.6241, decode.d5.loss_dice: 0.9234, decode.d6.loss_cls: 0.4421, decode.d6.loss_mask: 0.6214, decode.d6.loss_dice: 0.9141, decode.d7.loss_cls: 0.4282, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9119, decode.d8.loss_cls: 0.4265, decode.d8.loss_mask: 0.6190, decode.d8.loss_dice: 0.9081, loss: 22.3359, grad_norm: 130.2464 2023-11-26 23:57:47,586 - mmseg - INFO - Iter [112750/160000] lr: 1.127e-06, eta: 4:57:46, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4442, decode.loss_mask: 0.5922, decode.loss_dice: 0.9249, decode.d0.loss_cls: 2.3789, decode.d0.loss_mask: 0.6520, decode.d0.loss_dice: 1.0870, decode.d1.loss_cls: 0.6128, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 1.0028, decode.d2.loss_cls: 0.5365, decode.d2.loss_mask: 0.6099, decode.d2.loss_dice: 0.9638, decode.d3.loss_cls: 0.5003, decode.d3.loss_mask: 0.6051, decode.d3.loss_dice: 0.9337, decode.d4.loss_cls: 0.4805, decode.d4.loss_mask: 0.6040, decode.d4.loss_dice: 0.9350, decode.d5.loss_cls: 0.4643, decode.d5.loss_mask: 0.6019, decode.d5.loss_dice: 0.9346, decode.d6.loss_cls: 0.4631, decode.d6.loss_mask: 0.5984, decode.d6.loss_dice: 0.9267, decode.d7.loss_cls: 0.4459, decode.d7.loss_mask: 0.5981, decode.d7.loss_dice: 0.9288, decode.d8.loss_cls: 0.4479, decode.d8.loss_mask: 0.5958, decode.d8.loss_dice: 0.9297, loss: 22.4316, grad_norm: 122.5302 2023-11-26 23:58:06,132 - mmseg - INFO - Iter [112800/160000] lr: 1.126e-06, eta: 4:57:27, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4456, decode.loss_mask: 0.5736, decode.loss_dice: 0.8985, decode.d0.loss_cls: 2.3423, decode.d0.loss_mask: 0.6375, decode.d0.loss_dice: 1.0706, decode.d1.loss_cls: 0.6375, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9764, decode.d2.loss_cls: 0.5373, decode.d2.loss_mask: 0.5867, decode.d2.loss_dice: 0.9369, decode.d3.loss_cls: 0.5019, decode.d3.loss_mask: 0.5821, decode.d3.loss_dice: 0.9097, decode.d4.loss_cls: 0.4799, decode.d4.loss_mask: 0.5822, decode.d4.loss_dice: 0.9116, decode.d5.loss_cls: 0.4648, decode.d5.loss_mask: 0.5811, decode.d5.loss_dice: 0.9096, decode.d6.loss_cls: 0.4550, decode.d6.loss_mask: 0.5786, decode.d6.loss_dice: 0.9050, decode.d7.loss_cls: 0.4510, decode.d7.loss_mask: 0.5779, decode.d7.loss_dice: 0.8988, decode.d8.loss_cls: 0.4413, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.9014, loss: 21.9542, grad_norm: 125.3523 2023-11-26 23:58:24,451 - mmseg - INFO - Iter [112850/160000] lr: 1.124e-06, eta: 4:57:08, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4530, decode.loss_mask: 0.5766, decode.loss_dice: 0.9083, decode.d0.loss_cls: 2.3986, decode.d0.loss_mask: 0.6397, decode.d0.loss_dice: 1.0955, decode.d1.loss_cls: 0.6460, decode.d1.loss_mask: 0.6093, decode.d1.loss_dice: 0.9966, decode.d2.loss_cls: 0.5584, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.9559, decode.d3.loss_cls: 0.5128, decode.d3.loss_mask: 0.5822, decode.d3.loss_dice: 0.9308, decode.d4.loss_cls: 0.4891, decode.d4.loss_mask: 0.5825, decode.d4.loss_dice: 0.9270, decode.d5.loss_cls: 0.4773, decode.d5.loss_mask: 0.5797, decode.d5.loss_dice: 0.9229, decode.d6.loss_cls: 0.4684, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.9114, decode.d7.loss_cls: 0.4574, decode.d7.loss_mask: 0.5771, decode.d7.loss_dice: 0.9163, decode.d8.loss_cls: 0.4531, decode.d8.loss_mask: 0.5757, decode.d8.loss_dice: 0.9117, loss: 22.2885, grad_norm: 119.4799 2023-11-26 23:58:42,671 - mmseg - INFO - Iter [112900/160000] lr: 1.123e-06, eta: 4:56:49, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4199, decode.loss_mask: 0.6053, decode.loss_dice: 0.8798, decode.d0.loss_cls: 2.2315, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.0450, decode.d1.loss_cls: 0.5783, decode.d1.loss_mask: 0.6377, decode.d1.loss_dice: 0.9666, decode.d2.loss_cls: 0.4890, decode.d2.loss_mask: 0.6238, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4581, decode.d3.loss_mask: 0.6171, decode.d3.loss_dice: 0.8950, decode.d4.loss_cls: 0.4492, decode.d4.loss_mask: 0.6143, decode.d4.loss_dice: 0.8930, decode.d5.loss_cls: 0.4315, decode.d5.loss_mask: 0.6114, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.4254, decode.d6.loss_mask: 0.6102, decode.d6.loss_dice: 0.8810, decode.d7.loss_cls: 0.4211, decode.d7.loss_mask: 0.6089, decode.d7.loss_dice: 0.8829, decode.d8.loss_cls: 0.4117, decode.d8.loss_mask: 0.6095, decode.d8.loss_dice: 0.8823, loss: 21.6653, grad_norm: 115.3592 2023-11-26 23:59:01,007 - mmseg - INFO - Iter [112950/160000] lr: 1.122e-06, eta: 4:56:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4639, decode.loss_mask: 0.6033, decode.loss_dice: 0.9244, decode.d0.loss_cls: 2.4034, decode.d0.loss_mask: 0.6665, decode.d0.loss_dice: 1.1051, decode.d1.loss_cls: 0.6478, decode.d1.loss_mask: 0.6365, decode.d1.loss_dice: 1.0167, decode.d2.loss_cls: 0.5538, decode.d2.loss_mask: 0.6181, decode.d2.loss_dice: 0.9722, decode.d3.loss_cls: 0.5148, decode.d3.loss_mask: 0.6115, decode.d3.loss_dice: 0.9427, decode.d4.loss_cls: 0.4880, decode.d4.loss_mask: 0.6093, decode.d4.loss_dice: 0.9408, decode.d5.loss_cls: 0.4762, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.9382, decode.d6.loss_cls: 0.4725, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.9255, decode.d7.loss_cls: 0.4678, decode.d7.loss_mask: 0.6032, decode.d7.loss_dice: 0.9246, decode.d8.loss_cls: 0.4657, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.9316, loss: 22.7403, grad_norm: 117.3401 2023-11-26 23:59:19,237 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-26 23:59:19,238 - mmseg - INFO - Iter [113000/160000] lr: 1.121e-06, eta: 4:56:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4203, decode.loss_mask: 0.6150, decode.loss_dice: 0.9012, decode.d0.loss_cls: 2.3293, decode.d0.loss_mask: 0.6852, decode.d0.loss_dice: 1.0658, decode.d1.loss_cls: 0.6132, decode.d1.loss_mask: 0.6498, decode.d1.loss_dice: 0.9876, decode.d2.loss_cls: 0.5249, decode.d2.loss_mask: 0.6309, decode.d2.loss_dice: 0.9437, decode.d3.loss_cls: 0.4813, decode.d3.loss_mask: 0.6202, decode.d3.loss_dice: 0.9199, decode.d4.loss_cls: 0.4580, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.9130, decode.d5.loss_cls: 0.4516, decode.d5.loss_mask: 0.6167, decode.d5.loss_dice: 0.9140, decode.d6.loss_cls: 0.4368, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.9016, decode.d7.loss_cls: 0.4342, decode.d7.loss_mask: 0.6133, decode.d7.loss_dice: 0.9029, decode.d8.loss_cls: 0.4254, decode.d8.loss_mask: 0.6135, decode.d8.loss_dice: 0.9026, loss: 22.2032, grad_norm: 117.1885 2023-11-26 23:59:37,797 - mmseg - INFO - Iter [113050/160000] lr: 1.120e-06, eta: 4:55:51, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4430, decode.loss_mask: 0.5913, decode.loss_dice: 0.9096, decode.d0.loss_cls: 2.2585, decode.d0.loss_mask: 0.6582, decode.d0.loss_dice: 1.0804, decode.d1.loss_cls: 0.6142, decode.d1.loss_mask: 0.6272, decode.d1.loss_dice: 0.9892, decode.d2.loss_cls: 0.5164, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.9469, decode.d3.loss_cls: 0.4779, decode.d3.loss_mask: 0.6014, decode.d3.loss_dice: 0.9274, decode.d4.loss_cls: 0.4617, decode.d4.loss_mask: 0.5992, decode.d4.loss_dice: 0.9251, decode.d5.loss_cls: 0.4564, decode.d5.loss_mask: 0.5968, decode.d5.loss_dice: 0.9227, decode.d6.loss_cls: 0.4465, decode.d6.loss_mask: 0.5927, decode.d6.loss_dice: 0.9155, decode.d7.loss_cls: 0.4423, decode.d7.loss_mask: 0.5935, decode.d7.loss_dice: 0.9110, decode.d8.loss_cls: 0.4393, decode.d8.loss_mask: 0.5929, decode.d8.loss_dice: 0.9112, loss: 22.0545, grad_norm: 129.4994 2023-11-26 23:59:56,343 - mmseg - INFO - Iter [113100/160000] lr: 1.118e-06, eta: 4:55:32, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4034, decode.loss_mask: 0.6068, decode.loss_dice: 0.8986, decode.d0.loss_cls: 2.2451, decode.d0.loss_mask: 0.6737, decode.d0.loss_dice: 1.0638, decode.d1.loss_cls: 0.5767, decode.d1.loss_mask: 0.6435, decode.d1.loss_dice: 0.9731, decode.d2.loss_cls: 0.5005, decode.d2.loss_mask: 0.6213, decode.d2.loss_dice: 0.9366, decode.d3.loss_cls: 0.4633, decode.d3.loss_mask: 0.6146, decode.d3.loss_dice: 0.9087, decode.d4.loss_cls: 0.4376, decode.d4.loss_mask: 0.6127, decode.d4.loss_dice: 0.9098, decode.d5.loss_cls: 0.4303, decode.d5.loss_mask: 0.6126, decode.d5.loss_dice: 0.9049, decode.d6.loss_cls: 0.4194, decode.d6.loss_mask: 0.6115, decode.d6.loss_dice: 0.9038, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.6102, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4139, decode.d8.loss_mask: 0.6095, decode.d8.loss_dice: 0.8975, loss: 21.8176, grad_norm: 114.9934 2023-11-27 00:00:16,362 - mmseg - INFO - Iter [113150/160000] lr: 1.117e-06, eta: 4:55:14, time: 0.400, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4594, decode.loss_mask: 0.5853, decode.loss_dice: 0.9197, decode.d0.loss_cls: 2.3947, decode.d0.loss_mask: 0.6488, decode.d0.loss_dice: 1.0975, decode.d1.loss_cls: 0.6550, decode.d1.loss_mask: 0.6206, decode.d1.loss_dice: 1.0024, decode.d2.loss_cls: 0.5564, decode.d2.loss_mask: 0.6029, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5155, decode.d3.loss_mask: 0.5952, decode.d3.loss_dice: 0.9336, decode.d4.loss_cls: 0.4903, decode.d4.loss_mask: 0.5911, decode.d4.loss_dice: 0.9278, decode.d5.loss_cls: 0.4750, decode.d5.loss_mask: 0.5928, decode.d5.loss_dice: 0.9295, decode.d6.loss_cls: 0.4682, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.9176, decode.d7.loss_cls: 0.4639, decode.d7.loss_mask: 0.5845, decode.d7.loss_dice: 0.9134, decode.d8.loss_cls: 0.4514, decode.d8.loss_mask: 0.5862, decode.d8.loss_dice: 0.9170, loss: 22.4411, grad_norm: 116.7048 2023-11-27 00:00:34,782 - mmseg - INFO - Iter [113200/160000] lr: 1.116e-06, eta: 4:54:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4279, decode.loss_mask: 0.5831, decode.loss_dice: 0.8750, decode.d0.loss_cls: 2.2784, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 1.0472, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6196, decode.d1.loss_dice: 0.9687, decode.d2.loss_cls: 0.5173, decode.d2.loss_mask: 0.6017, decode.d2.loss_dice: 0.9207, decode.d3.loss_cls: 0.4776, decode.d3.loss_mask: 0.5939, decode.d3.loss_dice: 0.8889, decode.d4.loss_cls: 0.4633, decode.d4.loss_mask: 0.5919, decode.d4.loss_dice: 0.8892, decode.d5.loss_cls: 0.4550, decode.d5.loss_mask: 0.5896, decode.d5.loss_dice: 0.8848, decode.d6.loss_cls: 0.4413, decode.d6.loss_mask: 0.5892, decode.d6.loss_dice: 0.8753, decode.d7.loss_cls: 0.4352, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.8732, decode.d8.loss_cls: 0.4357, decode.d8.loss_mask: 0.5835, decode.d8.loss_dice: 0.8764, loss: 21.6150, grad_norm: 115.1382 2023-11-27 00:00:53,244 - mmseg - INFO - Iter [113250/160000] lr: 1.115e-06, eta: 4:54:36, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4350, decode.loss_mask: 0.5992, decode.loss_dice: 0.8878, decode.d0.loss_cls: 2.2613, decode.d0.loss_mask: 0.6638, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5882, decode.d1.loss_mask: 0.6276, decode.d1.loss_dice: 0.9567, decode.d2.loss_cls: 0.5126, decode.d2.loss_mask: 0.6140, decode.d2.loss_dice: 0.9204, decode.d3.loss_cls: 0.4733, decode.d3.loss_mask: 0.6094, decode.d3.loss_dice: 0.8957, decode.d4.loss_cls: 0.4561, decode.d4.loss_mask: 0.6084, decode.d4.loss_dice: 0.8939, decode.d5.loss_cls: 0.4458, decode.d5.loss_mask: 0.6051, decode.d5.loss_dice: 0.8901, decode.d6.loss_cls: 0.4375, decode.d6.loss_mask: 0.6027, decode.d6.loss_dice: 0.8850, decode.d7.loss_cls: 0.4338, decode.d7.loss_mask: 0.6007, decode.d7.loss_dice: 0.8810, decode.d8.loss_cls: 0.4284, decode.d8.loss_mask: 0.6006, decode.d8.loss_dice: 0.8853, loss: 21.7511, grad_norm: 128.1118 2023-11-27 00:01:11,496 - mmseg - INFO - Iter [113300/160000] lr: 1.114e-06, eta: 4:54:17, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4162, decode.loss_mask: 0.5996, decode.loss_dice: 0.9137, decode.d0.loss_cls: 2.3226, decode.d0.loss_mask: 0.6639, decode.d0.loss_dice: 1.0787, decode.d1.loss_cls: 0.5900, decode.d1.loss_mask: 0.6354, decode.d1.loss_dice: 0.9957, decode.d2.loss_cls: 0.5098, decode.d2.loss_mask: 0.6189, decode.d2.loss_dice: 0.9524, decode.d3.loss_cls: 0.4715, decode.d3.loss_mask: 0.6110, decode.d3.loss_dice: 0.9231, decode.d4.loss_cls: 0.4448, decode.d4.loss_mask: 0.6102, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4384, decode.d5.loss_mask: 0.6044, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4278, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.9095, decode.d7.loss_cls: 0.4167, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.9132, decode.d8.loss_cls: 0.4105, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.9173, loss: 22.0462, grad_norm: 113.4327 2023-11-27 00:01:29,959 - mmseg - INFO - Iter [113350/160000] lr: 1.112e-06, eta: 4:53:57, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4498, decode.loss_mask: 0.6127, decode.loss_dice: 0.9169, decode.d0.loss_cls: 2.3004, decode.d0.loss_mask: 0.6735, decode.d0.loss_dice: 1.0911, decode.d1.loss_cls: 0.6138, decode.d1.loss_mask: 0.6448, decode.d1.loss_dice: 0.9997, decode.d2.loss_cls: 0.5268, decode.d2.loss_mask: 0.6291, decode.d2.loss_dice: 0.9675, decode.d3.loss_cls: 0.4982, decode.d3.loss_mask: 0.6219, decode.d3.loss_dice: 0.9286, decode.d4.loss_cls: 0.4770, decode.d4.loss_mask: 0.6206, decode.d4.loss_dice: 0.9305, decode.d5.loss_cls: 0.4615, decode.d5.loss_mask: 0.6186, decode.d5.loss_dice: 0.9261, decode.d6.loss_cls: 0.4553, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.9174, decode.d7.loss_cls: 0.4457, decode.d7.loss_mask: 0.6148, decode.d7.loss_dice: 0.9222, decode.d8.loss_cls: 0.4446, decode.d8.loss_mask: 0.6125, decode.d8.loss_dice: 0.9171, loss: 22.4527, grad_norm: 123.9195 2023-11-27 00:01:48,211 - mmseg - INFO - Iter [113400/160000] lr: 1.111e-06, eta: 4:53:38, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4443, decode.loss_mask: 0.6173, decode.loss_dice: 0.9413, decode.d0.loss_cls: 2.3835, decode.d0.loss_mask: 0.6765, decode.d0.loss_dice: 1.1165, decode.d1.loss_cls: 0.6313, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0300, decode.d2.loss_cls: 0.5548, decode.d2.loss_mask: 0.6308, decode.d2.loss_dice: 0.9861, decode.d3.loss_cls: 0.5130, decode.d3.loss_mask: 0.6236, decode.d3.loss_dice: 0.9592, decode.d4.loss_cls: 0.4860, decode.d4.loss_mask: 0.6236, decode.d4.loss_dice: 0.9569, decode.d5.loss_cls: 0.4766, decode.d5.loss_mask: 0.6224, decode.d5.loss_dice: 0.9539, decode.d6.loss_cls: 0.4607, decode.d6.loss_mask: 0.6186, decode.d6.loss_dice: 0.9475, decode.d7.loss_cls: 0.4563, decode.d7.loss_mask: 0.6192, decode.d7.loss_dice: 0.9473, decode.d8.loss_cls: 0.4366, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.9464, loss: 22.9357, grad_norm: 126.1755 2023-11-27 00:02:06,857 - mmseg - INFO - Iter [113450/160000] lr: 1.110e-06, eta: 4:53:19, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4391, decode.loss_mask: 0.5785, decode.loss_dice: 0.8919, decode.d0.loss_cls: 2.3363, decode.d0.loss_mask: 0.6355, decode.d0.loss_dice: 1.0677, decode.d1.loss_cls: 0.6331, decode.d1.loss_mask: 0.6071, decode.d1.loss_dice: 0.9741, decode.d2.loss_cls: 0.5319, decode.d2.loss_mask: 0.5928, decode.d2.loss_dice: 0.9424, decode.d3.loss_cls: 0.4923, decode.d3.loss_mask: 0.5845, decode.d3.loss_dice: 0.9084, decode.d4.loss_cls: 0.4730, decode.d4.loss_mask: 0.5814, decode.d4.loss_dice: 0.9065, decode.d5.loss_cls: 0.4676, decode.d5.loss_mask: 0.5807, decode.d5.loss_dice: 0.9026, decode.d6.loss_cls: 0.4530, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8967, decode.d7.loss_cls: 0.4392, decode.d7.loss_mask: 0.5796, decode.d7.loss_dice: 0.8962, decode.d8.loss_cls: 0.4356, decode.d8.loss_mask: 0.5794, decode.d8.loss_dice: 0.8949, loss: 21.8822, grad_norm: 125.5484 2023-11-27 00:02:25,434 - mmseg - INFO - Iter [113500/160000] lr: 1.109e-06, eta: 4:53:00, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4153, decode.loss_mask: 0.5895, decode.loss_dice: 0.8926, decode.d0.loss_cls: 2.2717, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0597, decode.d1.loss_cls: 0.5905, decode.d1.loss_mask: 0.6227, decode.d1.loss_dice: 0.9684, decode.d2.loss_cls: 0.5118, decode.d2.loss_mask: 0.6092, decode.d2.loss_dice: 0.9311, decode.d3.loss_cls: 0.4656, decode.d3.loss_mask: 0.5969, decode.d3.loss_dice: 0.9045, decode.d4.loss_cls: 0.4514, decode.d4.loss_mask: 0.5986, decode.d4.loss_dice: 0.9041, decode.d5.loss_cls: 0.4320, decode.d5.loss_mask: 0.5990, decode.d5.loss_dice: 0.9032, decode.d6.loss_cls: 0.4272, decode.d6.loss_mask: 0.5935, decode.d6.loss_dice: 0.8952, decode.d7.loss_cls: 0.4174, decode.d7.loss_mask: 0.5929, decode.d7.loss_dice: 0.8955, decode.d8.loss_cls: 0.4257, decode.d8.loss_mask: 0.5886, decode.d8.loss_dice: 0.8919, loss: 21.6993, grad_norm: 129.3152 2023-11-27 00:02:43,835 - mmseg - INFO - Iter [113550/160000] lr: 1.108e-06, eta: 4:52:41, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4230, decode.loss_mask: 0.5868, decode.loss_dice: 0.8990, decode.d0.loss_cls: 2.2880, decode.d0.loss_mask: 0.6515, decode.d0.loss_dice: 1.0706, decode.d1.loss_cls: 0.6105, decode.d1.loss_mask: 0.6212, decode.d1.loss_dice: 0.9854, decode.d2.loss_cls: 0.5141, decode.d2.loss_mask: 0.6064, decode.d2.loss_dice: 0.9411, decode.d3.loss_cls: 0.4679, decode.d3.loss_mask: 0.5970, decode.d3.loss_dice: 0.9144, decode.d4.loss_cls: 0.4551, decode.d4.loss_mask: 0.5930, decode.d4.loss_dice: 0.9100, decode.d5.loss_cls: 0.4383, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.9063, decode.d6.loss_cls: 0.4290, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.8984, decode.d7.loss_cls: 0.4270, decode.d7.loss_mask: 0.5885, decode.d7.loss_dice: 0.8997, decode.d8.loss_cls: 0.4227, decode.d8.loss_mask: 0.5881, decode.d8.loss_dice: 0.8994, loss: 21.8155, grad_norm: 121.8539 2023-11-27 00:03:02,284 - mmseg - INFO - Iter [113600/160000] lr: 1.106e-06, eta: 4:52:22, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4453, decode.loss_mask: 0.5881, decode.loss_dice: 0.8850, decode.d0.loss_cls: 2.3374, decode.d0.loss_mask: 0.6574, decode.d0.loss_dice: 1.0750, decode.d1.loss_cls: 0.6379, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9683, decode.d2.loss_cls: 0.5404, decode.d2.loss_mask: 0.6062, decode.d2.loss_dice: 0.9339, decode.d3.loss_cls: 0.5014, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4813, decode.d4.loss_mask: 0.5943, decode.d4.loss_dice: 0.9031, decode.d5.loss_cls: 0.4609, decode.d5.loss_mask: 0.5921, decode.d5.loss_dice: 0.9038, decode.d6.loss_cls: 0.4547, decode.d6.loss_mask: 0.5943, decode.d6.loss_dice: 0.8946, decode.d7.loss_cls: 0.4465, decode.d7.loss_mask: 0.5921, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.4428, decode.d8.loss_mask: 0.5900, decode.d8.loss_dice: 0.8945, loss: 22.0345, grad_norm: 130.7504 2023-11-27 00:03:20,609 - mmseg - INFO - Iter [113650/160000] lr: 1.105e-06, eta: 4:52:03, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4114, decode.loss_mask: 0.5976, decode.loss_dice: 0.8903, decode.d0.loss_cls: 2.3455, decode.d0.loss_mask: 0.6673, decode.d0.loss_dice: 1.0603, decode.d1.loss_cls: 0.6072, decode.d1.loss_mask: 0.6360, decode.d1.loss_dice: 0.9719, decode.d2.loss_cls: 0.5026, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9305, decode.d3.loss_cls: 0.4705, decode.d3.loss_mask: 0.6079, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4499, decode.d4.loss_mask: 0.6061, decode.d4.loss_dice: 0.9034, decode.d5.loss_cls: 0.4376, decode.d5.loss_mask: 0.6046, decode.d5.loss_dice: 0.9068, decode.d6.loss_cls: 0.4253, decode.d6.loss_mask: 0.6040, decode.d6.loss_dice: 0.8959, decode.d7.loss_cls: 0.4211, decode.d7.loss_mask: 0.6000, decode.d7.loss_dice: 0.8963, decode.d8.loss_cls: 0.4160, decode.d8.loss_mask: 0.5986, decode.d8.loss_dice: 0.8922, loss: 21.8809, grad_norm: 123.7435 2023-11-27 00:03:41,166 - mmseg - INFO - Iter [113700/160000] lr: 1.104e-06, eta: 4:51:45, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4263, decode.loss_mask: 0.5867, decode.loss_dice: 0.8905, decode.d0.loss_cls: 2.3742, decode.d0.loss_mask: 0.6509, decode.d0.loss_dice: 1.0696, decode.d1.loss_cls: 0.6268, decode.d1.loss_mask: 0.6189, decode.d1.loss_dice: 0.9697, decode.d2.loss_cls: 0.5138, decode.d2.loss_mask: 0.6020, decode.d2.loss_dice: 0.9295, decode.d3.loss_cls: 0.4898, decode.d3.loss_mask: 0.5936, decode.d3.loss_dice: 0.9020, decode.d4.loss_cls: 0.4665, decode.d4.loss_mask: 0.5912, decode.d4.loss_dice: 0.9049, decode.d5.loss_cls: 0.4531, decode.d5.loss_mask: 0.5906, decode.d5.loss_dice: 0.9030, decode.d6.loss_cls: 0.4478, decode.d6.loss_mask: 0.5861, decode.d6.loss_dice: 0.8929, decode.d7.loss_cls: 0.4324, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8931, decode.d8.loss_cls: 0.4238, decode.d8.loss_mask: 0.5857, decode.d8.loss_dice: 0.8901, loss: 21.8906, grad_norm: 120.0400 2023-11-27 00:03:59,615 - mmseg - INFO - Iter [113750/160000] lr: 1.103e-06, eta: 4:51:26, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4275, decode.loss_mask: 0.5876, decode.loss_dice: 0.8856, decode.d0.loss_cls: 2.3444, decode.d0.loss_mask: 0.6549, decode.d0.loss_dice: 1.0569, decode.d1.loss_cls: 0.6233, decode.d1.loss_mask: 0.6239, decode.d1.loss_dice: 0.9628, decode.d2.loss_cls: 0.5108, decode.d2.loss_mask: 0.6100, decode.d2.loss_dice: 0.9277, decode.d3.loss_cls: 0.4795, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.8989, decode.d4.loss_cls: 0.4582, decode.d4.loss_mask: 0.5987, decode.d4.loss_dice: 0.8991, decode.d5.loss_cls: 0.4394, decode.d5.loss_mask: 0.5992, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4322, decode.d6.loss_mask: 0.5924, decode.d6.loss_dice: 0.8910, decode.d7.loss_cls: 0.4328, decode.d7.loss_mask: 0.5920, decode.d7.loss_dice: 0.8884, decode.d8.loss_cls: 0.4296, decode.d8.loss_mask: 0.5888, decode.d8.loss_dice: 0.8864, loss: 21.8209, grad_norm: 108.4368 2023-11-27 00:04:17,843 - mmseg - INFO - Iter [113800/160000] lr: 1.102e-06, eta: 4:51:06, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4043, decode.loss_mask: 0.6017, decode.loss_dice: 0.8980, decode.d0.loss_cls: 2.2600, decode.d0.loss_mask: 0.6684, decode.d0.loss_dice: 1.0594, decode.d1.loss_cls: 0.5933, decode.d1.loss_mask: 0.6374, decode.d1.loss_dice: 0.9731, decode.d2.loss_cls: 0.4989, decode.d2.loss_mask: 0.6199, decode.d2.loss_dice: 0.9314, decode.d3.loss_cls: 0.4557, decode.d3.loss_mask: 0.6101, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4317, decode.d4.loss_mask: 0.6092, decode.d4.loss_dice: 0.9088, decode.d5.loss_cls: 0.4198, decode.d5.loss_mask: 0.6095, decode.d5.loss_dice: 0.9081, decode.d6.loss_cls: 0.4204, decode.d6.loss_mask: 0.6037, decode.d6.loss_dice: 0.8946, decode.d7.loss_cls: 0.4085, decode.d7.loss_mask: 0.6025, decode.d7.loss_dice: 0.8944, decode.d8.loss_cls: 0.4031, decode.d8.loss_mask: 0.6028, decode.d8.loss_dice: 0.8993, loss: 21.7344, grad_norm: 120.0481 2023-11-27 00:04:36,239 - mmseg - INFO - Iter [113850/160000] lr: 1.100e-06, eta: 4:50:47, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4143, decode.loss_mask: 0.5837, decode.loss_dice: 0.8559, decode.d0.loss_cls: 2.2739, decode.d0.loss_mask: 0.6531, decode.d0.loss_dice: 1.0274, decode.d1.loss_cls: 0.6027, decode.d1.loss_mask: 0.6185, decode.d1.loss_dice: 0.9378, decode.d2.loss_cls: 0.5055, decode.d2.loss_mask: 0.6003, decode.d2.loss_dice: 0.8985, decode.d3.loss_cls: 0.4728, decode.d3.loss_mask: 0.5936, decode.d3.loss_dice: 0.8665, decode.d4.loss_cls: 0.4506, decode.d4.loss_mask: 0.5899, decode.d4.loss_dice: 0.8663, decode.d5.loss_cls: 0.4378, decode.d5.loss_mask: 0.5879, decode.d5.loss_dice: 0.8632, decode.d6.loss_cls: 0.4287, decode.d6.loss_mask: 0.5863, decode.d6.loss_dice: 0.8562, decode.d7.loss_cls: 0.4258, decode.d7.loss_mask: 0.5841, decode.d7.loss_dice: 0.8541, decode.d8.loss_cls: 0.4218, decode.d8.loss_mask: 0.5814, decode.d8.loss_dice: 0.8571, loss: 21.2954, grad_norm: 129.3719 2023-11-27 00:04:54,645 - mmseg - INFO - Iter [113900/160000] lr: 1.099e-06, eta: 4:50:28, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4279, decode.loss_mask: 0.5786, decode.loss_dice: 0.8953, decode.d0.loss_cls: 2.3056, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 1.0560, decode.d1.loss_cls: 0.6252, decode.d1.loss_mask: 0.6099, decode.d1.loss_dice: 0.9687, decode.d2.loss_cls: 0.5217, decode.d2.loss_mask: 0.5935, decode.d2.loss_dice: 0.9363, decode.d3.loss_cls: 0.4851, decode.d3.loss_mask: 0.5835, decode.d3.loss_dice: 0.9082, decode.d4.loss_cls: 0.4651, decode.d4.loss_mask: 0.5819, decode.d4.loss_dice: 0.9029, decode.d5.loss_cls: 0.4508, decode.d5.loss_mask: 0.5821, decode.d5.loss_dice: 0.9039, decode.d6.loss_cls: 0.4455, decode.d6.loss_mask: 0.5818, decode.d6.loss_dice: 0.8944, decode.d7.loss_cls: 0.4447, decode.d7.loss_mask: 0.5793, decode.d7.loss_dice: 0.8889, decode.d8.loss_cls: 0.4342, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.8951, loss: 21.7623, grad_norm: 115.0854 2023-11-27 00:05:13,035 - mmseg - INFO - Iter [113950/160000] lr: 1.098e-06, eta: 4:50:09, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4218, decode.loss_mask: 0.5922, decode.loss_dice: 0.8777, decode.d0.loss_cls: 2.3017, decode.d0.loss_mask: 0.6671, decode.d0.loss_dice: 1.0566, decode.d1.loss_cls: 0.6035, decode.d1.loss_mask: 0.6301, decode.d1.loss_dice: 0.9603, decode.d2.loss_cls: 0.5107, decode.d2.loss_mask: 0.6129, decode.d2.loss_dice: 0.9297, decode.d3.loss_cls: 0.4704, decode.d3.loss_mask: 0.6040, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4579, decode.d4.loss_mask: 0.5962, decode.d4.loss_dice: 0.8958, decode.d5.loss_cls: 0.4390, decode.d5.loss_mask: 0.5991, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.4322, decode.d6.loss_mask: 0.5971, decode.d6.loss_dice: 0.8874, decode.d7.loss_cls: 0.4259, decode.d7.loss_mask: 0.5942, decode.d7.loss_dice: 0.8862, decode.d8.loss_cls: 0.4258, decode.d8.loss_mask: 0.5930, decode.d8.loss_dice: 0.8843, loss: 21.7500, grad_norm: 131.8808 2023-11-27 00:05:31,552 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:05:31,552 - mmseg - INFO - Iter [114000/160000] lr: 1.097e-06, eta: 4:49:50, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4193, decode.loss_mask: 0.5924, decode.loss_dice: 0.8805, decode.d0.loss_cls: 2.2994, decode.d0.loss_mask: 0.6541, decode.d0.loss_dice: 1.0530, decode.d1.loss_cls: 0.5981, decode.d1.loss_mask: 0.6260, decode.d1.loss_dice: 0.9698, decode.d2.loss_cls: 0.5063, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9222, decode.d3.loss_cls: 0.4732, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.8934, decode.d4.loss_cls: 0.4475, decode.d4.loss_mask: 0.5964, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4385, decode.d5.loss_mask: 0.5946, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.4305, decode.d6.loss_mask: 0.5948, decode.d6.loss_dice: 0.8853, decode.d7.loss_cls: 0.4183, decode.d7.loss_mask: 0.5934, decode.d7.loss_dice: 0.8862, decode.d8.loss_cls: 0.4211, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8839, loss: 21.6657, grad_norm: 130.8477 2023-11-27 00:05:50,128 - mmseg - INFO - Iter [114050/160000] lr: 1.096e-06, eta: 4:49:31, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4358, decode.loss_mask: 0.5826, decode.loss_dice: 0.9138, decode.d0.loss_cls: 2.3069, decode.d0.loss_mask: 0.6408, decode.d0.loss_dice: 1.0855, decode.d1.loss_cls: 0.6413, decode.d1.loss_mask: 0.6109, decode.d1.loss_dice: 0.9919, decode.d2.loss_cls: 0.5379, decode.d2.loss_mask: 0.5985, decode.d2.loss_dice: 0.9593, decode.d3.loss_cls: 0.4960, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.4734, decode.d4.loss_mask: 0.5899, decode.d4.loss_dice: 0.9251, decode.d5.loss_cls: 0.4600, decode.d5.loss_mask: 0.5868, decode.d5.loss_dice: 0.9319, decode.d6.loss_cls: 0.4518, decode.d6.loss_mask: 0.5839, decode.d6.loss_dice: 0.9169, decode.d7.loss_cls: 0.4358, decode.d7.loss_mask: 0.5836, decode.d7.loss_dice: 0.9206, decode.d8.loss_cls: 0.4383, decode.d8.loss_mask: 0.5837, decode.d8.loss_dice: 0.9148, loss: 22.1195, grad_norm: 110.4819 2023-11-27 00:06:08,565 - mmseg - INFO - Iter [114100/160000] lr: 1.095e-06, eta: 4:49:12, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4335, decode.loss_mask: 0.5805, decode.loss_dice: 0.9048, decode.d0.loss_cls: 2.2815, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 1.0925, decode.d1.loss_cls: 0.6332, decode.d1.loss_mask: 0.6120, decode.d1.loss_dice: 0.9849, decode.d2.loss_cls: 0.5353, decode.d2.loss_mask: 0.6012, decode.d2.loss_dice: 0.9503, decode.d3.loss_cls: 0.4840, decode.d3.loss_mask: 0.5928, decode.d3.loss_dice: 0.9256, decode.d4.loss_cls: 0.4660, decode.d4.loss_mask: 0.5902, decode.d4.loss_dice: 0.9212, decode.d5.loss_cls: 0.4653, decode.d5.loss_mask: 0.5850, decode.d5.loss_dice: 0.9225, decode.d6.loss_cls: 0.4474, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.9125, decode.d7.loss_cls: 0.4343, decode.d7.loss_mask: 0.5836, decode.d7.loss_dice: 0.9112, decode.d8.loss_cls: 0.4313, decode.d8.loss_mask: 0.5827, decode.d8.loss_dice: 0.9070, loss: 22.0090, grad_norm: 126.0151 2023-11-27 00:06:26,909 - mmseg - INFO - Iter [114150/160000] lr: 1.093e-06, eta: 4:48:53, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4461, decode.loss_mask: 0.5913, decode.loss_dice: 0.9091, decode.d0.loss_cls: 2.3264, decode.d0.loss_mask: 0.6513, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6454, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9830, decode.d2.loss_cls: 0.5564, decode.d2.loss_mask: 0.6097, decode.d2.loss_dice: 0.9460, decode.d3.loss_cls: 0.5125, decode.d3.loss_mask: 0.6011, decode.d3.loss_dice: 0.9255, decode.d4.loss_cls: 0.4957, decode.d4.loss_mask: 0.5978, decode.d4.loss_dice: 0.9201, decode.d5.loss_cls: 0.4745, decode.d5.loss_mask: 0.5953, decode.d5.loss_dice: 0.9197, decode.d6.loss_cls: 0.4724, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.9110, decode.d7.loss_cls: 0.4592, decode.d7.loss_mask: 0.5908, decode.d7.loss_dice: 0.9121, decode.d8.loss_cls: 0.4512, decode.d8.loss_mask: 0.5931, decode.d8.loss_dice: 0.9111, loss: 22.2981, grad_norm: 128.1964 2023-11-27 00:06:45,294 - mmseg - INFO - Iter [114200/160000] lr: 1.092e-06, eta: 4:48:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4371, decode.loss_mask: 0.5970, decode.loss_dice: 0.9340, decode.d0.loss_cls: 2.3268, decode.d0.loss_mask: 0.6661, decode.d0.loss_dice: 1.1212, decode.d1.loss_cls: 0.6191, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 1.0285, decode.d2.loss_cls: 0.5242, decode.d2.loss_mask: 0.6195, decode.d2.loss_dice: 0.9825, decode.d3.loss_cls: 0.4819, decode.d3.loss_mask: 0.6118, decode.d3.loss_dice: 0.9538, decode.d4.loss_cls: 0.4635, decode.d4.loss_mask: 0.6075, decode.d4.loss_dice: 0.9497, decode.d5.loss_cls: 0.4579, decode.d5.loss_mask: 0.6042, decode.d5.loss_dice: 0.9484, decode.d6.loss_cls: 0.4476, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.9383, decode.d7.loss_cls: 0.4457, decode.d7.loss_mask: 0.5990, decode.d7.loss_dice: 0.9377, decode.d8.loss_cls: 0.4335, decode.d8.loss_mask: 0.5996, decode.d8.loss_dice: 0.9403, loss: 22.5146, grad_norm: 122.2290 2023-11-27 00:07:03,689 - mmseg - INFO - Iter [114250/160000] lr: 1.091e-06, eta: 4:48:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4195, decode.loss_mask: 0.6059, decode.loss_dice: 0.8902, decode.d0.loss_cls: 2.2040, decode.d0.loss_mask: 0.6663, decode.d0.loss_dice: 1.0524, decode.d1.loss_cls: 0.5966, decode.d1.loss_mask: 0.6338, decode.d1.loss_dice: 0.9692, decode.d2.loss_cls: 0.5131, decode.d2.loss_mask: 0.6211, decode.d2.loss_dice: 0.9315, decode.d3.loss_cls: 0.4753, decode.d3.loss_mask: 0.6141, decode.d3.loss_dice: 0.9076, decode.d4.loss_cls: 0.4538, decode.d4.loss_mask: 0.6142, decode.d4.loss_dice: 0.9076, decode.d5.loss_cls: 0.4354, decode.d5.loss_mask: 0.6123, decode.d5.loss_dice: 0.9100, decode.d6.loss_cls: 0.4339, decode.d6.loss_mask: 0.6103, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4252, decode.d7.loss_mask: 0.6083, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4186, decode.d8.loss_mask: 0.6076, decode.d8.loss_dice: 0.8976, loss: 21.8329, grad_norm: 133.6232 2023-11-27 00:07:22,332 - mmseg - INFO - Iter [114300/160000] lr: 1.090e-06, eta: 4:47:55, time: 0.373, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4657, decode.loss_mask: 0.5985, decode.loss_dice: 0.9438, decode.d0.loss_cls: 2.3692, decode.d0.loss_mask: 0.6723, decode.d0.loss_dice: 1.1341, decode.d1.loss_cls: 0.6578, decode.d1.loss_mask: 0.6394, decode.d1.loss_dice: 1.0371, decode.d2.loss_cls: 0.5471, decode.d2.loss_mask: 0.6188, decode.d2.loss_dice: 0.9970, decode.d3.loss_cls: 0.5129, decode.d3.loss_mask: 0.6104, decode.d3.loss_dice: 0.9624, decode.d4.loss_cls: 0.5002, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.9556, decode.d5.loss_cls: 0.4784, decode.d5.loss_mask: 0.6087, decode.d5.loss_dice: 0.9558, decode.d6.loss_cls: 0.4747, decode.d6.loss_mask: 0.6034, decode.d6.loss_dice: 0.9460, decode.d7.loss_cls: 0.4659, decode.d7.loss_mask: 0.5991, decode.d7.loss_dice: 0.9463, decode.d8.loss_cls: 0.4585, decode.d8.loss_mask: 0.5987, decode.d8.loss_dice: 0.9453, loss: 22.9122, grad_norm: 115.8402 2023-11-27 00:07:41,130 - mmseg - INFO - Iter [114350/160000] lr: 1.089e-06, eta: 4:47:37, time: 0.378, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4291, decode.loss_mask: 0.6055, decode.loss_dice: 0.8770, decode.d0.loss_cls: 2.2667, decode.d0.loss_mask: 0.6693, decode.d0.loss_dice: 1.0475, decode.d1.loss_cls: 0.6276, decode.d1.loss_mask: 0.6373, decode.d1.loss_dice: 0.9547, decode.d2.loss_cls: 0.5308, decode.d2.loss_mask: 0.6216, decode.d2.loss_dice: 0.9190, decode.d3.loss_cls: 0.4894, decode.d3.loss_mask: 0.6137, decode.d3.loss_dice: 0.8910, decode.d4.loss_cls: 0.4646, decode.d4.loss_mask: 0.6118, decode.d4.loss_dice: 0.8883, decode.d5.loss_cls: 0.4546, decode.d5.loss_mask: 0.6123, decode.d5.loss_dice: 0.8899, decode.d6.loss_cls: 0.4465, decode.d6.loss_mask: 0.6102, decode.d6.loss_dice: 0.8776, decode.d7.loss_cls: 0.4421, decode.d7.loss_mask: 0.6073, decode.d7.loss_dice: 0.8791, decode.d8.loss_cls: 0.4318, decode.d8.loss_mask: 0.6083, decode.d8.loss_dice: 0.8790, loss: 21.8836, grad_norm: 118.6221 2023-11-27 00:07:59,597 - mmseg - INFO - Iter [114400/160000] lr: 1.087e-06, eta: 4:47:17, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4604, decode.loss_mask: 0.6056, decode.loss_dice: 0.9161, decode.d0.loss_cls: 2.3019, decode.d0.loss_mask: 0.6722, decode.d0.loss_dice: 1.0978, decode.d1.loss_cls: 0.6345, decode.d1.loss_mask: 0.6411, decode.d1.loss_dice: 1.0083, decode.d2.loss_cls: 0.5466, decode.d2.loss_mask: 0.6223, decode.d2.loss_dice: 0.9610, decode.d3.loss_cls: 0.5094, decode.d3.loss_mask: 0.6151, decode.d3.loss_dice: 0.9368, decode.d4.loss_cls: 0.4897, decode.d4.loss_mask: 0.6150, decode.d4.loss_dice: 0.9309, decode.d5.loss_cls: 0.4737, decode.d5.loss_mask: 0.6133, decode.d5.loss_dice: 0.9322, decode.d6.loss_cls: 0.4644, decode.d6.loss_mask: 0.6111, decode.d6.loss_dice: 0.9241, decode.d7.loss_cls: 0.4646, decode.d7.loss_mask: 0.6071, decode.d7.loss_dice: 0.9224, decode.d8.loss_cls: 0.4585, decode.d8.loss_mask: 0.6066, decode.d8.loss_dice: 0.9226, loss: 22.5655, grad_norm: 115.4852 2023-11-27 00:08:17,936 - mmseg - INFO - Iter [114450/160000] lr: 1.086e-06, eta: 4:46:58, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4067, decode.loss_mask: 0.6033, decode.loss_dice: 0.9121, decode.d0.loss_cls: 2.3337, decode.d0.loss_mask: 0.6679, decode.d0.loss_dice: 1.0792, decode.d1.loss_cls: 0.5996, decode.d1.loss_mask: 0.6450, decode.d1.loss_dice: 0.9929, decode.d2.loss_cls: 0.5065, decode.d2.loss_mask: 0.6229, decode.d2.loss_dice: 0.9484, decode.d3.loss_cls: 0.4670, decode.d3.loss_mask: 0.6129, decode.d3.loss_dice: 0.9244, decode.d4.loss_cls: 0.4415, decode.d4.loss_mask: 0.6123, decode.d4.loss_dice: 0.9230, decode.d5.loss_cls: 0.4291, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.9207, decode.d6.loss_cls: 0.4174, decode.d6.loss_mask: 0.6088, decode.d6.loss_dice: 0.9158, decode.d7.loss_cls: 0.4074, decode.d7.loss_mask: 0.6061, decode.d7.loss_dice: 0.9163, decode.d8.loss_cls: 0.4012, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.9186, loss: 22.0546, grad_norm: 127.0244 2023-11-27 00:08:36,252 - mmseg - INFO - Iter [114500/160000] lr: 1.085e-06, eta: 4:46:39, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4489, decode.loss_mask: 0.5752, decode.loss_dice: 0.8963, decode.d0.loss_cls: 2.3277, decode.d0.loss_mask: 0.6378, decode.d0.loss_dice: 1.0759, decode.d1.loss_cls: 0.6241, decode.d1.loss_mask: 0.6046, decode.d1.loss_dice: 0.9775, decode.d2.loss_cls: 0.5348, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9404, decode.d3.loss_cls: 0.5007, decode.d3.loss_mask: 0.5836, decode.d3.loss_dice: 0.9155, decode.d4.loss_cls: 0.4832, decode.d4.loss_mask: 0.5811, decode.d4.loss_dice: 0.9118, decode.d5.loss_cls: 0.4696, decode.d5.loss_mask: 0.5780, decode.d5.loss_dice: 0.9085, decode.d6.loss_cls: 0.4607, decode.d6.loss_mask: 0.5771, decode.d6.loss_dice: 0.9016, decode.d7.loss_cls: 0.4434, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.9050, decode.d8.loss_cls: 0.4472, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.9017, loss: 21.9585, grad_norm: 113.3962 2023-11-27 00:08:54,572 - mmseg - INFO - Iter [114550/160000] lr: 1.084e-06, eta: 4:46:20, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4235, decode.loss_mask: 0.5788, decode.loss_dice: 0.8958, decode.d0.loss_cls: 2.3191, decode.d0.loss_mask: 0.6379, decode.d0.loss_dice: 1.0695, decode.d1.loss_cls: 0.6130, decode.d1.loss_mask: 0.6126, decode.d1.loss_dice: 0.9821, decode.d2.loss_cls: 0.5142, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9348, decode.d3.loss_cls: 0.4715, decode.d3.loss_mask: 0.5884, decode.d3.loss_dice: 0.9204, decode.d4.loss_cls: 0.4545, decode.d4.loss_mask: 0.5849, decode.d4.loss_dice: 0.9126, decode.d5.loss_cls: 0.4400, decode.d5.loss_mask: 0.5821, decode.d5.loss_dice: 0.9118, decode.d6.loss_cls: 0.4314, decode.d6.loss_mask: 0.5813, decode.d6.loss_dice: 0.9036, decode.d7.loss_cls: 0.4249, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.9003, decode.d8.loss_cls: 0.4260, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.8976, loss: 21.7724, grad_norm: 104.1423 2023-11-27 00:09:12,970 - mmseg - INFO - Iter [114600/160000] lr: 1.083e-06, eta: 4:46:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4231, decode.loss_mask: 0.5819, decode.loss_dice: 0.8885, decode.d0.loss_cls: 2.2697, decode.d0.loss_mask: 0.6438, decode.d0.loss_dice: 1.0617, decode.d1.loss_cls: 0.5967, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9671, decode.d2.loss_cls: 0.5239, decode.d2.loss_mask: 0.6010, decode.d2.loss_dice: 0.9268, decode.d3.loss_cls: 0.4795, decode.d3.loss_mask: 0.5928, decode.d3.loss_dice: 0.9071, decode.d4.loss_cls: 0.4584, decode.d4.loss_mask: 0.5878, decode.d4.loss_dice: 0.9020, decode.d5.loss_cls: 0.4443, decode.d5.loss_mask: 0.5887, decode.d5.loss_dice: 0.9003, decode.d6.loss_cls: 0.4332, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8934, decode.d7.loss_cls: 0.4280, decode.d7.loss_mask: 0.5855, decode.d7.loss_dice: 0.8923, decode.d8.loss_cls: 0.4276, decode.d8.loss_mask: 0.5849, decode.d8.loss_dice: 0.8931, loss: 21.6842, grad_norm: 140.1200 2023-11-27 00:09:31,200 - mmseg - INFO - Iter [114650/160000] lr: 1.081e-06, eta: 4:45:42, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4441, decode.loss_mask: 0.6039, decode.loss_dice: 0.9312, decode.d0.loss_cls: 2.3331, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0843, decode.d1.loss_cls: 0.6190, decode.d1.loss_mask: 0.6373, decode.d1.loss_dice: 1.0019, decode.d2.loss_cls: 0.5427, decode.d2.loss_mask: 0.6211, decode.d2.loss_dice: 0.9659, decode.d3.loss_cls: 0.4916, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9431, decode.d4.loss_cls: 0.4763, decode.d4.loss_mask: 0.6070, decode.d4.loss_dice: 0.9379, decode.d5.loss_cls: 0.4622, decode.d5.loss_mask: 0.6101, decode.d5.loss_dice: 0.9432, decode.d6.loss_cls: 0.4545, decode.d6.loss_mask: 0.6063, decode.d6.loss_dice: 0.9328, decode.d7.loss_cls: 0.4462, decode.d7.loss_mask: 0.6041, decode.d7.loss_dice: 0.9309, decode.d8.loss_cls: 0.4424, decode.d8.loss_mask: 0.6028, decode.d8.loss_dice: 0.9343, loss: 22.4893, grad_norm: 132.8173 2023-11-27 00:09:49,580 - mmseg - INFO - Iter [114700/160000] lr: 1.080e-06, eta: 4:45:23, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4617, decode.loss_mask: 0.5937, decode.loss_dice: 0.8901, decode.d0.loss_cls: 2.3397, decode.d0.loss_mask: 0.6566, decode.d0.loss_dice: 1.0744, decode.d1.loss_cls: 0.6743, decode.d1.loss_mask: 0.6256, decode.d1.loss_dice: 0.9746, decode.d2.loss_cls: 0.5670, decode.d2.loss_mask: 0.6119, decode.d2.loss_dice: 0.9352, decode.d3.loss_cls: 0.5206, decode.d3.loss_mask: 0.5992, decode.d3.loss_dice: 0.9022, decode.d4.loss_cls: 0.5032, decode.d4.loss_mask: 0.6009, decode.d4.loss_dice: 0.9019, decode.d5.loss_cls: 0.4887, decode.d5.loss_mask: 0.5988, decode.d5.loss_dice: 0.9015, decode.d6.loss_cls: 0.4757, decode.d6.loss_mask: 0.5957, decode.d6.loss_dice: 0.8940, decode.d7.loss_cls: 0.4709, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.8905, decode.d8.loss_cls: 0.4621, decode.d8.loss_mask: 0.5928, decode.d8.loss_dice: 0.8949, loss: 22.2933, grad_norm: 126.4962 2023-11-27 00:10:08,030 - mmseg - INFO - Iter [114750/160000] lr: 1.079e-06, eta: 4:45:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4237, decode.loss_mask: 0.5890, decode.loss_dice: 0.8816, decode.d0.loss_cls: 2.3365, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.6232, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 0.9640, decode.d2.loss_cls: 0.5267, decode.d2.loss_mask: 0.6113, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4786, decode.d3.loss_mask: 0.6022, decode.d3.loss_dice: 0.8988, decode.d4.loss_cls: 0.4589, decode.d4.loss_mask: 0.5981, decode.d4.loss_dice: 0.9020, decode.d5.loss_cls: 0.4519, decode.d5.loss_mask: 0.5968, decode.d5.loss_dice: 0.8949, decode.d6.loss_cls: 0.4400, decode.d6.loss_mask: 0.5931, decode.d6.loss_dice: 0.8847, decode.d7.loss_cls: 0.4319, decode.d7.loss_mask: 0.5912, decode.d7.loss_dice: 0.8855, decode.d8.loss_cls: 0.4276, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8886, loss: 21.8455, grad_norm: 119.8237 2023-11-27 00:10:26,534 - mmseg - INFO - Iter [114800/160000] lr: 1.078e-06, eta: 4:44:45, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4081, decode.loss_mask: 0.6019, decode.loss_dice: 0.9095, decode.d0.loss_cls: 2.2865, decode.d0.loss_mask: 0.6672, decode.d0.loss_dice: 1.0873, decode.d1.loss_cls: 0.5818, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 0.9941, decode.d2.loss_cls: 0.5075, decode.d2.loss_mask: 0.6175, decode.d2.loss_dice: 0.9569, decode.d3.loss_cls: 0.4628, decode.d3.loss_mask: 0.6099, decode.d3.loss_dice: 0.9213, decode.d4.loss_cls: 0.4489, decode.d4.loss_mask: 0.6096, decode.d4.loss_dice: 0.9207, decode.d5.loss_cls: 0.4354, decode.d5.loss_mask: 0.6053, decode.d5.loss_dice: 0.9180, decode.d6.loss_cls: 0.4242, decode.d6.loss_mask: 0.6047, decode.d6.loss_dice: 0.9066, decode.d7.loss_cls: 0.4146, decode.d7.loss_mask: 0.6063, decode.d7.loss_dice: 0.9119, decode.d8.loss_cls: 0.4148, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.9091, loss: 21.9808, grad_norm: 120.2685 2023-11-27 00:10:44,865 - mmseg - INFO - Iter [114850/160000] lr: 1.077e-06, eta: 4:44:25, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4240, decode.loss_mask: 0.5981, decode.loss_dice: 0.9028, decode.d0.loss_cls: 2.2782, decode.d0.loss_mask: 0.6616, decode.d0.loss_dice: 1.0647, decode.d1.loss_cls: 0.6037, decode.d1.loss_mask: 0.6321, decode.d1.loss_dice: 0.9814, decode.d2.loss_cls: 0.5097, decode.d2.loss_mask: 0.6156, decode.d2.loss_dice: 0.9393, decode.d3.loss_cls: 0.4691, decode.d3.loss_mask: 0.6097, decode.d3.loss_dice: 0.9171, decode.d4.loss_cls: 0.4473, decode.d4.loss_mask: 0.6066, decode.d4.loss_dice: 0.9166, decode.d5.loss_cls: 0.4538, decode.d5.loss_mask: 0.6009, decode.d5.loss_dice: 0.9126, decode.d6.loss_cls: 0.4301, decode.d6.loss_mask: 0.6007, decode.d6.loss_dice: 0.9053, decode.d7.loss_cls: 0.4365, decode.d7.loss_mask: 0.5963, decode.d7.loss_dice: 0.9024, decode.d8.loss_cls: 0.4288, decode.d8.loss_mask: 0.5981, decode.d8.loss_dice: 0.9057, loss: 21.9487, grad_norm: 128.6391 2023-11-27 00:11:03,151 - mmseg - INFO - Iter [114900/160000] lr: 1.075e-06, eta: 4:44:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4151, decode.loss_mask: 0.5904, decode.loss_dice: 0.8798, decode.d0.loss_cls: 2.2977, decode.d0.loss_mask: 0.6544, decode.d0.loss_dice: 1.0475, decode.d1.loss_cls: 0.5674, decode.d1.loss_mask: 0.6263, decode.d1.loss_dice: 0.9624, decode.d2.loss_cls: 0.4948, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.9242, decode.d3.loss_cls: 0.4676, decode.d3.loss_mask: 0.5981, decode.d3.loss_dice: 0.8941, decode.d4.loss_cls: 0.4416, decode.d4.loss_mask: 0.5974, decode.d4.loss_dice: 0.8949, decode.d5.loss_cls: 0.4388, decode.d5.loss_mask: 0.5958, decode.d5.loss_dice: 0.8920, decode.d6.loss_cls: 0.4297, decode.d6.loss_mask: 0.5937, decode.d6.loss_dice: 0.8836, decode.d7.loss_cls: 0.4189, decode.d7.loss_mask: 0.5914, decode.d7.loss_dice: 0.8826, decode.d8.loss_cls: 0.4141, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8811, loss: 21.5736, grad_norm: 135.8807 2023-11-27 00:11:23,795 - mmseg - INFO - Iter [114950/160000] lr: 1.074e-06, eta: 4:43:48, time: 0.413, data_time: 0.056, memory: 36416, decode.loss_cls: 0.4346, decode.loss_mask: 0.5799, decode.loss_dice: 0.8865, decode.d0.loss_cls: 2.2952, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 1.0455, decode.d1.loss_cls: 0.6234, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9694, decode.d2.loss_cls: 0.5216, decode.d2.loss_mask: 0.5963, decode.d2.loss_dice: 0.9315, decode.d3.loss_cls: 0.4842, decode.d3.loss_mask: 0.5895, decode.d3.loss_dice: 0.9028, decode.d4.loss_cls: 0.4660, decode.d4.loss_mask: 0.5877, decode.d4.loss_dice: 0.9021, decode.d5.loss_cls: 0.4467, decode.d5.loss_mask: 0.5842, decode.d5.loss_dice: 0.9002, decode.d6.loss_cls: 0.4371, decode.d6.loss_mask: 0.5841, decode.d6.loss_dice: 0.8972, decode.d7.loss_cls: 0.4334, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4276, decode.d8.loss_mask: 0.5803, decode.d8.loss_dice: 0.8909, loss: 21.7283, grad_norm: 120.8743 2023-11-27 00:11:42,073 - mmseg - INFO - Saving checkpoint at 115000 iterations 2023-11-27 00:11:43,755 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:11:43,756 - mmseg - INFO - Iter [115000/160000] lr: 1.073e-06, eta: 4:43:30, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4249, decode.loss_mask: 0.5902, decode.loss_dice: 0.8921, decode.d0.loss_cls: 2.3156, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0537, decode.d1.loss_cls: 0.5970, decode.d1.loss_mask: 0.6226, decode.d1.loss_dice: 0.9691, decode.d2.loss_cls: 0.5151, decode.d2.loss_mask: 0.6064, decode.d2.loss_dice: 0.9259, decode.d3.loss_cls: 0.4769, decode.d3.loss_mask: 0.5985, decode.d3.loss_dice: 0.9002, decode.d4.loss_cls: 0.4585, decode.d4.loss_mask: 0.5955, decode.d4.loss_dice: 0.9032, decode.d5.loss_cls: 0.4409, decode.d5.loss_mask: 0.5935, decode.d5.loss_dice: 0.9029, decode.d6.loss_cls: 0.4378, decode.d6.loss_mask: 0.5913, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4274, decode.d7.loss_mask: 0.5912, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.4271, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.8937, loss: 21.7817, grad_norm: 117.4347 2023-11-27 00:12:00,471 - mmseg - INFO - per class results: 2023-11-27 00:12:00,476 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.37 | 86.58 | | building | 82.15 | 89.97 | | sky | 94.81 | 97.59 | | floor | 82.81 | 90.42 | | tree | 75.36 | 86.52 | | ceiling | 83.95 | 90.86 | | road | 85.65 | 91.43 | | bed | 90.44 | 96.02 | | windowpane | 61.53 | 79.07 | | grass | 67.35 | 81.9 | | cabinet | 60.87 | 73.77 | | sidewalk | 68.32 | 81.31 | | person | 84.05 | 92.3 | | earth | 34.59 | 49.77 | | door | 54.19 | 72.87 | | table | 64.52 | 77.88 | | mountain | 64.37 | 81.33 | | plant | 50.74 | 63.51 | | curtain | 76.05 | 89.07 | | chair | 59.78 | 69.82 | | car | 85.74 | 94.38 | | water | 35.08 | 45.35 | | painting | 73.49 | 87.87 | | sofa | 73.3 | 87.81 | | shelf | 43.05 | 58.56 | | house | 42.72 | 73.82 | | sea | 49.4 | 75.92 | | mirror | 67.83 | 80.68 | | rug | 66.45 | 79.69 | | field | 30.62 | 42.14 | | armchair | 48.78 | 72.62 | | seat | 63.71 | 83.15 | | fence | 43.85 | 62.79 | | desk | 50.69 | 71.35 | | rock | 48.29 | 61.1 | | wardrobe | 51.1 | 66.24 | | lamp | 67.73 | 79.39 | | bathtub | 77.21 | 86.49 | | railing | 33.76 | 52.91 | | cushion | 62.78 | 71.92 | | base | 35.03 | 51.73 | | box | 28.29 | 42.9 | | column | 46.77 | 62.52 | | signboard | 38.51 | 58.07 | | chest of drawers | 38.59 | 74.25 | | counter | 35.64 | 53.03 | | sand | 30.68 | 43.77 | | sink | 71.8 | 81.33 | | skyscraper | 45.4 | 59.51 | | fireplace | 72.02 | 88.39 | | refrigerator | 74.39 | 81.95 | | grandstand | 52.75 | 78.99 | | path | 22.99 | 40.02 | | stairs | 41.01 | 53.92 | | runway | 74.0 | 97.21 | | case | 44.09 | 57.02 | | pool table | 94.7 | 97.23 | | pillow | 60.02 | 73.44 | | screen door | 49.02 | 69.71 | | stairway | 28.41 | 45.43 | | river | 10.31 | 36.84 | | bridge | 70.78 | 89.16 | | bookcase | 37.86 | 59.51 | | blind | 42.49 | 53.98 | | coffee table | 60.09 | 82.78 | | toilet | 88.58 | 91.35 | | flower | 41.63 | 64.08 | | book | 48.09 | 73.73 | | hill | 7.93 | 13.52 | | bench | 45.86 | 68.62 | | countertop | 51.95 | 73.34 | | stove | 84.87 | 90.61 | | palm | 54.21 | 80.85 | | kitchen island | 36.68 | 86.2 | | computer | 64.63 | 73.84 | | swivel chair | 43.11 | 60.1 | | boat | 60.44 | 86.49 | | bar | 55.04 | 65.7 | | arcade machine | 38.37 | 46.41 | | hovel | 11.25 | 15.87 | | bus | 90.55 | 95.52 | | towel | 71.03 | 83.46 | | light | 57.47 | 80.32 | | truck | 38.09 | 50.18 | | tower | 29.2 | 53.25 | | chandelier | 68.97 | 84.05 | | awning | 34.77 | 50.69 | | streetlight | 34.22 | 52.89 | | booth | 56.42 | 71.28 | | television receiver | 73.76 | 84.02 | | airplane | 59.92 | 66.68 | | dirt track | 6.95 | 11.44 | | apparel | 32.76 | 51.72 | | pole | 26.16 | 41.96 | | land | 2.63 | 6.76 | | bannister | 12.34 | 28.11 | | escalator | 25.17 | 28.95 | | ottoman | 53.12 | 72.33 | | bottle | 23.92 | 30.7 | | buffet | 41.51 | 54.45 | | poster | 39.35 | 58.04 | | stage | 13.61 | 32.36 | | van | 44.05 | 53.94 | | ship | 9.8 | 10.73 | | fountain | 32.0 | 33.27 | | conveyer belt | 65.22 | 88.13 | | canopy | 19.27 | 30.06 | | washer | 72.48 | 77.57 | | plaything | 23.12 | 30.71 | | swimming pool | 46.75 | 82.16 | | stool | 49.74 | 77.23 | | barrel | 31.35 | 74.45 | | basket | 33.14 | 52.83 | | waterfall | 42.18 | 61.2 | | tent | 93.88 | 98.16 | | bag | 16.24 | 24.26 | | minibike | 71.66 | 86.35 | | cradle | 85.58 | 97.75 | | oven | 60.36 | 68.15 | | ball | 48.91 | 59.46 | | food | 64.82 | 80.13 | | step | 15.41 | 21.81 | | tank | 48.71 | 52.61 | | trade name | 36.5 | 48.96 | | microwave | 85.45 | 92.52 | | pot | 37.74 | 44.54 | | animal | 65.43 | 66.93 | | bicycle | 57.48 | 82.91 | | lake | 8.84 | 9.6 | | dishwasher | 80.05 | 89.89 | | screen | 56.42 | 86.96 | | blanket | 29.22 | 34.79 | | sculpture | 55.82 | 85.64 | | hood | 65.51 | 72.16 | | sconce | 55.34 | 70.82 | | vase | 48.45 | 68.79 | | traffic light | 39.63 | 65.04 | | tray | 20.14 | 35.7 | | ashcan | 41.49 | 64.84 | | fan | 66.1 | 83.33 | | pier | 12.4 | 20.42 | | crt screen | 2.04 | 5.96 | | plate | 57.15 | 75.27 | | monitor | 3.19 | 3.84 | | bulletin board | 42.19 | 62.93 | | shower | 3.03 | 27.99 | | radiator | 68.32 | 83.38 | | glass | 21.75 | 24.85 | | clock | 44.09 | 63.03 | | flag | 48.86 | 54.43 | +---------------------+-------+-------+ 2023-11-27 00:12:00,476 - mmseg - INFO - Summary: 2023-11-27 00:12:00,476 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.17 | 49.95 | 64.5 | +-------+-------+------+ 2023-11-27 00:12:00,477 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:12:00,477 - mmseg - INFO - Iter(val) [250] aAcc: 0.8317, mIoU: 0.4995, mAcc: 0.6450, IoU.wall: 0.7837, IoU.building: 0.8215, IoU.sky: 0.9481, IoU.floor: 0.8281, IoU.tree: 0.7536, IoU.ceiling: 0.8395, IoU.road: 0.8565, IoU.bed : 0.9044, IoU.windowpane: 0.6153, IoU.grass: 0.6735, IoU.cabinet: 0.6087, IoU.sidewalk: 0.6832, IoU.person: 0.8405, IoU.earth: 0.3459, IoU.door: 0.5419, IoU.table: 0.6452, IoU.mountain: 0.6437, IoU.plant: 0.5074, IoU.curtain: 0.7605, IoU.chair: 0.5978, IoU.car: 0.8574, IoU.water: 0.3508, IoU.painting: 0.7349, IoU.sofa: 0.7330, IoU.shelf: 0.4305, IoU.house: 0.4272, IoU.sea: 0.4940, IoU.mirror: 0.6783, IoU.rug: 0.6645, IoU.field: 0.3062, IoU.armchair: 0.4878, IoU.seat: 0.6371, IoU.fence: 0.4385, IoU.desk: 0.5069, IoU.rock: 0.4829, IoU.wardrobe: 0.5110, IoU.lamp: 0.6773, IoU.bathtub: 0.7721, IoU.railing: 0.3376, IoU.cushion: 0.6278, IoU.base: 0.3503, IoU.box: 0.2829, IoU.column: 0.4677, IoU.signboard: 0.3851, IoU.chest of drawers: 0.3859, IoU.counter: 0.3564, IoU.sand: 0.3068, IoU.sink: 0.7180, IoU.skyscraper: 0.4540, IoU.fireplace: 0.7202, IoU.refrigerator: 0.7439, IoU.grandstand: 0.5275, IoU.path: 0.2299, IoU.stairs: 0.4101, IoU.runway: 0.7400, IoU.case: 0.4409, IoU.pool table: 0.9470, IoU.pillow: 0.6002, IoU.screen door: 0.4902, IoU.stairway: 0.2841, IoU.river: 0.1031, IoU.bridge: 0.7078, IoU.bookcase: 0.3786, IoU.blind: 0.4249, IoU.coffee table: 0.6009, IoU.toilet: 0.8858, IoU.flower: 0.4163, IoU.book: 0.4809, IoU.hill: 0.0793, IoU.bench: 0.4586, IoU.countertop: 0.5195, IoU.stove: 0.8487, IoU.palm: 0.5421, IoU.kitchen island: 0.3668, IoU.computer: 0.6463, IoU.swivel chair: 0.4311, IoU.boat: 0.6044, IoU.bar: 0.5504, IoU.arcade machine: 0.3837, IoU.hovel: 0.1125, IoU.bus: 0.9055, IoU.towel: 0.7103, IoU.light: 0.5747, IoU.truck: 0.3809, IoU.tower: 0.2920, IoU.chandelier: 0.6897, IoU.awning: 0.3477, IoU.streetlight: 0.3422, IoU.booth: 0.5642, IoU.television receiver: 0.7376, IoU.airplane: 0.5992, IoU.dirt track: 0.0695, IoU.apparel: 0.3276, IoU.pole: 0.2616, IoU.land: 0.0263, IoU.bannister: 0.1234, IoU.escalator: 0.2517, IoU.ottoman: 0.5312, IoU.bottle: 0.2392, IoU.buffet: 0.4151, IoU.poster: 0.3935, IoU.stage: 0.1361, IoU.van: 0.4405, IoU.ship: 0.0980, IoU.fountain: 0.3200, IoU.conveyer belt: 0.6522, IoU.canopy: 0.1927, IoU.washer: 0.7248, IoU.plaything: 0.2312, IoU.swimming pool: 0.4675, IoU.stool: 0.4974, IoU.barrel: 0.3135, IoU.basket: 0.3314, IoU.waterfall: 0.4218, IoU.tent: 0.9388, IoU.bag: 0.1624, IoU.minibike: 0.7166, IoU.cradle: 0.8558, IoU.oven: 0.6036, IoU.ball: 0.4891, IoU.food: 0.6482, IoU.step: 0.1541, IoU.tank: 0.4871, IoU.trade name: 0.3650, IoU.microwave: 0.8545, IoU.pot: 0.3774, IoU.animal: 0.6543, IoU.bicycle: 0.5748, IoU.lake: 0.0884, IoU.dishwasher: 0.8005, IoU.screen: 0.5642, IoU.blanket: 0.2922, IoU.sculpture: 0.5582, IoU.hood: 0.6551, IoU.sconce: 0.5534, IoU.vase: 0.4845, IoU.traffic light: 0.3963, IoU.tray: 0.2014, IoU.ashcan: 0.4149, IoU.fan: 0.6610, IoU.pier: 0.1240, IoU.crt screen: 0.0204, IoU.plate: 0.5715, IoU.monitor: 0.0319, IoU.bulletin board: 0.4219, IoU.shower: 0.0303, IoU.radiator: 0.6832, IoU.glass: 0.2175, IoU.clock: 0.4409, IoU.flag: 0.4886, Acc.wall: 0.8658, Acc.building: 0.8997, Acc.sky: 0.9759, Acc.floor: 0.9042, Acc.tree: 0.8652, Acc.ceiling: 0.9086, Acc.road: 0.9143, Acc.bed : 0.9602, Acc.windowpane: 0.7907, Acc.grass: 0.8190, Acc.cabinet: 0.7377, Acc.sidewalk: 0.8131, Acc.person: 0.9230, Acc.earth: 0.4977, Acc.door: 0.7287, Acc.table: 0.7788, Acc.mountain: 0.8133, Acc.plant: 0.6351, Acc.curtain: 0.8907, Acc.chair: 0.6982, Acc.car: 0.9438, Acc.water: 0.4535, Acc.painting: 0.8787, Acc.sofa: 0.8781, Acc.shelf: 0.5856, Acc.house: 0.7382, Acc.sea: 0.7592, Acc.mirror: 0.8068, Acc.rug: 0.7969, Acc.field: 0.4214, Acc.armchair: 0.7262, Acc.seat: 0.8315, Acc.fence: 0.6279, Acc.desk: 0.7135, Acc.rock: 0.6110, Acc.wardrobe: 0.6624, Acc.lamp: 0.7939, Acc.bathtub: 0.8649, Acc.railing: 0.5291, Acc.cushion: 0.7192, Acc.base: 0.5173, Acc.box: 0.4290, Acc.column: 0.6252, Acc.signboard: 0.5807, Acc.chest of drawers: 0.7425, Acc.counter: 0.5303, Acc.sand: 0.4377, Acc.sink: 0.8133, Acc.skyscraper: 0.5951, Acc.fireplace: 0.8839, Acc.refrigerator: 0.8195, Acc.grandstand: 0.7899, Acc.path: 0.4002, Acc.stairs: 0.5392, Acc.runway: 0.9721, Acc.case: 0.5702, Acc.pool table: 0.9723, Acc.pillow: 0.7344, Acc.screen door: 0.6971, Acc.stairway: 0.4543, Acc.river: 0.3684, Acc.bridge: 0.8916, Acc.bookcase: 0.5951, Acc.blind: 0.5398, Acc.coffee table: 0.8278, Acc.toilet: 0.9135, Acc.flower: 0.6408, Acc.book: 0.7373, Acc.hill: 0.1352, Acc.bench: 0.6862, Acc.countertop: 0.7334, Acc.stove: 0.9061, Acc.palm: 0.8085, Acc.kitchen island: 0.8620, Acc.computer: 0.7384, Acc.swivel chair: 0.6010, Acc.boat: 0.8649, Acc.bar: 0.6570, Acc.arcade machine: 0.4641, Acc.hovel: 0.1587, Acc.bus: 0.9552, Acc.towel: 0.8346, Acc.light: 0.8032, Acc.truck: 0.5018, Acc.tower: 0.5325, Acc.chandelier: 0.8405, Acc.awning: 0.5069, Acc.streetlight: 0.5289, Acc.booth: 0.7128, Acc.television receiver: 0.8402, Acc.airplane: 0.6668, Acc.dirt track: 0.1144, Acc.apparel: 0.5172, Acc.pole: 0.4196, Acc.land: 0.0676, Acc.bannister: 0.2811, Acc.escalator: 0.2895, Acc.ottoman: 0.7233, Acc.bottle: 0.3070, Acc.buffet: 0.5445, Acc.poster: 0.5804, Acc.stage: 0.3236, Acc.van: 0.5394, Acc.ship: 0.1073, Acc.fountain: 0.3327, Acc.conveyer belt: 0.8813, Acc.canopy: 0.3006, Acc.washer: 0.7757, Acc.plaything: 0.3071, Acc.swimming pool: 0.8216, Acc.stool: 0.7723, Acc.barrel: 0.7445, Acc.basket: 0.5283, Acc.waterfall: 0.6120, Acc.tent: 0.9816, Acc.bag: 0.2426, Acc.minibike: 0.8635, Acc.cradle: 0.9775, Acc.oven: 0.6815, Acc.ball: 0.5946, Acc.food: 0.8013, Acc.step: 0.2181, Acc.tank: 0.5261, Acc.trade name: 0.4896, Acc.microwave: 0.9252, Acc.pot: 0.4454, Acc.animal: 0.6693, Acc.bicycle: 0.8291, Acc.lake: 0.0960, Acc.dishwasher: 0.8989, Acc.screen: 0.8696, Acc.blanket: 0.3479, Acc.sculpture: 0.8564, Acc.hood: 0.7216, Acc.sconce: 0.7082, Acc.vase: 0.6879, Acc.traffic light: 0.6504, Acc.tray: 0.3570, Acc.ashcan: 0.6484, Acc.fan: 0.8333, Acc.pier: 0.2042, Acc.crt screen: 0.0596, Acc.plate: 0.7527, Acc.monitor: 0.0384, Acc.bulletin board: 0.6293, Acc.shower: 0.2799, Acc.radiator: 0.8338, Acc.glass: 0.2485, Acc.clock: 0.6303, Acc.flag: 0.5443 2023-11-27 00:12:19,451 - mmseg - INFO - Iter [115050/160000] lr: 1.072e-06, eta: 4:43:17, time: 0.714, data_time: 0.344, memory: 36416, decode.loss_cls: 0.4274, decode.loss_mask: 0.5918, decode.loss_dice: 0.9059, decode.d0.loss_cls: 2.3431, decode.d0.loss_mask: 0.6580, decode.d0.loss_dice: 1.0828, decode.d1.loss_cls: 0.6142, decode.d1.loss_mask: 0.6273, decode.d1.loss_dice: 0.9920, decode.d2.loss_cls: 0.5265, decode.d2.loss_mask: 0.6101, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.4821, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.9193, decode.d4.loss_cls: 0.4540, decode.d4.loss_mask: 0.5997, decode.d4.loss_dice: 0.9212, decode.d5.loss_cls: 0.4470, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.9167, decode.d6.loss_cls: 0.4392, decode.d6.loss_mask: 0.5947, decode.d6.loss_dice: 0.9111, decode.d7.loss_cls: 0.4353, decode.d7.loss_mask: 0.5939, decode.d7.loss_dice: 0.9120, decode.d8.loss_cls: 0.4256, decode.d8.loss_mask: 0.5939, decode.d8.loss_dice: 0.9101, loss: 22.0860, grad_norm: 122.0183 2023-11-27 00:12:37,808 - mmseg - INFO - Iter [115100/160000] lr: 1.071e-06, eta: 4:42:58, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4117, decode.loss_mask: 0.5735, decode.loss_dice: 0.8936, decode.d0.loss_cls: 2.2776, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 1.0716, decode.d1.loss_cls: 0.5846, decode.d1.loss_mask: 0.6062, decode.d1.loss_dice: 0.9729, decode.d2.loss_cls: 0.4957, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9347, decode.d3.loss_cls: 0.4586, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.9091, decode.d4.loss_cls: 0.4464, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.9097, decode.d5.loss_cls: 0.4334, decode.d5.loss_mask: 0.5799, decode.d5.loss_dice: 0.9056, decode.d6.loss_cls: 0.4271, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8926, decode.d7.loss_cls: 0.4179, decode.d7.loss_mask: 0.5749, decode.d7.loss_dice: 0.8968, decode.d8.loss_cls: 0.4110, decode.d8.loss_mask: 0.5721, decode.d8.loss_dice: 0.8957, loss: 21.5187, grad_norm: 107.0541 2023-11-27 00:12:56,390 - mmseg - INFO - Iter [115150/160000] lr: 1.069e-06, eta: 4:42:39, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4224, decode.loss_mask: 0.5867, decode.loss_dice: 0.8699, decode.d0.loss_cls: 2.3113, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 1.0336, decode.d1.loss_cls: 0.6084, decode.d1.loss_mask: 0.6209, decode.d1.loss_dice: 0.9536, decode.d2.loss_cls: 0.5220, decode.d2.loss_mask: 0.6038, decode.d2.loss_dice: 0.9081, decode.d3.loss_cls: 0.4783, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.4572, decode.d4.loss_mask: 0.5937, decode.d4.loss_dice: 0.8864, decode.d5.loss_cls: 0.4451, decode.d5.loss_mask: 0.5931, decode.d5.loss_dice: 0.8802, decode.d6.loss_cls: 0.4335, decode.d6.loss_mask: 0.5912, decode.d6.loss_dice: 0.8777, decode.d7.loss_cls: 0.4251, decode.d7.loss_mask: 0.5881, decode.d7.loss_dice: 0.8725, decode.d8.loss_cls: 0.4178, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.8763, loss: 21.5790, grad_norm: 130.2564 2023-11-27 00:13:14,733 - mmseg - INFO - Iter [115200/160000] lr: 1.068e-06, eta: 4:42:20, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4540, decode.loss_mask: 0.6006, decode.loss_dice: 0.9421, decode.d0.loss_cls: 2.3145, decode.d0.loss_mask: 0.6637, decode.d0.loss_dice: 1.1241, decode.d1.loss_cls: 0.6424, decode.d1.loss_mask: 0.6308, decode.d1.loss_dice: 1.0234, decode.d2.loss_cls: 0.5472, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9827, decode.d3.loss_cls: 0.5075, decode.d3.loss_mask: 0.6086, decode.d3.loss_dice: 0.9642, decode.d4.loss_cls: 0.4794, decode.d4.loss_mask: 0.6049, decode.d4.loss_dice: 0.9621, decode.d5.loss_cls: 0.4759, decode.d5.loss_mask: 0.6007, decode.d5.loss_dice: 0.9550, decode.d6.loss_cls: 0.4688, decode.d6.loss_mask: 0.5990, decode.d6.loss_dice: 0.9432, decode.d7.loss_cls: 0.4690, decode.d7.loss_mask: 0.5978, decode.d7.loss_dice: 0.9413, decode.d8.loss_cls: 0.4596, decode.d8.loss_mask: 0.5985, decode.d8.loss_dice: 0.9417, loss: 22.7175, grad_norm: 113.6811 2023-11-27 00:13:33,180 - mmseg - INFO - Iter [115250/160000] lr: 1.067e-06, eta: 4:42:01, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4394, decode.loss_mask: 0.6215, decode.loss_dice: 0.9150, decode.d0.loss_cls: 2.2837, decode.d0.loss_mask: 0.6890, decode.d0.loss_dice: 1.0918, decode.d1.loss_cls: 0.6158, decode.d1.loss_mask: 0.6615, decode.d1.loss_dice: 1.0055, decode.d2.loss_cls: 0.5355, decode.d2.loss_mask: 0.6456, decode.d2.loss_dice: 0.9606, decode.d3.loss_cls: 0.4994, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9303, decode.d4.loss_cls: 0.4706, decode.d4.loss_mask: 0.6301, decode.d4.loss_dice: 0.9283, decode.d5.loss_cls: 0.4574, decode.d5.loss_mask: 0.6280, decode.d5.loss_dice: 0.9287, decode.d6.loss_cls: 0.4520, decode.d6.loss_mask: 0.6232, decode.d6.loss_dice: 0.9192, decode.d7.loss_cls: 0.4416, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9206, decode.d8.loss_cls: 0.4328, decode.d8.loss_mask: 0.6209, decode.d8.loss_dice: 0.9183, loss: 22.5203, grad_norm: 135.3140 2023-11-27 00:13:51,516 - mmseg - INFO - Iter [115300/160000] lr: 1.066e-06, eta: 4:41:42, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4334, decode.loss_mask: 0.5783, decode.loss_dice: 0.8886, decode.d0.loss_cls: 2.3551, decode.d0.loss_mask: 0.6404, decode.d0.loss_dice: 1.0623, decode.d1.loss_cls: 0.6256, decode.d1.loss_mask: 0.6179, decode.d1.loss_dice: 0.9736, decode.d2.loss_cls: 0.5242, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4870, decode.d3.loss_mask: 0.5903, decode.d3.loss_dice: 0.9056, decode.d4.loss_cls: 0.4686, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.9026, decode.d5.loss_cls: 0.4598, decode.d5.loss_mask: 0.5823, decode.d5.loss_dice: 0.9001, decode.d6.loss_cls: 0.4489, decode.d6.loss_mask: 0.5778, decode.d6.loss_dice: 0.8910, decode.d7.loss_cls: 0.4428, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.8917, decode.d8.loss_cls: 0.4395, decode.d8.loss_mask: 0.5767, decode.d8.loss_dice: 0.8906, loss: 21.8495, grad_norm: 115.2581 2023-11-27 00:14:09,810 - mmseg - INFO - Iter [115350/160000] lr: 1.065e-06, eta: 4:41:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4320, decode.loss_mask: 0.5862, decode.loss_dice: 0.8990, decode.d0.loss_cls: 2.3403, decode.d0.loss_mask: 0.6502, decode.d0.loss_dice: 1.0895, decode.d1.loss_cls: 0.6162, decode.d1.loss_mask: 0.6162, decode.d1.loss_dice: 0.9890, decode.d2.loss_cls: 0.5376, decode.d2.loss_mask: 0.6001, decode.d2.loss_dice: 0.9500, decode.d3.loss_cls: 0.4937, decode.d3.loss_mask: 0.5912, decode.d3.loss_dice: 0.9195, decode.d4.loss_cls: 0.4712, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.9139, decode.d5.loss_cls: 0.4582, decode.d5.loss_mask: 0.5895, decode.d5.loss_dice: 0.9140, decode.d6.loss_cls: 0.4488, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4395, decode.d7.loss_mask: 0.5880, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4375, decode.d8.loss_mask: 0.5872, decode.d8.loss_dice: 0.9038, loss: 22.0495, grad_norm: 125.1259 2023-11-27 00:14:28,004 - mmseg - INFO - Iter [115400/160000] lr: 1.064e-06, eta: 4:41:03, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4508, decode.loss_mask: 0.6052, decode.loss_dice: 0.9001, decode.d0.loss_cls: 2.2875, decode.d0.loss_mask: 0.6751, decode.d0.loss_dice: 1.0809, decode.d1.loss_cls: 0.6271, decode.d1.loss_mask: 0.6446, decode.d1.loss_dice: 0.9824, decode.d2.loss_cls: 0.5378, decode.d2.loss_mask: 0.6270, decode.d2.loss_dice: 0.9517, decode.d3.loss_cls: 0.5138, decode.d3.loss_mask: 0.6177, decode.d3.loss_dice: 0.9180, decode.d4.loss_cls: 0.4941, decode.d4.loss_mask: 0.6120, decode.d4.loss_dice: 0.9158, decode.d5.loss_cls: 0.4769, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.9129, decode.d6.loss_cls: 0.4661, decode.d6.loss_mask: 0.6066, decode.d6.loss_dice: 0.9056, decode.d7.loss_cls: 0.4581, decode.d7.loss_mask: 0.6053, decode.d7.loss_dice: 0.9014, decode.d8.loss_cls: 0.4548, decode.d8.loss_mask: 0.6070, decode.d8.loss_dice: 0.9035, loss: 22.3513, grad_norm: 128.1336 2023-11-27 00:14:46,473 - mmseg - INFO - Iter [115450/160000] lr: 1.062e-06, eta: 4:40:44, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4397, decode.loss_mask: 0.5910, decode.loss_dice: 0.9126, decode.d0.loss_cls: 2.3482, decode.d0.loss_mask: 0.6562, decode.d0.loss_dice: 1.0870, decode.d1.loss_cls: 0.6320, decode.d1.loss_mask: 0.6216, decode.d1.loss_dice: 0.9950, decode.d2.loss_cls: 0.5385, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.9600, decode.d3.loss_cls: 0.5015, decode.d3.loss_mask: 0.5972, decode.d3.loss_dice: 0.9259, decode.d4.loss_cls: 0.4798, decode.d4.loss_mask: 0.5961, decode.d4.loss_dice: 0.9280, decode.d5.loss_cls: 0.4594, decode.d5.loss_mask: 0.5943, decode.d5.loss_dice: 0.9264, decode.d6.loss_cls: 0.4514, decode.d6.loss_mask: 0.5918, decode.d6.loss_dice: 0.9167, decode.d7.loss_cls: 0.4496, decode.d7.loss_mask: 0.5898, decode.d7.loss_dice: 0.9168, decode.d8.loss_cls: 0.4447, decode.d8.loss_mask: 0.5924, decode.d8.loss_dice: 0.9122, loss: 22.2606, grad_norm: 124.7904 2023-11-27 00:15:04,709 - mmseg - INFO - Iter [115500/160000] lr: 1.061e-06, eta: 4:40:25, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4335, decode.loss_mask: 0.5999, decode.loss_dice: 0.8990, decode.d0.loss_cls: 2.2944, decode.d0.loss_mask: 0.6647, decode.d0.loss_dice: 1.0674, decode.d1.loss_cls: 0.6068, decode.d1.loss_mask: 0.6331, decode.d1.loss_dice: 0.9850, decode.d2.loss_cls: 0.5198, decode.d2.loss_mask: 0.6140, decode.d2.loss_dice: 0.9432, decode.d3.loss_cls: 0.4755, decode.d3.loss_mask: 0.6103, decode.d3.loss_dice: 0.9146, decode.d4.loss_cls: 0.4579, decode.d4.loss_mask: 0.6073, decode.d4.loss_dice: 0.9175, decode.d5.loss_cls: 0.4505, decode.d5.loss_mask: 0.6064, decode.d5.loss_dice: 0.9089, decode.d6.loss_cls: 0.4482, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.8991, decode.d7.loss_cls: 0.4376, decode.d7.loss_mask: 0.5984, decode.d7.loss_dice: 0.9021, decode.d8.loss_cls: 0.4371, decode.d8.loss_mask: 0.5984, decode.d8.loss_dice: 0.9015, loss: 22.0354, grad_norm: 140.2122 2023-11-27 00:15:23,293 - mmseg - INFO - Iter [115550/160000] lr: 1.060e-06, eta: 4:40:06, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4006, decode.loss_mask: 0.5990, decode.loss_dice: 0.8958, decode.d0.loss_cls: 2.2450, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 1.0453, decode.d1.loss_cls: 0.5718, decode.d1.loss_mask: 0.6316, decode.d1.loss_dice: 0.9745, decode.d2.loss_cls: 0.4844, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9320, decode.d3.loss_cls: 0.4507, decode.d3.loss_mask: 0.6063, decode.d3.loss_dice: 0.9086, decode.d4.loss_cls: 0.4376, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.9077, decode.d5.loss_cls: 0.4269, decode.d5.loss_mask: 0.6026, decode.d5.loss_dice: 0.9029, decode.d6.loss_cls: 0.4220, decode.d6.loss_mask: 0.5997, decode.d6.loss_dice: 0.8937, decode.d7.loss_cls: 0.4118, decode.d7.loss_mask: 0.5991, decode.d7.loss_dice: 0.8963, decode.d8.loss_cls: 0.4032, decode.d8.loss_mask: 0.5991, decode.d8.loss_dice: 0.8964, loss: 21.6190, grad_norm: 123.7947 2023-11-27 00:15:41,643 - mmseg - INFO - Iter [115600/160000] lr: 1.059e-06, eta: 4:39:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4228, decode.loss_mask: 0.5749, decode.loss_dice: 0.8785, decode.d0.loss_cls: 2.3165, decode.d0.loss_mask: 0.6427, decode.d0.loss_dice: 1.0501, decode.d1.loss_cls: 0.6096, decode.d1.loss_mask: 0.6072, decode.d1.loss_dice: 0.9597, decode.d2.loss_cls: 0.5254, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.9198, decode.d3.loss_cls: 0.4801, decode.d3.loss_mask: 0.5851, decode.d3.loss_dice: 0.8931, decode.d4.loss_cls: 0.4536, decode.d4.loss_mask: 0.5798, decode.d4.loss_dice: 0.8920, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.5801, decode.d5.loss_dice: 0.8903, decode.d6.loss_cls: 0.4399, decode.d6.loss_mask: 0.5785, decode.d6.loss_dice: 0.8817, decode.d7.loss_cls: 0.4260, decode.d7.loss_mask: 0.5753, decode.d7.loss_dice: 0.8794, decode.d8.loss_cls: 0.4271, decode.d8.loss_mask: 0.5765, decode.d8.loss_dice: 0.8781, loss: 21.5622, grad_norm: 114.1310 2023-11-27 00:16:00,089 - mmseg - INFO - Iter [115650/160000] lr: 1.058e-06, eta: 4:39:28, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4533, decode.loss_mask: 0.5959, decode.loss_dice: 0.9177, decode.d0.loss_cls: 2.3410, decode.d0.loss_mask: 0.6654, decode.d0.loss_dice: 1.0930, decode.d1.loss_cls: 0.6412, decode.d1.loss_mask: 0.6309, decode.d1.loss_dice: 1.0083, decode.d2.loss_cls: 0.5419, decode.d2.loss_mask: 0.6167, decode.d2.loss_dice: 0.9571, decode.d3.loss_cls: 0.5023, decode.d3.loss_mask: 0.6073, decode.d3.loss_dice: 0.9298, decode.d4.loss_cls: 0.4762, decode.d4.loss_mask: 0.6043, decode.d4.loss_dice: 0.9325, decode.d5.loss_cls: 0.4695, decode.d5.loss_mask: 0.6027, decode.d5.loss_dice: 0.9310, decode.d6.loss_cls: 0.4639, decode.d6.loss_mask: 0.6001, decode.d6.loss_dice: 0.9199, decode.d7.loss_cls: 0.4587, decode.d7.loss_mask: 0.5978, decode.d7.loss_dice: 0.9186, decode.d8.loss_cls: 0.4529, decode.d8.loss_mask: 0.5965, decode.d8.loss_dice: 0.9192, loss: 22.4459, grad_norm: 124.8584 2023-11-27 00:16:18,433 - mmseg - INFO - Iter [115700/160000] lr: 1.056e-06, eta: 4:39:09, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4680, decode.loss_mask: 0.5859, decode.loss_dice: 0.9264, decode.d0.loss_cls: 2.3036, decode.d0.loss_mask: 0.6526, decode.d0.loss_dice: 1.1084, decode.d1.loss_cls: 0.6636, decode.d1.loss_mask: 0.6211, decode.d1.loss_dice: 1.0131, decode.d2.loss_cls: 0.5609, decode.d2.loss_mask: 0.6021, decode.d2.loss_dice: 0.9654, decode.d3.loss_cls: 0.5199, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.9394, decode.d4.loss_cls: 0.4972, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.9393, decode.d5.loss_cls: 0.4964, decode.d5.loss_mask: 0.5894, decode.d5.loss_dice: 0.9354, decode.d6.loss_cls: 0.4920, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.9263, decode.d7.loss_cls: 0.4778, decode.d7.loss_mask: 0.5875, decode.d7.loss_dice: 0.9235, decode.d8.loss_cls: 0.4756, decode.d8.loss_mask: 0.5850, decode.d8.loss_dice: 0.9227, loss: 22.5619, grad_norm: 107.0850 2023-11-27 00:16:36,826 - mmseg - INFO - Iter [115750/160000] lr: 1.055e-06, eta: 4:38:50, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4296, decode.loss_mask: 0.6057, decode.loss_dice: 0.9067, decode.d0.loss_cls: 2.3139, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 1.0828, decode.d1.loss_cls: 0.6027, decode.d1.loss_mask: 0.6388, decode.d1.loss_dice: 0.9949, decode.d2.loss_cls: 0.5168, decode.d2.loss_mask: 0.6229, decode.d2.loss_dice: 0.9518, decode.d3.loss_cls: 0.4787, decode.d3.loss_mask: 0.6197, decode.d3.loss_dice: 0.9232, decode.d4.loss_cls: 0.4616, decode.d4.loss_mask: 0.6153, decode.d4.loss_dice: 0.9246, decode.d5.loss_cls: 0.4567, decode.d5.loss_mask: 0.6138, decode.d5.loss_dice: 0.9194, decode.d6.loss_cls: 0.4407, decode.d6.loss_mask: 0.6137, decode.d6.loss_dice: 0.9117, decode.d7.loss_cls: 0.4358, decode.d7.loss_mask: 0.6096, decode.d7.loss_dice: 0.9105, decode.d8.loss_cls: 0.4240, decode.d8.loss_mask: 0.6097, decode.d8.loss_dice: 0.9111, loss: 22.2172, grad_norm: 133.9356 2023-11-27 00:16:55,177 - mmseg - INFO - Iter [115800/160000] lr: 1.054e-06, eta: 4:38:31, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4378, decode.loss_mask: 0.5672, decode.loss_dice: 0.8919, decode.d0.loss_cls: 2.3360, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 1.0734, decode.d1.loss_cls: 0.6284, decode.d1.loss_mask: 0.6007, decode.d1.loss_dice: 0.9744, decode.d2.loss_cls: 0.5281, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.9400, decode.d3.loss_cls: 0.4842, decode.d3.loss_mask: 0.5764, decode.d3.loss_dice: 0.9117, decode.d4.loss_cls: 0.4704, decode.d4.loss_mask: 0.5749, decode.d4.loss_dice: 0.9107, decode.d5.loss_cls: 0.4567, decode.d5.loss_mask: 0.5722, decode.d5.loss_dice: 0.9109, decode.d6.loss_cls: 0.4510, decode.d6.loss_mask: 0.5716, decode.d6.loss_dice: 0.8989, decode.d7.loss_cls: 0.4400, decode.d7.loss_mask: 0.5691, decode.d7.loss_dice: 0.8979, decode.d8.loss_cls: 0.4356, decode.d8.loss_mask: 0.5682, decode.d8.loss_dice: 0.8963, loss: 21.7904, grad_norm: 112.2124 2023-11-27 00:17:13,553 - mmseg - INFO - Iter [115850/160000] lr: 1.053e-06, eta: 4:38:12, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4030, decode.loss_mask: 0.6062, decode.loss_dice: 0.8936, decode.d0.loss_cls: 2.2552, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0582, decode.d1.loss_cls: 0.5868, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 0.9677, decode.d2.loss_cls: 0.4975, decode.d2.loss_mask: 0.6268, decode.d2.loss_dice: 0.9316, decode.d3.loss_cls: 0.4552, decode.d3.loss_mask: 0.6190, decode.d3.loss_dice: 0.9080, decode.d4.loss_cls: 0.4391, decode.d4.loss_mask: 0.6145, decode.d4.loss_dice: 0.9045, decode.d5.loss_cls: 0.4217, decode.d5.loss_mask: 0.6121, decode.d5.loss_dice: 0.9072, decode.d6.loss_cls: 0.4116, decode.d6.loss_mask: 0.6092, decode.d6.loss_dice: 0.8970, decode.d7.loss_cls: 0.4103, decode.d7.loss_mask: 0.6041, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4090, decode.d8.loss_mask: 0.6050, decode.d8.loss_dice: 0.8937, loss: 21.7546, grad_norm: 139.5096 2023-11-27 00:17:31,993 - mmseg - INFO - Iter [115900/160000] lr: 1.052e-06, eta: 4:37:52, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3797, decode.loss_mask: 0.5752, decode.loss_dice: 0.8653, decode.d0.loss_cls: 2.2727, decode.d0.loss_mask: 0.6327, decode.d0.loss_dice: 1.0195, decode.d1.loss_cls: 0.5460, decode.d1.loss_mask: 0.6111, decode.d1.loss_dice: 0.9395, decode.d2.loss_cls: 0.4686, decode.d2.loss_mask: 0.5951, decode.d2.loss_dice: 0.9009, decode.d3.loss_cls: 0.4339, decode.d3.loss_mask: 0.5853, decode.d3.loss_dice: 0.8724, decode.d4.loss_cls: 0.4102, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8773, decode.d5.loss_cls: 0.3999, decode.d5.loss_mask: 0.5808, decode.d5.loss_dice: 0.8763, decode.d6.loss_cls: 0.3874, decode.d6.loss_mask: 0.5780, decode.d6.loss_dice: 0.8674, decode.d7.loss_cls: 0.3794, decode.d7.loss_mask: 0.5769, decode.d7.loss_dice: 0.8689, decode.d8.loss_cls: 0.3799, decode.d8.loss_mask: 0.5755, decode.d8.loss_dice: 0.8642, loss: 20.9056, grad_norm: 111.5704 2023-11-27 00:17:50,393 - mmseg - INFO - Iter [115950/160000] lr: 1.050e-06, eta: 4:37:33, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4261, decode.loss_mask: 0.5831, decode.loss_dice: 0.8897, decode.d0.loss_cls: 2.3587, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 1.0533, decode.d1.loss_cls: 0.6064, decode.d1.loss_mask: 0.6234, decode.d1.loss_dice: 0.9665, decode.d2.loss_cls: 0.5206, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.9227, decode.d3.loss_cls: 0.4906, decode.d3.loss_mask: 0.5932, decode.d3.loss_dice: 0.9012, decode.d4.loss_cls: 0.4722, decode.d4.loss_mask: 0.5909, decode.d4.loss_dice: 0.9006, decode.d5.loss_cls: 0.4537, decode.d5.loss_mask: 0.5887, decode.d5.loss_dice: 0.8975, decode.d6.loss_cls: 0.4480, decode.d6.loss_mask: 0.5842, decode.d6.loss_dice: 0.8916, decode.d7.loss_cls: 0.4364, decode.d7.loss_mask: 0.5838, decode.d7.loss_dice: 0.8887, decode.d8.loss_cls: 0.4357, decode.d8.loss_mask: 0.5822, decode.d8.loss_dice: 0.8855, loss: 21.8242, grad_norm: 119.8368 2023-11-27 00:18:08,683 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:18:08,684 - mmseg - INFO - Iter [116000/160000] lr: 1.049e-06, eta: 4:37:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4382, decode.loss_mask: 0.5799, decode.loss_dice: 0.8843, decode.d0.loss_cls: 2.3161, decode.d0.loss_mask: 0.6460, decode.d0.loss_dice: 1.0581, decode.d1.loss_cls: 0.6023, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9655, decode.d2.loss_cls: 0.5167, decode.d2.loss_mask: 0.6006, decode.d2.loss_dice: 0.9275, decode.d3.loss_cls: 0.4947, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.9007, decode.d4.loss_cls: 0.4707, decode.d4.loss_mask: 0.5889, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.4599, decode.d5.loss_mask: 0.5850, decode.d5.loss_dice: 0.8987, decode.d6.loss_cls: 0.4548, decode.d6.loss_mask: 0.5823, decode.d6.loss_dice: 0.8869, decode.d7.loss_cls: 0.4373, decode.d7.loss_mask: 0.5834, decode.d7.loss_dice: 0.8875, decode.d8.loss_cls: 0.4420, decode.d8.loss_mask: 0.5788, decode.d8.loss_dice: 0.8880, loss: 21.7845, grad_norm: 129.0693 2023-11-27 00:18:27,231 - mmseg - INFO - Iter [116050/160000] lr: 1.048e-06, eta: 4:36:55, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4399, decode.loss_mask: 0.5918, decode.loss_dice: 0.9127, decode.d0.loss_cls: 2.2964, decode.d0.loss_mask: 0.6494, decode.d0.loss_dice: 1.0844, decode.d1.loss_cls: 0.6284, decode.d1.loss_mask: 0.6243, decode.d1.loss_dice: 0.9956, decode.d2.loss_cls: 0.5443, decode.d2.loss_mask: 0.6116, decode.d2.loss_dice: 0.9499, decode.d3.loss_cls: 0.5044, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.9153, decode.d4.loss_cls: 0.4771, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.9206, decode.d5.loss_cls: 0.4678, decode.d5.loss_mask: 0.5976, decode.d5.loss_dice: 0.9186, decode.d6.loss_cls: 0.4548, decode.d6.loss_mask: 0.5976, decode.d6.loss_dice: 0.9126, decode.d7.loss_cls: 0.4479, decode.d7.loss_mask: 0.5968, decode.d7.loss_dice: 0.9121, decode.d8.loss_cls: 0.4392, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.9153, loss: 22.1996, grad_norm: 120.7024 2023-11-27 00:18:45,506 - mmseg - INFO - Iter [116100/160000] lr: 1.047e-06, eta: 4:36:36, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4103, decode.loss_mask: 0.5704, decode.loss_dice: 0.8946, decode.d0.loss_cls: 2.2760, decode.d0.loss_mask: 0.6297, decode.d0.loss_dice: 1.0606, decode.d1.loss_cls: 0.5886, decode.d1.loss_mask: 0.6017, decode.d1.loss_dice: 0.9754, decode.d2.loss_cls: 0.4953, decode.d2.loss_mask: 0.5872, decode.d2.loss_dice: 0.9400, decode.d3.loss_cls: 0.4551, decode.d3.loss_mask: 0.5821, decode.d3.loss_dice: 0.9046, decode.d4.loss_cls: 0.4406, decode.d4.loss_mask: 0.5782, decode.d4.loss_dice: 0.9104, decode.d5.loss_cls: 0.4312, decode.d5.loss_mask: 0.5764, decode.d5.loss_dice: 0.9054, decode.d6.loss_cls: 0.4230, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8998, decode.d7.loss_cls: 0.4147, decode.d7.loss_mask: 0.5730, decode.d7.loss_dice: 0.8990, decode.d8.loss_cls: 0.4072, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.9022, loss: 21.4784, grad_norm: 115.0724 2023-11-27 00:19:03,792 - mmseg - INFO - Iter [116150/160000] lr: 1.046e-06, eta: 4:36:17, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4184, decode.loss_mask: 0.5674, decode.loss_dice: 0.8802, decode.d0.loss_cls: 2.2977, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 1.0427, decode.d1.loss_cls: 0.5967, decode.d1.loss_mask: 0.5995, decode.d1.loss_dice: 0.9616, decode.d2.loss_cls: 0.5088, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9239, decode.d3.loss_cls: 0.4736, decode.d3.loss_mask: 0.5802, decode.d3.loss_dice: 0.8928, decode.d4.loss_cls: 0.4486, decode.d4.loss_mask: 0.5774, decode.d4.loss_dice: 0.8884, decode.d5.loss_cls: 0.4432, decode.d5.loss_mask: 0.5738, decode.d5.loss_dice: 0.8916, decode.d6.loss_cls: 0.4328, decode.d6.loss_mask: 0.5716, decode.d6.loss_dice: 0.8873, decode.d7.loss_cls: 0.4282, decode.d7.loss_mask: 0.5713, decode.d7.loss_dice: 0.8858, decode.d8.loss_cls: 0.4223, decode.d8.loss_mask: 0.5686, decode.d8.loss_dice: 0.8833, loss: 21.4364, grad_norm: 118.5191 2023-11-27 00:19:24,441 - mmseg - INFO - Iter [116200/160000] lr: 1.044e-06, eta: 4:35:59, time: 0.413, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4670, decode.loss_mask: 0.5821, decode.loss_dice: 0.8914, decode.d0.loss_cls: 2.3549, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 1.0730, decode.d1.loss_cls: 0.6466, decode.d1.loss_mask: 0.6128, decode.d1.loss_dice: 0.9706, decode.d2.loss_cls: 0.5535, decode.d2.loss_mask: 0.5970, decode.d2.loss_dice: 0.9329, decode.d3.loss_cls: 0.5160, decode.d3.loss_mask: 0.5898, decode.d3.loss_dice: 0.9081, decode.d4.loss_cls: 0.4936, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.4840, decode.d5.loss_mask: 0.5902, decode.d5.loss_dice: 0.9112, decode.d6.loss_cls: 0.4779, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8981, decode.d7.loss_cls: 0.4661, decode.d7.loss_mask: 0.5840, decode.d7.loss_dice: 0.8937, decode.d8.loss_cls: 0.4699, decode.d8.loss_mask: 0.5822, decode.d8.loss_dice: 0.8946, loss: 22.1717, grad_norm: 122.2644 2023-11-27 00:19:44,667 - mmseg - INFO - Iter [116250/160000] lr: 1.043e-06, eta: 4:35:40, time: 0.404, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4082, decode.loss_mask: 0.6190, decode.loss_dice: 0.8882, decode.d0.loss_cls: 2.2888, decode.d0.loss_mask: 0.6834, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.5852, decode.d1.loss_mask: 0.6556, decode.d1.loss_dice: 0.9714, decode.d2.loss_cls: 0.5051, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9240, decode.d3.loss_cls: 0.4598, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9029, decode.d4.loss_cls: 0.4400, decode.d4.loss_mask: 0.6238, decode.d4.loss_dice: 0.9035, decode.d5.loss_cls: 0.4389, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.8979, decode.d6.loss_cls: 0.4231, decode.d6.loss_mask: 0.6222, decode.d6.loss_dice: 0.8921, decode.d7.loss_cls: 0.4118, decode.d7.loss_mask: 0.6193, decode.d7.loss_dice: 0.8914, decode.d8.loss_cls: 0.4128, decode.d8.loss_mask: 0.6170, decode.d8.loss_dice: 0.8911, loss: 21.9131, grad_norm: 123.0356 2023-11-27 00:20:05,063 - mmseg - INFO - Iter [116300/160000] lr: 1.042e-06, eta: 4:35:22, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4271, decode.loss_mask: 0.5828, decode.loss_dice: 0.8668, decode.d0.loss_cls: 2.3355, decode.d0.loss_mask: 0.6577, decode.d0.loss_dice: 1.0557, decode.d1.loss_cls: 0.6154, decode.d1.loss_mask: 0.6231, decode.d1.loss_dice: 0.9518, decode.d2.loss_cls: 0.5120, decode.d2.loss_mask: 0.6035, decode.d2.loss_dice: 0.9186, decode.d3.loss_cls: 0.4748, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.8879, decode.d4.loss_cls: 0.4563, decode.d4.loss_mask: 0.5923, decode.d4.loss_dice: 0.8820, decode.d5.loss_cls: 0.4494, decode.d5.loss_mask: 0.5872, decode.d5.loss_dice: 0.8808, decode.d6.loss_cls: 0.4353, decode.d6.loss_mask: 0.5855, decode.d6.loss_dice: 0.8684, decode.d7.loss_cls: 0.4341, decode.d7.loss_mask: 0.5849, decode.d7.loss_dice: 0.8689, decode.d8.loss_cls: 0.4289, decode.d8.loss_mask: 0.5848, decode.d8.loss_dice: 0.8648, loss: 21.6132, grad_norm: 121.0527 2023-11-27 00:20:23,894 - mmseg - INFO - Iter [116350/160000] lr: 1.041e-06, eta: 4:35:03, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3979, decode.loss_mask: 0.5822, decode.loss_dice: 0.8619, decode.d0.loss_cls: 2.1853, decode.d0.loss_mask: 0.6520, decode.d0.loss_dice: 1.0282, decode.d1.loss_cls: 0.5767, decode.d1.loss_mask: 0.6187, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.5985, decode.d2.loss_dice: 0.9012, decode.d3.loss_cls: 0.4348, decode.d3.loss_mask: 0.5924, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.4204, decode.d4.loss_mask: 0.5893, decode.d4.loss_dice: 0.8727, decode.d5.loss_cls: 0.4123, decode.d5.loss_mask: 0.5860, decode.d5.loss_dice: 0.8748, decode.d6.loss_cls: 0.4121, decode.d6.loss_mask: 0.5873, decode.d6.loss_dice: 0.8662, decode.d7.loss_cls: 0.4021, decode.d7.loss_mask: 0.5842, decode.d7.loss_dice: 0.8659, decode.d8.loss_cls: 0.3961, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8645, loss: 21.0342, grad_norm: 138.6049 2023-11-27 00:20:42,229 - mmseg - INFO - Iter [116400/160000] lr: 1.040e-06, eta: 4:34:44, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3953, decode.loss_mask: 0.5749, decode.loss_dice: 0.8753, decode.d0.loss_cls: 2.2826, decode.d0.loss_mask: 0.6377, decode.d0.loss_dice: 1.0350, decode.d1.loss_cls: 0.5699, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9484, decode.d2.loss_cls: 0.4843, decode.d2.loss_mask: 0.5931, decode.d2.loss_dice: 0.9163, decode.d3.loss_cls: 0.4513, decode.d3.loss_mask: 0.5850, decode.d3.loss_dice: 0.8846, decode.d4.loss_cls: 0.4334, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8849, decode.d5.loss_cls: 0.4118, decode.d5.loss_mask: 0.5822, decode.d5.loss_dice: 0.8851, decode.d6.loss_cls: 0.4101, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8749, decode.d7.loss_cls: 0.4001, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8762, decode.d8.loss_cls: 0.3984, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.8724, loss: 21.1840, grad_norm: 122.3615 2023-11-27 00:21:00,727 - mmseg - INFO - Iter [116450/160000] lr: 1.038e-06, eta: 4:34:25, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4346, decode.loss_mask: 0.5844, decode.loss_dice: 0.9038, decode.d0.loss_cls: 2.2966, decode.d0.loss_mask: 0.6408, decode.d0.loss_dice: 1.0687, decode.d1.loss_cls: 0.6224, decode.d1.loss_mask: 0.6177, decode.d1.loss_dice: 0.9828, decode.d2.loss_cls: 0.5255, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9474, decode.d3.loss_cls: 0.4896, decode.d3.loss_mask: 0.5928, decode.d3.loss_dice: 0.9104, decode.d4.loss_cls: 0.4664, decode.d4.loss_mask: 0.5892, decode.d4.loss_dice: 0.9108, decode.d5.loss_cls: 0.4529, decode.d5.loss_mask: 0.5893, decode.d5.loss_dice: 0.9099, decode.d6.loss_cls: 0.4465, decode.d6.loss_mask: 0.5863, decode.d6.loss_dice: 0.9054, decode.d7.loss_cls: 0.4342, decode.d7.loss_mask: 0.5870, decode.d7.loss_dice: 0.9073, decode.d8.loss_cls: 0.4341, decode.d8.loss_mask: 0.5856, decode.d8.loss_dice: 0.9031, loss: 21.9234, grad_norm: 115.4745 2023-11-27 00:21:19,142 - mmseg - INFO - Iter [116500/160000] lr: 1.037e-06, eta: 4:34:06, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4299, decode.loss_mask: 0.5967, decode.loss_dice: 0.9123, decode.d0.loss_cls: 2.3173, decode.d0.loss_mask: 0.6567, decode.d0.loss_dice: 1.0738, decode.d1.loss_cls: 0.6042, decode.d1.loss_mask: 0.6338, decode.d1.loss_dice: 0.9900, decode.d2.loss_cls: 0.5132, decode.d2.loss_mask: 0.6133, decode.d2.loss_dice: 0.9560, decode.d3.loss_cls: 0.4873, decode.d3.loss_mask: 0.5998, decode.d3.loss_dice: 0.9243, decode.d4.loss_cls: 0.4666, decode.d4.loss_mask: 0.5996, decode.d4.loss_dice: 0.9177, decode.d5.loss_cls: 0.4490, decode.d5.loss_mask: 0.5980, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4419, decode.d6.loss_mask: 0.5978, decode.d6.loss_dice: 0.9098, decode.d7.loss_cls: 0.4261, decode.d7.loss_mask: 0.5981, decode.d7.loss_dice: 0.9142, decode.d8.loss_cls: 0.4233, decode.d8.loss_mask: 0.5980, decode.d8.loss_dice: 0.9132, loss: 22.0827, grad_norm: 121.1390 2023-11-27 00:21:37,763 - mmseg - INFO - Iter [116550/160000] lr: 1.036e-06, eta: 4:33:47, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4138, decode.loss_mask: 0.5690, decode.loss_dice: 0.8895, decode.d0.loss_cls: 2.3055, decode.d0.loss_mask: 0.6401, decode.d0.loss_dice: 1.0540, decode.d1.loss_cls: 0.5931, decode.d1.loss_mask: 0.6083, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.5090, decode.d2.loss_mask: 0.5875, decode.d2.loss_dice: 0.9275, decode.d3.loss_cls: 0.4660, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8990, decode.d4.loss_cls: 0.4394, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8991, decode.d5.loss_cls: 0.4378, decode.d5.loss_mask: 0.5756, decode.d5.loss_dice: 0.9008, decode.d6.loss_cls: 0.4245, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8907, decode.d7.loss_cls: 0.4144, decode.d7.loss_mask: 0.5728, decode.d7.loss_dice: 0.8933, decode.d8.loss_cls: 0.4214, decode.d8.loss_mask: 0.5709, decode.d8.loss_dice: 0.8867, loss: 21.4872, grad_norm: 132.4156 2023-11-27 00:21:56,010 - mmseg - INFO - Iter [116600/160000] lr: 1.035e-06, eta: 4:33:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4328, decode.loss_mask: 0.5784, decode.loss_dice: 0.9035, decode.d0.loss_cls: 2.3737, decode.d0.loss_mask: 0.6389, decode.d0.loss_dice: 1.0700, decode.d1.loss_cls: 0.6161, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9836, decode.d2.loss_cls: 0.5198, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.9490, decode.d3.loss_cls: 0.4796, decode.d3.loss_mask: 0.5890, decode.d3.loss_dice: 0.9190, decode.d4.loss_cls: 0.4599, decode.d4.loss_mask: 0.5859, decode.d4.loss_dice: 0.9153, decode.d5.loss_cls: 0.4508, decode.d5.loss_mask: 0.5862, decode.d5.loss_dice: 0.9195, decode.d6.loss_cls: 0.4434, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.9079, decode.d7.loss_cls: 0.4387, decode.d7.loss_mask: 0.5796, decode.d7.loss_dice: 0.9027, decode.d8.loss_cls: 0.4320, decode.d8.loss_mask: 0.5806, decode.d8.loss_dice: 0.9093, loss: 21.9600, grad_norm: 102.9409 2023-11-27 00:22:14,553 - mmseg - INFO - Iter [116650/160000] lr: 1.034e-06, eta: 4:33:09, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4101, decode.loss_mask: 0.5682, decode.loss_dice: 0.8938, decode.d0.loss_cls: 2.3116, decode.d0.loss_mask: 0.6241, decode.d0.loss_dice: 1.0465, decode.d1.loss_cls: 0.5927, decode.d1.loss_mask: 0.5961, decode.d1.loss_dice: 0.9676, decode.d2.loss_cls: 0.5063, decode.d2.loss_mask: 0.5835, decode.d2.loss_dice: 0.9347, decode.d3.loss_cls: 0.4735, decode.d3.loss_mask: 0.5741, decode.d3.loss_dice: 0.9078, decode.d4.loss_cls: 0.4532, decode.d4.loss_mask: 0.5708, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.4364, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.9058, decode.d6.loss_cls: 0.4204, decode.d6.loss_mask: 0.5671, decode.d6.loss_dice: 0.8964, decode.d7.loss_cls: 0.4184, decode.d7.loss_mask: 0.5675, decode.d7.loss_dice: 0.8985, decode.d8.loss_cls: 0.4112, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8972, loss: 21.4765, grad_norm: 128.8406 2023-11-27 00:22:33,106 - mmseg - INFO - Iter [116700/160000] lr: 1.033e-06, eta: 4:32:50, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4422, decode.loss_mask: 0.5890, decode.loss_dice: 0.9120, decode.d0.loss_cls: 2.3141, decode.d0.loss_mask: 0.6489, decode.d0.loss_dice: 1.0903, decode.d1.loss_cls: 0.6275, decode.d1.loss_mask: 0.6251, decode.d1.loss_dice: 0.9907, decode.d2.loss_cls: 0.5504, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9481, decode.d3.loss_cls: 0.5054, decode.d3.loss_mask: 0.6003, decode.d3.loss_dice: 0.9298, decode.d4.loss_cls: 0.4863, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.9204, decode.d5.loss_cls: 0.4731, decode.d5.loss_mask: 0.5938, decode.d5.loss_dice: 0.9225, decode.d6.loss_cls: 0.4653, decode.d6.loss_mask: 0.5929, decode.d6.loss_dice: 0.9146, decode.d7.loss_cls: 0.4548, decode.d7.loss_mask: 0.5902, decode.d7.loss_dice: 0.9138, decode.d8.loss_cls: 0.4498, decode.d8.loss_mask: 0.5882, decode.d8.loss_dice: 0.9143, loss: 22.2596, grad_norm: 123.2982 2023-11-27 00:22:51,545 - mmseg - INFO - Iter [116750/160000] lr: 1.031e-06, eta: 4:32:30, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4483, decode.loss_mask: 0.5628, decode.loss_dice: 0.8921, decode.d0.loss_cls: 2.3226, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 1.0680, decode.d1.loss_cls: 0.6200, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.9723, decode.d2.loss_cls: 0.5403, decode.d2.loss_mask: 0.5801, decode.d2.loss_dice: 0.9346, decode.d3.loss_cls: 0.5038, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4805, decode.d4.loss_mask: 0.5741, decode.d4.loss_dice: 0.9066, decode.d5.loss_cls: 0.4658, decode.d5.loss_mask: 0.5692, decode.d5.loss_dice: 0.9030, decode.d6.loss_cls: 0.4531, decode.d6.loss_mask: 0.5664, decode.d6.loss_dice: 0.8961, decode.d7.loss_cls: 0.4475, decode.d7.loss_mask: 0.5661, decode.d7.loss_dice: 0.8962, decode.d8.loss_cls: 0.4461, decode.d8.loss_mask: 0.5629, decode.d8.loss_dice: 0.8957, loss: 21.7885, grad_norm: 119.5172 2023-11-27 00:23:10,103 - mmseg - INFO - Iter [116800/160000] lr: 1.030e-06, eta: 4:32:11, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4118, decode.loss_mask: 0.6015, decode.loss_dice: 0.9132, decode.d0.loss_cls: 2.2922, decode.d0.loss_mask: 0.6674, decode.d0.loss_dice: 1.0755, decode.d1.loss_cls: 0.5988, decode.d1.loss_mask: 0.6407, decode.d1.loss_dice: 0.9995, decode.d2.loss_cls: 0.5104, decode.d2.loss_mask: 0.6191, decode.d2.loss_dice: 0.9541, decode.d3.loss_cls: 0.4784, decode.d3.loss_mask: 0.6111, decode.d3.loss_dice: 0.9278, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.6106, decode.d4.loss_dice: 0.9280, decode.d5.loss_cls: 0.4393, decode.d5.loss_mask: 0.6074, decode.d5.loss_dice: 0.9237, decode.d6.loss_cls: 0.4320, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.9105, decode.d7.loss_cls: 0.4240, decode.d7.loss_mask: 0.6039, decode.d7.loss_dice: 0.9090, decode.d8.loss_cls: 0.4217, decode.d8.loss_mask: 0.6014, decode.d8.loss_dice: 0.9132, loss: 22.0818, grad_norm: 141.4149 2023-11-27 00:23:28,429 - mmseg - INFO - Iter [116850/160000] lr: 1.029e-06, eta: 4:31:52, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4152, decode.loss_mask: 0.5938, decode.loss_dice: 0.8710, decode.d0.loss_cls: 2.2793, decode.d0.loss_mask: 0.6645, decode.d0.loss_dice: 1.0341, decode.d1.loss_cls: 0.5953, decode.d1.loss_mask: 0.6329, decode.d1.loss_dice: 0.9504, decode.d2.loss_cls: 0.5065, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4710, decode.d3.loss_mask: 0.6059, decode.d3.loss_dice: 0.8876, decode.d4.loss_cls: 0.4552, decode.d4.loss_mask: 0.5997, decode.d4.loss_dice: 0.8802, decode.d5.loss_cls: 0.4390, decode.d5.loss_mask: 0.5998, decode.d5.loss_dice: 0.8830, decode.d6.loss_cls: 0.4318, decode.d6.loss_mask: 0.5990, decode.d6.loss_dice: 0.8723, decode.d7.loss_cls: 0.4204, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.8737, decode.d8.loss_cls: 0.4197, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.8730, loss: 21.5725, grad_norm: 132.6415 2023-11-27 00:23:46,892 - mmseg - INFO - Iter [116900/160000] lr: 1.028e-06, eta: 4:31:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4024, decode.loss_mask: 0.6033, decode.loss_dice: 0.9089, decode.d0.loss_cls: 2.2890, decode.d0.loss_mask: 0.6703, decode.d0.loss_dice: 1.0707, decode.d1.loss_cls: 0.6116, decode.d1.loss_mask: 0.6375, decode.d1.loss_dice: 0.9794, decode.d2.loss_cls: 0.4932, decode.d2.loss_mask: 0.6203, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.4551, decode.d3.loss_mask: 0.6153, decode.d3.loss_dice: 0.9254, decode.d4.loss_cls: 0.4319, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.9243, decode.d5.loss_cls: 0.4247, decode.d5.loss_mask: 0.6076, decode.d5.loss_dice: 0.9209, decode.d6.loss_cls: 0.4160, decode.d6.loss_mask: 0.6044, decode.d6.loss_dice: 0.9106, decode.d7.loss_cls: 0.4026, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.9147, decode.d8.loss_cls: 0.3962, decode.d8.loss_mask: 0.6035, decode.d8.loss_dice: 0.9150, loss: 21.9192, grad_norm: 131.8779 2023-11-27 00:24:06,169 - mmseg - INFO - Iter [116950/160000] lr: 1.027e-06, eta: 4:31:14, time: 0.386, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4243, decode.loss_mask: 0.5728, decode.loss_dice: 0.8884, decode.d0.loss_cls: 2.2995, decode.d0.loss_mask: 0.6417, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.6144, decode.d1.loss_mask: 0.6113, decode.d1.loss_dice: 0.9731, decode.d2.loss_cls: 0.5224, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.9359, decode.d3.loss_cls: 0.4868, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.9064, decode.d4.loss_cls: 0.4608, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.9031, decode.d5.loss_cls: 0.4522, decode.d5.loss_mask: 0.5766, decode.d5.loss_dice: 0.8993, decode.d6.loss_cls: 0.4413, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8921, decode.d7.loss_cls: 0.4281, decode.d7.loss_mask: 0.5731, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.4261, decode.d8.loss_mask: 0.5730, decode.d8.loss_dice: 0.8888, loss: 21.6787, grad_norm: 140.8419 2023-11-27 00:24:26,830 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:24:26,830 - mmseg - INFO - Iter [117000/160000] lr: 1.025e-06, eta: 4:30:56, time: 0.413, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4083, decode.loss_mask: 0.5983, decode.loss_dice: 0.8868, decode.d0.loss_cls: 2.3423, decode.d0.loss_mask: 0.6607, decode.d0.loss_dice: 1.0600, decode.d1.loss_cls: 0.6127, decode.d1.loss_mask: 0.6285, decode.d1.loss_dice: 0.9637, decode.d2.loss_cls: 0.5133, decode.d2.loss_mask: 0.6145, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.4736, decode.d3.loss_mask: 0.6079, decode.d3.loss_dice: 0.9032, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.6046, decode.d4.loss_dice: 0.9025, decode.d5.loss_cls: 0.4419, decode.d5.loss_mask: 0.6028, decode.d5.loss_dice: 0.8960, decode.d6.loss_cls: 0.4302, decode.d6.loss_mask: 0.6001, decode.d6.loss_dice: 0.8899, decode.d7.loss_cls: 0.4181, decode.d7.loss_mask: 0.5996, decode.d7.loss_dice: 0.8937, decode.d8.loss_cls: 0.4188, decode.d8.loss_mask: 0.5965, decode.d8.loss_dice: 0.8919, loss: 21.8466, grad_norm: 113.1767 2023-11-27 00:24:47,263 - mmseg - INFO - Iter [117050/160000] lr: 1.024e-06, eta: 4:30:38, time: 0.409, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4160, decode.loss_mask: 0.5935, decode.loss_dice: 0.8895, decode.d0.loss_cls: 2.2753, decode.d0.loss_mask: 0.6544, decode.d0.loss_dice: 1.0522, decode.d1.loss_cls: 0.5968, decode.d1.loss_mask: 0.6304, decode.d1.loss_dice: 0.9636, decode.d2.loss_cls: 0.5118, decode.d2.loss_mask: 0.6118, decode.d2.loss_dice: 0.9269, decode.d3.loss_cls: 0.4653, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.9060, decode.d4.loss_cls: 0.4607, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.8988, decode.d5.loss_cls: 0.4404, decode.d5.loss_mask: 0.6005, decode.d5.loss_dice: 0.9004, decode.d6.loss_cls: 0.4371, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.8911, decode.d7.loss_cls: 0.4191, decode.d7.loss_mask: 0.5964, decode.d7.loss_dice: 0.8923, decode.d8.loss_cls: 0.4185, decode.d8.loss_mask: 0.5955, decode.d8.loss_dice: 0.8889, loss: 21.7380, grad_norm: 115.6980 2023-11-27 00:25:08,045 - mmseg - INFO - Iter [117100/160000] lr: 1.023e-06, eta: 4:30:20, time: 0.416, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4088, decode.loss_mask: 0.5951, decode.loss_dice: 0.9129, decode.d0.loss_cls: 2.2983, decode.d0.loss_mask: 0.6592, decode.d0.loss_dice: 1.0757, decode.d1.loss_cls: 0.6039, decode.d1.loss_mask: 0.6264, decode.d1.loss_dice: 0.9951, decode.d2.loss_cls: 0.5061, decode.d2.loss_mask: 0.6152, decode.d2.loss_dice: 0.9599, decode.d3.loss_cls: 0.4697, decode.d3.loss_mask: 0.6020, decode.d3.loss_dice: 0.9319, decode.d4.loss_cls: 0.4469, decode.d4.loss_mask: 0.5987, decode.d4.loss_dice: 0.9310, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.5968, decode.d5.loss_dice: 0.9247, decode.d6.loss_cls: 0.4334, decode.d6.loss_mask: 0.5964, decode.d6.loss_dice: 0.9207, decode.d7.loss_cls: 0.4121, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.9161, decode.d8.loss_cls: 0.4158, decode.d8.loss_mask: 0.5946, decode.d8.loss_dice: 0.9154, loss: 22.0052, grad_norm: 122.2771 2023-11-27 00:25:28,870 - mmseg - INFO - Iter [117150/160000] lr: 1.022e-06, eta: 4:30:01, time: 0.417, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4255, decode.loss_mask: 0.5971, decode.loss_dice: 0.8970, decode.d0.loss_cls: 2.3400, decode.d0.loss_mask: 0.6641, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.6168, decode.d1.loss_mask: 0.6352, decode.d1.loss_dice: 0.9730, decode.d2.loss_cls: 0.5245, decode.d2.loss_mask: 0.6135, decode.d2.loss_dice: 0.9316, decode.d3.loss_cls: 0.4779, decode.d3.loss_mask: 0.6052, decode.d3.loss_dice: 0.9104, decode.d4.loss_cls: 0.4632, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9088, decode.d5.loss_cls: 0.4477, decode.d5.loss_mask: 0.6028, decode.d5.loss_dice: 0.9061, decode.d6.loss_cls: 0.4433, decode.d6.loss_mask: 0.6027, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4349, decode.d7.loss_mask: 0.6009, decode.d7.loss_dice: 0.8987, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.5990, decode.d8.loss_dice: 0.9010, loss: 22.0030, grad_norm: 120.6075 2023-11-27 00:25:49,561 - mmseg - INFO - Iter [117200/160000] lr: 1.021e-06, eta: 4:29:43, time: 0.414, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4116, decode.loss_mask: 0.5859, decode.loss_dice: 0.9067, decode.d0.loss_cls: 2.2955, decode.d0.loss_mask: 0.6499, decode.d0.loss_dice: 1.0860, decode.d1.loss_cls: 0.6093, decode.d1.loss_mask: 0.6305, decode.d1.loss_dice: 0.9939, decode.d2.loss_cls: 0.5094, decode.d2.loss_mask: 0.6094, decode.d2.loss_dice: 0.9594, decode.d3.loss_cls: 0.4646, decode.d3.loss_mask: 0.6038, decode.d3.loss_dice: 0.9303, decode.d4.loss_cls: 0.4416, decode.d4.loss_mask: 0.5994, decode.d4.loss_dice: 0.9265, decode.d5.loss_cls: 0.4258, decode.d5.loss_mask: 0.5987, decode.d5.loss_dice: 0.9233, decode.d6.loss_cls: 0.4257, decode.d6.loss_mask: 0.5932, decode.d6.loss_dice: 0.9108, decode.d7.loss_cls: 0.4206, decode.d7.loss_mask: 0.5889, decode.d7.loss_dice: 0.9057, decode.d8.loss_cls: 0.4130, decode.d8.loss_mask: 0.5882, decode.d8.loss_dice: 0.9113, loss: 21.9191, grad_norm: 135.1401 2023-11-27 00:26:10,145 - mmseg - INFO - Iter [117250/160000] lr: 1.019e-06, eta: 4:29:25, time: 0.412, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4463, decode.loss_mask: 0.5645, decode.loss_dice: 0.8794, decode.d0.loss_cls: 2.2662, decode.d0.loss_mask: 0.6172, decode.d0.loss_dice: 1.0640, decode.d1.loss_cls: 0.6132, decode.d1.loss_mask: 0.6033, decode.d1.loss_dice: 0.9702, decode.d2.loss_cls: 0.5230, decode.d2.loss_mask: 0.5829, decode.d2.loss_dice: 0.9308, decode.d3.loss_cls: 0.4899, decode.d3.loss_mask: 0.5754, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4766, decode.d4.loss_mask: 0.5760, decode.d4.loss_dice: 0.9029, decode.d5.loss_cls: 0.4632, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8964, decode.d6.loss_cls: 0.4580, decode.d6.loss_mask: 0.5693, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.4498, decode.d7.loss_mask: 0.5669, decode.d7.loss_dice: 0.8834, decode.d8.loss_cls: 0.4485, decode.d8.loss_mask: 0.5652, decode.d8.loss_dice: 0.8815, loss: 21.6250, grad_norm: 111.9474 2023-11-27 00:26:30,424 - mmseg - INFO - Iter [117300/160000] lr: 1.018e-06, eta: 4:29:07, time: 0.406, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4430, decode.loss_mask: 0.5989, decode.loss_dice: 0.9149, decode.d0.loss_cls: 2.3201, decode.d0.loss_mask: 0.6631, decode.d0.loss_dice: 1.0806, decode.d1.loss_cls: 0.6214, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 0.9971, decode.d2.loss_cls: 0.5349, decode.d2.loss_mask: 0.6123, decode.d2.loss_dice: 0.9522, decode.d3.loss_cls: 0.4922, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.9296, decode.d4.loss_cls: 0.4667, decode.d4.loss_mask: 0.6036, decode.d4.loss_dice: 0.9297, decode.d5.loss_cls: 0.4572, decode.d5.loss_mask: 0.5989, decode.d5.loss_dice: 0.9227, decode.d6.loss_cls: 0.4468, decode.d6.loss_mask: 0.6022, decode.d6.loss_dice: 0.9150, decode.d7.loss_cls: 0.4440, decode.d7.loss_mask: 0.6005, decode.d7.loss_dice: 0.9130, decode.d8.loss_cls: 0.4406, decode.d8.loss_mask: 0.6005, decode.d8.loss_dice: 0.9128, loss: 22.2550, grad_norm: 119.8085 2023-11-27 00:26:48,833 - mmseg - INFO - Iter [117350/160000] lr: 1.017e-06, eta: 4:28:47, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4139, decode.loss_mask: 0.6157, decode.loss_dice: 0.8789, decode.d0.loss_cls: 2.2800, decode.d0.loss_mask: 0.6848, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.5927, decode.d1.loss_mask: 0.6536, decode.d1.loss_dice: 0.9676, decode.d2.loss_cls: 0.5024, decode.d2.loss_mask: 0.6350, decode.d2.loss_dice: 0.9251, decode.d3.loss_cls: 0.4672, decode.d3.loss_mask: 0.6290, decode.d3.loss_dice: 0.8961, decode.d4.loss_cls: 0.4394, decode.d4.loss_mask: 0.6237, decode.d4.loss_dice: 0.8905, decode.d5.loss_cls: 0.4287, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.8895, decode.d6.loss_cls: 0.4263, decode.d6.loss_mask: 0.6190, decode.d6.loss_dice: 0.8807, decode.d7.loss_cls: 0.4215, decode.d7.loss_mask: 0.6173, decode.d7.loss_dice: 0.8827, decode.d8.loss_cls: 0.4148, decode.d8.loss_mask: 0.6170, decode.d8.loss_dice: 0.8798, loss: 21.8387, grad_norm: 119.2725 2023-11-27 00:27:07,252 - mmseg - INFO - Iter [117400/160000] lr: 1.016e-06, eta: 4:28:28, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4227, decode.loss_mask: 0.5836, decode.loss_dice: 0.8994, decode.d0.loss_cls: 2.2675, decode.d0.loss_mask: 0.6344, decode.d0.loss_dice: 1.0682, decode.d1.loss_cls: 0.6063, decode.d1.loss_mask: 0.6154, decode.d1.loss_dice: 0.9751, decode.d2.loss_cls: 0.5132, decode.d2.loss_mask: 0.6020, decode.d2.loss_dice: 0.9378, decode.d3.loss_cls: 0.4734, decode.d3.loss_mask: 0.5926, decode.d3.loss_dice: 0.9119, decode.d4.loss_cls: 0.4528, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.9094, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.5883, decode.d5.loss_dice: 0.9077, decode.d6.loss_cls: 0.4310, decode.d6.loss_mask: 0.5869, decode.d6.loss_dice: 0.9007, decode.d7.loss_cls: 0.4254, decode.d7.loss_mask: 0.5858, decode.d7.loss_dice: 0.9027, decode.d8.loss_cls: 0.4222, decode.d8.loss_mask: 0.5853, decode.d8.loss_dice: 0.8997, loss: 21.7345, grad_norm: 128.6122 2023-11-27 00:27:25,550 - mmseg - INFO - Iter [117450/160000] lr: 1.015e-06, eta: 4:28:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4310, decode.loss_mask: 0.5949, decode.loss_dice: 0.9214, decode.d0.loss_cls: 2.3074, decode.d0.loss_mask: 0.6532, decode.d0.loss_dice: 1.0983, decode.d1.loss_cls: 0.6103, decode.d1.loss_mask: 0.6310, decode.d1.loss_dice: 1.0090, decode.d2.loss_cls: 0.5274, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9728, decode.d3.loss_cls: 0.4834, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.9396, decode.d4.loss_cls: 0.4596, decode.d4.loss_mask: 0.6046, decode.d4.loss_dice: 0.9340, decode.d5.loss_cls: 0.4495, decode.d5.loss_mask: 0.6044, decode.d5.loss_dice: 0.9352, decode.d6.loss_cls: 0.4386, decode.d6.loss_mask: 0.5995, decode.d6.loss_dice: 0.9247, decode.d7.loss_cls: 0.4339, decode.d7.loss_mask: 0.5985, decode.d7.loss_dice: 0.9268, decode.d8.loss_cls: 0.4333, decode.d8.loss_mask: 0.5977, decode.d8.loss_dice: 0.9259, loss: 22.2674, grad_norm: 116.8407 2023-11-27 00:27:48,155 - mmseg - INFO - Iter [117500/160000] lr: 1.013e-06, eta: 4:27:52, time: 0.452, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4221, decode.loss_mask: 0.5611, decode.loss_dice: 0.8794, decode.d0.loss_cls: 2.3009, decode.d0.loss_mask: 0.6276, decode.d0.loss_dice: 1.0610, decode.d1.loss_cls: 0.6097, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.9764, decode.d2.loss_cls: 0.5100, decode.d2.loss_mask: 0.5791, decode.d2.loss_dice: 0.9325, decode.d3.loss_cls: 0.4744, decode.d3.loss_mask: 0.5742, decode.d3.loss_dice: 0.9099, decode.d4.loss_cls: 0.4608, decode.d4.loss_mask: 0.5701, decode.d4.loss_dice: 0.9024, decode.d5.loss_cls: 0.4386, decode.d5.loss_mask: 0.5698, decode.d5.loss_dice: 0.8991, decode.d6.loss_cls: 0.4326, decode.d6.loss_mask: 0.5663, decode.d6.loss_dice: 0.8916, decode.d7.loss_cls: 0.4235, decode.d7.loss_mask: 0.5635, decode.d7.loss_dice: 0.8901, decode.d8.loss_cls: 0.4241, decode.d8.loss_mask: 0.5618, decode.d8.loss_dice: 0.8850, loss: 21.4932, grad_norm: 109.3164 2023-11-27 00:28:07,514 - mmseg - INFO - Iter [117550/160000] lr: 1.012e-06, eta: 4:27:33, time: 0.387, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4240, decode.loss_mask: 0.5987, decode.loss_dice: 0.9024, decode.d0.loss_cls: 2.3259, decode.d0.loss_mask: 0.6658, decode.d0.loss_dice: 1.0827, decode.d1.loss_cls: 0.6194, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 0.9933, decode.d2.loss_cls: 0.5239, decode.d2.loss_mask: 0.6222, decode.d2.loss_dice: 0.9441, decode.d3.loss_cls: 0.4791, decode.d3.loss_mask: 0.6097, decode.d3.loss_dice: 0.9217, decode.d4.loss_cls: 0.4592, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.9190, decode.d5.loss_cls: 0.4463, decode.d5.loss_mask: 0.6033, decode.d5.loss_dice: 0.9161, decode.d6.loss_cls: 0.4398, decode.d6.loss_mask: 0.6009, decode.d6.loss_dice: 0.9057, decode.d7.loss_cls: 0.4328, decode.d7.loss_mask: 0.5993, decode.d7.loss_dice: 0.9087, decode.d8.loss_cls: 0.4243, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.9044, loss: 22.1143, grad_norm: 125.1415 2023-11-27 00:28:26,027 - mmseg - INFO - Iter [117600/160000] lr: 1.011e-06, eta: 4:27:14, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4287, decode.loss_mask: 0.5828, decode.loss_dice: 0.8938, decode.d0.loss_cls: 2.3581, decode.d0.loss_mask: 0.6437, decode.d0.loss_dice: 1.0457, decode.d1.loss_cls: 0.6336, decode.d1.loss_mask: 0.6128, decode.d1.loss_dice: 0.9704, decode.d2.loss_cls: 0.5231, decode.d2.loss_mask: 0.5976, decode.d2.loss_dice: 0.9335, decode.d3.loss_cls: 0.4869, decode.d3.loss_mask: 0.5887, decode.d3.loss_dice: 0.9090, decode.d4.loss_cls: 0.4660, decode.d4.loss_mask: 0.5888, decode.d4.loss_dice: 0.9042, decode.d5.loss_cls: 0.4508, decode.d5.loss_mask: 0.5862, decode.d5.loss_dice: 0.9025, decode.d6.loss_cls: 0.4393, decode.d6.loss_mask: 0.5855, decode.d6.loss_dice: 0.8974, decode.d7.loss_cls: 0.4358, decode.d7.loss_mask: 0.5833, decode.d7.loss_dice: 0.8958, decode.d8.loss_cls: 0.4341, decode.d8.loss_mask: 0.5831, decode.d8.loss_dice: 0.8943, loss: 21.8554, grad_norm: 121.4672 2023-11-27 00:28:44,377 - mmseg - INFO - Iter [117650/160000] lr: 1.010e-06, eta: 4:26:55, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4410, decode.loss_mask: 0.5808, decode.loss_dice: 0.9140, decode.d0.loss_cls: 2.3173, decode.d0.loss_mask: 0.6507, decode.d0.loss_dice: 1.0985, decode.d1.loss_cls: 0.6356, decode.d1.loss_mask: 0.6150, decode.d1.loss_dice: 1.0052, decode.d2.loss_cls: 0.5452, decode.d2.loss_mask: 0.5965, decode.d2.loss_dice: 0.9592, decode.d3.loss_cls: 0.5058, decode.d3.loss_mask: 0.5893, decode.d3.loss_dice: 0.9331, decode.d4.loss_cls: 0.4873, decode.d4.loss_mask: 0.5920, decode.d4.loss_dice: 0.9291, decode.d5.loss_cls: 0.4709, decode.d5.loss_mask: 0.5894, decode.d5.loss_dice: 0.9302, decode.d6.loss_cls: 0.4610, decode.d6.loss_mask: 0.5842, decode.d6.loss_dice: 0.9177, decode.d7.loss_cls: 0.4473, decode.d7.loss_mask: 0.5831, decode.d7.loss_dice: 0.9178, decode.d8.loss_cls: 0.4456, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.9168, loss: 22.2396, grad_norm: 115.3500 2023-11-27 00:29:02,769 - mmseg - INFO - Iter [117700/160000] lr: 1.009e-06, eta: 4:26:36, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4127, decode.loss_mask: 0.5948, decode.loss_dice: 0.9076, decode.d0.loss_cls: 2.3184, decode.d0.loss_mask: 0.6542, decode.d0.loss_dice: 1.0717, decode.d1.loss_cls: 0.5974, decode.d1.loss_mask: 0.6269, decode.d1.loss_dice: 0.9839, decode.d2.loss_cls: 0.5158, decode.d2.loss_mask: 0.6123, decode.d2.loss_dice: 0.9420, decode.d3.loss_cls: 0.4782, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.9192, decode.d4.loss_cls: 0.4577, decode.d4.loss_mask: 0.6015, decode.d4.loss_dice: 0.9157, decode.d5.loss_cls: 0.4452, decode.d5.loss_mask: 0.5987, decode.d5.loss_dice: 0.9145, decode.d6.loss_cls: 0.4347, decode.d6.loss_mask: 0.5958, decode.d6.loss_dice: 0.9087, decode.d7.loss_cls: 0.4229, decode.d7.loss_mask: 0.5956, decode.d7.loss_dice: 0.9119, decode.d8.loss_cls: 0.4172, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.9098, loss: 21.9634, grad_norm: 117.2610 2023-11-27 00:29:21,139 - mmseg - INFO - Iter [117750/160000] lr: 1.007e-06, eta: 4:26:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4207, decode.loss_mask: 0.6148, decode.loss_dice: 0.8916, decode.d0.loss_cls: 2.2604, decode.d0.loss_mask: 0.6818, decode.d0.loss_dice: 1.0640, decode.d1.loss_cls: 0.5797, decode.d1.loss_mask: 0.6429, decode.d1.loss_dice: 0.9851, decode.d2.loss_cls: 0.5014, decode.d2.loss_mask: 0.6317, decode.d2.loss_dice: 0.9396, decode.d3.loss_cls: 0.4697, decode.d3.loss_mask: 0.6222, decode.d3.loss_dice: 0.9108, decode.d4.loss_cls: 0.4458, decode.d4.loss_mask: 0.6188, decode.d4.loss_dice: 0.9116, decode.d5.loss_cls: 0.4377, decode.d5.loss_mask: 0.6168, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4295, decode.d6.loss_mask: 0.6139, decode.d6.loss_dice: 0.8952, decode.d7.loss_cls: 0.4210, decode.d7.loss_mask: 0.6162, decode.d7.loss_dice: 0.8985, decode.d8.loss_cls: 0.4166, decode.d8.loss_mask: 0.6141, decode.d8.loss_dice: 0.8944, loss: 21.9517, grad_norm: 122.5505 2023-11-27 00:29:39,501 - mmseg - INFO - Iter [117800/160000] lr: 1.006e-06, eta: 4:25:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4122, decode.loss_mask: 0.6019, decode.loss_dice: 0.8866, decode.d0.loss_cls: 2.3253, decode.d0.loss_mask: 0.6701, decode.d0.loss_dice: 1.0684, decode.d1.loss_cls: 0.5977, decode.d1.loss_mask: 0.6384, decode.d1.loss_dice: 0.9703, decode.d2.loss_cls: 0.5093, decode.d2.loss_mask: 0.6215, decode.d2.loss_dice: 0.9293, decode.d3.loss_cls: 0.4645, decode.d3.loss_mask: 0.6101, decode.d3.loss_dice: 0.8969, decode.d4.loss_cls: 0.4407, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.8978, decode.d5.loss_cls: 0.4395, decode.d5.loss_mask: 0.6035, decode.d5.loss_dice: 0.8910, decode.d6.loss_cls: 0.4223, decode.d6.loss_mask: 0.6038, decode.d6.loss_dice: 0.8879, decode.d7.loss_cls: 0.4212, decode.d7.loss_mask: 0.6026, decode.d7.loss_dice: 0.8860, decode.d8.loss_cls: 0.4067, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.8860, loss: 21.8025, grad_norm: 132.9454 2023-11-27 00:29:57,764 - mmseg - INFO - Iter [117850/160000] lr: 1.005e-06, eta: 4:25:38, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4287, decode.loss_mask: 0.5939, decode.loss_dice: 0.9110, decode.d0.loss_cls: 2.3324, decode.d0.loss_mask: 0.6622, decode.d0.loss_dice: 1.0812, decode.d1.loss_cls: 0.6149, decode.d1.loss_mask: 0.6356, decode.d1.loss_dice: 0.9859, decode.d2.loss_cls: 0.5345, decode.d2.loss_mask: 0.6161, decode.d2.loss_dice: 0.9501, decode.d3.loss_cls: 0.4772, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.9287, decode.d4.loss_cls: 0.4691, decode.d4.loss_mask: 0.6046, decode.d4.loss_dice: 0.9228, decode.d5.loss_cls: 0.4547, decode.d5.loss_mask: 0.6029, decode.d5.loss_dice: 0.9199, decode.d6.loss_cls: 0.4496, decode.d6.loss_mask: 0.5955, decode.d6.loss_dice: 0.9107, decode.d7.loss_cls: 0.4354, decode.d7.loss_mask: 0.5957, decode.d7.loss_dice: 0.9139, decode.d8.loss_cls: 0.4303, decode.d8.loss_mask: 0.5939, decode.d8.loss_dice: 0.9118, loss: 22.1758, grad_norm: 128.6048 2023-11-27 00:30:15,965 - mmseg - INFO - Iter [117900/160000] lr: 1.004e-06, eta: 4:25:19, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4236, decode.loss_mask: 0.6057, decode.loss_dice: 0.8827, decode.d0.loss_cls: 2.2773, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0511, decode.d1.loss_cls: 0.6156, decode.d1.loss_mask: 0.6414, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.5242, decode.d2.loss_mask: 0.6230, decode.d2.loss_dice: 0.9202, decode.d3.loss_cls: 0.4850, decode.d3.loss_mask: 0.6140, decode.d3.loss_dice: 0.8960, decode.d4.loss_cls: 0.4587, decode.d4.loss_mask: 0.6115, decode.d4.loss_dice: 0.8972, decode.d5.loss_cls: 0.4472, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.8901, decode.d6.loss_cls: 0.4378, decode.d6.loss_mask: 0.6089, decode.d6.loss_dice: 0.8889, decode.d7.loss_cls: 0.4270, decode.d7.loss_mask: 0.6069, decode.d7.loss_dice: 0.8877, decode.d8.loss_cls: 0.4263, decode.d8.loss_mask: 0.6068, decode.d8.loss_dice: 0.8853, loss: 21.8863, grad_norm: 140.4639 2023-11-27 00:30:34,510 - mmseg - INFO - Iter [117950/160000] lr: 1.003e-06, eta: 4:25:00, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4466, decode.loss_mask: 0.5894, decode.loss_dice: 0.9133, decode.d0.loss_cls: 2.2696, decode.d0.loss_mask: 0.6537, decode.d0.loss_dice: 1.0904, decode.d1.loss_cls: 0.6449, decode.d1.loss_mask: 0.6251, decode.d1.loss_dice: 0.9924, decode.d2.loss_cls: 0.5457, decode.d2.loss_mask: 0.6087, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5153, decode.d3.loss_mask: 0.5979, decode.d3.loss_dice: 0.9283, decode.d4.loss_cls: 0.4803, decode.d4.loss_mask: 0.5957, decode.d4.loss_dice: 0.9260, decode.d5.loss_cls: 0.4670, decode.d5.loss_mask: 0.5940, decode.d5.loss_dice: 0.9217, decode.d6.loss_cls: 0.4551, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.9133, decode.d7.loss_cls: 0.4459, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.9133, decode.d8.loss_cls: 0.4474, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.9128, loss: 22.2214, grad_norm: 117.6547 2023-11-27 00:30:52,975 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:30:52,975 - mmseg - INFO - Iter [118000/160000] lr: 1.002e-06, eta: 4:24:41, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4195, decode.loss_mask: 0.5952, decode.loss_dice: 0.8989, decode.d0.loss_cls: 2.2462, decode.d0.loss_mask: 0.6585, decode.d0.loss_dice: 1.0560, decode.d1.loss_cls: 0.6106, decode.d1.loss_mask: 0.6242, decode.d1.loss_dice: 0.9722, decode.d2.loss_cls: 0.5244, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.4888, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.9044, decode.d4.loss_cls: 0.4605, decode.d4.loss_mask: 0.5971, decode.d4.loss_dice: 0.9040, decode.d5.loss_cls: 0.4444, decode.d5.loss_mask: 0.5995, decode.d5.loss_dice: 0.9063, decode.d6.loss_cls: 0.4353, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.8995, decode.d7.loss_cls: 0.4269, decode.d7.loss_mask: 0.5946, decode.d7.loss_dice: 0.8935, decode.d8.loss_cls: 0.4342, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.9003, loss: 21.8307, grad_norm: 105.7139 2023-11-27 00:31:11,477 - mmseg - INFO - Iter [118050/160000] lr: 1.000e-06, eta: 4:24:22, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4282, decode.loss_mask: 0.5792, decode.loss_dice: 0.9026, decode.d0.loss_cls: 2.2927, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.5898, decode.d1.loss_mask: 0.6132, decode.d1.loss_dice: 0.9826, decode.d2.loss_cls: 0.5108, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9424, decode.d3.loss_cls: 0.4723, decode.d3.loss_mask: 0.5875, decode.d3.loss_dice: 0.9176, decode.d4.loss_cls: 0.4557, decode.d4.loss_mask: 0.5836, decode.d4.loss_dice: 0.9193, decode.d5.loss_cls: 0.4419, decode.d5.loss_mask: 0.5874, decode.d5.loss_dice: 0.9176, decode.d6.loss_cls: 0.4376, decode.d6.loss_mask: 0.5826, decode.d6.loss_dice: 0.9041, decode.d7.loss_cls: 0.4250, decode.d7.loss_mask: 0.5823, decode.d7.loss_dice: 0.9074, decode.d8.loss_cls: 0.4256, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.9062, loss: 21.7716, grad_norm: 114.1744 2023-11-27 00:31:29,930 - mmseg - INFO - Iter [118100/160000] lr: 9.991e-07, eta: 4:24:03, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4112, decode.loss_mask: 0.5902, decode.loss_dice: 0.9145, decode.d0.loss_cls: 2.2469, decode.d0.loss_mask: 0.6459, decode.d0.loss_dice: 1.0777, decode.d1.loss_cls: 0.5801, decode.d1.loss_mask: 0.6245, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.4960, decode.d2.loss_mask: 0.6127, decode.d2.loss_dice: 0.9488, decode.d3.loss_cls: 0.4575, decode.d3.loss_mask: 0.6003, decode.d3.loss_dice: 0.9195, decode.d4.loss_cls: 0.4396, decode.d4.loss_mask: 0.5962, decode.d4.loss_dice: 0.9261, decode.d5.loss_cls: 0.4326, decode.d5.loss_mask: 0.5973, decode.d5.loss_dice: 0.9230, decode.d6.loss_cls: 0.4235, decode.d6.loss_mask: 0.5921, decode.d6.loss_dice: 0.9148, decode.d7.loss_cls: 0.4240, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4192, decode.d8.loss_mask: 0.5892, decode.d8.loss_dice: 0.9165, loss: 21.8168, grad_norm: 118.7312 2023-11-27 00:31:48,257 - mmseg - INFO - Iter [118150/160000] lr: 9.979e-07, eta: 4:23:44, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4349, decode.loss_mask: 0.5884, decode.loss_dice: 0.8931, decode.d0.loss_cls: 2.2811, decode.d0.loss_mask: 0.6445, decode.d0.loss_dice: 1.0694, decode.d1.loss_cls: 0.6266, decode.d1.loss_mask: 0.6235, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5421, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9300, decode.d3.loss_cls: 0.5038, decode.d3.loss_mask: 0.5932, decode.d3.loss_dice: 0.9052, decode.d4.loss_cls: 0.4797, decode.d4.loss_mask: 0.5935, decode.d4.loss_dice: 0.9103, decode.d5.loss_cls: 0.4687, decode.d5.loss_mask: 0.5896, decode.d5.loss_dice: 0.9021, decode.d6.loss_cls: 0.4597, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4443, decode.d7.loss_mask: 0.5881, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4386, decode.d8.loss_mask: 0.5874, decode.d8.loss_dice: 0.8943, loss: 21.9603, grad_norm: 113.7895 2023-11-27 00:32:06,480 - mmseg - INFO - Iter [118200/160000] lr: 9.967e-07, eta: 4:23:25, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4128, decode.loss_mask: 0.5844, decode.loss_dice: 0.8770, decode.d0.loss_cls: 2.3107, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0470, decode.d1.loss_cls: 0.6083, decode.d1.loss_mask: 0.6121, decode.d1.loss_dice: 0.9598, decode.d2.loss_cls: 0.5203, decode.d2.loss_mask: 0.5985, decode.d2.loss_dice: 0.9175, decode.d3.loss_cls: 0.4749, decode.d3.loss_mask: 0.5941, decode.d3.loss_dice: 0.8984, decode.d4.loss_cls: 0.4556, decode.d4.loss_mask: 0.5891, decode.d4.loss_dice: 0.8921, decode.d5.loss_cls: 0.4517, decode.d5.loss_mask: 0.5894, decode.d5.loss_dice: 0.8878, decode.d6.loss_cls: 0.4348, decode.d6.loss_mask: 0.5896, decode.d6.loss_dice: 0.8780, decode.d7.loss_cls: 0.4233, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8781, decode.d8.loss_cls: 0.4238, decode.d8.loss_mask: 0.5849, decode.d8.loss_dice: 0.8780, loss: 21.6009, grad_norm: 110.1859 2023-11-27 00:32:24,778 - mmseg - INFO - Iter [118250/160000] lr: 9.956e-07, eta: 4:23:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4392, decode.loss_mask: 0.5595, decode.loss_dice: 0.8933, decode.d0.loss_cls: 2.3476, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 1.0592, decode.d1.loss_cls: 0.6088, decode.d1.loss_mask: 0.5950, decode.d1.loss_dice: 0.9732, decode.d2.loss_cls: 0.5247, decode.d2.loss_mask: 0.5840, decode.d2.loss_dice: 0.9350, decode.d3.loss_cls: 0.4961, decode.d3.loss_mask: 0.5704, decode.d3.loss_dice: 0.9019, decode.d4.loss_cls: 0.4767, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.9065, decode.d5.loss_cls: 0.4590, decode.d5.loss_mask: 0.5662, decode.d5.loss_dice: 0.8989, decode.d6.loss_cls: 0.4517, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8954, decode.d7.loss_cls: 0.4425, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8929, decode.d8.loss_cls: 0.4422, decode.d8.loss_mask: 0.5607, decode.d8.loss_dice: 0.8949, loss: 21.6847, grad_norm: 117.5709 2023-11-27 00:32:43,011 - mmseg - INFO - Iter [118300/160000] lr: 9.944e-07, eta: 4:22:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4156, decode.loss_mask: 0.5911, decode.loss_dice: 0.9119, decode.d0.loss_cls: 2.2233, decode.d0.loss_mask: 0.6616, decode.d0.loss_dice: 1.0833, decode.d1.loss_cls: 0.5840, decode.d1.loss_mask: 0.6276, decode.d1.loss_dice: 0.9933, decode.d2.loss_cls: 0.5030, decode.d2.loss_mask: 0.6064, decode.d2.loss_dice: 0.9536, decode.d3.loss_cls: 0.4741, decode.d3.loss_mask: 0.6002, decode.d3.loss_dice: 0.9280, decode.d4.loss_cls: 0.4546, decode.d4.loss_mask: 0.5995, decode.d4.loss_dice: 0.9270, decode.d5.loss_cls: 0.4322, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.9239, decode.d6.loss_cls: 0.4311, decode.d6.loss_mask: 0.5928, decode.d6.loss_dice: 0.9164, decode.d7.loss_cls: 0.4176, decode.d7.loss_mask: 0.5932, decode.d7.loss_dice: 0.9166, decode.d8.loss_cls: 0.4162, decode.d8.loss_mask: 0.5920, decode.d8.loss_dice: 0.9133, loss: 21.8814, grad_norm: 134.7287 2023-11-27 00:33:01,388 - mmseg - INFO - Iter [118350/160000] lr: 9.932e-07, eta: 4:22:27, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4082, decode.loss_mask: 0.5806, decode.loss_dice: 0.8851, decode.d0.loss_cls: 2.2596, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0432, decode.d1.loss_cls: 0.5849, decode.d1.loss_mask: 0.6164, decode.d1.loss_dice: 0.9631, decode.d2.loss_cls: 0.5017, decode.d2.loss_mask: 0.5975, decode.d2.loss_dice: 0.9282, decode.d3.loss_cls: 0.4550, decode.d3.loss_mask: 0.5917, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4442, decode.d4.loss_mask: 0.5859, decode.d4.loss_dice: 0.8993, decode.d5.loss_cls: 0.4284, decode.d5.loss_mask: 0.5840, decode.d5.loss_dice: 0.8985, decode.d6.loss_cls: 0.4214, decode.d6.loss_mask: 0.5807, decode.d6.loss_dice: 0.8899, decode.d7.loss_cls: 0.4091, decode.d7.loss_mask: 0.5802, decode.d7.loss_dice: 0.8862, decode.d8.loss_cls: 0.4137, decode.d8.loss_mask: 0.5790, decode.d8.loss_dice: 0.8894, loss: 21.4488, grad_norm: 111.6376 2023-11-27 00:33:19,878 - mmseg - INFO - Iter [118400/160000] lr: 9.920e-07, eta: 4:22:08, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4320, decode.loss_mask: 0.5833, decode.loss_dice: 0.9114, decode.d0.loss_cls: 2.3369, decode.d0.loss_mask: 0.6523, decode.d0.loss_dice: 1.0894, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6177, decode.d1.loss_dice: 0.9971, decode.d2.loss_cls: 0.5371, decode.d2.loss_mask: 0.6032, decode.d2.loss_dice: 0.9572, decode.d3.loss_cls: 0.4859, decode.d3.loss_mask: 0.5971, decode.d3.loss_dice: 0.9294, decode.d4.loss_cls: 0.4660, decode.d4.loss_mask: 0.5923, decode.d4.loss_dice: 0.9243, decode.d5.loss_cls: 0.4373, decode.d5.loss_mask: 0.5920, decode.d5.loss_dice: 0.9254, decode.d6.loss_cls: 0.4453, decode.d6.loss_mask: 0.5858, decode.d6.loss_dice: 0.9115, decode.d7.loss_cls: 0.4359, decode.d7.loss_mask: 0.5866, decode.d7.loss_dice: 0.9155, decode.d8.loss_cls: 0.4344, decode.d8.loss_mask: 0.5863, decode.d8.loss_dice: 0.9164, loss: 22.0988, grad_norm: 121.9862 2023-11-27 00:33:38,129 - mmseg - INFO - Iter [118450/160000] lr: 9.908e-07, eta: 4:21:49, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4380, decode.loss_mask: 0.5729, decode.loss_dice: 0.8914, decode.d0.loss_cls: 2.3286, decode.d0.loss_mask: 0.6413, decode.d0.loss_dice: 1.0772, decode.d1.loss_cls: 0.6381, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.9728, decode.d2.loss_cls: 0.5325, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.9375, decode.d3.loss_cls: 0.4845, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4707, decode.d4.loss_mask: 0.5779, decode.d4.loss_dice: 0.9070, decode.d5.loss_cls: 0.4710, decode.d5.loss_mask: 0.5755, decode.d5.loss_dice: 0.9054, decode.d6.loss_cls: 0.4525, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8935, decode.d7.loss_cls: 0.4387, decode.d7.loss_mask: 0.5743, decode.d7.loss_dice: 0.8905, decode.d8.loss_cls: 0.4385, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8935, loss: 21.8391, grad_norm: 121.3412 2023-11-27 00:33:56,572 - mmseg - INFO - Iter [118500/160000] lr: 9.896e-07, eta: 4:21:30, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4327, decode.loss_mask: 0.5871, decode.loss_dice: 0.9034, decode.d0.loss_cls: 2.3470, decode.d0.loss_mask: 0.6568, decode.d0.loss_dice: 1.0900, decode.d1.loss_cls: 0.6215, decode.d1.loss_mask: 0.6287, decode.d1.loss_dice: 0.9958, decode.d2.loss_cls: 0.5400, decode.d2.loss_mask: 0.6094, decode.d2.loss_dice: 0.9484, decode.d3.loss_cls: 0.4886, decode.d3.loss_mask: 0.6035, decode.d3.loss_dice: 0.9253, decode.d4.loss_cls: 0.4787, decode.d4.loss_mask: 0.5979, decode.d4.loss_dice: 0.9249, decode.d5.loss_cls: 0.4651, decode.d5.loss_mask: 0.5947, decode.d5.loss_dice: 0.9191, decode.d6.loss_cls: 0.4499, decode.d6.loss_mask: 0.5918, decode.d6.loss_dice: 0.9103, decode.d7.loss_cls: 0.4383, decode.d7.loss_mask: 0.5910, decode.d7.loss_dice: 0.9100, decode.d8.loss_cls: 0.4373, decode.d8.loss_mask: 0.5865, decode.d8.loss_dice: 0.9048, loss: 22.1786, grad_norm: 120.2077 2023-11-27 00:34:14,868 - mmseg - INFO - Iter [118550/160000] lr: 9.884e-07, eta: 4:21:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4082, decode.loss_mask: 0.5799, decode.loss_dice: 0.8692, decode.d0.loss_cls: 2.3383, decode.d0.loss_mask: 0.6410, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5945, decode.d1.loss_mask: 0.6144, decode.d1.loss_dice: 0.9494, decode.d2.loss_cls: 0.4991, decode.d2.loss_mask: 0.5989, decode.d2.loss_dice: 0.9150, decode.d3.loss_cls: 0.4549, decode.d3.loss_mask: 0.5907, decode.d3.loss_dice: 0.8920, decode.d4.loss_cls: 0.4405, decode.d4.loss_mask: 0.5855, decode.d4.loss_dice: 0.8838, decode.d5.loss_cls: 0.4217, decode.d5.loss_mask: 0.5839, decode.d5.loss_dice: 0.8820, decode.d6.loss_cls: 0.4150, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8733, decode.d7.loss_cls: 0.4140, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8729, decode.d8.loss_cls: 0.4042, decode.d8.loss_mask: 0.5796, decode.d8.loss_dice: 0.8741, loss: 21.3730, grad_norm: 123.5864 2023-11-27 00:34:33,073 - mmseg - INFO - Iter [118600/160000] lr: 9.872e-07, eta: 4:20:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4011, decode.loss_mask: 0.5879, decode.loss_dice: 0.8838, decode.d0.loss_cls: 2.2898, decode.d0.loss_mask: 0.6533, decode.d0.loss_dice: 1.0585, decode.d1.loss_cls: 0.5771, decode.d1.loss_mask: 0.6259, decode.d1.loss_dice: 0.9720, decode.d2.loss_cls: 0.4811, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4414, decode.d3.loss_mask: 0.5986, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4271, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4153, decode.d5.loss_mask: 0.5932, decode.d5.loss_dice: 0.8942, decode.d6.loss_cls: 0.4092, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.8876, decode.d7.loss_cls: 0.4057, decode.d7.loss_mask: 0.5902, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4009, decode.d8.loss_mask: 0.5889, decode.d8.loss_dice: 0.8856, loss: 21.4684, grad_norm: 117.4856 2023-11-27 00:34:51,389 - mmseg - INFO - Iter [118650/160000] lr: 9.860e-07, eta: 4:20:33, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4326, decode.loss_mask: 0.5886, decode.loss_dice: 0.9109, decode.d0.loss_cls: 2.3298, decode.d0.loss_mask: 0.6598, decode.d0.loss_dice: 1.0966, decode.d1.loss_cls: 0.6274, decode.d1.loss_mask: 0.6220, decode.d1.loss_dice: 0.9957, decode.d2.loss_cls: 0.5396, decode.d2.loss_mask: 0.6003, decode.d2.loss_dice: 0.9536, decode.d3.loss_cls: 0.4963, decode.d3.loss_mask: 0.5975, decode.d3.loss_dice: 0.9292, decode.d4.loss_cls: 0.4676, decode.d4.loss_mask: 0.5955, decode.d4.loss_dice: 0.9221, decode.d5.loss_cls: 0.4626, decode.d5.loss_mask: 0.5931, decode.d5.loss_dice: 0.9216, decode.d6.loss_cls: 0.4459, decode.d6.loss_mask: 0.5883, decode.d6.loss_dice: 0.9153, decode.d7.loss_cls: 0.4389, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.9156, decode.d8.loss_cls: 0.4407, decode.d8.loss_mask: 0.5871, decode.d8.loss_dice: 0.9155, loss: 22.1764, grad_norm: 129.3490 2023-11-27 00:35:09,638 - mmseg - INFO - Iter [118700/160000] lr: 9.848e-07, eta: 4:20:14, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4497, decode.loss_mask: 0.6020, decode.loss_dice: 0.9217, decode.d0.loss_cls: 2.3681, decode.d0.loss_mask: 0.6651, decode.d0.loss_dice: 1.0894, decode.d1.loss_cls: 0.6344, decode.d1.loss_mask: 0.6398, decode.d1.loss_dice: 1.0054, decode.d2.loss_cls: 0.5449, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.9684, decode.d3.loss_cls: 0.5061, decode.d3.loss_mask: 0.6105, decode.d3.loss_dice: 0.9372, decode.d4.loss_cls: 0.4903, decode.d4.loss_mask: 0.6087, decode.d4.loss_dice: 0.9333, decode.d5.loss_cls: 0.4679, decode.d5.loss_mask: 0.6053, decode.d5.loss_dice: 0.9332, decode.d6.loss_cls: 0.4635, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.9244, decode.d7.loss_cls: 0.4498, decode.d7.loss_mask: 0.6050, decode.d7.loss_dice: 0.9277, decode.d8.loss_cls: 0.4564, decode.d8.loss_mask: 0.6032, decode.d8.loss_dice: 0.9223, loss: 22.5617, grad_norm: 128.0035 2023-11-27 00:35:30,224 - mmseg - INFO - Iter [118750/160000] lr: 9.836e-07, eta: 4:19:55, time: 0.412, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3932, decode.loss_mask: 0.6130, decode.loss_dice: 0.8895, decode.d0.loss_cls: 2.2456, decode.d0.loss_mask: 0.6706, decode.d0.loss_dice: 1.0432, decode.d1.loss_cls: 0.5717, decode.d1.loss_mask: 0.6458, decode.d1.loss_dice: 0.9634, decode.d2.loss_cls: 0.4830, decode.d2.loss_mask: 0.6269, decode.d2.loss_dice: 0.9195, decode.d3.loss_cls: 0.4442, decode.d3.loss_mask: 0.6169, decode.d3.loss_dice: 0.8983, decode.d4.loss_cls: 0.4210, decode.d4.loss_mask: 0.6171, decode.d4.loss_dice: 0.8972, decode.d5.loss_cls: 0.4058, decode.d5.loss_mask: 0.6167, decode.d5.loss_dice: 0.9019, decode.d6.loss_cls: 0.4011, decode.d6.loss_mask: 0.6148, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.3965, decode.d7.loss_mask: 0.6150, decode.d7.loss_dice: 0.8936, decode.d8.loss_cls: 0.3943, decode.d8.loss_mask: 0.6133, decode.d8.loss_dice: 0.8909, loss: 21.5933, grad_norm: 130.2313 2023-11-27 00:35:48,555 - mmseg - INFO - Iter [118800/160000] lr: 9.824e-07, eta: 4:19:36, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4244, decode.loss_mask: 0.5724, decode.loss_dice: 0.8857, decode.d0.loss_cls: 2.3601, decode.d0.loss_mask: 0.6354, decode.d0.loss_dice: 1.0627, decode.d1.loss_cls: 0.6041, decode.d1.loss_mask: 0.6029, decode.d1.loss_dice: 0.9695, decode.d2.loss_cls: 0.5112, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.9296, decode.d3.loss_cls: 0.4836, decode.d3.loss_mask: 0.5811, decode.d3.loss_dice: 0.9078, decode.d4.loss_cls: 0.4577, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.9018, decode.d5.loss_cls: 0.4409, decode.d5.loss_mask: 0.5766, decode.d5.loss_dice: 0.9021, decode.d6.loss_cls: 0.4349, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8894, decode.d7.loss_cls: 0.4263, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8916, decode.d8.loss_cls: 0.4207, decode.d8.loss_mask: 0.5733, decode.d8.loss_dice: 0.8881, loss: 21.6520, grad_norm: 123.6160 2023-11-27 00:36:07,066 - mmseg - INFO - Iter [118850/160000] lr: 9.812e-07, eta: 4:19:17, time: 0.372, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3858, decode.loss_mask: 0.5927, decode.loss_dice: 0.8712, decode.d0.loss_cls: 2.2166, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 1.0241, decode.d1.loss_cls: 0.5662, decode.d1.loss_mask: 0.6162, decode.d1.loss_dice: 0.9414, decode.d2.loss_cls: 0.4750, decode.d2.loss_mask: 0.6044, decode.d2.loss_dice: 0.9057, decode.d3.loss_cls: 0.4403, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.8866, decode.d4.loss_cls: 0.4135, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.8856, decode.d5.loss_cls: 0.4055, decode.d5.loss_mask: 0.5932, decode.d5.loss_dice: 0.8801, decode.d6.loss_cls: 0.4019, decode.d6.loss_mask: 0.5922, decode.d6.loss_dice: 0.8690, decode.d7.loss_cls: 0.4010, decode.d7.loss_mask: 0.5920, decode.d7.loss_dice: 0.8721, decode.d8.loss_cls: 0.3887, decode.d8.loss_mask: 0.5926, decode.d8.loss_dice: 0.8695, loss: 21.1260, grad_norm: 117.0083 2023-11-27 00:36:25,504 - mmseg - INFO - Iter [118900/160000] lr: 9.801e-07, eta: 4:18:58, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4513, decode.loss_mask: 0.5855, decode.loss_dice: 0.8883, decode.d0.loss_cls: 2.3668, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 1.0784, decode.d1.loss_cls: 0.6456, decode.d1.loss_mask: 0.6164, decode.d1.loss_dice: 0.9775, decode.d2.loss_cls: 0.5508, decode.d2.loss_mask: 0.6029, decode.d2.loss_dice: 0.9306, decode.d3.loss_cls: 0.5114, decode.d3.loss_mask: 0.5940, decode.d3.loss_dice: 0.9119, decode.d4.loss_cls: 0.4838, decode.d4.loss_mask: 0.5941, decode.d4.loss_dice: 0.9106, decode.d5.loss_cls: 0.4670, decode.d5.loss_mask: 0.5925, decode.d5.loss_dice: 0.9099, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.5874, decode.d6.loss_dice: 0.9032, decode.d7.loss_cls: 0.4589, decode.d7.loss_mask: 0.5857, decode.d7.loss_dice: 0.8992, decode.d8.loss_cls: 0.4558, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.8974, loss: 22.1620, grad_norm: 127.5340 2023-11-27 00:36:43,805 - mmseg - INFO - Iter [118950/160000] lr: 9.789e-07, eta: 4:18:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4124, decode.loss_mask: 0.5744, decode.loss_dice: 0.8851, decode.d0.loss_cls: 2.2816, decode.d0.loss_mask: 0.6313, decode.d0.loss_dice: 1.0628, decode.d1.loss_cls: 0.5926, decode.d1.loss_mask: 0.6072, decode.d1.loss_dice: 0.9680, decode.d2.loss_cls: 0.4915, decode.d2.loss_mask: 0.5950, decode.d2.loss_dice: 0.9268, decode.d3.loss_cls: 0.4589, decode.d3.loss_mask: 0.5850, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4515, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8985, decode.d5.loss_cls: 0.4372, decode.d5.loss_mask: 0.5796, decode.d5.loss_dice: 0.8981, decode.d6.loss_cls: 0.4223, decode.d6.loss_mask: 0.5777, decode.d6.loss_dice: 0.8904, decode.d7.loss_cls: 0.4237, decode.d7.loss_mask: 0.5761, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.4151, decode.d8.loss_mask: 0.5752, decode.d8.loss_dice: 0.8896, loss: 21.4775, grad_norm: 113.7285 2023-11-27 00:37:02,013 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:37:02,013 - mmseg - INFO - Iter [119000/160000] lr: 9.777e-07, eta: 4:18:20, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4240, decode.loss_mask: 0.5831, decode.loss_dice: 0.8911, decode.d0.loss_cls: 2.2479, decode.d0.loss_mask: 0.6565, decode.d0.loss_dice: 1.0613, decode.d1.loss_cls: 0.6001, decode.d1.loss_mask: 0.6232, decode.d1.loss_dice: 0.9771, decode.d2.loss_cls: 0.5204, decode.d2.loss_mask: 0.6033, decode.d2.loss_dice: 0.9298, decode.d3.loss_cls: 0.4784, decode.d3.loss_mask: 0.5956, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.5943, decode.d4.loss_dice: 0.9017, decode.d5.loss_cls: 0.4435, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.8991, decode.d6.loss_cls: 0.4450, decode.d6.loss_mask: 0.5867, decode.d6.loss_dice: 0.8896, decode.d7.loss_cls: 0.4239, decode.d7.loss_mask: 0.5854, decode.d7.loss_dice: 0.8920, decode.d8.loss_cls: 0.4243, decode.d8.loss_mask: 0.5838, decode.d8.loss_dice: 0.8863, loss: 21.6949, grad_norm: 131.3226 2023-11-27 00:37:20,376 - mmseg - INFO - Iter [119050/160000] lr: 9.765e-07, eta: 4:18:01, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4133, decode.loss_mask: 0.5891, decode.loss_dice: 0.8974, decode.d0.loss_cls: 2.3018, decode.d0.loss_mask: 0.6514, decode.d0.loss_dice: 1.0674, decode.d1.loss_cls: 0.6118, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9747, decode.d2.loss_cls: 0.5076, decode.d2.loss_mask: 0.6053, decode.d2.loss_dice: 0.9346, decode.d3.loss_cls: 0.4704, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.9033, decode.d4.loss_cls: 0.4540, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.8989, decode.d5.loss_cls: 0.4383, decode.d5.loss_mask: 0.5962, decode.d5.loss_dice: 0.9039, decode.d6.loss_cls: 0.4261, decode.d6.loss_mask: 0.5944, decode.d6.loss_dice: 0.8997, decode.d7.loss_cls: 0.4195, decode.d7.loss_mask: 0.5909, decode.d7.loss_dice: 0.8976, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5879, decode.d8.loss_dice: 0.8961, loss: 21.7641, grad_norm: 116.3866 2023-11-27 00:37:38,632 - mmseg - INFO - Iter [119100/160000] lr: 9.753e-07, eta: 4:17:42, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4133, decode.loss_mask: 0.5912, decode.loss_dice: 0.9031, decode.d0.loss_cls: 2.3210, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 1.0788, decode.d1.loss_cls: 0.6092, decode.d1.loss_mask: 0.6275, decode.d1.loss_dice: 0.9893, decode.d2.loss_cls: 0.5143, decode.d2.loss_mask: 0.6122, decode.d2.loss_dice: 0.9549, decode.d3.loss_cls: 0.4676, decode.d3.loss_mask: 0.6034, decode.d3.loss_dice: 0.9214, decode.d4.loss_cls: 0.4534, decode.d4.loss_mask: 0.6029, decode.d4.loss_dice: 0.9206, decode.d5.loss_cls: 0.4443, decode.d5.loss_mask: 0.5939, decode.d5.loss_dice: 0.9194, decode.d6.loss_cls: 0.4324, decode.d6.loss_mask: 0.5925, decode.d6.loss_dice: 0.9084, decode.d7.loss_cls: 0.4209, decode.d7.loss_mask: 0.5925, decode.d7.loss_dice: 0.9059, decode.d8.loss_cls: 0.4170, decode.d8.loss_mask: 0.5932, decode.d8.loss_dice: 0.9029, loss: 21.9573, grad_norm: 123.2954 2023-11-27 00:37:57,195 - mmseg - INFO - Iter [119150/160000] lr: 9.741e-07, eta: 4:17:23, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4124, decode.loss_mask: 0.5800, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.3075, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 1.0605, decode.d1.loss_cls: 0.6075, decode.d1.loss_mask: 0.6130, decode.d1.loss_dice: 0.9676, decode.d2.loss_cls: 0.5153, decode.d2.loss_mask: 0.5971, decode.d2.loss_dice: 0.9348, decode.d3.loss_cls: 0.4696, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.9082, decode.d4.loss_cls: 0.4461, decode.d4.loss_mask: 0.5855, decode.d4.loss_dice: 0.9030, decode.d5.loss_cls: 0.4420, decode.d5.loss_mask: 0.5851, decode.d5.loss_dice: 0.8988, decode.d6.loss_cls: 0.4313, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.8892, decode.d7.loss_cls: 0.4254, decode.d7.loss_mask: 0.5801, decode.d7.loss_dice: 0.8902, decode.d8.loss_cls: 0.4140, decode.d8.loss_mask: 0.5807, decode.d8.loss_dice: 0.8923, loss: 21.6409, grad_norm: 114.7751 2023-11-27 00:38:15,376 - mmseg - INFO - Iter [119200/160000] lr: 9.729e-07, eta: 4:17:03, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4134, decode.loss_mask: 0.5949, decode.loss_dice: 0.8669, decode.d0.loss_cls: 2.2625, decode.d0.loss_mask: 0.6749, decode.d0.loss_dice: 1.0325, decode.d1.loss_cls: 0.5953, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 0.9498, decode.d2.loss_cls: 0.5035, decode.d2.loss_mask: 0.6176, decode.d2.loss_dice: 0.9116, decode.d3.loss_cls: 0.4658, decode.d3.loss_mask: 0.6073, decode.d3.loss_dice: 0.8834, decode.d4.loss_cls: 0.4481, decode.d4.loss_mask: 0.6036, decode.d4.loss_dice: 0.8851, decode.d5.loss_cls: 0.4394, decode.d5.loss_mask: 0.6008, decode.d5.loss_dice: 0.8823, decode.d6.loss_cls: 0.4296, decode.d6.loss_mask: 0.6006, decode.d6.loss_dice: 0.8684, decode.d7.loss_cls: 0.4191, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.8664, decode.d8.loss_cls: 0.4127, decode.d8.loss_mask: 0.5954, decode.d8.loss_dice: 0.8698, loss: 21.5359, grad_norm: 117.1220 2023-11-27 00:38:34,241 - mmseg - INFO - Iter [119250/160000] lr: 9.717e-07, eta: 4:16:44, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4152, decode.loss_mask: 0.5792, decode.loss_dice: 0.8842, decode.d0.loss_cls: 2.2720, decode.d0.loss_mask: 0.6439, decode.d0.loss_dice: 1.0534, decode.d1.loss_cls: 0.6313, decode.d1.loss_mask: 0.6132, decode.d1.loss_dice: 0.9671, decode.d2.loss_cls: 0.5139, decode.d2.loss_mask: 0.6001, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.4703, decode.d3.loss_mask: 0.5916, decode.d3.loss_dice: 0.9075, decode.d4.loss_cls: 0.4481, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.4379, decode.d5.loss_mask: 0.5873, decode.d5.loss_dice: 0.9033, decode.d6.loss_cls: 0.4250, decode.d6.loss_mask: 0.5833, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.4202, decode.d7.loss_mask: 0.5807, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.4253, decode.d8.loss_mask: 0.5789, decode.d8.loss_dice: 0.8871, loss: 21.6294, grad_norm: 120.1772 2023-11-27 00:38:52,518 - mmseg - INFO - Iter [119300/160000] lr: 9.705e-07, eta: 4:16:25, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4132, decode.loss_mask: 0.5805, decode.loss_dice: 0.8871, decode.d0.loss_cls: 2.3464, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 1.0493, decode.d1.loss_cls: 0.6061, decode.d1.loss_mask: 0.6154, decode.d1.loss_dice: 0.9620, decode.d2.loss_cls: 0.5146, decode.d2.loss_mask: 0.5982, decode.d2.loss_dice: 0.9210, decode.d3.loss_cls: 0.4720, decode.d3.loss_mask: 0.5904, decode.d3.loss_dice: 0.8985, decode.d4.loss_cls: 0.4465, decode.d4.loss_mask: 0.5887, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.4348, decode.d5.loss_mask: 0.5850, decode.d5.loss_dice: 0.8981, decode.d6.loss_cls: 0.4306, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.4219, decode.d7.loss_mask: 0.5830, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.4143, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8861, loss: 21.6334, grad_norm: 126.5862 2023-11-27 00:39:10,749 - mmseg - INFO - Iter [119350/160000] lr: 9.693e-07, eta: 4:16:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4241, decode.loss_mask: 0.5702, decode.loss_dice: 0.8844, decode.d0.loss_cls: 2.2937, decode.d0.loss_mask: 0.6422, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.6113, decode.d1.loss_mask: 0.6162, decode.d1.loss_dice: 0.9696, decode.d2.loss_cls: 0.5289, decode.d2.loss_mask: 0.5917, decode.d2.loss_dice: 0.9277, decode.d3.loss_cls: 0.4909, decode.d3.loss_mask: 0.5816, decode.d3.loss_dice: 0.9012, decode.d4.loss_cls: 0.4702, decode.d4.loss_mask: 0.5779, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4551, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8965, decode.d6.loss_cls: 0.4513, decode.d6.loss_mask: 0.5732, decode.d6.loss_dice: 0.8836, decode.d7.loss_cls: 0.4414, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.4305, decode.d8.loss_mask: 0.5713, decode.d8.loss_dice: 0.8879, loss: 21.6529, grad_norm: 124.7433 2023-11-27 00:39:28,950 - mmseg - INFO - Iter [119400/160000] lr: 9.681e-07, eta: 4:15:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4119, decode.loss_mask: 0.5824, decode.loss_dice: 0.8988, decode.d0.loss_cls: 2.3074, decode.d0.loss_mask: 0.6393, decode.d0.loss_dice: 1.0592, decode.d1.loss_cls: 0.5784, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9793, decode.d2.loss_cls: 0.4915, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9419, decode.d3.loss_cls: 0.4619, decode.d3.loss_mask: 0.5919, decode.d3.loss_dice: 0.9089, decode.d4.loss_cls: 0.4453, decode.d4.loss_mask: 0.5876, decode.d4.loss_dice: 0.9075, decode.d5.loss_cls: 0.4237, decode.d5.loss_mask: 0.5869, decode.d5.loss_dice: 0.9091, decode.d6.loss_cls: 0.4185, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.9044, decode.d7.loss_cls: 0.4182, decode.d7.loss_mask: 0.5825, decode.d7.loss_dice: 0.9009, decode.d8.loss_cls: 0.4136, decode.d8.loss_mask: 0.5839, decode.d8.loss_dice: 0.9017, loss: 21.6394, grad_norm: 121.7887 2023-11-27 00:39:47,087 - mmseg - INFO - Iter [119450/160000] lr: 9.669e-07, eta: 4:15:28, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4255, decode.loss_mask: 0.6036, decode.loss_dice: 0.8806, decode.d0.loss_cls: 2.3089, decode.d0.loss_mask: 0.6708, decode.d0.loss_dice: 1.0448, decode.d1.loss_cls: 0.6152, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 0.9518, decode.d2.loss_cls: 0.5174, decode.d2.loss_mask: 0.6200, decode.d2.loss_dice: 0.9178, decode.d3.loss_cls: 0.4787, decode.d3.loss_mask: 0.6143, decode.d3.loss_dice: 0.8940, decode.d4.loss_cls: 0.4533, decode.d4.loss_mask: 0.6082, decode.d4.loss_dice: 0.8960, decode.d5.loss_cls: 0.4414, decode.d5.loss_mask: 0.6073, decode.d5.loss_dice: 0.8905, decode.d6.loss_cls: 0.4385, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.8815, decode.d7.loss_cls: 0.4273, decode.d7.loss_mask: 0.6044, decode.d7.loss_dice: 0.8831, decode.d8.loss_cls: 0.4248, decode.d8.loss_mask: 0.6035, decode.d8.loss_dice: 0.8817, loss: 21.8243, grad_norm: 136.2166 2023-11-27 00:40:05,274 - mmseg - INFO - Iter [119500/160000] lr: 9.657e-07, eta: 4:15:09, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4337, decode.loss_mask: 0.5973, decode.loss_dice: 0.9122, decode.d0.loss_cls: 2.2752, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 1.0848, decode.d1.loss_cls: 0.6042, decode.d1.loss_mask: 0.6305, decode.d1.loss_dice: 0.9928, decode.d2.loss_cls: 0.5313, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9515, decode.d3.loss_cls: 0.4948, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.9262, decode.d4.loss_cls: 0.4640, decode.d4.loss_mask: 0.6062, decode.d4.loss_dice: 0.9267, decode.d5.loss_cls: 0.4609, decode.d5.loss_mask: 0.6029, decode.d5.loss_dice: 0.9228, decode.d6.loss_cls: 0.4461, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.9151, decode.d7.loss_cls: 0.4346, decode.d7.loss_mask: 0.5999, decode.d7.loss_dice: 0.9150, decode.d8.loss_cls: 0.4328, decode.d8.loss_mask: 0.5986, decode.d8.loss_dice: 0.9115, loss: 22.1514, grad_norm: 114.4172 2023-11-27 00:40:23,894 - mmseg - INFO - Iter [119550/160000] lr: 9.646e-07, eta: 4:14:50, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4270, decode.loss_mask: 0.5953, decode.loss_dice: 0.9153, decode.d0.loss_cls: 2.3549, decode.d0.loss_mask: 0.6664, decode.d0.loss_dice: 1.0901, decode.d1.loss_cls: 0.6163, decode.d1.loss_mask: 0.6368, decode.d1.loss_dice: 0.9956, decode.d2.loss_cls: 0.5240, decode.d2.loss_mask: 0.6203, decode.d2.loss_dice: 0.9555, decode.d3.loss_cls: 0.4833, decode.d3.loss_mask: 0.6103, decode.d3.loss_dice: 0.9305, decode.d4.loss_cls: 0.4570, decode.d4.loss_mask: 0.6066, decode.d4.loss_dice: 0.9290, decode.d5.loss_cls: 0.4535, decode.d5.loss_mask: 0.6053, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4421, decode.d6.loss_mask: 0.6023, decode.d6.loss_dice: 0.9193, decode.d7.loss_cls: 0.4374, decode.d7.loss_mask: 0.5998, decode.d7.loss_dice: 0.9220, decode.d8.loss_cls: 0.4312, decode.d8.loss_mask: 0.5974, decode.d8.loss_dice: 0.9180, loss: 22.2763, grad_norm: 122.0826 2023-11-27 00:40:42,189 - mmseg - INFO - Iter [119600/160000] lr: 9.634e-07, eta: 4:14:31, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4099, decode.loss_mask: 0.5538, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.3307, decode.d0.loss_mask: 0.6157, decode.d0.loss_dice: 1.0443, decode.d1.loss_cls: 0.6022, decode.d1.loss_mask: 0.5917, decode.d1.loss_dice: 0.9540, decode.d2.loss_cls: 0.5101, decode.d2.loss_mask: 0.5753, decode.d2.loss_dice: 0.9178, decode.d3.loss_cls: 0.4700, decode.d3.loss_mask: 0.5671, decode.d3.loss_dice: 0.8895, decode.d4.loss_cls: 0.4487, decode.d4.loss_mask: 0.5663, decode.d4.loss_dice: 0.8878, decode.d5.loss_cls: 0.4418, decode.d5.loss_mask: 0.5602, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.4342, decode.d6.loss_mask: 0.5550, decode.d6.loss_dice: 0.8747, decode.d7.loss_cls: 0.4309, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8755, decode.d8.loss_cls: 0.4220, decode.d8.loss_mask: 0.5528, decode.d8.loss_dice: 0.8747, loss: 21.2706, grad_norm: 117.9612 2023-11-27 00:41:00,855 - mmseg - INFO - Iter [119650/160000] lr: 9.622e-07, eta: 4:14:12, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4334, decode.loss_mask: 0.5958, decode.loss_dice: 0.8973, decode.d0.loss_cls: 2.3420, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 1.0685, decode.d1.loss_cls: 0.6296, decode.d1.loss_mask: 0.6327, decode.d1.loss_dice: 0.9745, decode.d2.loss_cls: 0.5206, decode.d2.loss_mask: 0.6167, decode.d2.loss_dice: 0.9394, decode.d3.loss_cls: 0.4818, decode.d3.loss_mask: 0.6051, decode.d3.loss_dice: 0.9140, decode.d4.loss_cls: 0.4565, decode.d4.loss_mask: 0.6002, decode.d4.loss_dice: 0.9111, decode.d5.loss_cls: 0.4487, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.9100, decode.d6.loss_cls: 0.4449, decode.d6.loss_mask: 0.5969, decode.d6.loss_dice: 0.9005, decode.d7.loss_cls: 0.4364, decode.d7.loss_mask: 0.5963, decode.d7.loss_dice: 0.8999, decode.d8.loss_cls: 0.4275, decode.d8.loss_mask: 0.5974, decode.d8.loss_dice: 0.9022, loss: 22.0425, grad_norm: 117.7250 2023-11-27 00:41:19,463 - mmseg - INFO - Iter [119700/160000] lr: 9.610e-07, eta: 4:13:53, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4122, decode.loss_mask: 0.6032, decode.loss_dice: 0.8956, decode.d0.loss_cls: 2.2402, decode.d0.loss_mask: 0.6658, decode.d0.loss_dice: 1.0619, decode.d1.loss_cls: 0.5865, decode.d1.loss_mask: 0.6394, decode.d1.loss_dice: 0.9785, decode.d2.loss_cls: 0.5154, decode.d2.loss_mask: 0.6176, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4728, decode.d3.loss_mask: 0.6097, decode.d3.loss_dice: 0.9134, decode.d4.loss_cls: 0.4507, decode.d4.loss_mask: 0.6081, decode.d4.loss_dice: 0.9089, decode.d5.loss_cls: 0.4314, decode.d5.loss_mask: 0.6074, decode.d5.loss_dice: 0.9075, decode.d6.loss_cls: 0.4282, decode.d6.loss_mask: 0.6064, decode.d6.loss_dice: 0.9005, decode.d7.loss_cls: 0.4229, decode.d7.loss_mask: 0.6038, decode.d7.loss_dice: 0.8997, decode.d8.loss_cls: 0.4160, decode.d8.loss_mask: 0.6044, decode.d8.loss_dice: 0.8966, loss: 21.8412, grad_norm: 119.0177 2023-11-27 00:41:37,843 - mmseg - INFO - Iter [119750/160000] lr: 9.598e-07, eta: 4:13:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4307, decode.loss_mask: 0.6134, decode.loss_dice: 0.8973, decode.d0.loss_cls: 2.3000, decode.d0.loss_mask: 0.6801, decode.d0.loss_dice: 1.0716, decode.d1.loss_cls: 0.6108, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 0.9841, decode.d2.loss_cls: 0.5315, decode.d2.loss_mask: 0.6333, decode.d2.loss_dice: 0.9481, decode.d3.loss_cls: 0.4776, decode.d3.loss_mask: 0.6235, decode.d3.loss_dice: 0.9268, decode.d4.loss_cls: 0.4583, decode.d4.loss_mask: 0.6216, decode.d4.loss_dice: 0.9214, decode.d5.loss_cls: 0.4516, decode.d5.loss_mask: 0.6200, decode.d5.loss_dice: 0.9176, decode.d6.loss_cls: 0.4416, decode.d6.loss_mask: 0.6168, decode.d6.loss_dice: 0.9069, decode.d7.loss_cls: 0.4351, decode.d7.loss_mask: 0.6125, decode.d7.loss_dice: 0.9020, decode.d8.loss_cls: 0.4349, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.9017, loss: 22.2335, grad_norm: 130.8373 2023-11-27 00:41:56,088 - mmseg - INFO - Iter [119800/160000] lr: 9.586e-07, eta: 4:13:15, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3964, decode.loss_mask: 0.5783, decode.loss_dice: 0.8818, decode.d0.loss_cls: 2.2615, decode.d0.loss_mask: 0.6354, decode.d0.loss_dice: 1.0520, decode.d1.loss_cls: 0.5742, decode.d1.loss_mask: 0.6077, decode.d1.loss_dice: 0.9556, decode.d2.loss_cls: 0.4873, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.9160, decode.d3.loss_cls: 0.4485, decode.d3.loss_mask: 0.5847, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4292, decode.d4.loss_mask: 0.5820, decode.d4.loss_dice: 0.8920, decode.d5.loss_cls: 0.4141, decode.d5.loss_mask: 0.5828, decode.d5.loss_dice: 0.8928, decode.d6.loss_cls: 0.4053, decode.d6.loss_mask: 0.5806, decode.d6.loss_dice: 0.8822, decode.d7.loss_cls: 0.3918, decode.d7.loss_mask: 0.5806, decode.d7.loss_dice: 0.8860, decode.d8.loss_cls: 0.3924, decode.d8.loss_mask: 0.5806, decode.d8.loss_dice: 0.8843, loss: 21.2409, grad_norm: 114.5976 2023-11-27 00:42:14,325 - mmseg - INFO - Iter [119850/160000] lr: 9.574e-07, eta: 4:12:55, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4336, decode.loss_mask: 0.5747, decode.loss_dice: 0.8836, decode.d0.loss_cls: 2.2405, decode.d0.loss_mask: 0.6395, decode.d0.loss_dice: 1.0554, decode.d1.loss_cls: 0.5977, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9678, decode.d2.loss_cls: 0.5106, decode.d2.loss_mask: 0.5920, decode.d2.loss_dice: 0.9290, decode.d3.loss_cls: 0.4786, decode.d3.loss_mask: 0.5860, decode.d3.loss_dice: 0.9028, decode.d4.loss_cls: 0.4618, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.9000, decode.d5.loss_cls: 0.4476, decode.d5.loss_mask: 0.5788, decode.d5.loss_dice: 0.8927, decode.d6.loss_cls: 0.4468, decode.d6.loss_mask: 0.5783, decode.d6.loss_dice: 0.8832, decode.d7.loss_cls: 0.4362, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8867, decode.d8.loss_cls: 0.4373, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8855, loss: 21.5604, grad_norm: 134.2816 2023-11-27 00:42:32,564 - mmseg - INFO - Iter [119900/160000] lr: 9.562e-07, eta: 4:12:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4494, decode.loss_mask: 0.5561, decode.loss_dice: 0.8830, decode.d0.loss_cls: 2.3383, decode.d0.loss_mask: 0.6195, decode.d0.loss_dice: 1.0558, decode.d1.loss_cls: 0.6510, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9656, decode.d2.loss_cls: 0.5493, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.9283, decode.d3.loss_cls: 0.5050, decode.d3.loss_mask: 0.5673, decode.d3.loss_dice: 0.8957, decode.d4.loss_cls: 0.4829, decode.d4.loss_mask: 0.5676, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4695, decode.d5.loss_mask: 0.5645, decode.d5.loss_dice: 0.8922, decode.d6.loss_cls: 0.4612, decode.d6.loss_mask: 0.5622, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.4471, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8835, decode.d8.loss_cls: 0.4471, decode.d8.loss_mask: 0.5579, decode.d8.loss_dice: 0.8859, loss: 21.6921, grad_norm: 124.6321 2023-11-27 00:42:50,914 - mmseg - INFO - Iter [119950/160000] lr: 9.550e-07, eta: 4:12:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3851, decode.loss_mask: 0.5944, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.2131, decode.d0.loss_mask: 0.6631, decode.d0.loss_dice: 1.0392, decode.d1.loss_cls: 0.5523, decode.d1.loss_mask: 0.6369, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4607, decode.d2.loss_mask: 0.6145, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4302, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.8969, decode.d4.loss_cls: 0.4069, decode.d4.loss_mask: 0.6010, decode.d4.loss_dice: 0.9013, decode.d5.loss_cls: 0.3975, decode.d5.loss_mask: 0.5993, decode.d5.loss_dice: 0.8999, decode.d6.loss_cls: 0.3905, decode.d6.loss_mask: 0.5967, decode.d6.loss_dice: 0.8914, decode.d7.loss_cls: 0.3851, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.8902, decode.d8.loss_cls: 0.3801, decode.d8.loss_mask: 0.5960, decode.d8.loss_dice: 0.8914, loss: 21.2913, grad_norm: 125.3625 2023-11-27 00:43:11,570 - mmseg - INFO - Saving checkpoint at 120000 iterations 2023-11-27 00:43:13,362 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:43:13,362 - mmseg - INFO - Iter [120000/160000] lr: 9.538e-07, eta: 4:11:59, time: 0.449, data_time: 0.055, memory: 36416, decode.loss_cls: 0.4127, decode.loss_mask: 0.5628, decode.loss_dice: 0.9024, decode.d0.loss_cls: 2.2925, decode.d0.loss_mask: 0.6209, decode.d0.loss_dice: 1.0702, decode.d1.loss_cls: 0.6001, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9792, decode.d2.loss_cls: 0.5121, decode.d2.loss_mask: 0.5762, decode.d2.loss_dice: 0.9461, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.5695, decode.d3.loss_dice: 0.9167, decode.d4.loss_cls: 0.4395, decode.d4.loss_mask: 0.5668, decode.d4.loss_dice: 0.9183, decode.d5.loss_cls: 0.4357, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.9130, decode.d6.loss_cls: 0.4323, decode.d6.loss_mask: 0.5632, decode.d6.loss_dice: 0.9036, decode.d7.loss_cls: 0.4176, decode.d7.loss_mask: 0.5627, decode.d7.loss_dice: 0.9082, decode.d8.loss_cls: 0.4145, decode.d8.loss_mask: 0.5628, decode.d8.loss_dice: 0.9059, loss: 21.5207, grad_norm: 130.2206 2023-11-27 00:43:29,884 - mmseg - INFO - per class results: 2023-11-27 00:43:29,889 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.97 | 86.75 | | building | 82.8 | 91.98 | | sky | 94.49 | 97.72 | | floor | 82.81 | 89.65 | | tree | 74.64 | 86.86 | | ceiling | 84.31 | 91.88 | | road | 84.56 | 90.32 | | bed | 90.49 | 94.96 | | windowpane | 61.24 | 77.82 | | grass | 69.32 | 82.9 | | cabinet | 64.96 | 77.9 | | sidewalk | 69.28 | 84.63 | | person | 84.02 | 92.04 | | earth | 36.95 | 52.86 | | door | 50.57 | 73.13 | | table | 63.34 | 79.01 | | mountain | 60.25 | 75.19 | | plant | 49.29 | 60.93 | | curtain | 75.73 | 89.29 | | chair | 61.47 | 75.48 | | car | 86.64 | 93.61 | | water | 41.26 | 56.33 | | painting | 74.21 | 89.63 | | sofa | 70.01 | 89.99 | | shelf | 43.47 | 58.4 | | house | 45.8 | 65.86 | | sea | 52.97 | 77.2 | | mirror | 69.01 | 81.06 | | rug | 66.63 | 77.9 | | field | 30.45 | 39.68 | | armchair | 46.5 | 62.12 | | seat | 63.8 | 84.1 | | fence | 41.01 | 62.06 | | desk | 51.43 | 72.94 | | rock | 44.63 | 59.13 | | wardrobe | 52.89 | 61.8 | | lamp | 69.82 | 80.77 | | bathtub | 72.92 | 86.97 | | railing | 36.69 | 51.12 | | cushion | 59.4 | 69.66 | | base | 35.32 | 50.84 | | box | 27.6 | 43.92 | | column | 46.58 | 63.77 | | signboard | 39.36 | 58.06 | | chest of drawers | 39.01 | 61.8 | | counter | 37.47 | 52.81 | | sand | 34.27 | 50.9 | | sink | 75.32 | 83.89 | | skyscraper | 46.04 | 53.9 | | fireplace | 72.72 | 91.19 | | refrigerator | 79.73 | 89.01 | | grandstand | 46.06 | 78.86 | | path | 31.0 | 50.74 | | stairs | 37.97 | 49.59 | | runway | 66.13 | 84.5 | | case | 45.4 | 57.19 | | pool table | 94.92 | 97.29 | | pillow | 60.89 | 73.98 | | screen door | 51.68 | 67.91 | | stairway | 32.01 | 43.32 | | river | 10.89 | 26.94 | | bridge | 73.47 | 89.61 | | bookcase | 37.65 | 53.5 | | blind | 34.05 | 38.75 | | coffee table | 60.12 | 83.15 | | toilet | 88.62 | 91.38 | | flower | 38.64 | 59.1 | | book | 52.32 | 72.59 | | hill | 5.54 | 15.53 | | bench | 47.14 | 66.43 | | countertop | 52.4 | 71.6 | | stove | 83.5 | 87.41 | | palm | 53.8 | 78.26 | | kitchen island | 43.96 | 83.5 | | computer | 67.35 | 75.93 | | swivel chair | 42.89 | 61.88 | | boat | 62.41 | 88.67 | | bar | 54.26 | 66.47 | | arcade machine | 19.27 | 20.38 | | hovel | 15.31 | 15.85 | | bus | 86.74 | 94.83 | | towel | 71.79 | 81.84 | | light | 60.8 | 77.75 | | truck | 38.41 | 49.11 | | tower | 25.5 | 35.92 | | chandelier | 70.65 | 83.27 | | awning | 39.97 | 46.89 | | streetlight | 36.04 | 52.15 | | booth | 48.27 | 53.51 | | television receiver | 75.23 | 85.39 | | airplane | 61.23 | 66.71 | | dirt track | 6.79 | 11.04 | | apparel | 29.9 | 50.16 | | pole | 30.22 | 47.42 | | land | 3.25 | 6.23 | | bannister | 13.03 | 26.6 | | escalator | 23.08 | 24.68 | | ottoman | 49.73 | 66.7 | | bottle | 38.52 | 65.48 | | buffet | 44.55 | 58.76 | | poster | 38.05 | 54.88 | | stage | 14.22 | 21.91 | | van | 49.98 | 69.83 | | ship | 10.37 | 10.74 | | fountain | 32.59 | 34.55 | | conveyer belt | 57.84 | 91.21 | | canopy | 28.54 | 37.67 | | washer | 72.07 | 77.89 | | plaything | 39.57 | 57.27 | | swimming pool | 48.59 | 71.29 | | stool | 47.43 | 72.25 | | barrel | 62.42 | 74.25 | | basket | 36.35 | 51.94 | | waterfall | 37.3 | 54.09 | | tent | 95.04 | 97.96 | | bag | 17.16 | 25.07 | | minibike | 71.38 | 88.09 | | cradle | 85.59 | 97.65 | | oven | 62.48 | 70.3 | | ball | 47.22 | 54.39 | | food | 67.2 | 82.61 | | step | 10.84 | 16.17 | | tank | 51.87 | 59.03 | | trade name | 33.78 | 41.89 | | microwave | 84.1 | 92.22 | | pot | 38.32 | 46.09 | | animal | 64.91 | 66.6 | | bicycle | 58.77 | 83.35 | | lake | 13.59 | 14.81 | | dishwasher | 77.58 | 84.22 | | screen | 69.88 | 92.88 | | blanket | 24.49 | 28.94 | | sculpture | 64.0 | 84.71 | | hood | 82.38 | 87.51 | | sconce | 52.72 | 71.78 | | vase | 48.15 | 70.15 | | traffic light | 40.31 | 65.0 | | tray | 16.66 | 30.61 | | ashcan | 44.47 | 65.82 | | fan | 68.71 | 81.95 | | pier | 11.24 | 16.84 | | crt screen | 4.84 | 16.23 | | plate | 57.37 | 76.47 | | monitor | 11.69 | 13.91 | | bulletin board | 49.38 | 72.67 | | shower | 11.82 | 24.74 | | radiator | 68.59 | 83.25 | | glass | 20.55 | 22.33 | | clock | 42.31 | 62.03 | | flag | 48.33 | 52.38 | +---------------------+-------+-------+ 2023-11-27 00:43:29,890 - mmseg - INFO - Summary: 2023-11-27 00:43:29,890 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.42 | 50.85 | 64.18 | +-------+-------+-------+ 2023-11-27 00:43:29,898 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_100000.pth was removed 2023-11-27 00:43:31,378 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_120000.pth. 2023-11-27 00:43:31,378 - mmseg - INFO - Best mIoU is 0.5085 at 120000 iter. 2023-11-27 00:43:31,378 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:43:31,378 - mmseg - INFO - Iter(val) [250] aAcc: 0.8342, mIoU: 0.5085, mAcc: 0.6418, IoU.wall: 0.7797, IoU.building: 0.8280, IoU.sky: 0.9449, IoU.floor: 0.8281, IoU.tree: 0.7464, IoU.ceiling: 0.8431, IoU.road: 0.8456, IoU.bed : 0.9049, IoU.windowpane: 0.6124, IoU.grass: 0.6932, IoU.cabinet: 0.6496, IoU.sidewalk: 0.6928, IoU.person: 0.8402, IoU.earth: 0.3695, IoU.door: 0.5057, IoU.table: 0.6334, IoU.mountain: 0.6025, IoU.plant: 0.4929, IoU.curtain: 0.7573, IoU.chair: 0.6147, IoU.car: 0.8664, IoU.water: 0.4126, IoU.painting: 0.7421, IoU.sofa: 0.7001, IoU.shelf: 0.4347, IoU.house: 0.4580, IoU.sea: 0.5297, IoU.mirror: 0.6901, IoU.rug: 0.6663, IoU.field: 0.3045, IoU.armchair: 0.4650, IoU.seat: 0.6380, IoU.fence: 0.4101, IoU.desk: 0.5143, IoU.rock: 0.4463, IoU.wardrobe: 0.5289, IoU.lamp: 0.6982, IoU.bathtub: 0.7292, IoU.railing: 0.3669, IoU.cushion: 0.5940, IoU.base: 0.3532, IoU.box: 0.2760, IoU.column: 0.4658, IoU.signboard: 0.3936, IoU.chest of drawers: 0.3901, IoU.counter: 0.3747, IoU.sand: 0.3427, IoU.sink: 0.7532, IoU.skyscraper: 0.4604, IoU.fireplace: 0.7272, IoU.refrigerator: 0.7973, IoU.grandstand: 0.4606, IoU.path: 0.3100, IoU.stairs: 0.3797, IoU.runway: 0.6613, IoU.case: 0.4540, IoU.pool table: 0.9492, IoU.pillow: 0.6089, IoU.screen door: 0.5168, IoU.stairway: 0.3201, IoU.river: 0.1089, IoU.bridge: 0.7347, IoU.bookcase: 0.3765, IoU.blind: 0.3405, IoU.coffee table: 0.6012, IoU.toilet: 0.8862, IoU.flower: 0.3864, IoU.book: 0.5232, IoU.hill: 0.0554, IoU.bench: 0.4714, IoU.countertop: 0.5240, IoU.stove: 0.8350, IoU.palm: 0.5380, IoU.kitchen island: 0.4396, IoU.computer: 0.6735, IoU.swivel chair: 0.4289, IoU.boat: 0.6241, IoU.bar: 0.5426, IoU.arcade machine: 0.1927, IoU.hovel: 0.1531, IoU.bus: 0.8674, IoU.towel: 0.7179, IoU.light: 0.6080, IoU.truck: 0.3841, IoU.tower: 0.2550, IoU.chandelier: 0.7065, IoU.awning: 0.3997, IoU.streetlight: 0.3604, IoU.booth: 0.4827, IoU.television receiver: 0.7523, IoU.airplane: 0.6123, IoU.dirt track: 0.0679, IoU.apparel: 0.2990, IoU.pole: 0.3022, IoU.land: 0.0325, IoU.bannister: 0.1303, IoU.escalator: 0.2308, IoU.ottoman: 0.4973, IoU.bottle: 0.3852, IoU.buffet: 0.4455, IoU.poster: 0.3805, IoU.stage: 0.1422, IoU.van: 0.4998, IoU.ship: 0.1037, IoU.fountain: 0.3259, IoU.conveyer belt: 0.5784, IoU.canopy: 0.2854, IoU.washer: 0.7207, IoU.plaything: 0.3957, IoU.swimming pool: 0.4859, IoU.stool: 0.4743, IoU.barrel: 0.6242, IoU.basket: 0.3635, IoU.waterfall: 0.3730, IoU.tent: 0.9504, IoU.bag: 0.1716, IoU.minibike: 0.7138, IoU.cradle: 0.8559, IoU.oven: 0.6248, IoU.ball: 0.4722, IoU.food: 0.6720, IoU.step: 0.1084, IoU.tank: 0.5187, IoU.trade name: 0.3378, IoU.microwave: 0.8410, IoU.pot: 0.3832, IoU.animal: 0.6491, IoU.bicycle: 0.5877, IoU.lake: 0.1359, IoU.dishwasher: 0.7758, IoU.screen: 0.6988, IoU.blanket: 0.2449, IoU.sculpture: 0.6400, IoU.hood: 0.8238, IoU.sconce: 0.5272, IoU.vase: 0.4815, IoU.traffic light: 0.4031, IoU.tray: 0.1666, IoU.ashcan: 0.4447, IoU.fan: 0.6871, IoU.pier: 0.1124, IoU.crt screen: 0.0484, IoU.plate: 0.5737, IoU.monitor: 0.1169, IoU.bulletin board: 0.4938, IoU.shower: 0.1182, IoU.radiator: 0.6859, IoU.glass: 0.2055, IoU.clock: 0.4231, IoU.flag: 0.4833, Acc.wall: 0.8675, Acc.building: 0.9198, Acc.sky: 0.9772, Acc.floor: 0.8965, Acc.tree: 0.8686, Acc.ceiling: 0.9188, Acc.road: 0.9032, Acc.bed : 0.9496, Acc.windowpane: 0.7782, Acc.grass: 0.8290, Acc.cabinet: 0.7790, Acc.sidewalk: 0.8463, Acc.person: 0.9204, Acc.earth: 0.5286, Acc.door: 0.7313, Acc.table: 0.7901, Acc.mountain: 0.7519, Acc.plant: 0.6093, Acc.curtain: 0.8929, Acc.chair: 0.7548, Acc.car: 0.9361, Acc.water: 0.5633, Acc.painting: 0.8963, Acc.sofa: 0.8999, Acc.shelf: 0.5840, Acc.house: 0.6586, Acc.sea: 0.7720, Acc.mirror: 0.8106, Acc.rug: 0.7790, Acc.field: 0.3968, Acc.armchair: 0.6212, Acc.seat: 0.8410, Acc.fence: 0.6206, Acc.desk: 0.7294, Acc.rock: 0.5913, Acc.wardrobe: 0.6180, Acc.lamp: 0.8077, Acc.bathtub: 0.8697, Acc.railing: 0.5112, Acc.cushion: 0.6966, Acc.base: 0.5084, Acc.box: 0.4392, Acc.column: 0.6377, Acc.signboard: 0.5806, Acc.chest of drawers: 0.6180, Acc.counter: 0.5281, Acc.sand: 0.5090, Acc.sink: 0.8389, Acc.skyscraper: 0.5390, Acc.fireplace: 0.9119, Acc.refrigerator: 0.8901, Acc.grandstand: 0.7886, Acc.path: 0.5074, Acc.stairs: 0.4959, Acc.runway: 0.8450, Acc.case: 0.5719, Acc.pool table: 0.9729, Acc.pillow: 0.7398, Acc.screen door: 0.6791, Acc.stairway: 0.4332, Acc.river: 0.2694, Acc.bridge: 0.8961, Acc.bookcase: 0.5350, Acc.blind: 0.3875, Acc.coffee table: 0.8315, Acc.toilet: 0.9138, Acc.flower: 0.5910, Acc.book: 0.7259, Acc.hill: 0.1553, Acc.bench: 0.6643, Acc.countertop: 0.7160, Acc.stove: 0.8741, Acc.palm: 0.7826, Acc.kitchen island: 0.8350, Acc.computer: 0.7593, Acc.swivel chair: 0.6188, Acc.boat: 0.8867, Acc.bar: 0.6647, Acc.arcade machine: 0.2038, Acc.hovel: 0.1585, Acc.bus: 0.9483, Acc.towel: 0.8184, Acc.light: 0.7775, Acc.truck: 0.4911, Acc.tower: 0.3592, Acc.chandelier: 0.8327, Acc.awning: 0.4689, Acc.streetlight: 0.5215, Acc.booth: 0.5351, Acc.television receiver: 0.8539, Acc.airplane: 0.6671, Acc.dirt track: 0.1104, Acc.apparel: 0.5016, Acc.pole: 0.4742, Acc.land: 0.0623, Acc.bannister: 0.2660, Acc.escalator: 0.2468, Acc.ottoman: 0.6670, Acc.bottle: 0.6548, Acc.buffet: 0.5876, Acc.poster: 0.5488, Acc.stage: 0.2191, Acc.van: 0.6983, Acc.ship: 0.1074, Acc.fountain: 0.3455, Acc.conveyer belt: 0.9121, Acc.canopy: 0.3767, Acc.washer: 0.7789, Acc.plaything: 0.5727, Acc.swimming pool: 0.7129, Acc.stool: 0.7225, Acc.barrel: 0.7425, Acc.basket: 0.5194, Acc.waterfall: 0.5409, Acc.tent: 0.9796, Acc.bag: 0.2507, Acc.minibike: 0.8809, Acc.cradle: 0.9765, Acc.oven: 0.7030, Acc.ball: 0.5439, Acc.food: 0.8261, Acc.step: 0.1617, Acc.tank: 0.5903, Acc.trade name: 0.4189, Acc.microwave: 0.9222, Acc.pot: 0.4609, Acc.animal: 0.6660, Acc.bicycle: 0.8335, Acc.lake: 0.1481, Acc.dishwasher: 0.8422, Acc.screen: 0.9288, Acc.blanket: 0.2894, Acc.sculpture: 0.8471, Acc.hood: 0.8751, Acc.sconce: 0.7178, Acc.vase: 0.7015, Acc.traffic light: 0.6500, Acc.tray: 0.3061, Acc.ashcan: 0.6582, Acc.fan: 0.8195, Acc.pier: 0.1684, Acc.crt screen: 0.1623, Acc.plate: 0.7647, Acc.monitor: 0.1391, Acc.bulletin board: 0.7267, Acc.shower: 0.2474, Acc.radiator: 0.8325, Acc.glass: 0.2233, Acc.clock: 0.6203, Acc.flag: 0.5238 2023-11-27 00:43:49,902 - mmseg - INFO - Iter [120050/160000] lr: 9.526e-07, eta: 4:11:46, time: 0.731, data_time: 0.370, memory: 36416, decode.loss_cls: 0.3936, decode.loss_mask: 0.5997, decode.loss_dice: 0.9025, decode.d0.loss_cls: 2.2728, decode.d0.loss_mask: 0.6593, decode.d0.loss_dice: 1.0741, decode.d1.loss_cls: 0.5930, decode.d1.loss_mask: 0.6339, decode.d1.loss_dice: 0.9811, decode.d2.loss_cls: 0.5130, decode.d2.loss_mask: 0.6149, decode.d2.loss_dice: 0.9386, decode.d3.loss_cls: 0.4614, decode.d3.loss_mask: 0.6093, decode.d3.loss_dice: 0.9183, decode.d4.loss_cls: 0.4373, decode.d4.loss_mask: 0.6064, decode.d4.loss_dice: 0.9153, decode.d5.loss_cls: 0.4176, decode.d5.loss_mask: 0.6034, decode.d5.loss_dice: 0.9155, decode.d6.loss_cls: 0.4123, decode.d6.loss_mask: 0.6037, decode.d6.loss_dice: 0.9048, decode.d7.loss_cls: 0.3996, decode.d7.loss_mask: 0.6022, decode.d7.loss_dice: 0.9041, decode.d8.loss_cls: 0.3985, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.9037, loss: 21.7910, grad_norm: 124.2637 2023-11-27 00:44:08,304 - mmseg - INFO - Iter [120100/160000] lr: 9.514e-07, eta: 4:11:27, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4047, decode.loss_mask: 0.5864, decode.loss_dice: 0.8725, decode.d0.loss_cls: 2.2678, decode.d0.loss_mask: 0.6453, decode.d0.loss_dice: 1.0408, decode.d1.loss_cls: 0.6025, decode.d1.loss_mask: 0.6145, decode.d1.loss_dice: 0.9427, decode.d2.loss_cls: 0.5018, decode.d2.loss_mask: 0.6045, decode.d2.loss_dice: 0.9062, decode.d3.loss_cls: 0.4543, decode.d3.loss_mask: 0.5963, decode.d3.loss_dice: 0.8822, decode.d4.loss_cls: 0.4377, decode.d4.loss_mask: 0.5931, decode.d4.loss_dice: 0.8831, decode.d5.loss_cls: 0.4306, decode.d5.loss_mask: 0.5938, decode.d5.loss_dice: 0.8804, decode.d6.loss_cls: 0.4161, decode.d6.loss_mask: 0.5918, decode.d6.loss_dice: 0.8732, decode.d7.loss_cls: 0.4162, decode.d7.loss_mask: 0.5863, decode.d7.loss_dice: 0.8731, decode.d8.loss_cls: 0.4099, decode.d8.loss_mask: 0.5867, decode.d8.loss_dice: 0.8725, loss: 21.3670, grad_norm: 124.2936 2023-11-27 00:44:26,864 - mmseg - INFO - Iter [120150/160000] lr: 9.502e-07, eta: 4:11:08, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4244, decode.loss_mask: 0.5834, decode.loss_dice: 0.8918, decode.d0.loss_cls: 2.3404, decode.d0.loss_mask: 0.6413, decode.d0.loss_dice: 1.0594, decode.d1.loss_cls: 0.6281, decode.d1.loss_mask: 0.6108, decode.d1.loss_dice: 0.9673, decode.d2.loss_cls: 0.5286, decode.d2.loss_mask: 0.6010, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.5012, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.9053, decode.d4.loss_cls: 0.4615, decode.d4.loss_mask: 0.5946, decode.d4.loss_dice: 0.9077, decode.d5.loss_cls: 0.4431, decode.d5.loss_mask: 0.5895, decode.d5.loss_dice: 0.9022, decode.d6.loss_cls: 0.4385, decode.d6.loss_mask: 0.5837, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4278, decode.d7.loss_mask: 0.5818, decode.d7.loss_dice: 0.8984, decode.d8.loss_cls: 0.4234, decode.d8.loss_mask: 0.5834, decode.d8.loss_dice: 0.8935, loss: 21.8304, grad_norm: 123.3311 2023-11-27 00:44:45,802 - mmseg - INFO - Iter [120200/160000] lr: 9.491e-07, eta: 4:10:49, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4325, decode.loss_mask: 0.6017, decode.loss_dice: 0.8983, decode.d0.loss_cls: 2.3154, decode.d0.loss_mask: 0.6669, decode.d0.loss_dice: 1.0780, decode.d1.loss_cls: 0.6069, decode.d1.loss_mask: 0.6405, decode.d1.loss_dice: 0.9884, decode.d2.loss_cls: 0.5293, decode.d2.loss_mask: 0.6221, decode.d2.loss_dice: 0.9491, decode.d3.loss_cls: 0.4854, decode.d3.loss_mask: 0.6161, decode.d3.loss_dice: 0.9229, decode.d4.loss_cls: 0.4662, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.9178, decode.d5.loss_cls: 0.4538, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.9132, decode.d6.loss_cls: 0.4409, decode.d6.loss_mask: 0.6064, decode.d6.loss_dice: 0.9057, decode.d7.loss_cls: 0.4342, decode.d7.loss_mask: 0.6034, decode.d7.loss_dice: 0.9051, decode.d8.loss_cls: 0.4268, decode.d8.loss_mask: 0.6026, decode.d8.loss_dice: 0.9051, loss: 22.1555, grad_norm: 131.5886 2023-11-27 00:45:04,084 - mmseg - INFO - Iter [120250/160000] lr: 9.479e-07, eta: 4:10:30, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4111, decode.loss_mask: 0.5803, decode.loss_dice: 0.8848, decode.d0.loss_cls: 2.2646, decode.d0.loss_mask: 0.6464, decode.d0.loss_dice: 1.0640, decode.d1.loss_cls: 0.5985, decode.d1.loss_mask: 0.6172, decode.d1.loss_dice: 0.9663, decode.d2.loss_cls: 0.5162, decode.d2.loss_mask: 0.6002, decode.d2.loss_dice: 0.9318, decode.d3.loss_cls: 0.4809, decode.d3.loss_mask: 0.5883, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4543, decode.d4.loss_mask: 0.5865, decode.d4.loss_dice: 0.9064, decode.d5.loss_cls: 0.4489, decode.d5.loss_mask: 0.5810, decode.d5.loss_dice: 0.8938, decode.d6.loss_cls: 0.4345, decode.d6.loss_mask: 0.5813, decode.d6.loss_dice: 0.8871, decode.d7.loss_cls: 0.4238, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8836, decode.d8.loss_cls: 0.4114, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8878, loss: 21.5962, grad_norm: 130.8675 2023-11-27 00:45:22,322 - mmseg - INFO - Iter [120300/160000] lr: 9.467e-07, eta: 4:10:11, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4186, decode.loss_mask: 0.5959, decode.loss_dice: 0.8888, decode.d0.loss_cls: 2.3248, decode.d0.loss_mask: 0.6604, decode.d0.loss_dice: 1.0630, decode.d1.loss_cls: 0.6042, decode.d1.loss_mask: 0.6275, decode.d1.loss_dice: 0.9699, decode.d2.loss_cls: 0.5091, decode.d2.loss_mask: 0.6168, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4777, decode.d3.loss_mask: 0.6030, decode.d3.loss_dice: 0.9057, decode.d4.loss_cls: 0.4581, decode.d4.loss_mask: 0.6018, decode.d4.loss_dice: 0.9093, decode.d5.loss_cls: 0.4428, decode.d5.loss_mask: 0.5996, decode.d5.loss_dice: 0.8983, decode.d6.loss_cls: 0.4331, decode.d6.loss_mask: 0.5979, decode.d6.loss_dice: 0.8913, decode.d7.loss_cls: 0.4254, decode.d7.loss_mask: 0.5974, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4218, decode.d8.loss_mask: 0.5952, decode.d8.loss_dice: 0.8921, loss: 21.8493, grad_norm: 119.4135 2023-11-27 00:45:40,802 - mmseg - INFO - Iter [120350/160000] lr: 9.455e-07, eta: 4:09:52, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4207, decode.loss_mask: 0.5826, decode.loss_dice: 0.9127, decode.d0.loss_cls: 2.3114, decode.d0.loss_mask: 0.6486, decode.d0.loss_dice: 1.0784, decode.d1.loss_cls: 0.6163, decode.d1.loss_mask: 0.6195, decode.d1.loss_dice: 0.9939, decode.d2.loss_cls: 0.5218, decode.d2.loss_mask: 0.6046, decode.d2.loss_dice: 0.9594, decode.d3.loss_cls: 0.4833, decode.d3.loss_mask: 0.5940, decode.d3.loss_dice: 0.9351, decode.d4.loss_cls: 0.4523, decode.d4.loss_mask: 0.5912, decode.d4.loss_dice: 0.9337, decode.d5.loss_cls: 0.4446, decode.d5.loss_mask: 0.5886, decode.d5.loss_dice: 0.9235, decode.d6.loss_cls: 0.4349, decode.d6.loss_mask: 0.5870, decode.d6.loss_dice: 0.9127, decode.d7.loss_cls: 0.4271, decode.d7.loss_mask: 0.5846, decode.d7.loss_dice: 0.9164, decode.d8.loss_cls: 0.4205, decode.d8.loss_mask: 0.5833, decode.d8.loss_dice: 0.9107, loss: 21.9933, grad_norm: 124.0684 2023-11-27 00:45:59,190 - mmseg - INFO - Iter [120400/160000] lr: 9.443e-07, eta: 4:09:33, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4078, decode.loss_mask: 0.5890, decode.loss_dice: 0.8846, decode.d0.loss_cls: 2.2939, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 1.0471, decode.d1.loss_cls: 0.5940, decode.d1.loss_mask: 0.6192, decode.d1.loss_dice: 0.9621, decode.d2.loss_cls: 0.4883, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.9271, decode.d3.loss_cls: 0.4608, decode.d3.loss_mask: 0.5984, decode.d3.loss_dice: 0.9017, decode.d4.loss_cls: 0.4331, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.8987, decode.d5.loss_cls: 0.4315, decode.d5.loss_mask: 0.5940, decode.d5.loss_dice: 0.8959, decode.d6.loss_cls: 0.4230, decode.d6.loss_mask: 0.5898, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.4166, decode.d7.loss_mask: 0.5888, decode.d7.loss_dice: 0.8865, decode.d8.loss_cls: 0.4090, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8886, loss: 21.5518, grad_norm: 123.4035 2023-11-27 00:46:17,697 - mmseg - INFO - Iter [120450/160000] lr: 9.431e-07, eta: 4:09:14, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4263, decode.loss_mask: 0.5841, decode.loss_dice: 0.8775, decode.d0.loss_cls: 2.2922, decode.d0.loss_mask: 0.6560, decode.d0.loss_dice: 1.0617, decode.d1.loss_cls: 0.6115, decode.d1.loss_mask: 0.6256, decode.d1.loss_dice: 0.9700, decode.d2.loss_cls: 0.5143, decode.d2.loss_mask: 0.6048, decode.d2.loss_dice: 0.9254, decode.d3.loss_cls: 0.4726, decode.d3.loss_mask: 0.5945, decode.d3.loss_dice: 0.8979, decode.d4.loss_cls: 0.4575, decode.d4.loss_mask: 0.5900, decode.d4.loss_dice: 0.8963, decode.d5.loss_cls: 0.4450, decode.d5.loss_mask: 0.5902, decode.d5.loss_dice: 0.8941, decode.d6.loss_cls: 0.4430, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8865, decode.d7.loss_cls: 0.4291, decode.d7.loss_mask: 0.5859, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4274, decode.d8.loss_mask: 0.5856, decode.d8.loss_dice: 0.8839, loss: 21.6991, grad_norm: 135.8593 2023-11-27 00:46:36,132 - mmseg - INFO - Iter [120500/160000] lr: 9.419e-07, eta: 4:08:55, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3874, decode.loss_mask: 0.5738, decode.loss_dice: 0.8777, decode.d0.loss_cls: 2.2270, decode.d0.loss_mask: 0.6371, decode.d0.loss_dice: 1.0377, decode.d1.loss_cls: 0.5711, decode.d1.loss_mask: 0.6150, decode.d1.loss_dice: 0.9604, decode.d2.loss_cls: 0.4869, decode.d2.loss_mask: 0.5973, decode.d2.loss_dice: 0.9177, decode.d3.loss_cls: 0.4487, decode.d3.loss_mask: 0.5876, decode.d3.loss_dice: 0.8936, decode.d4.loss_cls: 0.4227, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8917, decode.d5.loss_cls: 0.4171, decode.d5.loss_mask: 0.5789, decode.d5.loss_dice: 0.8911, decode.d6.loss_cls: 0.4134, decode.d6.loss_mask: 0.5766, decode.d6.loss_dice: 0.8801, decode.d7.loss_cls: 0.4023, decode.d7.loss_mask: 0.5749, decode.d7.loss_dice: 0.8786, decode.d8.loss_cls: 0.3917, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8802, loss: 21.1773, grad_norm: 122.4741 2023-11-27 00:46:54,520 - mmseg - INFO - Iter [120550/160000] lr: 9.407e-07, eta: 4:08:36, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4093, decode.loss_mask: 0.5979, decode.loss_dice: 0.9042, decode.d0.loss_cls: 2.2646, decode.d0.loss_mask: 0.6555, decode.d0.loss_dice: 1.0696, decode.d1.loss_cls: 0.5823, decode.d1.loss_mask: 0.6304, decode.d1.loss_dice: 0.9852, decode.d2.loss_cls: 0.5003, decode.d2.loss_mask: 0.6158, decode.d2.loss_dice: 0.9456, decode.d3.loss_cls: 0.4636, decode.d3.loss_mask: 0.6078, decode.d3.loss_dice: 0.9185, decode.d4.loss_cls: 0.4407, decode.d4.loss_mask: 0.6065, decode.d4.loss_dice: 0.9186, decode.d5.loss_cls: 0.4285, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.9153, decode.d6.loss_cls: 0.4173, decode.d6.loss_mask: 0.5984, decode.d6.loss_dice: 0.9087, decode.d7.loss_cls: 0.4178, decode.d7.loss_mask: 0.5972, decode.d7.loss_dice: 0.9045, decode.d8.loss_cls: 0.4154, decode.d8.loss_mask: 0.5979, decode.d8.loss_dice: 0.9043, loss: 21.8227, grad_norm: 118.3055 2023-11-27 00:47:13,010 - mmseg - INFO - Iter [120600/160000] lr: 9.395e-07, eta: 4:08:17, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3917, decode.loss_mask: 0.5576, decode.loss_dice: 0.8863, decode.d0.loss_cls: 2.2944, decode.d0.loss_mask: 0.6268, decode.d0.loss_dice: 1.0532, decode.d1.loss_cls: 0.5880, decode.d1.loss_mask: 0.5958, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.4791, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.9319, decode.d3.loss_cls: 0.4451, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.9007, decode.d4.loss_cls: 0.4273, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8994, decode.d5.loss_cls: 0.4081, decode.d5.loss_mask: 0.5637, decode.d5.loss_dice: 0.9011, decode.d6.loss_cls: 0.4059, decode.d6.loss_mask: 0.5594, decode.d6.loss_dice: 0.8929, decode.d7.loss_cls: 0.3915, decode.d7.loss_mask: 0.5586, decode.d7.loss_dice: 0.8888, decode.d8.loss_cls: 0.3927, decode.d8.loss_mask: 0.5564, decode.d8.loss_dice: 0.8874, loss: 21.1593, grad_norm: 110.9264 2023-11-27 00:47:31,332 - mmseg - INFO - Iter [120650/160000] lr: 9.383e-07, eta: 4:07:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3813, decode.loss_mask: 0.5948, decode.loss_dice: 0.8805, decode.d0.loss_cls: 2.2161, decode.d0.loss_mask: 0.6537, decode.d0.loss_dice: 1.0466, decode.d1.loss_cls: 0.5536, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9598, decode.d2.loss_cls: 0.4623, decode.d2.loss_mask: 0.6100, decode.d2.loss_dice: 0.9212, decode.d3.loss_cls: 0.4172, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.9034, decode.d4.loss_cls: 0.4151, decode.d4.loss_mask: 0.5988, decode.d4.loss_dice: 0.8953, decode.d5.loss_cls: 0.3944, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8920, decode.d6.loss_cls: 0.3926, decode.d6.loss_mask: 0.5954, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.3857, decode.d7.loss_mask: 0.5946, decode.d7.loss_dice: 0.8884, decode.d8.loss_cls: 0.3792, decode.d8.loss_mask: 0.5930, decode.d8.loss_dice: 0.8865, loss: 21.2199, grad_norm: 126.2708 2023-11-27 00:47:49,605 - mmseg - INFO - Iter [120700/160000] lr: 9.371e-07, eta: 4:07:39, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4355, decode.loss_mask: 0.5747, decode.loss_dice: 0.8791, decode.d0.loss_cls: 2.3615, decode.d0.loss_mask: 0.6442, decode.d0.loss_dice: 1.0597, decode.d1.loss_cls: 0.6353, decode.d1.loss_mask: 0.6071, decode.d1.loss_dice: 0.9658, decode.d2.loss_cls: 0.5372, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9258, decode.d3.loss_cls: 0.4945, decode.d3.loss_mask: 0.5894, decode.d3.loss_dice: 0.8988, decode.d4.loss_cls: 0.4668, decode.d4.loss_mask: 0.5877, decode.d4.loss_dice: 0.8988, decode.d5.loss_cls: 0.4608, decode.d5.loss_mask: 0.5836, decode.d5.loss_dice: 0.8958, decode.d6.loss_cls: 0.4555, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8833, decode.d7.loss_cls: 0.4388, decode.d7.loss_mask: 0.5770, decode.d7.loss_dice: 0.8857, decode.d8.loss_cls: 0.4385, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8794, loss: 21.8135, grad_norm: 114.6635 2023-11-27 00:48:07,926 - mmseg - INFO - Iter [120750/160000] lr: 9.359e-07, eta: 4:07:20, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4188, decode.loss_mask: 0.5660, decode.loss_dice: 0.9022, decode.d0.loss_cls: 2.3078, decode.d0.loss_mask: 0.6300, decode.d0.loss_dice: 1.0747, decode.d1.loss_cls: 0.6262, decode.d1.loss_mask: 0.6013, decode.d1.loss_dice: 0.9813, decode.d2.loss_cls: 0.5260, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.9440, decode.d3.loss_cls: 0.4755, decode.d3.loss_mask: 0.5751, decode.d3.loss_dice: 0.9152, decode.d4.loss_cls: 0.4593, decode.d4.loss_mask: 0.5735, decode.d4.loss_dice: 0.9118, decode.d5.loss_cls: 0.4424, decode.d5.loss_mask: 0.5742, decode.d5.loss_dice: 0.9145, decode.d6.loss_cls: 0.4346, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.9066, decode.d7.loss_cls: 0.4242, decode.d7.loss_mask: 0.5675, decode.d7.loss_dice: 0.9055, decode.d8.loss_cls: 0.4183, decode.d8.loss_mask: 0.5669, decode.d8.loss_dice: 0.9060, loss: 21.7018, grad_norm: 128.3837 2023-11-27 00:48:26,412 - mmseg - INFO - Iter [120800/160000] lr: 9.347e-07, eta: 4:07:01, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4114, decode.loss_mask: 0.5907, decode.loss_dice: 0.8965, decode.d0.loss_cls: 2.2703, decode.d0.loss_mask: 0.6547, decode.d0.loss_dice: 1.0669, decode.d1.loss_cls: 0.5933, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9781, decode.d2.loss_cls: 0.4995, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9413, decode.d3.loss_cls: 0.4661, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.9117, decode.d4.loss_cls: 0.4410, decode.d4.loss_mask: 0.5974, decode.d4.loss_dice: 0.9122, decode.d5.loss_cls: 0.4293, decode.d5.loss_mask: 0.5948, decode.d5.loss_dice: 0.9095, decode.d6.loss_cls: 0.4286, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.8963, decode.d7.loss_cls: 0.4206, decode.d7.loss_mask: 0.5901, decode.d7.loss_dice: 0.8959, decode.d8.loss_cls: 0.4162, decode.d8.loss_mask: 0.5898, decode.d8.loss_dice: 0.8979, loss: 21.7205, grad_norm: 130.2701 2023-11-27 00:48:44,908 - mmseg - INFO - Iter [120850/160000] lr: 9.336e-07, eta: 4:06:41, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4375, decode.loss_mask: 0.5958, decode.loss_dice: 0.9029, decode.d0.loss_cls: 2.3245, decode.d0.loss_mask: 0.6550, decode.d0.loss_dice: 1.0655, decode.d1.loss_cls: 0.6447, decode.d1.loss_mask: 0.6312, decode.d1.loss_dice: 0.9788, decode.d2.loss_cls: 0.5425, decode.d2.loss_mask: 0.6140, decode.d2.loss_dice: 0.9402, decode.d3.loss_cls: 0.4924, decode.d3.loss_mask: 0.6070, decode.d3.loss_dice: 0.9173, decode.d4.loss_cls: 0.4757, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9180, decode.d5.loss_cls: 0.4637, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.9138, decode.d6.loss_cls: 0.4558, decode.d6.loss_mask: 0.5987, decode.d6.loss_dice: 0.9031, decode.d7.loss_cls: 0.4508, decode.d7.loss_mask: 0.5961, decode.d7.loss_dice: 0.9021, decode.d8.loss_cls: 0.4417, decode.d8.loss_mask: 0.5951, decode.d8.loss_dice: 0.8997, loss: 22.1669, grad_norm: 134.9740 2023-11-27 00:49:03,270 - mmseg - INFO - Iter [120900/160000] lr: 9.324e-07, eta: 4:06:22, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4578, decode.loss_mask: 0.5941, decode.loss_dice: 0.8983, decode.d0.loss_cls: 2.3440, decode.d0.loss_mask: 0.6645, decode.d0.loss_dice: 1.0641, decode.d1.loss_cls: 0.6490, decode.d1.loss_mask: 0.6316, decode.d1.loss_dice: 0.9819, decode.d2.loss_cls: 0.5510, decode.d2.loss_mask: 0.6119, decode.d2.loss_dice: 0.9457, decode.d3.loss_cls: 0.5099, decode.d3.loss_mask: 0.6065, decode.d3.loss_dice: 0.9150, decode.d4.loss_cls: 0.4931, decode.d4.loss_mask: 0.6035, decode.d4.loss_dice: 0.9128, decode.d5.loss_cls: 0.4827, decode.d5.loss_mask: 0.6005, decode.d5.loss_dice: 0.9105, decode.d6.loss_cls: 0.4714, decode.d6.loss_mask: 0.5994, decode.d6.loss_dice: 0.9066, decode.d7.loss_cls: 0.4556, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.9030, decode.d8.loss_cls: 0.4565, decode.d8.loss_mask: 0.5947, decode.d8.loss_dice: 0.8985, loss: 22.3105, grad_norm: 127.6467 2023-11-27 00:49:21,696 - mmseg - INFO - Iter [120950/160000] lr: 9.312e-07, eta: 4:06:03, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3995, decode.loss_mask: 0.5771, decode.loss_dice: 0.8641, decode.d0.loss_cls: 2.3158, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 1.0357, decode.d1.loss_cls: 0.5839, decode.d1.loss_mask: 0.6160, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4971, decode.d2.loss_mask: 0.5950, decode.d2.loss_dice: 0.9042, decode.d3.loss_cls: 0.4669, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8768, decode.d4.loss_cls: 0.4375, decode.d4.loss_mask: 0.5840, decode.d4.loss_dice: 0.8738, decode.d5.loss_cls: 0.4233, decode.d5.loss_mask: 0.5818, decode.d5.loss_dice: 0.8741, decode.d6.loss_cls: 0.4161, decode.d6.loss_mask: 0.5808, decode.d6.loss_dice: 0.8671, decode.d7.loss_cls: 0.4044, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8679, decode.d8.loss_cls: 0.4020, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.8656, loss: 21.2375, grad_norm: 109.2233 2023-11-27 00:49:40,039 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:49:40,039 - mmseg - INFO - Iter [121000/160000] lr: 9.300e-07, eta: 4:05:44, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4283, decode.loss_mask: 0.6050, decode.loss_dice: 0.9159, decode.d0.loss_cls: 2.2824, decode.d0.loss_mask: 0.6700, decode.d0.loss_dice: 1.0861, decode.d1.loss_cls: 0.6156, decode.d1.loss_mask: 0.6421, decode.d1.loss_dice: 1.0049, decode.d2.loss_cls: 0.5216, decode.d2.loss_mask: 0.6241, decode.d2.loss_dice: 0.9593, decode.d3.loss_cls: 0.4816, decode.d3.loss_mask: 0.6124, decode.d3.loss_dice: 0.9328, decode.d4.loss_cls: 0.4645, decode.d4.loss_mask: 0.6139, decode.d4.loss_dice: 0.9300, decode.d5.loss_cls: 0.4582, decode.d5.loss_mask: 0.6095, decode.d5.loss_dice: 0.9257, decode.d6.loss_cls: 0.4551, decode.d6.loss_mask: 0.6097, decode.d6.loss_dice: 0.9182, decode.d7.loss_cls: 0.4430, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.9187, decode.d8.loss_cls: 0.4345, decode.d8.loss_mask: 0.6057, decode.d8.loss_dice: 0.9200, loss: 22.2956, grad_norm: 146.7056 2023-11-27 00:49:58,282 - mmseg - INFO - Iter [121050/160000] lr: 9.288e-07, eta: 4:05:25, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4173, decode.loss_mask: 0.5927, decode.loss_dice: 0.8837, decode.d0.loss_cls: 2.2679, decode.d0.loss_mask: 0.6528, decode.d0.loss_dice: 1.0671, decode.d1.loss_cls: 0.6047, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9756, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.6040, decode.d2.loss_dice: 0.9317, decode.d3.loss_cls: 0.4684, decode.d3.loss_mask: 0.5989, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4493, decode.d4.loss_mask: 0.5970, decode.d4.loss_dice: 0.9016, decode.d5.loss_cls: 0.4329, decode.d5.loss_mask: 0.5936, decode.d5.loss_dice: 0.8936, decode.d6.loss_cls: 0.4276, decode.d6.loss_mask: 0.5937, decode.d6.loss_dice: 0.8931, decode.d7.loss_cls: 0.4181, decode.d7.loss_mask: 0.5941, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.4109, decode.d8.loss_mask: 0.5949, decode.d8.loss_dice: 0.8901, loss: 21.6823, grad_norm: 136.1277 2023-11-27 00:50:16,562 - mmseg - INFO - Iter [121100/160000] lr: 9.276e-07, eta: 4:05:06, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4211, decode.loss_mask: 0.5688, decode.loss_dice: 0.8798, decode.d0.loss_cls: 2.3024, decode.d0.loss_mask: 0.6330, decode.d0.loss_dice: 1.0572, decode.d1.loss_cls: 0.6077, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9619, decode.d2.loss_cls: 0.5160, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.9179, decode.d3.loss_cls: 0.4707, decode.d3.loss_mask: 0.5762, decode.d3.loss_dice: 0.8940, decode.d4.loss_cls: 0.4533, decode.d4.loss_mask: 0.5748, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.4307, decode.d5.loss_mask: 0.5765, decode.d5.loss_dice: 0.8949, decode.d6.loss_cls: 0.4242, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8806, decode.d7.loss_cls: 0.4235, decode.d7.loss_mask: 0.5706, decode.d7.loss_dice: 0.8803, decode.d8.loss_cls: 0.4220, decode.d8.loss_mask: 0.5694, decode.d8.loss_dice: 0.8796, loss: 21.4357, grad_norm: 135.9100 2023-11-27 00:50:34,997 - mmseg - INFO - Iter [121150/160000] lr: 9.264e-07, eta: 4:04:47, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4149, decode.loss_mask: 0.5883, decode.loss_dice: 0.8739, decode.d0.loss_cls: 2.2804, decode.d0.loss_mask: 0.6544, decode.d0.loss_dice: 1.0560, decode.d1.loss_cls: 0.6003, decode.d1.loss_mask: 0.6249, decode.d1.loss_dice: 0.9540, decode.d2.loss_cls: 0.5111, decode.d2.loss_mask: 0.6048, decode.d2.loss_dice: 0.9133, decode.d3.loss_cls: 0.4644, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.8909, decode.d4.loss_cls: 0.4429, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.8918, decode.d5.loss_cls: 0.4363, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8904, decode.d6.loss_cls: 0.4217, decode.d6.loss_mask: 0.5906, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.4169, decode.d7.loss_mask: 0.5901, decode.d7.loss_dice: 0.8806, decode.d8.loss_cls: 0.4119, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.8825, loss: 21.5427, grad_norm: 121.0425 2023-11-27 00:50:53,476 - mmseg - INFO - Iter [121200/160000] lr: 9.252e-07, eta: 4:04:28, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4320, decode.loss_mask: 0.5748, decode.loss_dice: 0.9015, decode.d0.loss_cls: 2.3139, decode.d0.loss_mask: 0.6370, decode.d0.loss_dice: 1.0800, decode.d1.loss_cls: 0.6164, decode.d1.loss_mask: 0.6044, decode.d1.loss_dice: 0.9891, decode.d2.loss_cls: 0.5371, decode.d2.loss_mask: 0.5892, decode.d2.loss_dice: 0.9491, decode.d3.loss_cls: 0.4827, decode.d3.loss_mask: 0.5830, decode.d3.loss_dice: 0.9213, decode.d4.loss_cls: 0.4649, decode.d4.loss_mask: 0.5816, decode.d4.loss_dice: 0.9192, decode.d5.loss_cls: 0.4594, decode.d5.loss_mask: 0.5799, decode.d5.loss_dice: 0.9145, decode.d6.loss_cls: 0.4451, decode.d6.loss_mask: 0.5771, decode.d6.loss_dice: 0.9069, decode.d7.loss_cls: 0.4448, decode.d7.loss_mask: 0.5752, decode.d7.loss_dice: 0.9032, decode.d8.loss_cls: 0.4366, decode.d8.loss_mask: 0.5752, decode.d8.loss_dice: 0.9027, loss: 21.8978, grad_norm: 119.8246 2023-11-27 00:51:14,193 - mmseg - INFO - Iter [121250/160000] lr: 9.240e-07, eta: 4:04:10, time: 0.414, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3977, decode.loss_mask: 0.5570, decode.loss_dice: 0.8812, decode.d0.loss_cls: 2.2733, decode.d0.loss_mask: 0.6152, decode.d0.loss_dice: 1.0597, decode.d1.loss_cls: 0.5892, decode.d1.loss_mask: 0.5920, decode.d1.loss_dice: 0.9704, decode.d2.loss_cls: 0.4922, decode.d2.loss_mask: 0.5781, decode.d2.loss_dice: 0.9280, decode.d3.loss_cls: 0.4544, decode.d3.loss_mask: 0.5688, decode.d3.loss_dice: 0.8972, decode.d4.loss_cls: 0.4268, decode.d4.loss_mask: 0.5640, decode.d4.loss_dice: 0.8938, decode.d5.loss_cls: 0.4140, decode.d5.loss_mask: 0.5638, decode.d5.loss_dice: 0.8951, decode.d6.loss_cls: 0.4087, decode.d6.loss_mask: 0.5594, decode.d6.loss_dice: 0.8869, decode.d7.loss_cls: 0.3996, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8796, decode.d8.loss_cls: 0.3921, decode.d8.loss_mask: 0.5588, decode.d8.loss_dice: 0.8840, loss: 21.1406, grad_norm: 111.5458 2023-11-27 00:51:33,127 - mmseg - INFO - Iter [121300/160000] lr: 9.228e-07, eta: 4:03:51, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4270, decode.loss_mask: 0.5745, decode.loss_dice: 0.8862, decode.d0.loss_cls: 2.2869, decode.d0.loss_mask: 0.6455, decode.d0.loss_dice: 1.0662, decode.d1.loss_cls: 0.6189, decode.d1.loss_mask: 0.6113, decode.d1.loss_dice: 0.9648, decode.d2.loss_cls: 0.5121, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.9278, decode.d3.loss_cls: 0.4799, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.9017, decode.d4.loss_cls: 0.4571, decode.d4.loss_mask: 0.5834, decode.d4.loss_dice: 0.9007, decode.d5.loss_cls: 0.4497, decode.d5.loss_mask: 0.5789, decode.d5.loss_dice: 0.9015, decode.d6.loss_cls: 0.4384, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8919, decode.d7.loss_cls: 0.4291, decode.d7.loss_mask: 0.5784, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.4231, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8898, loss: 21.6527, grad_norm: 107.9817 2023-11-27 00:51:53,825 - mmseg - INFO - Iter [121350/160000] lr: 9.216e-07, eta: 4:03:32, time: 0.414, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4327, decode.loss_mask: 0.5800, decode.loss_dice: 0.8831, decode.d0.loss_cls: 2.3267, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 1.0536, decode.d1.loss_cls: 0.6346, decode.d1.loss_mask: 0.6161, decode.d1.loss_dice: 0.9690, decode.d2.loss_cls: 0.5301, decode.d2.loss_mask: 0.5969, decode.d2.loss_dice: 0.9268, decode.d3.loss_cls: 0.4834, decode.d3.loss_mask: 0.5892, decode.d3.loss_dice: 0.9007, decode.d4.loss_cls: 0.4554, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.9002, decode.d5.loss_cls: 0.4399, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4421, decode.d6.loss_mask: 0.5864, decode.d6.loss_dice: 0.8907, decode.d7.loss_cls: 0.4316, decode.d7.loss_mask: 0.5828, decode.d7.loss_dice: 0.8876, decode.d8.loss_cls: 0.4327, decode.d8.loss_mask: 0.5814, decode.d8.loss_dice: 0.8859, loss: 21.7586, grad_norm: 122.4758 2023-11-27 00:52:14,398 - mmseg - INFO - Iter [121400/160000] lr: 9.204e-07, eta: 4:03:14, time: 0.411, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4029, decode.loss_mask: 0.5966, decode.loss_dice: 0.8771, decode.d0.loss_cls: 2.2311, decode.d0.loss_mask: 0.6556, decode.d0.loss_dice: 1.0329, decode.d1.loss_cls: 0.5855, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 0.9628, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.6163, decode.d2.loss_dice: 0.9274, decode.d3.loss_cls: 0.4592, decode.d3.loss_mask: 0.6044, decode.d3.loss_dice: 0.8947, decode.d4.loss_cls: 0.4368, decode.d4.loss_mask: 0.6023, decode.d4.loss_dice: 0.8931, decode.d5.loss_cls: 0.4269, decode.d5.loss_mask: 0.6008, decode.d5.loss_dice: 0.8931, decode.d6.loss_cls: 0.4197, decode.d6.loss_mask: 0.5987, decode.d6.loss_dice: 0.8846, decode.d7.loss_cls: 0.4043, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.8834, decode.d8.loss_cls: 0.4045, decode.d8.loss_mask: 0.5963, decode.d8.loss_dice: 0.8783, loss: 21.4886, grad_norm: 138.5675 2023-11-27 00:52:33,048 - mmseg - INFO - Iter [121450/160000] lr: 9.192e-07, eta: 4:02:55, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4057, decode.loss_mask: 0.5804, decode.loss_dice: 0.8842, decode.d0.loss_cls: 2.2949, decode.d0.loss_mask: 0.6489, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.5818, decode.d1.loss_mask: 0.6210, decode.d1.loss_dice: 0.9710, decode.d2.loss_cls: 0.4912, decode.d2.loss_mask: 0.6018, decode.d2.loss_dice: 0.9356, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.5905, decode.d3.loss_dice: 0.9045, decode.d4.loss_cls: 0.4440, decode.d4.loss_mask: 0.5880, decode.d4.loss_dice: 0.9051, decode.d5.loss_cls: 0.4296, decode.d5.loss_mask: 0.5839, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4238, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8846, decode.d7.loss_cls: 0.4093, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.8898, decode.d8.loss_cls: 0.4091, decode.d8.loss_mask: 0.5807, decode.d8.loss_dice: 0.8861, loss: 21.5241, grad_norm: 116.4400 2023-11-27 00:52:53,196 - mmseg - INFO - Iter [121500/160000] lr: 9.181e-07, eta: 4:02:37, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4076, decode.loss_mask: 0.5823, decode.loss_dice: 0.8895, decode.d0.loss_cls: 2.2858, decode.d0.loss_mask: 0.6473, decode.d0.loss_dice: 1.0610, decode.d1.loss_cls: 0.5864, decode.d1.loss_mask: 0.6185, decode.d1.loss_dice: 0.9765, decode.d2.loss_cls: 0.4909, decode.d2.loss_mask: 0.6004, decode.d2.loss_dice: 0.9342, decode.d3.loss_cls: 0.4566, decode.d3.loss_mask: 0.5937, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4357, decode.d4.loss_mask: 0.5906, decode.d4.loss_dice: 0.8995, decode.d5.loss_cls: 0.4294, decode.d5.loss_mask: 0.5884, decode.d5.loss_dice: 0.9018, decode.d6.loss_cls: 0.4248, decode.d6.loss_mask: 0.5870, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.4144, decode.d7.loss_mask: 0.5851, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.4100, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8910, loss: 21.5604, grad_norm: 111.1589 2023-11-27 00:53:11,618 - mmseg - INFO - Iter [121550/160000] lr: 9.169e-07, eta: 4:02:17, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3959, decode.loss_mask: 0.5845, decode.loss_dice: 0.8918, decode.d0.loss_cls: 2.2447, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 1.0650, decode.d1.loss_cls: 0.5614, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9731, decode.d2.loss_cls: 0.4806, decode.d2.loss_mask: 0.6018, decode.d2.loss_dice: 0.9395, decode.d3.loss_cls: 0.4359, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.9083, decode.d4.loss_cls: 0.4171, decode.d4.loss_mask: 0.5935, decode.d4.loss_dice: 0.9053, decode.d5.loss_cls: 0.4092, decode.d5.loss_mask: 0.5909, decode.d5.loss_dice: 0.9076, decode.d6.loss_cls: 0.4052, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.8920, decode.d7.loss_cls: 0.3932, decode.d7.loss_mask: 0.5887, decode.d7.loss_dice: 0.8908, decode.d8.loss_cls: 0.3916, decode.d8.loss_mask: 0.5870, decode.d8.loss_dice: 0.8919, loss: 21.3987, grad_norm: 135.4936 2023-11-27 00:53:30,090 - mmseg - INFO - Iter [121600/160000] lr: 9.157e-07, eta: 4:01:58, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3933, decode.loss_mask: 0.5697, decode.loss_dice: 0.8670, decode.d0.loss_cls: 2.2490, decode.d0.loss_mask: 0.6297, decode.d0.loss_dice: 1.0289, decode.d1.loss_cls: 0.5722, decode.d1.loss_mask: 0.5989, decode.d1.loss_dice: 0.9381, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.5843, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4402, decode.d3.loss_mask: 0.5754, decode.d3.loss_dice: 0.8830, decode.d4.loss_cls: 0.4155, decode.d4.loss_mask: 0.5772, decode.d4.loss_dice: 0.8828, decode.d5.loss_cls: 0.4073, decode.d5.loss_mask: 0.5724, decode.d5.loss_dice: 0.8815, decode.d6.loss_cls: 0.4034, decode.d6.loss_mask: 0.5752, decode.d6.loss_dice: 0.8706, decode.d7.loss_cls: 0.3942, decode.d7.loss_mask: 0.5721, decode.d7.loss_dice: 0.8710, decode.d8.loss_cls: 0.3893, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8702, loss: 20.9603, grad_norm: 119.3263 2023-11-27 00:53:48,491 - mmseg - INFO - Iter [121650/160000] lr: 9.145e-07, eta: 4:01:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4155, decode.loss_mask: 0.5708, decode.loss_dice: 0.8471, decode.d0.loss_cls: 2.3113, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 1.0217, decode.d1.loss_cls: 0.5908, decode.d1.loss_mask: 0.6087, decode.d1.loss_dice: 0.9393, decode.d2.loss_cls: 0.5048, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.8970, decode.d3.loss_cls: 0.4701, decode.d3.loss_mask: 0.5817, decode.d3.loss_dice: 0.8661, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.8641, decode.d5.loss_cls: 0.4245, decode.d5.loss_mask: 0.5764, decode.d5.loss_dice: 0.8587, decode.d6.loss_cls: 0.4254, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.4159, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8507, decode.d8.loss_cls: 0.4075, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8491, loss: 21.1235, grad_norm: 126.1515 2023-11-27 00:54:07,087 - mmseg - INFO - Iter [121700/160000] lr: 9.133e-07, eta: 4:01:20, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4164, decode.loss_mask: 0.5708, decode.loss_dice: 0.8869, decode.d0.loss_cls: 2.3368, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 1.0633, decode.d1.loss_cls: 0.6030, decode.d1.loss_mask: 0.6066, decode.d1.loss_dice: 0.9692, decode.d2.loss_cls: 0.5136, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9319, decode.d3.loss_cls: 0.4709, decode.d3.loss_mask: 0.5792, decode.d3.loss_dice: 0.9085, decode.d4.loss_cls: 0.4525, decode.d4.loss_mask: 0.5738, decode.d4.loss_dice: 0.9047, decode.d5.loss_cls: 0.4469, decode.d5.loss_mask: 0.5740, decode.d5.loss_dice: 0.8985, decode.d6.loss_cls: 0.4306, decode.d6.loss_mask: 0.5717, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.4310, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.8901, decode.d8.loss_cls: 0.4165, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8925, loss: 21.6003, grad_norm: 123.5079 2023-11-27 00:54:25,451 - mmseg - INFO - Iter [121750/160000] lr: 9.121e-07, eta: 4:01:01, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4295, decode.loss_mask: 0.5803, decode.loss_dice: 0.8946, decode.d0.loss_cls: 2.2963, decode.d0.loss_mask: 0.6470, decode.d0.loss_dice: 1.0585, decode.d1.loss_cls: 0.6169, decode.d1.loss_mask: 0.6154, decode.d1.loss_dice: 0.9735, decode.d2.loss_cls: 0.5337, decode.d2.loss_mask: 0.5983, decode.d2.loss_dice: 0.9302, decode.d3.loss_cls: 0.4953, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.9074, decode.d4.loss_cls: 0.4736, decode.d4.loss_mask: 0.5903, decode.d4.loss_dice: 0.9079, decode.d5.loss_cls: 0.4540, decode.d5.loss_mask: 0.5897, decode.d5.loss_dice: 0.9068, decode.d6.loss_cls: 0.4483, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.9003, decode.d7.loss_cls: 0.4323, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.4278, decode.d8.loss_mask: 0.5830, decode.d8.loss_dice: 0.8984, loss: 21.8469, grad_norm: 119.8713 2023-11-27 00:54:43,735 - mmseg - INFO - Iter [121800/160000] lr: 9.109e-07, eta: 4:00:42, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4032, decode.loss_mask: 0.5713, decode.loss_dice: 0.8742, decode.d0.loss_cls: 2.2683, decode.d0.loss_mask: 0.6329, decode.d0.loss_dice: 1.0406, decode.d1.loss_cls: 0.5894, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9599, decode.d2.loss_cls: 0.4957, decode.d2.loss_mask: 0.5806, decode.d2.loss_dice: 0.9176, decode.d3.loss_cls: 0.4662, decode.d3.loss_mask: 0.5756, decode.d3.loss_dice: 0.8900, decode.d4.loss_cls: 0.4399, decode.d4.loss_mask: 0.5763, decode.d4.loss_dice: 0.8882, decode.d5.loss_cls: 0.4262, decode.d5.loss_mask: 0.5721, decode.d5.loss_dice: 0.8839, decode.d6.loss_cls: 0.4204, decode.d6.loss_mask: 0.5694, decode.d6.loss_dice: 0.8749, decode.d7.loss_cls: 0.4095, decode.d7.loss_mask: 0.5728, decode.d7.loss_dice: 0.8752, decode.d8.loss_cls: 0.4068, decode.d8.loss_mask: 0.5718, decode.d8.loss_dice: 0.8781, loss: 21.2304, grad_norm: 122.8983 2023-11-27 00:55:01,922 - mmseg - INFO - Iter [121850/160000] lr: 9.097e-07, eta: 4:00:23, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3906, decode.loss_mask: 0.5863, decode.loss_dice: 0.8773, decode.d0.loss_cls: 2.2461, decode.d0.loss_mask: 0.6518, decode.d0.loss_dice: 1.0459, decode.d1.loss_cls: 0.5745, decode.d1.loss_mask: 0.6228, decode.d1.loss_dice: 0.9569, decode.d2.loss_cls: 0.4864, decode.d2.loss_mask: 0.6046, decode.d2.loss_dice: 0.9192, decode.d3.loss_cls: 0.4429, decode.d3.loss_mask: 0.5974, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.4265, decode.d4.loss_mask: 0.5935, decode.d4.loss_dice: 0.8916, decode.d5.loss_cls: 0.4085, decode.d5.loss_mask: 0.5927, decode.d5.loss_dice: 0.8927, decode.d6.loss_cls: 0.4150, decode.d6.loss_mask: 0.5878, decode.d6.loss_dice: 0.8823, decode.d7.loss_cls: 0.3964, decode.d7.loss_mask: 0.5872, decode.d7.loss_dice: 0.8861, decode.d8.loss_cls: 0.3951, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8813, loss: 21.3153, grad_norm: 113.9037 2023-11-27 00:55:20,499 - mmseg - INFO - Iter [121900/160000] lr: 9.085e-07, eta: 4:00:04, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4096, decode.loss_mask: 0.5758, decode.loss_dice: 0.8743, decode.d0.loss_cls: 2.3466, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0493, decode.d1.loss_cls: 0.5963, decode.d1.loss_mask: 0.6097, decode.d1.loss_dice: 0.9535, decode.d2.loss_cls: 0.5053, decode.d2.loss_mask: 0.5921, decode.d2.loss_dice: 0.9135, decode.d3.loss_cls: 0.4669, decode.d3.loss_mask: 0.5840, decode.d3.loss_dice: 0.8853, decode.d4.loss_cls: 0.4481, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.4309, decode.d5.loss_mask: 0.5796, decode.d5.loss_dice: 0.8806, decode.d6.loss_cls: 0.4214, decode.d6.loss_mask: 0.5781, decode.d6.loss_dice: 0.8744, decode.d7.loss_cls: 0.4190, decode.d7.loss_mask: 0.5760, decode.d7.loss_dice: 0.8697, decode.d8.loss_cls: 0.4060, decode.d8.loss_mask: 0.5763, decode.d8.loss_dice: 0.8732, loss: 21.4028, grad_norm: 124.1995 2023-11-27 00:55:38,788 - mmseg - INFO - Iter [121950/160000] lr: 9.073e-07, eta: 3:59:45, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3922, decode.loss_mask: 0.5839, decode.loss_dice: 0.8954, decode.d0.loss_cls: 2.2741, decode.d0.loss_mask: 0.6506, decode.d0.loss_dice: 1.0638, decode.d1.loss_cls: 0.5723, decode.d1.loss_mask: 0.6169, decode.d1.loss_dice: 0.9787, decode.d2.loss_cls: 0.4866, decode.d2.loss_mask: 0.6033, decode.d2.loss_dice: 0.9434, decode.d3.loss_cls: 0.4424, decode.d3.loss_mask: 0.5965, decode.d3.loss_dice: 0.9171, decode.d4.loss_cls: 0.4219, decode.d4.loss_mask: 0.5901, decode.d4.loss_dice: 0.9095, decode.d5.loss_cls: 0.4171, decode.d5.loss_mask: 0.5887, decode.d5.loss_dice: 0.9070, decode.d6.loss_cls: 0.4069, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.9021, decode.d7.loss_cls: 0.4043, decode.d7.loss_mask: 0.5853, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.3956, decode.d8.loss_mask: 0.5842, decode.d8.loss_dice: 0.9019, loss: 21.5207, grad_norm: 124.5971 2023-11-27 00:55:57,177 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 00:55:57,178 - mmseg - INFO - Iter [122000/160000] lr: 9.061e-07, eta: 3:59:26, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4108, decode.loss_mask: 0.5830, decode.loss_dice: 0.8749, decode.d0.loss_cls: 2.2781, decode.d0.loss_mask: 0.6551, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5931, decode.d1.loss_mask: 0.6236, decode.d1.loss_dice: 0.9635, decode.d2.loss_cls: 0.5118, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.9197, decode.d3.loss_cls: 0.4700, decode.d3.loss_mask: 0.5977, decode.d3.loss_dice: 0.8933, decode.d4.loss_cls: 0.4526, decode.d4.loss_mask: 0.5920, decode.d4.loss_dice: 0.8874, decode.d5.loss_cls: 0.4428, decode.d5.loss_mask: 0.5911, decode.d5.loss_dice: 0.8840, decode.d6.loss_cls: 0.4311, decode.d6.loss_mask: 0.5862, decode.d6.loss_dice: 0.8789, decode.d7.loss_cls: 0.4207, decode.d7.loss_mask: 0.5853, decode.d7.loss_dice: 0.8780, decode.d8.loss_cls: 0.4178, decode.d8.loss_mask: 0.5853, decode.d8.loss_dice: 0.8784, loss: 21.5442, grad_norm: 128.6134 2023-11-27 00:56:15,553 - mmseg - INFO - Iter [122050/160000] lr: 9.049e-07, eta: 3:59:07, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4346, decode.loss_mask: 0.5862, decode.loss_dice: 0.8927, decode.d0.loss_cls: 2.3621, decode.d0.loss_mask: 0.6479, decode.d0.loss_dice: 1.0576, decode.d1.loss_cls: 0.6195, decode.d1.loss_mask: 0.6210, decode.d1.loss_dice: 0.9782, decode.d2.loss_cls: 0.5325, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.9302, decode.d3.loss_cls: 0.4880, decode.d3.loss_mask: 0.6021, decode.d3.loss_dice: 0.9046, decode.d4.loss_cls: 0.4652, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.9063, decode.d5.loss_cls: 0.4638, decode.d5.loss_mask: 0.5920, decode.d5.loss_dice: 0.9006, decode.d6.loss_cls: 0.4427, decode.d6.loss_mask: 0.5905, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4365, decode.d7.loss_mask: 0.5871, decode.d7.loss_dice: 0.8921, decode.d8.loss_cls: 0.4333, decode.d8.loss_mask: 0.5878, decode.d8.loss_dice: 0.8917, loss: 21.9437, grad_norm: 129.4720 2023-11-27 00:56:34,161 - mmseg - INFO - Iter [122100/160000] lr: 9.038e-07, eta: 3:58:48, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3863, decode.loss_mask: 0.5751, decode.loss_dice: 0.8586, decode.d0.loss_cls: 2.2502, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0266, decode.d1.loss_cls: 0.5817, decode.d1.loss_mask: 0.6051, decode.d1.loss_dice: 0.9443, decode.d2.loss_cls: 0.4835, decode.d2.loss_mask: 0.5895, decode.d2.loss_dice: 0.9030, decode.d3.loss_cls: 0.4338, decode.d3.loss_mask: 0.5823, decode.d3.loss_dice: 0.8754, decode.d4.loss_cls: 0.4201, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.8774, decode.d5.loss_cls: 0.4101, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.8759, decode.d6.loss_cls: 0.4067, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8677, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5746, decode.d7.loss_dice: 0.8659, decode.d8.loss_cls: 0.3897, decode.d8.loss_mask: 0.5735, decode.d8.loss_dice: 0.8595, loss: 20.9837, grad_norm: 127.0419 2023-11-27 00:56:52,490 - mmseg - INFO - Iter [122150/160000] lr: 9.026e-07, eta: 3:58:29, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4215, decode.loss_mask: 0.5985, decode.loss_dice: 0.8891, decode.d0.loss_cls: 2.2840, decode.d0.loss_mask: 0.6664, decode.d0.loss_dice: 1.0640, decode.d1.loss_cls: 0.6087, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 0.9683, decode.d2.loss_cls: 0.5170, decode.d2.loss_mask: 0.6166, decode.d2.loss_dice: 0.9309, decode.d3.loss_cls: 0.4825, decode.d3.loss_mask: 0.6061, decode.d3.loss_dice: 0.9006, decode.d4.loss_cls: 0.4598, decode.d4.loss_mask: 0.6061, decode.d4.loss_dice: 0.9048, decode.d5.loss_cls: 0.4531, decode.d5.loss_mask: 0.6029, decode.d5.loss_dice: 0.8961, decode.d6.loss_cls: 0.4394, decode.d6.loss_mask: 0.5985, decode.d6.loss_dice: 0.8893, decode.d7.loss_cls: 0.4330, decode.d7.loss_mask: 0.6000, decode.d7.loss_dice: 0.8881, decode.d8.loss_cls: 0.4237, decode.d8.loss_mask: 0.5985, decode.d8.loss_dice: 0.8843, loss: 21.8651, grad_norm: 132.5180 2023-11-27 00:57:10,889 - mmseg - INFO - Iter [122200/160000] lr: 9.014e-07, eta: 3:58:10, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4144, decode.loss_mask: 0.5803, decode.loss_dice: 0.8756, decode.d0.loss_cls: 2.2714, decode.d0.loss_mask: 0.6406, decode.d0.loss_dice: 1.0457, decode.d1.loss_cls: 0.6020, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9528, decode.d2.loss_cls: 0.5096, decode.d2.loss_mask: 0.5964, decode.d2.loss_dice: 0.9041, decode.d3.loss_cls: 0.4676, decode.d3.loss_mask: 0.5900, decode.d3.loss_dice: 0.8878, decode.d4.loss_cls: 0.4520, decode.d4.loss_mask: 0.5902, decode.d4.loss_dice: 0.8820, decode.d5.loss_cls: 0.4316, decode.d5.loss_mask: 0.5861, decode.d5.loss_dice: 0.8826, decode.d6.loss_cls: 0.4281, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8749, decode.d7.loss_cls: 0.4175, decode.d7.loss_mask: 0.5791, decode.d7.loss_dice: 0.8743, decode.d8.loss_cls: 0.4152, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.8725, loss: 21.4034, grad_norm: 132.6973 2023-11-27 00:57:29,116 - mmseg - INFO - Iter [122250/160000] lr: 9.002e-07, eta: 3:57:51, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4084, decode.loss_mask: 0.5882, decode.loss_dice: 0.9051, decode.d0.loss_cls: 2.2439, decode.d0.loss_mask: 0.6574, decode.d0.loss_dice: 1.0629, decode.d1.loss_cls: 0.5857, decode.d1.loss_mask: 0.6255, decode.d1.loss_dice: 0.9843, decode.d2.loss_cls: 0.4862, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9397, decode.d3.loss_cls: 0.4508, decode.d3.loss_mask: 0.6026, decode.d3.loss_dice: 0.9158, decode.d4.loss_cls: 0.4323, decode.d4.loss_mask: 0.5983, decode.d4.loss_dice: 0.9155, decode.d5.loss_cls: 0.4224, decode.d5.loss_mask: 0.5966, decode.d5.loss_dice: 0.9120, decode.d6.loss_cls: 0.4151, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.9072, decode.d7.loss_cls: 0.4055, decode.d7.loss_mask: 0.5911, decode.d7.loss_dice: 0.9071, decode.d8.loss_cls: 0.4018, decode.d8.loss_mask: 0.5923, decode.d8.loss_dice: 0.9047, loss: 21.6591, grad_norm: 123.2965 2023-11-27 00:57:47,270 - mmseg - INFO - Iter [122300/160000] lr: 8.990e-07, eta: 3:57:31, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4165, decode.loss_mask: 0.5834, decode.loss_dice: 0.8855, decode.d0.loss_cls: 2.3105, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 1.0543, decode.d1.loss_cls: 0.6042, decode.d1.loss_mask: 0.6190, decode.d1.loss_dice: 0.9692, decode.d2.loss_cls: 0.5041, decode.d2.loss_mask: 0.6020, decode.d2.loss_dice: 0.9314, decode.d3.loss_cls: 0.4760, decode.d3.loss_mask: 0.5915, decode.d3.loss_dice: 0.8982, decode.d4.loss_cls: 0.4538, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8977, decode.d5.loss_cls: 0.4423, decode.d5.loss_mask: 0.5866, decode.d5.loss_dice: 0.8946, decode.d6.loss_cls: 0.4324, decode.d6.loss_mask: 0.5840, decode.d6.loss_dice: 0.8848, decode.d7.loss_cls: 0.4245, decode.d7.loss_mask: 0.5855, decode.d7.loss_dice: 0.8874, decode.d8.loss_cls: 0.4212, decode.d8.loss_mask: 0.5833, decode.d8.loss_dice: 0.8882, loss: 21.6471, grad_norm: 116.1394 2023-11-27 00:58:05,765 - mmseg - INFO - Iter [122350/160000] lr: 8.978e-07, eta: 3:57:12, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4096, decode.loss_mask: 0.5746, decode.loss_dice: 0.8867, decode.d0.loss_cls: 2.3073, decode.d0.loss_mask: 0.6378, decode.d0.loss_dice: 1.0620, decode.d1.loss_cls: 0.6002, decode.d1.loss_mask: 0.6090, decode.d1.loss_dice: 0.9628, decode.d2.loss_cls: 0.5128, decode.d2.loss_mask: 0.5928, decode.d2.loss_dice: 0.9277, decode.d3.loss_cls: 0.4686, decode.d3.loss_mask: 0.5835, decode.d3.loss_dice: 0.8986, decode.d4.loss_cls: 0.4523, decode.d4.loss_mask: 0.5781, decode.d4.loss_dice: 0.8990, decode.d5.loss_cls: 0.4387, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8932, decode.d6.loss_cls: 0.4289, decode.d6.loss_mask: 0.5767, decode.d6.loss_dice: 0.8889, decode.d7.loss_cls: 0.4151, decode.d7.loss_mask: 0.5750, decode.d7.loss_dice: 0.8878, decode.d8.loss_cls: 0.4066, decode.d8.loss_mask: 0.5748, decode.d8.loss_dice: 0.8866, loss: 21.5142, grad_norm: 131.6356 2023-11-27 00:58:24,287 - mmseg - INFO - Iter [122400/160000] lr: 8.966e-07, eta: 3:56:53, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4218, decode.loss_mask: 0.5902, decode.loss_dice: 0.9108, decode.d0.loss_cls: 2.3037, decode.d0.loss_mask: 0.6632, decode.d0.loss_dice: 1.1068, decode.d1.loss_cls: 0.6096, decode.d1.loss_mask: 0.6296, decode.d1.loss_dice: 0.9945, decode.d2.loss_cls: 0.5256, decode.d2.loss_mask: 0.6102, decode.d2.loss_dice: 0.9605, decode.d3.loss_cls: 0.4815, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.9309, decode.d4.loss_cls: 0.4543, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.9301, decode.d5.loss_cls: 0.4423, decode.d5.loss_mask: 0.5959, decode.d5.loss_dice: 0.9235, decode.d6.loss_cls: 0.4312, decode.d6.loss_mask: 0.5927, decode.d6.loss_dice: 0.9100, decode.d7.loss_cls: 0.4229, decode.d7.loss_mask: 0.5914, decode.d7.loss_dice: 0.9135, decode.d8.loss_cls: 0.4260, decode.d8.loss_mask: 0.5914, decode.d8.loss_dice: 0.9148, loss: 22.0737, grad_norm: 125.8890 2023-11-27 00:58:42,597 - mmseg - INFO - Iter [122450/160000] lr: 8.954e-07, eta: 3:56:34, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4098, decode.loss_mask: 0.5729, decode.loss_dice: 0.8924, decode.d0.loss_cls: 2.2668, decode.d0.loss_mask: 0.6397, decode.d0.loss_dice: 1.0673, decode.d1.loss_cls: 0.5876, decode.d1.loss_mask: 0.6082, decode.d1.loss_dice: 0.9796, decode.d2.loss_cls: 0.5000, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.9377, decode.d3.loss_cls: 0.4606, decode.d3.loss_mask: 0.5807, decode.d3.loss_dice: 0.9079, decode.d4.loss_cls: 0.4426, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.9090, decode.d5.loss_cls: 0.4313, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4269, decode.d6.loss_mask: 0.5754, decode.d6.loss_dice: 0.8950, decode.d7.loss_cls: 0.4196, decode.d7.loss_mask: 0.5749, decode.d7.loss_dice: 0.8899, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.8895, loss: 21.5098, grad_norm: 110.6374 2023-11-27 00:59:01,091 - mmseg - INFO - Iter [122500/160000] lr: 8.942e-07, eta: 3:56:15, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4090, decode.loss_mask: 0.5987, decode.loss_dice: 0.8964, decode.d0.loss_cls: 2.2224, decode.d0.loss_mask: 0.6635, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.5822, decode.d1.loss_mask: 0.6344, decode.d1.loss_dice: 0.9785, decode.d2.loss_cls: 0.4923, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9441, decode.d3.loss_cls: 0.4660, decode.d3.loss_mask: 0.6084, decode.d3.loss_dice: 0.9132, decode.d4.loss_cls: 0.4420, decode.d4.loss_mask: 0.6052, decode.d4.loss_dice: 0.9093, decode.d5.loss_cls: 0.4271, decode.d5.loss_mask: 0.6048, decode.d5.loss_dice: 0.9101, decode.d6.loss_cls: 0.4243, decode.d6.loss_mask: 0.6005, decode.d6.loss_dice: 0.8984, decode.d7.loss_cls: 0.4136, decode.d7.loss_mask: 0.5986, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4059, decode.d8.loss_mask: 0.6002, decode.d8.loss_dice: 0.8995, loss: 21.7268, grad_norm: 129.6520 2023-11-27 00:59:21,690 - mmseg - INFO - Iter [122550/160000] lr: 8.930e-07, eta: 3:55:57, time: 0.412, data_time: 0.054, memory: 36416, decode.loss_cls: 0.4049, decode.loss_mask: 0.5816, decode.loss_dice: 0.8966, decode.d0.loss_cls: 2.3503, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0666, decode.d1.loss_cls: 0.5867, decode.d1.loss_mask: 0.6168, decode.d1.loss_dice: 0.9773, decode.d2.loss_cls: 0.4940, decode.d2.loss_mask: 0.6009, decode.d2.loss_dice: 0.9379, decode.d3.loss_cls: 0.4525, decode.d3.loss_mask: 0.5941, decode.d3.loss_dice: 0.9182, decode.d4.loss_cls: 0.4358, decode.d4.loss_mask: 0.5922, decode.d4.loss_dice: 0.9172, decode.d5.loss_cls: 0.4240, decode.d5.loss_mask: 0.5881, decode.d5.loss_dice: 0.9139, decode.d6.loss_cls: 0.4220, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.9030, decode.d7.loss_cls: 0.4135, decode.d7.loss_mask: 0.5844, decode.d7.loss_dice: 0.9009, decode.d8.loss_cls: 0.4050, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.9050, loss: 21.6963, grad_norm: 117.1336 2023-11-27 00:59:39,919 - mmseg - INFO - Iter [122600/160000] lr: 8.918e-07, eta: 3:55:38, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3836, decode.loss_mask: 0.5862, decode.loss_dice: 0.8848, decode.d0.loss_cls: 2.2865, decode.d0.loss_mask: 0.6532, decode.d0.loss_dice: 1.0603, decode.d1.loss_cls: 0.5948, decode.d1.loss_mask: 0.6225, decode.d1.loss_dice: 0.9681, decode.d2.loss_cls: 0.4842, decode.d2.loss_mask: 0.6047, decode.d2.loss_dice: 0.9366, decode.d3.loss_cls: 0.4398, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.9032, decode.d4.loss_cls: 0.4163, decode.d4.loss_mask: 0.5923, decode.d4.loss_dice: 0.8967, decode.d5.loss_cls: 0.4040, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8989, decode.d6.loss_cls: 0.3992, decode.d6.loss_mask: 0.5891, decode.d6.loss_dice: 0.8870, decode.d7.loss_cls: 0.3869, decode.d7.loss_mask: 0.5872, decode.d7.loss_dice: 0.8874, decode.d8.loss_cls: 0.3833, decode.d8.loss_mask: 0.5864, decode.d8.loss_dice: 0.8903, loss: 21.3969, grad_norm: 121.5333 2023-11-27 00:59:58,143 - mmseg - INFO - Iter [122650/160000] lr: 8.906e-07, eta: 3:55:19, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3801, decode.loss_mask: 0.5694, decode.loss_dice: 0.8491, decode.d0.loss_cls: 2.2434, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 1.0138, decode.d1.loss_cls: 0.5631, decode.d1.loss_mask: 0.6029, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.8974, decode.d3.loss_cls: 0.4305, decode.d3.loss_mask: 0.5809, decode.d3.loss_dice: 0.8672, decode.d4.loss_cls: 0.4131, decode.d4.loss_mask: 0.5778, decode.d4.loss_dice: 0.8660, decode.d5.loss_cls: 0.3965, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8626, decode.d6.loss_cls: 0.3919, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8565, decode.d7.loss_cls: 0.3802, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8521, decode.d8.loss_cls: 0.3742, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8518, loss: 20.7411, grad_norm: 134.2163 2023-11-27 01:00:16,377 - mmseg - INFO - Iter [122700/160000] lr: 8.894e-07, eta: 3:55:00, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4214, decode.loss_mask: 0.5861, decode.loss_dice: 0.8855, decode.d0.loss_cls: 2.3002, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 1.0582, decode.d1.loss_cls: 0.6079, decode.d1.loss_mask: 0.6142, decode.d1.loss_dice: 0.9691, decode.d2.loss_cls: 0.5034, decode.d2.loss_mask: 0.6043, decode.d2.loss_dice: 0.9334, decode.d3.loss_cls: 0.4666, decode.d3.loss_mask: 0.5953, decode.d3.loss_dice: 0.9102, decode.d4.loss_cls: 0.4517, decode.d4.loss_mask: 0.5927, decode.d4.loss_dice: 0.9033, decode.d5.loss_cls: 0.4365, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.9000, decode.d6.loss_cls: 0.4268, decode.d6.loss_mask: 0.5877, decode.d6.loss_dice: 0.8917, decode.d7.loss_cls: 0.4233, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8931, decode.d8.loss_cls: 0.4228, decode.d8.loss_mask: 0.5852, decode.d8.loss_dice: 0.8875, loss: 21.6824, grad_norm: 115.7400 2023-11-27 01:00:34,660 - mmseg - INFO - Iter [122750/160000] lr: 8.883e-07, eta: 3:54:41, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4147, decode.loss_mask: 0.5834, decode.loss_dice: 0.8903, decode.d0.loss_cls: 2.3001, decode.d0.loss_mask: 0.6454, decode.d0.loss_dice: 1.0670, decode.d1.loss_cls: 0.6172, decode.d1.loss_mask: 0.6226, decode.d1.loss_dice: 0.9666, decode.d2.loss_cls: 0.5137, decode.d2.loss_mask: 0.6012, decode.d2.loss_dice: 0.9295, decode.d3.loss_cls: 0.4781, decode.d3.loss_mask: 0.5921, decode.d3.loss_dice: 0.9068, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.5930, decode.d4.loss_dice: 0.8987, decode.d5.loss_cls: 0.4378, decode.d5.loss_mask: 0.5897, decode.d5.loss_dice: 0.9026, decode.d6.loss_cls: 0.4281, decode.d6.loss_mask: 0.5880, decode.d6.loss_dice: 0.8950, decode.d7.loss_cls: 0.4153, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8974, decode.d8.loss_cls: 0.4061, decode.d8.loss_mask: 0.5878, decode.d8.loss_dice: 0.8953, loss: 21.7031, grad_norm: 116.1404 2023-11-27 01:00:52,963 - mmseg - INFO - Iter [122800/160000] lr: 8.871e-07, eta: 3:54:21, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4110, decode.loss_mask: 0.5816, decode.loss_dice: 0.8807, decode.d0.loss_cls: 2.2859, decode.d0.loss_mask: 0.6522, decode.d0.loss_dice: 1.0507, decode.d1.loss_cls: 0.6035, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9618, decode.d2.loss_cls: 0.5146, decode.d2.loss_mask: 0.5982, decode.d2.loss_dice: 0.9161, decode.d3.loss_cls: 0.4601, decode.d3.loss_mask: 0.5916, decode.d3.loss_dice: 0.8921, decode.d4.loss_cls: 0.4459, decode.d4.loss_mask: 0.5867, decode.d4.loss_dice: 0.8897, decode.d5.loss_cls: 0.4285, decode.d5.loss_mask: 0.5843, decode.d5.loss_dice: 0.8931, decode.d6.loss_cls: 0.4193, decode.d6.loss_mask: 0.5824, decode.d6.loss_dice: 0.8831, decode.d7.loss_cls: 0.4075, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8818, decode.d8.loss_cls: 0.4145, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8807, loss: 21.4765, grad_norm: 117.7667 2023-11-27 01:01:11,357 - mmseg - INFO - Iter [122850/160000] lr: 8.859e-07, eta: 3:54:02, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4255, decode.loss_mask: 0.5996, decode.loss_dice: 0.8883, decode.d0.loss_cls: 2.2344, decode.d0.loss_mask: 0.6621, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5923, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 0.9683, decode.d2.loss_cls: 0.5113, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.9281, decode.d3.loss_cls: 0.4727, decode.d3.loss_mask: 0.6102, decode.d3.loss_dice: 0.9018, decode.d4.loss_cls: 0.4441, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.9006, decode.d5.loss_cls: 0.4433, decode.d5.loss_mask: 0.6036, decode.d5.loss_dice: 0.8979, decode.d6.loss_cls: 0.4342, decode.d6.loss_mask: 0.6021, decode.d6.loss_dice: 0.8885, decode.d7.loss_cls: 0.4258, decode.d7.loss_mask: 0.6010, decode.d7.loss_dice: 0.8904, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.6003, decode.d8.loss_dice: 0.8870, loss: 21.7446, grad_norm: 147.7669 2023-11-27 01:01:29,876 - mmseg - INFO - Iter [122900/160000] lr: 8.847e-07, eta: 3:53:43, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3959, decode.loss_mask: 0.5779, decode.loss_dice: 0.8773, decode.d0.loss_cls: 2.2467, decode.d0.loss_mask: 0.6325, decode.d0.loss_dice: 1.0373, decode.d1.loss_cls: 0.5880, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9603, decode.d2.loss_cls: 0.4977, decode.d2.loss_mask: 0.5920, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4603, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8884, decode.d4.loss_cls: 0.4365, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8864, decode.d5.loss_cls: 0.4280, decode.d5.loss_mask: 0.5783, decode.d5.loss_dice: 0.8842, decode.d6.loss_cls: 0.4170, decode.d6.loss_mask: 0.5782, decode.d6.loss_dice: 0.8740, decode.d7.loss_cls: 0.4108, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8746, decode.d8.loss_cls: 0.4014, decode.d8.loss_mask: 0.5783, decode.d8.loss_dice: 0.8753, loss: 21.2448, grad_norm: 125.8278 2023-11-27 01:01:48,772 - mmseg - INFO - Iter [122950/160000] lr: 8.835e-07, eta: 3:53:24, time: 0.380, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4097, decode.loss_mask: 0.5640, decode.loss_dice: 0.8772, decode.d0.loss_cls: 2.2963, decode.d0.loss_mask: 0.6239, decode.d0.loss_dice: 1.0405, decode.d1.loss_cls: 0.6196, decode.d1.loss_mask: 0.5964, decode.d1.loss_dice: 0.9619, decode.d2.loss_cls: 0.5177, decode.d2.loss_mask: 0.5818, decode.d2.loss_dice: 0.9235, decode.d3.loss_cls: 0.4686, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.4520, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8890, decode.d5.loss_cls: 0.4287, decode.d5.loss_mask: 0.5661, decode.d5.loss_dice: 0.8858, decode.d6.loss_cls: 0.4226, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8800, decode.d7.loss_cls: 0.4189, decode.d7.loss_mask: 0.5608, decode.d7.loss_dice: 0.8758, decode.d8.loss_cls: 0.4075, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8765, loss: 21.3054, grad_norm: 125.9212 2023-11-27 01:02:07,079 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:02:07,079 - mmseg - INFO - Iter [123000/160000] lr: 8.823e-07, eta: 3:53:05, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3915, decode.loss_mask: 0.5929, decode.loss_dice: 0.8704, decode.d0.loss_cls: 2.3028, decode.d0.loss_mask: 0.6604, decode.d0.loss_dice: 1.0378, decode.d1.loss_cls: 0.5881, decode.d1.loss_mask: 0.6263, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4925, decode.d2.loss_mask: 0.6124, decode.d2.loss_dice: 0.9152, decode.d3.loss_cls: 0.4514, decode.d3.loss_mask: 0.6063, decode.d3.loss_dice: 0.8865, decode.d4.loss_cls: 0.4301, decode.d4.loss_mask: 0.6022, decode.d4.loss_dice: 0.8825, decode.d5.loss_cls: 0.4258, decode.d5.loss_mask: 0.6009, decode.d5.loss_dice: 0.8790, decode.d6.loss_cls: 0.4071, decode.d6.loss_mask: 0.5979, decode.d6.loss_dice: 0.8707, decode.d7.loss_cls: 0.4005, decode.d7.loss_mask: 0.5940, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.4001, decode.d8.loss_mask: 0.5942, decode.d8.loss_dice: 0.8730, loss: 21.4147, grad_norm: 126.2007 2023-11-27 01:02:25,372 - mmseg - INFO - Iter [123050/160000] lr: 8.811e-07, eta: 3:52:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3942, decode.loss_mask: 0.6029, decode.loss_dice: 0.8890, decode.d0.loss_cls: 2.2659, decode.d0.loss_mask: 0.6669, decode.d0.loss_dice: 1.0511, decode.d1.loss_cls: 0.5734, decode.d1.loss_mask: 0.6361, decode.d1.loss_dice: 0.9716, decode.d2.loss_cls: 0.4942, decode.d2.loss_mask: 0.6176, decode.d2.loss_dice: 0.9292, decode.d3.loss_cls: 0.4389, decode.d3.loss_mask: 0.6065, decode.d3.loss_dice: 0.9085, decode.d4.loss_cls: 0.4198, decode.d4.loss_mask: 0.6050, decode.d4.loss_dice: 0.9044, decode.d5.loss_cls: 0.4160, decode.d5.loss_mask: 0.6055, decode.d5.loss_dice: 0.8986, decode.d6.loss_cls: 0.4113, decode.d6.loss_mask: 0.6037, decode.d6.loss_dice: 0.8945, decode.d7.loss_cls: 0.3987, decode.d7.loss_mask: 0.6034, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.3927, decode.d8.loss_mask: 0.6037, decode.d8.loss_dice: 0.8928, loss: 21.5911, grad_norm: 129.2854 2023-11-27 01:02:43,630 - mmseg - INFO - Iter [123100/160000] lr: 8.799e-07, eta: 3:52:27, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3663, decode.loss_mask: 0.5717, decode.loss_dice: 0.8680, decode.d0.loss_cls: 2.1967, decode.d0.loss_mask: 0.6367, decode.d0.loss_dice: 1.0209, decode.d1.loss_cls: 0.5384, decode.d1.loss_mask: 0.6010, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4489, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.9061, decode.d3.loss_cls: 0.4150, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8841, decode.d4.loss_cls: 0.4068, decode.d4.loss_mask: 0.5768, decode.d4.loss_dice: 0.8786, decode.d5.loss_cls: 0.3893, decode.d5.loss_mask: 0.5755, decode.d5.loss_dice: 0.8773, decode.d6.loss_cls: 0.3808, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3736, decode.d7.loss_mask: 0.5710, decode.d7.loss_dice: 0.8684, decode.d8.loss_cls: 0.3682, decode.d8.loss_mask: 0.5703, decode.d8.loss_dice: 0.8704, loss: 20.7103, grad_norm: 120.3804 2023-11-27 01:03:01,930 - mmseg - INFO - Iter [123150/160000] lr: 8.787e-07, eta: 3:52:08, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4372, decode.loss_mask: 0.5994, decode.loss_dice: 0.9187, decode.d0.loss_cls: 2.3328, decode.d0.loss_mask: 0.6656, decode.d0.loss_dice: 1.0935, decode.d1.loss_cls: 0.6296, decode.d1.loss_mask: 0.6349, decode.d1.loss_dice: 0.9944, decode.d2.loss_cls: 0.5399, decode.d2.loss_mask: 0.6198, decode.d2.loss_dice: 0.9560, decode.d3.loss_cls: 0.4959, decode.d3.loss_mask: 0.6145, decode.d3.loss_dice: 0.9359, decode.d4.loss_cls: 0.4722, decode.d4.loss_mask: 0.6114, decode.d4.loss_dice: 0.9312, decode.d5.loss_cls: 0.4608, decode.d5.loss_mask: 0.6063, decode.d5.loss_dice: 0.9307, decode.d6.loss_cls: 0.4623, decode.d6.loss_mask: 0.6015, decode.d6.loss_dice: 0.9238, decode.d7.loss_cls: 0.4441, decode.d7.loss_mask: 0.5996, decode.d7.loss_dice: 0.9197, decode.d8.loss_cls: 0.4450, decode.d8.loss_mask: 0.5978, decode.d8.loss_dice: 0.9192, loss: 22.3937, grad_norm: 130.5778 2023-11-27 01:03:20,257 - mmseg - INFO - Iter [123200/160000] lr: 8.775e-07, eta: 3:51:49, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4121, decode.loss_mask: 0.5850, decode.loss_dice: 0.8677, decode.d0.loss_cls: 2.2337, decode.d0.loss_mask: 0.6532, decode.d0.loss_dice: 1.0349, decode.d1.loss_cls: 0.5688, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9454, decode.d2.loss_cls: 0.4900, decode.d2.loss_mask: 0.6019, decode.d2.loss_dice: 0.9109, decode.d3.loss_cls: 0.4622, decode.d3.loss_mask: 0.5951, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.4371, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.8884, decode.d5.loss_cls: 0.4250, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.8853, decode.d6.loss_cls: 0.4239, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8712, decode.d7.loss_cls: 0.4163, decode.d7.loss_mask: 0.5874, decode.d7.loss_dice: 0.8675, decode.d8.loss_cls: 0.4068, decode.d8.loss_mask: 0.5877, decode.d8.loss_dice: 0.8704, loss: 21.3056, grad_norm: 126.5284 2023-11-27 01:03:39,547 - mmseg - INFO - Iter [123250/160000] lr: 8.763e-07, eta: 3:51:30, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4219, decode.loss_mask: 0.5609, decode.loss_dice: 0.9173, decode.d0.loss_cls: 2.3637, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 1.0922, decode.d1.loss_cls: 0.6171, decode.d1.loss_mask: 0.5935, decode.d1.loss_dice: 1.0007, decode.d2.loss_cls: 0.5396, decode.d2.loss_mask: 0.5746, decode.d2.loss_dice: 0.9590, decode.d3.loss_cls: 0.4846, decode.d3.loss_mask: 0.5689, decode.d3.loss_dice: 0.9360, decode.d4.loss_cls: 0.4715, decode.d4.loss_mask: 0.5656, decode.d4.loss_dice: 0.9322, decode.d5.loss_cls: 0.4518, decode.d5.loss_mask: 0.5647, decode.d5.loss_dice: 0.9310, decode.d6.loss_cls: 0.4401, decode.d6.loss_mask: 0.5618, decode.d6.loss_dice: 0.9229, decode.d7.loss_cls: 0.4387, decode.d7.loss_mask: 0.5584, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.4334, decode.d8.loss_mask: 0.5595, decode.d8.loss_dice: 0.9143, loss: 21.9153, grad_norm: 103.0596 2023-11-27 01:03:58,019 - mmseg - INFO - Iter [123300/160000] lr: 8.751e-07, eta: 3:51:11, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3952, decode.loss_mask: 0.5778, decode.loss_dice: 0.8790, decode.d0.loss_cls: 2.3312, decode.d0.loss_mask: 0.6400, decode.d0.loss_dice: 1.0437, decode.d1.loss_cls: 0.5942, decode.d1.loss_mask: 0.6119, decode.d1.loss_dice: 0.9613, decode.d2.loss_cls: 0.4875, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.9204, decode.d3.loss_cls: 0.4521, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8948, decode.d4.loss_cls: 0.4333, decode.d4.loss_mask: 0.5858, decode.d4.loss_dice: 0.8907, decode.d5.loss_cls: 0.4226, decode.d5.loss_mask: 0.5853, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.4096, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.8839, decode.d7.loss_cls: 0.4085, decode.d7.loss_mask: 0.5789, decode.d7.loss_dice: 0.8832, decode.d8.loss_cls: 0.3973, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8830, loss: 21.3826, grad_norm: 119.2045 2023-11-27 01:04:16,603 - mmseg - INFO - Iter [123350/160000] lr: 8.739e-07, eta: 3:50:52, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4056, decode.loss_mask: 0.5768, decode.loss_dice: 0.8984, decode.d0.loss_cls: 2.2860, decode.d0.loss_mask: 0.6353, decode.d0.loss_dice: 1.0708, decode.d1.loss_cls: 0.5898, decode.d1.loss_mask: 0.6094, decode.d1.loss_dice: 0.9833, decode.d2.loss_cls: 0.5066, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.9392, decode.d3.loss_cls: 0.4518, decode.d3.loss_mask: 0.5852, decode.d3.loss_dice: 0.9126, decode.d4.loss_cls: 0.4377, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.9111, decode.d5.loss_cls: 0.4316, decode.d5.loss_mask: 0.5817, decode.d5.loss_dice: 0.9075, decode.d6.loss_cls: 0.4206, decode.d6.loss_mask: 0.5781, decode.d6.loss_dice: 0.9024, decode.d7.loss_cls: 0.4092, decode.d7.loss_mask: 0.5792, decode.d7.loss_dice: 0.9015, decode.d8.loss_cls: 0.4041, decode.d8.loss_mask: 0.5771, decode.d8.loss_dice: 0.8990, loss: 21.5661, grad_norm: 115.7727 2023-11-27 01:04:35,055 - mmseg - INFO - Iter [123400/160000] lr: 8.728e-07, eta: 3:50:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3846, decode.loss_mask: 0.5982, decode.loss_dice: 0.8719, decode.d0.loss_cls: 2.2646, decode.d0.loss_mask: 0.6654, decode.d0.loss_dice: 1.0525, decode.d1.loss_cls: 0.5711, decode.d1.loss_mask: 0.6308, decode.d1.loss_dice: 0.9574, decode.d2.loss_cls: 0.4774, decode.d2.loss_mask: 0.6130, decode.d2.loss_dice: 0.9167, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.6050, decode.d3.loss_dice: 0.8901, decode.d4.loss_cls: 0.4170, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.8896, decode.d5.loss_cls: 0.4041, decode.d5.loss_mask: 0.6017, decode.d5.loss_dice: 0.8886, decode.d6.loss_cls: 0.4023, decode.d6.loss_mask: 0.5985, decode.d6.loss_dice: 0.8769, decode.d7.loss_cls: 0.3918, decode.d7.loss_mask: 0.5993, decode.d7.loss_dice: 0.8790, decode.d8.loss_cls: 0.3888, decode.d8.loss_mask: 0.6002, decode.d8.loss_dice: 0.8737, loss: 21.3458, grad_norm: 123.8112 2023-11-27 01:04:53,320 - mmseg - INFO - Iter [123450/160000] lr: 8.716e-07, eta: 3:50:14, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4331, decode.loss_mask: 0.5909, decode.loss_dice: 0.9042, decode.d0.loss_cls: 2.3015, decode.d0.loss_mask: 0.6538, decode.d0.loss_dice: 1.0841, decode.d1.loss_cls: 0.6057, decode.d1.loss_mask: 0.6272, decode.d1.loss_dice: 0.9939, decode.d2.loss_cls: 0.5301, decode.d2.loss_mask: 0.6061, decode.d2.loss_dice: 0.9541, decode.d3.loss_cls: 0.4852, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.9221, decode.d4.loss_cls: 0.4720, decode.d4.loss_mask: 0.6026, decode.d4.loss_dice: 0.9215, decode.d5.loss_cls: 0.4553, decode.d5.loss_mask: 0.5991, decode.d5.loss_dice: 0.9184, decode.d6.loss_cls: 0.4581, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.9086, decode.d7.loss_cls: 0.4463, decode.d7.loss_mask: 0.5926, decode.d7.loss_dice: 0.9079, decode.d8.loss_cls: 0.4397, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.9074, loss: 22.1122, grad_norm: 117.2052 2023-11-27 01:05:11,612 - mmseg - INFO - Iter [123500/160000] lr: 8.704e-07, eta: 3:49:55, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4395, decode.loss_mask: 0.5624, decode.loss_dice: 0.9043, decode.d0.loss_cls: 2.3634, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 1.0884, decode.d1.loss_cls: 0.6132, decode.d1.loss_mask: 0.6013, decode.d1.loss_dice: 0.9994, decode.d2.loss_cls: 0.5287, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.9634, decode.d3.loss_cls: 0.4914, decode.d3.loss_mask: 0.5747, decode.d3.loss_dice: 0.9233, decode.d4.loss_cls: 0.4670, decode.d4.loss_mask: 0.5736, decode.d4.loss_dice: 0.9219, decode.d5.loss_cls: 0.4530, decode.d5.loss_mask: 0.5711, decode.d5.loss_dice: 0.9216, decode.d6.loss_cls: 0.4509, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.9118, decode.d7.loss_cls: 0.4390, decode.d7.loss_mask: 0.5670, decode.d7.loss_dice: 0.9087, decode.d8.loss_cls: 0.4347, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.9060, loss: 21.9284, grad_norm: 114.0916 2023-11-27 01:05:29,906 - mmseg - INFO - Iter [123550/160000] lr: 8.692e-07, eta: 3:49:36, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3867, decode.loss_mask: 0.6051, decode.loss_dice: 0.8787, decode.d0.loss_cls: 2.2037, decode.d0.loss_mask: 0.6669, decode.d0.loss_dice: 1.0392, decode.d1.loss_cls: 0.5516, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9591, decode.d2.loss_cls: 0.4701, decode.d2.loss_mask: 0.6232, decode.d2.loss_dice: 0.9229, decode.d3.loss_cls: 0.4320, decode.d3.loss_mask: 0.6148, decode.d3.loss_dice: 0.9001, decode.d4.loss_cls: 0.4140, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.8966, decode.d5.loss_cls: 0.4064, decode.d5.loss_mask: 0.6159, decode.d5.loss_dice: 0.8927, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.6094, decode.d6.loss_dice: 0.8905, decode.d7.loss_cls: 0.3967, decode.d7.loss_mask: 0.6058, decode.d7.loss_dice: 0.8861, decode.d8.loss_cls: 0.3878, decode.d8.loss_mask: 0.6084, decode.d8.loss_dice: 0.8893, loss: 21.4042, grad_norm: 126.7878 2023-11-27 01:05:48,119 - mmseg - INFO - Iter [123600/160000] lr: 8.680e-07, eta: 3:49:17, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4273, decode.loss_mask: 0.5885, decode.loss_dice: 0.9011, decode.d0.loss_cls: 2.2963, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 1.0689, decode.d1.loss_cls: 0.6257, decode.d1.loss_mask: 0.6160, decode.d1.loss_dice: 0.9874, decode.d2.loss_cls: 0.5166, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9442, decode.d3.loss_cls: 0.4858, decode.d3.loss_mask: 0.5983, decode.d3.loss_dice: 0.9167, decode.d4.loss_cls: 0.4599, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.9096, decode.d5.loss_cls: 0.4481, decode.d5.loss_mask: 0.5907, decode.d5.loss_dice: 0.9095, decode.d6.loss_cls: 0.4413, decode.d6.loss_mask: 0.5915, decode.d6.loss_dice: 0.9048, decode.d7.loss_cls: 0.4316, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.9047, decode.d8.loss_cls: 0.4274, decode.d8.loss_mask: 0.5899, decode.d8.loss_dice: 0.9055, loss: 21.9294, grad_norm: 117.4824 2023-11-27 01:06:06,603 - mmseg - INFO - Iter [123650/160000] lr: 8.668e-07, eta: 3:48:58, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4115, decode.loss_mask: 0.5766, decode.loss_dice: 0.8830, decode.d0.loss_cls: 2.2588, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 1.0651, decode.d1.loss_cls: 0.5845, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9722, decode.d2.loss_cls: 0.5030, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9248, decode.d3.loss_cls: 0.4608, decode.d3.loss_mask: 0.5905, decode.d3.loss_dice: 0.9007, decode.d4.loss_cls: 0.4432, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.4370, decode.d5.loss_mask: 0.5850, decode.d5.loss_dice: 0.9037, decode.d6.loss_cls: 0.4284, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.8913, decode.d7.loss_cls: 0.4212, decode.d7.loss_mask: 0.5800, decode.d7.loss_dice: 0.8906, decode.d8.loss_cls: 0.4139, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8915, loss: 21.5210, grad_norm: 117.4673 2023-11-27 01:06:24,953 - mmseg - INFO - Iter [123700/160000] lr: 8.656e-07, eta: 3:48:39, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4168, decode.loss_mask: 0.5886, decode.loss_dice: 0.8792, decode.d0.loss_cls: 2.2819, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 1.0466, decode.d1.loss_cls: 0.6080, decode.d1.loss_mask: 0.6279, decode.d1.loss_dice: 0.9595, decode.d2.loss_cls: 0.5103, decode.d2.loss_mask: 0.6088, decode.d2.loss_dice: 0.9182, decode.d3.loss_cls: 0.4691, decode.d3.loss_mask: 0.5977, decode.d3.loss_dice: 0.8938, decode.d4.loss_cls: 0.4593, decode.d4.loss_mask: 0.5945, decode.d4.loss_dice: 0.8944, decode.d5.loss_cls: 0.4383, decode.d5.loss_mask: 0.5958, decode.d5.loss_dice: 0.8931, decode.d6.loss_cls: 0.4263, decode.d6.loss_mask: 0.5950, decode.d6.loss_dice: 0.8856, decode.d7.loss_cls: 0.4230, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.8860, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5898, decode.d8.loss_dice: 0.8805, loss: 21.6340, grad_norm: 122.5644 2023-11-27 01:06:43,485 - mmseg - INFO - Iter [123750/160000] lr: 8.644e-07, eta: 3:48:20, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4405, decode.loss_mask: 0.5969, decode.loss_dice: 0.9002, decode.d0.loss_cls: 2.2938, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.0622, decode.d1.loss_cls: 0.6291, decode.d1.loss_mask: 0.6296, decode.d1.loss_dice: 0.9764, decode.d2.loss_cls: 0.5287, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9381, decode.d3.loss_cls: 0.4945, decode.d3.loss_mask: 0.6043, decode.d3.loss_dice: 0.9065, decode.d4.loss_cls: 0.4769, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.9063, decode.d5.loss_cls: 0.4649, decode.d5.loss_mask: 0.5982, decode.d5.loss_dice: 0.9070, decode.d6.loss_cls: 0.4561, decode.d6.loss_mask: 0.5989, decode.d6.loss_dice: 0.9027, decode.d7.loss_cls: 0.4433, decode.d7.loss_mask: 0.5968, decode.d7.loss_dice: 0.8977, decode.d8.loss_cls: 0.4412, decode.d8.loss_mask: 0.5973, decode.d8.loss_dice: 0.8988, loss: 22.0600, grad_norm: 124.7088 2023-11-27 01:07:04,608 - mmseg - INFO - Iter [123800/160000] lr: 8.632e-07, eta: 3:48:02, time: 0.422, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4057, decode.loss_mask: 0.5792, decode.loss_dice: 0.8912, decode.d0.loss_cls: 2.2867, decode.d0.loss_mask: 0.6437, decode.d0.loss_dice: 1.0504, decode.d1.loss_cls: 0.5894, decode.d1.loss_mask: 0.6129, decode.d1.loss_dice: 0.9723, decode.d2.loss_cls: 0.5096, decode.d2.loss_mask: 0.5975, decode.d2.loss_dice: 0.9293, decode.d3.loss_cls: 0.4614, decode.d3.loss_mask: 0.5906, decode.d3.loss_dice: 0.9071, decode.d4.loss_cls: 0.4425, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.9049, decode.d5.loss_cls: 0.4341, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.9067, decode.d6.loss_cls: 0.4282, decode.d6.loss_mask: 0.5813, decode.d6.loss_dice: 0.8926, decode.d7.loss_cls: 0.4129, decode.d7.loss_mask: 0.5808, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.4128, decode.d8.loss_mask: 0.5795, decode.d8.loss_dice: 0.8888, loss: 21.5554, grad_norm: 143.0880 2023-11-27 01:07:23,010 - mmseg - INFO - Iter [123850/160000] lr: 8.620e-07, eta: 3:47:43, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4113, decode.loss_mask: 0.5623, decode.loss_dice: 0.8741, decode.d0.loss_cls: 2.2988, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 1.0539, decode.d1.loss_cls: 0.6042, decode.d1.loss_mask: 0.5999, decode.d1.loss_dice: 0.9622, decode.d2.loss_cls: 0.5116, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.9196, decode.d3.loss_cls: 0.4675, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8948, decode.d4.loss_cls: 0.4436, decode.d4.loss_mask: 0.5734, decode.d4.loss_dice: 0.8907, decode.d5.loss_cls: 0.4355, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8883, decode.d6.loss_cls: 0.4229, decode.d6.loss_mask: 0.5698, decode.d6.loss_dice: 0.8829, decode.d7.loss_cls: 0.4129, decode.d7.loss_mask: 0.5655, decode.d7.loss_dice: 0.8825, decode.d8.loss_cls: 0.4124, decode.d8.loss_mask: 0.5648, decode.d8.loss_dice: 0.8810, loss: 21.3434, grad_norm: 112.4791 2023-11-27 01:07:41,422 - mmseg - INFO - Iter [123900/160000] lr: 8.608e-07, eta: 3:47:23, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4168, decode.loss_mask: 0.5875, decode.loss_dice: 0.9040, decode.d0.loss_cls: 2.3612, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 1.0838, decode.d1.loss_cls: 0.6109, decode.d1.loss_mask: 0.6240, decode.d1.loss_dice: 0.9864, decode.d2.loss_cls: 0.5092, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.9443, decode.d3.loss_cls: 0.4750, decode.d3.loss_mask: 0.5986, decode.d3.loss_dice: 0.9180, decode.d4.loss_cls: 0.4514, decode.d4.loss_mask: 0.5962, decode.d4.loss_dice: 0.9166, decode.d5.loss_cls: 0.4332, decode.d5.loss_mask: 0.5935, decode.d5.loss_dice: 0.9147, decode.d6.loss_cls: 0.4222, decode.d6.loss_mask: 0.5901, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5895, decode.d7.loss_dice: 0.9069, decode.d8.loss_cls: 0.4117, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.9070, loss: 21.9294, grad_norm: 125.8472 2023-11-27 01:07:59,710 - mmseg - INFO - Iter [123950/160000] lr: 8.596e-07, eta: 3:47:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3918, decode.loss_mask: 0.5591, decode.loss_dice: 0.8836, decode.d0.loss_cls: 2.2735, decode.d0.loss_mask: 0.6260, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5889, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.9673, decode.d2.loss_cls: 0.4966, decode.d2.loss_mask: 0.5765, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4585, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8974, decode.d4.loss_cls: 0.4341, decode.d4.loss_mask: 0.5639, decode.d4.loss_dice: 0.8903, decode.d5.loss_cls: 0.4211, decode.d5.loss_mask: 0.5667, decode.d5.loss_dice: 0.8910, decode.d6.loss_cls: 0.4078, decode.d6.loss_mask: 0.5654, decode.d6.loss_dice: 0.8828, decode.d7.loss_cls: 0.3935, decode.d7.loss_mask: 0.5631, decode.d7.loss_dice: 0.8856, decode.d8.loss_cls: 0.3945, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8843, loss: 21.1638, grad_norm: 117.9174 2023-11-27 01:08:18,136 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:08:18,136 - mmseg - INFO - Iter [124000/160000] lr: 8.584e-07, eta: 3:46:45, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3843, decode.loss_mask: 0.5759, decode.loss_dice: 0.8880, decode.d0.loss_cls: 2.2537, decode.d0.loss_mask: 0.6359, decode.d0.loss_dice: 1.0489, decode.d1.loss_cls: 0.5735, decode.d1.loss_mask: 0.6081, decode.d1.loss_dice: 0.9743, decode.d2.loss_cls: 0.4819, decode.d2.loss_mask: 0.5912, decode.d2.loss_dice: 0.9303, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5847, decode.d3.loss_dice: 0.9073, decode.d4.loss_cls: 0.4262, decode.d4.loss_mask: 0.5818, decode.d4.loss_dice: 0.9029, decode.d5.loss_cls: 0.4103, decode.d5.loss_mask: 0.5821, decode.d5.loss_dice: 0.9036, decode.d6.loss_cls: 0.4044, decode.d6.loss_mask: 0.5807, decode.d6.loss_dice: 0.8925, decode.d7.loss_cls: 0.3942, decode.d7.loss_mask: 0.5793, decode.d7.loss_dice: 0.8889, decode.d8.loss_cls: 0.3896, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8928, loss: 21.2828, grad_norm: 121.4732 2023-11-27 01:08:36,571 - mmseg - INFO - Iter [124050/160000] lr: 8.573e-07, eta: 3:46:26, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4330, decode.loss_mask: 0.5498, decode.loss_dice: 0.9054, decode.d0.loss_cls: 2.3282, decode.d0.loss_mask: 0.6160, decode.d0.loss_dice: 1.0762, decode.d1.loss_cls: 0.6231, decode.d1.loss_mask: 0.5870, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.5397, decode.d2.loss_mask: 0.5734, decode.d2.loss_dice: 0.9504, decode.d3.loss_cls: 0.4983, decode.d3.loss_mask: 0.5624, decode.d3.loss_dice: 0.9189, decode.d4.loss_cls: 0.4746, decode.d4.loss_mask: 0.5594, decode.d4.loss_dice: 0.9204, decode.d5.loss_cls: 0.4602, decode.d5.loss_mask: 0.5563, decode.d5.loss_dice: 0.9169, decode.d6.loss_cls: 0.4548, decode.d6.loss_mask: 0.5535, decode.d6.loss_dice: 0.9066, decode.d7.loss_cls: 0.4401, decode.d7.loss_mask: 0.5501, decode.d7.loss_dice: 0.9062, decode.d8.loss_cls: 0.4340, decode.d8.loss_mask: 0.5505, decode.d8.loss_dice: 0.9061, loss: 21.7437, grad_norm: 108.4605 2023-11-27 01:08:55,125 - mmseg - INFO - Iter [124100/160000] lr: 8.561e-07, eta: 3:46:07, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4187, decode.loss_mask: 0.5799, decode.loss_dice: 0.8971, decode.d0.loss_cls: 2.2927, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0616, decode.d1.loss_cls: 0.6079, decode.d1.loss_mask: 0.6177, decode.d1.loss_dice: 0.9793, decode.d2.loss_cls: 0.5069, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.9426, decode.d3.loss_cls: 0.4814, decode.d3.loss_mask: 0.5948, decode.d3.loss_dice: 0.9102, decode.d4.loss_cls: 0.4605, decode.d4.loss_mask: 0.5875, decode.d4.loss_dice: 0.9038, decode.d5.loss_cls: 0.4468, decode.d5.loss_mask: 0.5872, decode.d5.loss_dice: 0.9056, decode.d6.loss_cls: 0.4359, decode.d6.loss_mask: 0.5827, decode.d6.loss_dice: 0.9010, decode.d7.loss_cls: 0.4323, decode.d7.loss_mask: 0.5841, decode.d7.loss_dice: 0.8954, decode.d8.loss_cls: 0.4238, decode.d8.loss_mask: 0.5812, decode.d8.loss_dice: 0.9009, loss: 21.7706, grad_norm: 134.5417 2023-11-27 01:09:13,601 - mmseg - INFO - Iter [124150/160000] lr: 8.549e-07, eta: 3:45:48, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4328, decode.loss_mask: 0.5854, decode.loss_dice: 0.8621, decode.d0.loss_cls: 2.2922, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 1.0327, decode.d1.loss_cls: 0.6120, decode.d1.loss_mask: 0.6246, decode.d1.loss_dice: 0.9555, decode.d2.loss_cls: 0.5274, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.9111, decode.d3.loss_cls: 0.4874, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.8794, decode.d4.loss_cls: 0.4628, decode.d4.loss_mask: 0.5954, decode.d4.loss_dice: 0.8735, decode.d5.loss_cls: 0.4552, decode.d5.loss_mask: 0.5914, decode.d5.loss_dice: 0.8795, decode.d6.loss_cls: 0.4468, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8644, decode.d7.loss_cls: 0.4335, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8654, decode.d8.loss_cls: 0.4279, decode.d8.loss_mask: 0.5848, decode.d8.loss_dice: 0.8662, loss: 21.5801, grad_norm: 128.3678 2023-11-27 01:09:32,097 - mmseg - INFO - Iter [124200/160000] lr: 8.537e-07, eta: 3:45:29, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3989, decode.loss_mask: 0.5877, decode.loss_dice: 0.8967, decode.d0.loss_cls: 2.2955, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0600, decode.d1.loss_cls: 0.5864, decode.d1.loss_mask: 0.6191, decode.d1.loss_dice: 0.9743, decode.d2.loss_cls: 0.4909, decode.d2.loss_mask: 0.6052, decode.d2.loss_dice: 0.9370, decode.d3.loss_cls: 0.4594, decode.d3.loss_mask: 0.5957, decode.d3.loss_dice: 0.9110, decode.d4.loss_cls: 0.4387, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.9059, decode.d5.loss_cls: 0.4245, decode.d5.loss_mask: 0.5914, decode.d5.loss_dice: 0.9058, decode.d6.loss_cls: 0.4134, decode.d6.loss_mask: 0.5877, decode.d6.loss_dice: 0.9008, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8971, decode.d8.loss_cls: 0.4044, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8961, loss: 21.6051, grad_norm: 113.8578 2023-11-27 01:09:50,587 - mmseg - INFO - Iter [124250/160000] lr: 8.525e-07, eta: 3:45:10, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4148, decode.loss_mask: 0.5812, decode.loss_dice: 0.9037, decode.d0.loss_cls: 2.3010, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 1.0737, decode.d1.loss_cls: 0.6039, decode.d1.loss_mask: 0.6144, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.5171, decode.d2.loss_mask: 0.6007, decode.d2.loss_dice: 0.9486, decode.d3.loss_cls: 0.4715, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.9241, decode.d4.loss_cls: 0.4477, decode.d4.loss_mask: 0.5903, decode.d4.loss_dice: 0.9187, decode.d5.loss_cls: 0.4380, decode.d5.loss_mask: 0.5850, decode.d5.loss_dice: 0.9154, decode.d6.loss_cls: 0.4278, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.9102, decode.d7.loss_cls: 0.4161, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.9107, decode.d8.loss_cls: 0.4126, decode.d8.loss_mask: 0.5814, decode.d8.loss_dice: 0.9059, loss: 21.8126, grad_norm: 131.2538 2023-11-27 01:10:09,088 - mmseg - INFO - Iter [124300/160000] lr: 8.513e-07, eta: 3:44:51, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4174, decode.loss_mask: 0.5758, decode.loss_dice: 0.8797, decode.d0.loss_cls: 2.3533, decode.d0.loss_mask: 0.6415, decode.d0.loss_dice: 1.0533, decode.d1.loss_cls: 0.5845, decode.d1.loss_mask: 0.6197, decode.d1.loss_dice: 0.9677, decode.d2.loss_cls: 0.5036, decode.d2.loss_mask: 0.5962, decode.d2.loss_dice: 0.9205, decode.d3.loss_cls: 0.4649, decode.d3.loss_mask: 0.5869, decode.d3.loss_dice: 0.8950, decode.d4.loss_cls: 0.4462, decode.d4.loss_mask: 0.5846, decode.d4.loss_dice: 0.8929, decode.d5.loss_cls: 0.4282, decode.d5.loss_mask: 0.5812, decode.d5.loss_dice: 0.8910, decode.d6.loss_cls: 0.4275, decode.d6.loss_mask: 0.5801, decode.d6.loss_dice: 0.8843, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4211, decode.d8.loss_mask: 0.5770, decode.d8.loss_dice: 0.8834, loss: 21.5386, grad_norm: 109.1577 2023-11-27 01:10:27,397 - mmseg - INFO - Iter [124350/160000] lr: 8.501e-07, eta: 3:44:32, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4246, decode.loss_mask: 0.5644, decode.loss_dice: 0.8468, decode.d0.loss_cls: 2.2925, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 1.0244, decode.d1.loss_cls: 0.6055, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.9263, decode.d2.loss_cls: 0.5199, decode.d2.loss_mask: 0.5788, decode.d2.loss_dice: 0.8844, decode.d3.loss_cls: 0.4792, decode.d3.loss_mask: 0.5727, decode.d3.loss_dice: 0.8623, decode.d4.loss_cls: 0.4670, decode.d4.loss_mask: 0.5721, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.4452, decode.d5.loss_mask: 0.5705, decode.d5.loss_dice: 0.8605, decode.d6.loss_cls: 0.4343, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8512, decode.d7.loss_cls: 0.4332, decode.d7.loss_mask: 0.5643, decode.d7.loss_dice: 0.8480, decode.d8.loss_cls: 0.4302, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8458, loss: 21.1079, grad_norm: 119.2605 2023-11-27 01:10:45,706 - mmseg - INFO - Iter [124400/160000] lr: 8.489e-07, eta: 3:44:13, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3956, decode.loss_mask: 0.5644, decode.loss_dice: 0.8919, decode.d0.loss_cls: 2.3174, decode.d0.loss_mask: 0.6338, decode.d0.loss_dice: 1.0700, decode.d1.loss_cls: 0.5813, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9842, decode.d2.loss_cls: 0.4890, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.9393, decode.d3.loss_cls: 0.4568, decode.d3.loss_mask: 0.5737, decode.d3.loss_dice: 0.9152, decode.d4.loss_cls: 0.4442, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.9096, decode.d5.loss_cls: 0.4200, decode.d5.loss_mask: 0.5692, decode.d5.loss_dice: 0.9061, decode.d6.loss_cls: 0.4126, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4013, decode.d7.loss_mask: 0.5673, decode.d7.loss_dice: 0.8957, decode.d8.loss_cls: 0.4040, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8949, loss: 21.4179, grad_norm: 118.5767 2023-11-27 01:11:04,201 - mmseg - INFO - Iter [124450/160000] lr: 8.477e-07, eta: 3:43:54, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3889, decode.loss_mask: 0.5806, decode.loss_dice: 0.8557, decode.d0.loss_cls: 2.2435, decode.d0.loss_mask: 0.6509, decode.d0.loss_dice: 1.0209, decode.d1.loss_cls: 0.5728, decode.d1.loss_mask: 0.6138, decode.d1.loss_dice: 0.9313, decode.d2.loss_cls: 0.4783, decode.d2.loss_mask: 0.5994, decode.d2.loss_dice: 0.8961, decode.d3.loss_cls: 0.4403, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.4269, decode.d4.loss_mask: 0.5896, decode.d4.loss_dice: 0.8667, decode.d5.loss_cls: 0.4079, decode.d5.loss_mask: 0.5875, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.3979, decode.d6.loss_mask: 0.5845, decode.d6.loss_dice: 0.8586, decode.d7.loss_cls: 0.3938, decode.d7.loss_mask: 0.5822, decode.d7.loss_dice: 0.8557, decode.d8.loss_cls: 0.3861, decode.d8.loss_mask: 0.5812, decode.d8.loss_dice: 0.8555, loss: 20.9725, grad_norm: 121.3275 2023-11-27 01:11:22,595 - mmseg - INFO - Iter [124500/160000] lr: 8.465e-07, eta: 3:43:35, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4008, decode.loss_mask: 0.5819, decode.loss_dice: 0.8924, decode.d0.loss_cls: 2.2795, decode.d0.loss_mask: 0.6473, decode.d0.loss_dice: 1.0525, decode.d1.loss_cls: 0.5889, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9673, decode.d2.loss_cls: 0.5010, decode.d2.loss_mask: 0.5994, decode.d2.loss_dice: 0.9304, decode.d3.loss_cls: 0.4654, decode.d3.loss_mask: 0.5890, decode.d3.loss_dice: 0.9076, decode.d4.loss_cls: 0.4424, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.9022, decode.d5.loss_cls: 0.4311, decode.d5.loss_mask: 0.5833, decode.d5.loss_dice: 0.8995, decode.d6.loss_cls: 0.4188, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8934, decode.d7.loss_cls: 0.4083, decode.d7.loss_mask: 0.5841, decode.d7.loss_dice: 0.8927, decode.d8.loss_cls: 0.4026, decode.d8.loss_mask: 0.5836, decode.d8.loss_dice: 0.8950, loss: 21.5252, grad_norm: 127.9804 2023-11-27 01:11:41,246 - mmseg - INFO - Iter [124550/160000] lr: 8.453e-07, eta: 3:43:16, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4311, decode.loss_mask: 0.5880, decode.loss_dice: 0.9048, decode.d0.loss_cls: 2.2835, decode.d0.loss_mask: 0.6463, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6113, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9878, decode.d2.loss_cls: 0.5177, decode.d2.loss_mask: 0.6042, decode.d2.loss_dice: 0.9420, decode.d3.loss_cls: 0.4801, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.9183, decode.d4.loss_cls: 0.4526, decode.d4.loss_mask: 0.5948, decode.d4.loss_dice: 0.9203, decode.d5.loss_cls: 0.4384, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.9179, decode.d6.loss_cls: 0.4394, decode.d6.loss_mask: 0.5908, decode.d6.loss_dice: 0.9065, decode.d7.loss_cls: 0.4353, decode.d7.loss_mask: 0.5912, decode.d7.loss_dice: 0.9098, decode.d8.loss_cls: 0.4244, decode.d8.loss_mask: 0.5889, decode.d8.loss_dice: 0.9104, loss: 21.9207, grad_norm: 118.4423 2023-11-27 01:11:59,646 - mmseg - INFO - Iter [124600/160000] lr: 8.441e-07, eta: 3:42:57, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3877, decode.loss_mask: 0.5851, decode.loss_dice: 0.8716, decode.d0.loss_cls: 2.2959, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 1.0379, decode.d1.loss_cls: 0.5791, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9512, decode.d2.loss_cls: 0.4855, decode.d2.loss_mask: 0.6001, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4482, decode.d3.loss_mask: 0.5951, decode.d3.loss_dice: 0.8876, decode.d4.loss_cls: 0.4340, decode.d4.loss_mask: 0.5917, decode.d4.loss_dice: 0.8815, decode.d5.loss_cls: 0.4140, decode.d5.loss_mask: 0.5919, decode.d5.loss_dice: 0.8834, decode.d6.loss_cls: 0.3951, decode.d6.loss_mask: 0.5868, decode.d6.loss_dice: 0.8768, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5864, decode.d7.loss_dice: 0.8739, decode.d8.loss_cls: 0.3878, decode.d8.loss_mask: 0.5834, decode.d8.loss_dice: 0.8741, loss: 21.2538, grad_norm: 112.3771 2023-11-27 01:12:18,017 - mmseg - INFO - Iter [124650/160000] lr: 8.429e-07, eta: 3:42:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4003, decode.loss_mask: 0.6005, decode.loss_dice: 0.9048, decode.d0.loss_cls: 2.2590, decode.d0.loss_mask: 0.6754, decode.d0.loss_dice: 1.0794, decode.d1.loss_cls: 0.5971, decode.d1.loss_mask: 0.6393, decode.d1.loss_dice: 0.9839, decode.d2.loss_cls: 0.4993, decode.d2.loss_mask: 0.6210, decode.d2.loss_dice: 0.9410, decode.d3.loss_cls: 0.4561, decode.d3.loss_mask: 0.6135, decode.d3.loss_dice: 0.9183, decode.d4.loss_cls: 0.4318, decode.d4.loss_mask: 0.6099, decode.d4.loss_dice: 0.9230, decode.d5.loss_cls: 0.4204, decode.d5.loss_mask: 0.6089, decode.d5.loss_dice: 0.9137, decode.d6.loss_cls: 0.4194, decode.d6.loss_mask: 0.6034, decode.d6.loss_dice: 0.9062, decode.d7.loss_cls: 0.4038, decode.d7.loss_mask: 0.6033, decode.d7.loss_dice: 0.9086, decode.d8.loss_cls: 0.4042, decode.d8.loss_mask: 0.6008, decode.d8.loss_dice: 0.9079, loss: 21.8542, grad_norm: 140.3829 2023-11-27 01:12:36,492 - mmseg - INFO - Iter [124700/160000] lr: 8.418e-07, eta: 3:42:19, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4104, decode.loss_mask: 0.5786, decode.loss_dice: 0.8633, decode.d0.loss_cls: 2.3186, decode.d0.loss_mask: 0.6392, decode.d0.loss_dice: 1.0305, decode.d1.loss_cls: 0.6057, decode.d1.loss_mask: 0.6136, decode.d1.loss_dice: 0.9509, decode.d2.loss_cls: 0.5163, decode.d2.loss_mask: 0.5975, decode.d2.loss_dice: 0.9108, decode.d3.loss_cls: 0.4760, decode.d3.loss_mask: 0.5861, decode.d3.loss_dice: 0.8795, decode.d4.loss_cls: 0.4468, decode.d4.loss_mask: 0.5849, decode.d4.loss_dice: 0.8801, decode.d5.loss_cls: 0.4362, decode.d5.loss_mask: 0.5837, decode.d5.loss_dice: 0.8737, decode.d6.loss_cls: 0.4216, decode.d6.loss_mask: 0.5837, decode.d6.loss_dice: 0.8690, decode.d7.loss_cls: 0.4182, decode.d7.loss_mask: 0.5808, decode.d7.loss_dice: 0.8660, decode.d8.loss_cls: 0.4124, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8646, loss: 21.3785, grad_norm: 127.0297 2023-11-27 01:12:54,747 - mmseg - INFO - Iter [124750/160000] lr: 8.406e-07, eta: 3:42:00, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3907, decode.loss_mask: 0.5736, decode.loss_dice: 0.8656, decode.d0.loss_cls: 2.2538, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0296, decode.d1.loss_cls: 0.5740, decode.d1.loss_mask: 0.6124, decode.d1.loss_dice: 0.9450, decode.d2.loss_cls: 0.4901, decode.d2.loss_mask: 0.5887, decode.d2.loss_dice: 0.9086, decode.d3.loss_cls: 0.4462, decode.d3.loss_mask: 0.5808, decode.d3.loss_dice: 0.8823, decode.d4.loss_cls: 0.4255, decode.d4.loss_mask: 0.5778, decode.d4.loss_dice: 0.8784, decode.d5.loss_cls: 0.4031, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8806, decode.d6.loss_cls: 0.4023, decode.d6.loss_mask: 0.5763, decode.d6.loss_dice: 0.8668, decode.d7.loss_cls: 0.3966, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8669, decode.d8.loss_cls: 0.3953, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.8666, loss: 21.0432, grad_norm: 117.0846 2023-11-27 01:13:13,017 - mmseg - INFO - Iter [124800/160000] lr: 8.394e-07, eta: 3:41:41, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3840, decode.loss_mask: 0.5725, decode.loss_dice: 0.8755, decode.d0.loss_cls: 2.2137, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0364, decode.d1.loss_cls: 0.5481, decode.d1.loss_mask: 0.6074, decode.d1.loss_dice: 0.9597, decode.d2.loss_cls: 0.4657, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9194, decode.d3.loss_cls: 0.4359, decode.d3.loss_mask: 0.5820, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4141, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8904, decode.d5.loss_cls: 0.4072, decode.d5.loss_mask: 0.5762, decode.d5.loss_dice: 0.8881, decode.d6.loss_cls: 0.3996, decode.d6.loss_mask: 0.5763, decode.d6.loss_dice: 0.8790, decode.d7.loss_cls: 0.3883, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8785, decode.d8.loss_cls: 0.3832, decode.d8.loss_mask: 0.5716, decode.d8.loss_dice: 0.8777, loss: 21.0048, grad_norm: 120.8930 2023-11-27 01:13:33,453 - mmseg - INFO - Iter [124850/160000] lr: 8.382e-07, eta: 3:41:22, time: 0.408, data_time: 0.008, memory: 36416, decode.loss_cls: 0.4177, decode.loss_mask: 0.5904, decode.loss_dice: 0.9154, decode.d0.loss_cls: 2.2797, decode.d0.loss_mask: 0.6510, decode.d0.loss_dice: 1.0851, decode.d1.loss_cls: 0.5890, decode.d1.loss_mask: 0.6207, decode.d1.loss_dice: 0.9946, decode.d2.loss_cls: 0.5026, decode.d2.loss_mask: 0.6052, decode.d2.loss_dice: 0.9520, decode.d3.loss_cls: 0.4636, decode.d3.loss_mask: 0.5972, decode.d3.loss_dice: 0.9312, decode.d4.loss_cls: 0.4483, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.9277, decode.d5.loss_cls: 0.4344, decode.d5.loss_mask: 0.5966, decode.d5.loss_dice: 0.9285, decode.d6.loss_cls: 0.4316, decode.d6.loss_mask: 0.5922, decode.d6.loss_dice: 0.9180, decode.d7.loss_cls: 0.4171, decode.d7.loss_mask: 0.5923, decode.d7.loss_dice: 0.9148, decode.d8.loss_cls: 0.4176, decode.d8.loss_mask: 0.5910, decode.d8.loss_dice: 0.9137, loss: 21.9161, grad_norm: 109.2346 2023-11-27 01:13:53,868 - mmseg - INFO - Iter [124900/160000] lr: 8.370e-07, eta: 3:41:04, time: 0.408, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4217, decode.loss_mask: 0.5887, decode.loss_dice: 0.8819, decode.d0.loss_cls: 2.3248, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0575, decode.d1.loss_cls: 0.6180, decode.d1.loss_mask: 0.6216, decode.d1.loss_dice: 0.9575, decode.d2.loss_cls: 0.5127, decode.d2.loss_mask: 0.6100, decode.d2.loss_dice: 0.9246, decode.d3.loss_cls: 0.4673, decode.d3.loss_mask: 0.6019, decode.d3.loss_dice: 0.9006, decode.d4.loss_cls: 0.4510, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.8954, decode.d5.loss_cls: 0.4333, decode.d5.loss_mask: 0.5966, decode.d5.loss_dice: 0.8989, decode.d6.loss_cls: 0.4260, decode.d6.loss_mask: 0.5962, decode.d6.loss_dice: 0.8917, decode.d7.loss_cls: 0.4211, decode.d7.loss_mask: 0.5944, decode.d7.loss_dice: 0.8854, decode.d8.loss_cls: 0.4199, decode.d8.loss_mask: 0.5894, decode.d8.loss_dice: 0.8875, loss: 21.7288, grad_norm: 122.2198 2023-11-27 01:14:13,696 - mmseg - INFO - Iter [124950/160000] lr: 8.358e-07, eta: 3:40:45, time: 0.397, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4157, decode.loss_mask: 0.5702, decode.loss_dice: 0.8881, decode.d0.loss_cls: 2.2587, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0608, decode.d1.loss_cls: 0.5951, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.9765, decode.d2.loss_cls: 0.5133, decode.d2.loss_mask: 0.5887, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4757, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.9021, decode.d4.loss_cls: 0.4479, decode.d4.loss_mask: 0.5789, decode.d4.loss_dice: 0.9029, decode.d5.loss_cls: 0.4376, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.9037, decode.d6.loss_cls: 0.4326, decode.d6.loss_mask: 0.5763, decode.d6.loss_dice: 0.8886, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5743, decode.d7.loss_dice: 0.8879, decode.d8.loss_cls: 0.4188, decode.d8.loss_mask: 0.5723, decode.d8.loss_dice: 0.8932, loss: 21.5135, grad_norm: 133.3238 2023-11-27 01:14:32,744 - mmseg - INFO - Saving checkpoint at 125000 iterations 2023-11-27 01:14:34,429 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:14:34,430 - mmseg - INFO - Iter [125000/160000] lr: 8.346e-07, eta: 3:40:27, time: 0.415, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4124, decode.loss_mask: 0.5993, decode.loss_dice: 0.8851, decode.d0.loss_cls: 2.3475, decode.d0.loss_mask: 0.6644, decode.d0.loss_dice: 1.0602, decode.d1.loss_cls: 0.6133, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 0.9693, decode.d2.loss_cls: 0.5231, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9270, decode.d3.loss_cls: 0.4729, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.8974, decode.d4.loss_cls: 0.4546, decode.d4.loss_mask: 0.6121, decode.d4.loss_dice: 0.8998, decode.d5.loss_cls: 0.4354, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.8994, decode.d6.loss_cls: 0.4280, decode.d6.loss_mask: 0.6042, decode.d6.loss_dice: 0.8885, decode.d7.loss_cls: 0.4227, decode.d7.loss_mask: 0.6016, decode.d7.loss_dice: 0.8879, decode.d8.loss_cls: 0.4157, decode.d8.loss_mask: 0.6013, decode.d8.loss_dice: 0.8849, loss: 21.8735, grad_norm: 126.7398 2023-11-27 01:14:50,799 - mmseg - INFO - per class results: 2023-11-27 01:14:50,804 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.85 | 86.28 | | building | 82.6 | 90.61 | | sky | 94.83 | 97.57 | | floor | 82.74 | 90.32 | | tree | 75.62 | 87.74 | | ceiling | 84.44 | 92.4 | | road | 85.12 | 92.0 | | bed | 90.37 | 96.0 | | windowpane | 61.5 | 78.87 | | grass | 68.75 | 78.32 | | cabinet | 61.91 | 73.28 | | sidewalk | 70.44 | 81.44 | | person | 83.95 | 91.99 | | earth | 37.13 | 53.83 | | door | 52.3 | 70.76 | | table | 65.15 | 79.08 | | mountain | 59.21 | 73.44 | | plant | 51.8 | 65.52 | | curtain | 75.27 | 85.96 | | chair | 60.68 | 71.24 | | car | 85.44 | 94.37 | | water | 50.16 | 67.55 | | painting | 71.76 | 89.33 | | sofa | 72.44 | 86.1 | | shelf | 47.12 | 68.61 | | house | 46.61 | 73.46 | | sea | 61.09 | 77.16 | | mirror | 66.98 | 81.98 | | rug | 66.89 | 77.59 | | field | 29.4 | 47.68 | | armchair | 50.06 | 70.1 | | seat | 64.07 | 84.55 | | fence | 42.61 | 66.23 | | desk | 50.82 | 72.23 | | rock | 42.14 | 56.79 | | wardrobe | 51.5 | 71.66 | | lamp | 70.73 | 82.66 | | bathtub | 76.84 | 87.04 | | railing | 36.57 | 54.48 | | cushion | 64.7 | 77.03 | | base | 33.68 | 58.18 | | box | 27.22 | 37.05 | | column | 42.46 | 61.44 | | signboard | 37.94 | 59.23 | | chest of drawers | 40.27 | 74.0 | | counter | 32.51 | 50.95 | | sand | 29.49 | 42.76 | | sink | 75.61 | 83.62 | | skyscraper | 43.75 | 48.58 | | fireplace | 71.99 | 90.92 | | refrigerator | 78.56 | 88.89 | | grandstand | 48.93 | 77.84 | | path | 30.72 | 45.96 | | stairs | 35.76 | 46.91 | | runway | 69.65 | 90.47 | | case | 44.96 | 51.38 | | pool table | 94.7 | 97.42 | | pillow | 61.62 | 71.59 | | screen door | 54.29 | 75.05 | | stairway | 33.4 | 43.99 | | river | 10.05 | 28.14 | | bridge | 72.85 | 87.95 | | bookcase | 33.83 | 47.74 | | blind | 48.15 | 58.48 | | coffee table | 61.88 | 81.13 | | toilet | 87.94 | 91.2 | | flower | 39.52 | 59.3 | | book | 50.67 | 70.11 | | hill | 6.43 | 14.67 | | bench | 47.03 | 68.15 | | countertop | 55.11 | 72.25 | | stove | 84.95 | 90.03 | | palm | 54.61 | 78.05 | | kitchen island | 44.25 | 79.55 | | computer | 65.04 | 72.91 | | swivel chair | 45.37 | 64.6 | | boat | 57.42 | 87.09 | | bar | 61.79 | 76.94 | | arcade machine | 40.61 | 44.92 | | hovel | 10.62 | 15.89 | | bus | 80.88 | 95.39 | | towel | 72.37 | 81.53 | | light | 62.5 | 77.33 | | truck | 33.61 | 53.75 | | tower | 6.73 | 9.17 | | chandelier | 70.48 | 84.79 | | awning | 36.44 | 48.6 | | streetlight | 35.76 | 53.32 | | booth | 62.95 | 68.27 | | television receiver | 66.5 | 83.18 | | airplane | 62.3 | 68.66 | | dirt track | 4.24 | 10.98 | | apparel | 31.77 | 50.9 | | pole | 28.6 | 47.03 | | land | 2.97 | 6.4 | | bannister | 16.97 | 30.17 | | escalator | 32.77 | 40.18 | | ottoman | 52.31 | 72.88 | | bottle | 23.76 | 31.62 | | buffet | 42.93 | 58.68 | | poster | 30.81 | 38.11 | | stage | 12.35 | 26.03 | | van | 52.23 | 69.65 | | ship | 10.44 | 10.78 | | fountain | 22.4 | 23.14 | | conveyer belt | 63.29 | 87.44 | | canopy | 29.42 | 36.3 | | washer | 72.4 | 77.15 | | plaything | 42.06 | 64.77 | | swimming pool | 65.72 | 83.44 | | stool | 44.13 | 69.96 | | barrel | 60.88 | 74.46 | | basket | 37.52 | 64.76 | | waterfall | 37.5 | 53.37 | | tent | 94.57 | 97.78 | | bag | 16.45 | 26.48 | | minibike | 70.8 | 88.13 | | cradle | 83.51 | 97.94 | | oven | 58.85 | 72.15 | | ball | 49.68 | 58.07 | | food | 67.12 | 82.69 | | step | 10.27 | 14.95 | | tank | 37.78 | 45.63 | | trade name | 33.29 | 41.65 | | microwave | 83.1 | 91.21 | | pot | 36.8 | 43.69 | | animal | 70.52 | 72.98 | | bicycle | 58.96 | 83.88 | | lake | 0.55 | 0.6 | | dishwasher | 77.02 | 84.0 | | screen | 68.37 | 90.81 | | blanket | 30.08 | 34.72 | | sculpture | 58.0 | 79.95 | | hood | 69.34 | 86.97 | | sconce | 56.66 | 71.57 | | vase | 45.72 | 70.87 | | traffic light | 37.56 | 66.47 | | tray | 19.86 | 29.95 | | ashcan | 41.83 | 67.62 | | fan | 65.77 | 82.96 | | pier | 49.23 | 56.51 | | crt screen | 4.3 | 14.53 | | plate | 56.25 | 77.06 | | monitor | 15.54 | 24.34 | | bulletin board | 57.21 | 66.25 | | shower | 11.17 | 25.62 | | radiator | 69.72 | 84.11 | | glass | 21.95 | 24.92 | | clock | 44.7 | 64.68 | | flag | 48.06 | 52.61 | +---------------------+-------+-------+ 2023-11-27 01:14:50,804 - mmseg - INFO - Summary: 2023-11-27 01:14:50,805 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.47 | 51.09 | 64.9 | +-------+-------+------+ 2023-11-27 01:14:50,839 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_120000.pth was removed 2023-11-27 01:14:52,389 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_125000.pth. 2023-11-27 01:14:52,389 - mmseg - INFO - Best mIoU is 0.5109 at 125000 iter. 2023-11-27 01:14:52,389 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:14:52,389 - mmseg - INFO - Iter(val) [250] aAcc: 0.8347, mIoU: 0.5109, mAcc: 0.6490, IoU.wall: 0.7785, IoU.building: 0.8260, IoU.sky: 0.9483, IoU.floor: 0.8274, IoU.tree: 0.7562, IoU.ceiling: 0.8444, IoU.road: 0.8512, IoU.bed : 0.9037, IoU.windowpane: 0.6150, IoU.grass: 0.6875, IoU.cabinet: 0.6191, IoU.sidewalk: 0.7044, IoU.person: 0.8395, IoU.earth: 0.3713, IoU.door: 0.5230, IoU.table: 0.6515, IoU.mountain: 0.5921, IoU.plant: 0.5180, IoU.curtain: 0.7527, IoU.chair: 0.6068, IoU.car: 0.8544, IoU.water: 0.5016, IoU.painting: 0.7176, IoU.sofa: 0.7244, IoU.shelf: 0.4712, IoU.house: 0.4661, IoU.sea: 0.6109, IoU.mirror: 0.6698, IoU.rug: 0.6689, IoU.field: 0.2940, IoU.armchair: 0.5006, IoU.seat: 0.6407, IoU.fence: 0.4261, IoU.desk: 0.5082, IoU.rock: 0.4214, IoU.wardrobe: 0.5150, IoU.lamp: 0.7073, IoU.bathtub: 0.7684, IoU.railing: 0.3657, IoU.cushion: 0.6470, IoU.base: 0.3368, IoU.box: 0.2722, IoU.column: 0.4246, IoU.signboard: 0.3794, IoU.chest of drawers: 0.4027, IoU.counter: 0.3251, IoU.sand: 0.2949, IoU.sink: 0.7561, IoU.skyscraper: 0.4375, IoU.fireplace: 0.7199, IoU.refrigerator: 0.7856, IoU.grandstand: 0.4893, IoU.path: 0.3072, IoU.stairs: 0.3576, IoU.runway: 0.6965, IoU.case: 0.4496, IoU.pool table: 0.9470, IoU.pillow: 0.6162, IoU.screen door: 0.5429, IoU.stairway: 0.3340, IoU.river: 0.1005, IoU.bridge: 0.7285, IoU.bookcase: 0.3383, IoU.blind: 0.4815, IoU.coffee table: 0.6188, IoU.toilet: 0.8794, IoU.flower: 0.3952, IoU.book: 0.5067, IoU.hill: 0.0643, IoU.bench: 0.4703, IoU.countertop: 0.5511, IoU.stove: 0.8495, IoU.palm: 0.5461, IoU.kitchen island: 0.4425, IoU.computer: 0.6504, IoU.swivel chair: 0.4537, IoU.boat: 0.5742, IoU.bar: 0.6179, IoU.arcade machine: 0.4061, IoU.hovel: 0.1062, IoU.bus: 0.8088, IoU.towel: 0.7237, IoU.light: 0.6250, IoU.truck: 0.3361, IoU.tower: 0.0673, IoU.chandelier: 0.7048, IoU.awning: 0.3644, IoU.streetlight: 0.3576, IoU.booth: 0.6295, IoU.television receiver: 0.6650, IoU.airplane: 0.6230, IoU.dirt track: 0.0424, IoU.apparel: 0.3177, IoU.pole: 0.2860, IoU.land: 0.0297, IoU.bannister: 0.1697, IoU.escalator: 0.3277, IoU.ottoman: 0.5231, IoU.bottle: 0.2376, IoU.buffet: 0.4293, IoU.poster: 0.3081, IoU.stage: 0.1235, IoU.van: 0.5223, IoU.ship: 0.1044, IoU.fountain: 0.2240, IoU.conveyer belt: 0.6329, IoU.canopy: 0.2942, IoU.washer: 0.7240, IoU.plaything: 0.4206, IoU.swimming pool: 0.6572, IoU.stool: 0.4413, IoU.barrel: 0.6088, IoU.basket: 0.3752, IoU.waterfall: 0.3750, IoU.tent: 0.9457, IoU.bag: 0.1645, IoU.minibike: 0.7080, IoU.cradle: 0.8351, IoU.oven: 0.5885, IoU.ball: 0.4968, IoU.food: 0.6712, IoU.step: 0.1027, IoU.tank: 0.3778, IoU.trade name: 0.3329, IoU.microwave: 0.8310, IoU.pot: 0.3680, IoU.animal: 0.7052, IoU.bicycle: 0.5896, IoU.lake: 0.0055, IoU.dishwasher: 0.7702, IoU.screen: 0.6837, IoU.blanket: 0.3008, IoU.sculpture: 0.5800, IoU.hood: 0.6934, IoU.sconce: 0.5666, IoU.vase: 0.4572, IoU.traffic light: 0.3756, IoU.tray: 0.1986, IoU.ashcan: 0.4183, IoU.fan: 0.6577, IoU.pier: 0.4923, IoU.crt screen: 0.0430, IoU.plate: 0.5625, IoU.monitor: 0.1554, IoU.bulletin board: 0.5721, IoU.shower: 0.1117, IoU.radiator: 0.6972, IoU.glass: 0.2195, IoU.clock: 0.4470, IoU.flag: 0.4806, Acc.wall: 0.8628, Acc.building: 0.9061, Acc.sky: 0.9757, Acc.floor: 0.9032, Acc.tree: 0.8774, Acc.ceiling: 0.9240, Acc.road: 0.9200, Acc.bed : 0.9600, Acc.windowpane: 0.7887, Acc.grass: 0.7832, Acc.cabinet: 0.7328, Acc.sidewalk: 0.8144, Acc.person: 0.9199, Acc.earth: 0.5383, Acc.door: 0.7076, Acc.table: 0.7908, Acc.mountain: 0.7344, Acc.plant: 0.6552, Acc.curtain: 0.8596, Acc.chair: 0.7124, Acc.car: 0.9437, Acc.water: 0.6755, Acc.painting: 0.8933, Acc.sofa: 0.8610, Acc.shelf: 0.6861, Acc.house: 0.7346, Acc.sea: 0.7716, Acc.mirror: 0.8198, Acc.rug: 0.7759, Acc.field: 0.4768, Acc.armchair: 0.7010, Acc.seat: 0.8455, Acc.fence: 0.6623, Acc.desk: 0.7223, Acc.rock: 0.5679, Acc.wardrobe: 0.7166, Acc.lamp: 0.8266, Acc.bathtub: 0.8704, Acc.railing: 0.5448, Acc.cushion: 0.7703, Acc.base: 0.5818, Acc.box: 0.3705, Acc.column: 0.6144, Acc.signboard: 0.5923, Acc.chest of drawers: 0.7400, Acc.counter: 0.5095, Acc.sand: 0.4276, Acc.sink: 0.8362, Acc.skyscraper: 0.4858, Acc.fireplace: 0.9092, Acc.refrigerator: 0.8889, Acc.grandstand: 0.7784, Acc.path: 0.4596, Acc.stairs: 0.4691, Acc.runway: 0.9047, Acc.case: 0.5138, Acc.pool table: 0.9742, Acc.pillow: 0.7159, Acc.screen door: 0.7505, Acc.stairway: 0.4399, Acc.river: 0.2814, Acc.bridge: 0.8795, Acc.bookcase: 0.4774, Acc.blind: 0.5848, Acc.coffee table: 0.8113, Acc.toilet: 0.9120, Acc.flower: 0.5930, Acc.book: 0.7011, Acc.hill: 0.1467, Acc.bench: 0.6815, Acc.countertop: 0.7225, Acc.stove: 0.9003, Acc.palm: 0.7805, Acc.kitchen island: 0.7955, Acc.computer: 0.7291, Acc.swivel chair: 0.6460, Acc.boat: 0.8709, Acc.bar: 0.7694, Acc.arcade machine: 0.4492, Acc.hovel: 0.1589, Acc.bus: 0.9539, Acc.towel: 0.8153, Acc.light: 0.7733, Acc.truck: 0.5375, Acc.tower: 0.0917, Acc.chandelier: 0.8479, Acc.awning: 0.4860, Acc.streetlight: 0.5332, Acc.booth: 0.6827, Acc.television receiver: 0.8318, Acc.airplane: 0.6866, Acc.dirt track: 0.1098, Acc.apparel: 0.5090, Acc.pole: 0.4703, Acc.land: 0.0640, Acc.bannister: 0.3017, Acc.escalator: 0.4018, Acc.ottoman: 0.7288, Acc.bottle: 0.3162, Acc.buffet: 0.5868, Acc.poster: 0.3811, Acc.stage: 0.2603, Acc.van: 0.6965, Acc.ship: 0.1078, Acc.fountain: 0.2314, Acc.conveyer belt: 0.8744, Acc.canopy: 0.3630, Acc.washer: 0.7715, Acc.plaything: 0.6477, Acc.swimming pool: 0.8344, Acc.stool: 0.6996, Acc.barrel: 0.7446, Acc.basket: 0.6476, Acc.waterfall: 0.5337, Acc.tent: 0.9778, Acc.bag: 0.2648, Acc.minibike: 0.8813, Acc.cradle: 0.9794, Acc.oven: 0.7215, Acc.ball: 0.5807, Acc.food: 0.8269, Acc.step: 0.1495, Acc.tank: 0.4563, Acc.trade name: 0.4165, Acc.microwave: 0.9121, Acc.pot: 0.4369, Acc.animal: 0.7298, Acc.bicycle: 0.8388, Acc.lake: 0.0060, Acc.dishwasher: 0.8400, Acc.screen: 0.9081, Acc.blanket: 0.3472, Acc.sculpture: 0.7995, Acc.hood: 0.8697, Acc.sconce: 0.7157, Acc.vase: 0.7087, Acc.traffic light: 0.6647, Acc.tray: 0.2995, Acc.ashcan: 0.6762, Acc.fan: 0.8296, Acc.pier: 0.5651, Acc.crt screen: 0.1453, Acc.plate: 0.7706, Acc.monitor: 0.2434, Acc.bulletin board: 0.6625, Acc.shower: 0.2562, Acc.radiator: 0.8411, Acc.glass: 0.2492, Acc.clock: 0.6468, Acc.flag: 0.5261 2023-11-27 01:15:13,166 - mmseg - INFO - Iter [125050/160000] lr: 8.334e-07, eta: 3:40:14, time: 0.775, data_time: 0.415, memory: 36416, decode.loss_cls: 0.3896, decode.loss_mask: 0.5730, decode.loss_dice: 0.8783, decode.d0.loss_cls: 2.2607, decode.d0.loss_mask: 0.6434, decode.d0.loss_dice: 1.0425, decode.d1.loss_cls: 0.5794, decode.d1.loss_mask: 0.6097, decode.d1.loss_dice: 0.9608, decode.d2.loss_cls: 0.4798, decode.d2.loss_mask: 0.5965, decode.d2.loss_dice: 0.9190, decode.d3.loss_cls: 0.4504, decode.d3.loss_mask: 0.5826, decode.d3.loss_dice: 0.8958, decode.d4.loss_cls: 0.4281, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8909, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5788, decode.d5.loss_dice: 0.8879, decode.d6.loss_cls: 0.4073, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8807, decode.d7.loss_cls: 0.3949, decode.d7.loss_mask: 0.5771, decode.d7.loss_dice: 0.8826, decode.d8.loss_cls: 0.3920, decode.d8.loss_mask: 0.5755, decode.d8.loss_dice: 0.8790, loss: 21.2141, grad_norm: 123.0934 2023-11-27 01:15:31,702 - mmseg - INFO - Iter [125100/160000] lr: 8.322e-07, eta: 3:39:55, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4247, decode.loss_mask: 0.6033, decode.loss_dice: 0.8973, decode.d0.loss_cls: 2.2937, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0787, decode.d1.loss_cls: 0.6294, decode.d1.loss_mask: 0.6416, decode.d1.loss_dice: 0.9862, decode.d2.loss_cls: 0.5273, decode.d2.loss_mask: 0.6235, decode.d2.loss_dice: 0.9492, decode.d3.loss_cls: 0.4876, decode.d3.loss_mask: 0.6165, decode.d3.loss_dice: 0.9144, decode.d4.loss_cls: 0.4576, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.9181, decode.d5.loss_cls: 0.4565, decode.d5.loss_mask: 0.6107, decode.d5.loss_dice: 0.9154, decode.d6.loss_cls: 0.4417, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.8992, decode.d7.loss_cls: 0.4301, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.8997, decode.d8.loss_cls: 0.4265, decode.d8.loss_mask: 0.6023, decode.d8.loss_dice: 0.9017, loss: 22.1252, grad_norm: 128.5182 2023-11-27 01:15:50,004 - mmseg - INFO - Iter [125150/160000] lr: 8.310e-07, eta: 3:39:36, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4258, decode.loss_mask: 0.5784, decode.loss_dice: 0.8912, decode.d0.loss_cls: 2.2370, decode.d0.loss_mask: 0.6549, decode.d0.loss_dice: 1.0739, decode.d1.loss_cls: 0.6100, decode.d1.loss_mask: 0.6178, decode.d1.loss_dice: 0.9673, decode.d2.loss_cls: 0.5092, decode.d2.loss_mask: 0.6017, decode.d2.loss_dice: 0.9273, decode.d3.loss_cls: 0.4800, decode.d3.loss_mask: 0.5940, decode.d3.loss_dice: 0.9058, decode.d4.loss_cls: 0.4654, decode.d4.loss_mask: 0.5890, decode.d4.loss_dice: 0.9037, decode.d5.loss_cls: 0.4458, decode.d5.loss_mask: 0.5889, decode.d5.loss_dice: 0.9047, decode.d6.loss_cls: 0.4346, decode.d6.loss_mask: 0.5861, decode.d6.loss_dice: 0.8923, decode.d7.loss_cls: 0.4305, decode.d7.loss_mask: 0.5818, decode.d7.loss_dice: 0.8941, decode.d8.loss_cls: 0.4277, decode.d8.loss_mask: 0.5800, decode.d8.loss_dice: 0.8919, loss: 21.6907, grad_norm: 116.4707 2023-11-27 01:16:08,344 - mmseg - INFO - Iter [125200/160000] lr: 8.298e-07, eta: 3:39:16, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4079, decode.loss_mask: 0.5508, decode.loss_dice: 0.8553, decode.d0.loss_cls: 2.3185, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0330, decode.d1.loss_cls: 0.5951, decode.d1.loss_mask: 0.5883, decode.d1.loss_dice: 0.9424, decode.d2.loss_cls: 0.4939, decode.d2.loss_mask: 0.5688, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4669, decode.d3.loss_mask: 0.5619, decode.d3.loss_dice: 0.8755, decode.d4.loss_cls: 0.4411, decode.d4.loss_mask: 0.5595, decode.d4.loss_dice: 0.8750, decode.d5.loss_cls: 0.4304, decode.d5.loss_mask: 0.5599, decode.d5.loss_dice: 0.8725, decode.d6.loss_cls: 0.4206, decode.d6.loss_mask: 0.5553, decode.d6.loss_dice: 0.8605, decode.d7.loss_cls: 0.4146, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8626, decode.d8.loss_cls: 0.4130, decode.d8.loss_mask: 0.5519, decode.d8.loss_dice: 0.8597, loss: 21.0025, grad_norm: 110.0353 2023-11-27 01:16:26,732 - mmseg - INFO - Iter [125250/160000] lr: 8.286e-07, eta: 3:38:57, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4047, decode.loss_mask: 0.5648, decode.loss_dice: 0.8587, decode.d0.loss_cls: 2.2809, decode.d0.loss_mask: 0.6268, decode.d0.loss_dice: 1.0325, decode.d1.loss_cls: 0.5855, decode.d1.loss_mask: 0.5984, decode.d1.loss_dice: 0.9371, decode.d2.loss_cls: 0.4933, decode.d2.loss_mask: 0.5855, decode.d2.loss_dice: 0.9071, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.8775, decode.d4.loss_cls: 0.4327, decode.d4.loss_mask: 0.5716, decode.d4.loss_dice: 0.8745, decode.d5.loss_cls: 0.4177, decode.d5.loss_mask: 0.5721, decode.d5.loss_dice: 0.8756, decode.d6.loss_cls: 0.4205, decode.d6.loss_mask: 0.5676, decode.d6.loss_dice: 0.8642, decode.d7.loss_cls: 0.4083, decode.d7.loss_mask: 0.5649, decode.d7.loss_dice: 0.8616, decode.d8.loss_cls: 0.3997, decode.d8.loss_mask: 0.5668, decode.d8.loss_dice: 0.8607, loss: 21.0371, grad_norm: 126.3958 2023-11-27 01:16:45,087 - mmseg - INFO - Iter [125300/160000] lr: 8.274e-07, eta: 3:38:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4095, decode.loss_mask: 0.5730, decode.loss_dice: 0.8670, decode.d0.loss_cls: 2.2592, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 1.0422, decode.d1.loss_cls: 0.5864, decode.d1.loss_mask: 0.6087, decode.d1.loss_dice: 0.9407, decode.d2.loss_cls: 0.4968, decode.d2.loss_mask: 0.5923, decode.d2.loss_dice: 0.9100, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8812, decode.d4.loss_cls: 0.4424, decode.d4.loss_mask: 0.5779, decode.d4.loss_dice: 0.8797, decode.d5.loss_cls: 0.4309, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.8756, decode.d6.loss_cls: 0.4239, decode.d6.loss_mask: 0.5741, decode.d6.loss_dice: 0.8650, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5733, decode.d7.loss_dice: 0.8672, decode.d8.loss_cls: 0.4104, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8650, loss: 21.1982, grad_norm: 130.4163 2023-11-27 01:17:03,567 - mmseg - INFO - Iter [125350/160000] lr: 8.263e-07, eta: 3:38:19, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4079, decode.loss_mask: 0.5825, decode.loss_dice: 0.8736, decode.d0.loss_cls: 2.2559, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0471, decode.d1.loss_cls: 0.5917, decode.d1.loss_mask: 0.6205, decode.d1.loss_dice: 0.9538, decode.d2.loss_cls: 0.4907, decode.d2.loss_mask: 0.6009, decode.d2.loss_dice: 0.9152, decode.d3.loss_cls: 0.4625, decode.d3.loss_mask: 0.5919, decode.d3.loss_dice: 0.8864, decode.d4.loss_cls: 0.4471, decode.d4.loss_mask: 0.5894, decode.d4.loss_dice: 0.8855, decode.d5.loss_cls: 0.4275, decode.d5.loss_mask: 0.5876, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.4188, decode.d6.loss_mask: 0.5884, decode.d6.loss_dice: 0.8734, decode.d7.loss_cls: 0.4098, decode.d7.loss_mask: 0.5844, decode.d7.loss_dice: 0.8740, decode.d8.loss_cls: 0.4031, decode.d8.loss_mask: 0.5838, decode.d8.loss_dice: 0.8717, loss: 21.3513, grad_norm: 124.0111 2023-11-27 01:17:21,897 - mmseg - INFO - Iter [125400/160000] lr: 8.251e-07, eta: 3:38:00, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3800, decode.loss_mask: 0.5734, decode.loss_dice: 0.8797, decode.d0.loss_cls: 2.2774, decode.d0.loss_mask: 0.6481, decode.d0.loss_dice: 1.0522, decode.d1.loss_cls: 0.5637, decode.d1.loss_mask: 0.6130, decode.d1.loss_dice: 0.9682, decode.d2.loss_cls: 0.4734, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.9182, decode.d3.loss_cls: 0.4358, decode.d3.loss_mask: 0.5831, decode.d3.loss_dice: 0.8938, decode.d4.loss_cls: 0.4109, decode.d4.loss_mask: 0.5823, decode.d4.loss_dice: 0.8937, decode.d5.loss_cls: 0.3980, decode.d5.loss_mask: 0.5781, decode.d5.loss_dice: 0.8912, decode.d6.loss_cls: 0.3909, decode.d6.loss_mask: 0.5783, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.3876, decode.d7.loss_mask: 0.5742, decode.d7.loss_dice: 0.8792, decode.d8.loss_cls: 0.3795, decode.d8.loss_mask: 0.5740, decode.d8.loss_dice: 0.8802, loss: 21.1310, grad_norm: 122.5572 2023-11-27 01:17:40,336 - mmseg - INFO - Iter [125450/160000] lr: 8.239e-07, eta: 3:37:41, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4172, decode.loss_mask: 0.5865, decode.loss_dice: 0.9117, decode.d0.loss_cls: 2.2654, decode.d0.loss_mask: 0.6630, decode.d0.loss_dice: 1.0799, decode.d1.loss_cls: 0.5992, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9959, decode.d2.loss_cls: 0.5034, decode.d2.loss_mask: 0.6024, decode.d2.loss_dice: 0.9564, decode.d3.loss_cls: 0.4624, decode.d3.loss_mask: 0.5957, decode.d3.loss_dice: 0.9330, decode.d4.loss_cls: 0.4505, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.9266, decode.d5.loss_cls: 0.4395, decode.d5.loss_mask: 0.5912, decode.d5.loss_dice: 0.9249, decode.d6.loss_cls: 0.4223, decode.d6.loss_mask: 0.5903, decode.d6.loss_dice: 0.9177, decode.d7.loss_cls: 0.4199, decode.d7.loss_mask: 0.5876, decode.d7.loss_dice: 0.9132, decode.d8.loss_cls: 0.4164, decode.d8.loss_mask: 0.5873, decode.d8.loss_dice: 0.9158, loss: 21.8902, grad_norm: 115.9479 2023-11-27 01:17:58,573 - mmseg - INFO - Iter [125500/160000] lr: 8.227e-07, eta: 3:37:22, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3733, decode.loss_mask: 0.6026, decode.loss_dice: 0.9010, decode.d0.loss_cls: 2.2958, decode.d0.loss_mask: 0.6703, decode.d0.loss_dice: 1.0653, decode.d1.loss_cls: 0.5700, decode.d1.loss_mask: 0.6390, decode.d1.loss_dice: 0.9826, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.6182, decode.d2.loss_dice: 0.9383, decode.d3.loss_cls: 0.4328, decode.d3.loss_mask: 0.6078, decode.d3.loss_dice: 0.9176, decode.d4.loss_cls: 0.4107, decode.d4.loss_mask: 0.6111, decode.d4.loss_dice: 0.9188, decode.d5.loss_cls: 0.4009, decode.d5.loss_mask: 0.6066, decode.d5.loss_dice: 0.9171, decode.d6.loss_cls: 0.3859, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.9104, decode.d7.loss_cls: 0.3807, decode.d7.loss_mask: 0.6033, decode.d7.loss_dice: 0.9060, decode.d8.loss_cls: 0.3835, decode.d8.loss_mask: 0.6016, decode.d8.loss_dice: 0.9025, loss: 21.6350, grad_norm: 116.2070 2023-11-27 01:18:16,855 - mmseg - INFO - Iter [125550/160000] lr: 8.215e-07, eta: 3:37:03, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3881, decode.loss_mask: 0.5698, decode.loss_dice: 0.8746, decode.d0.loss_cls: 2.3138, decode.d0.loss_mask: 0.6334, decode.d0.loss_dice: 1.0416, decode.d1.loss_cls: 0.5881, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9599, decode.d2.loss_cls: 0.4918, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4456, decode.d3.loss_mask: 0.5804, decode.d3.loss_dice: 0.8932, decode.d4.loss_cls: 0.4287, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8931, decode.d5.loss_cls: 0.4129, decode.d5.loss_mask: 0.5782, decode.d5.loss_dice: 0.8877, decode.d6.loss_cls: 0.4085, decode.d6.loss_mask: 0.5729, decode.d6.loss_dice: 0.8808, decode.d7.loss_cls: 0.3998, decode.d7.loss_mask: 0.5722, decode.d7.loss_dice: 0.8807, decode.d8.loss_cls: 0.3946, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8748, loss: 21.2277, grad_norm: 126.7768 2023-11-27 01:18:35,126 - mmseg - INFO - Iter [125600/160000] lr: 8.203e-07, eta: 3:36:44, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4069, decode.loss_mask: 0.5807, decode.loss_dice: 0.8951, decode.d0.loss_cls: 2.3463, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 1.0613, decode.d1.loss_cls: 0.5983, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9737, decode.d2.loss_cls: 0.5010, decode.d2.loss_mask: 0.6016, decode.d2.loss_dice: 0.9335, decode.d3.loss_cls: 0.4679, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.9069, decode.d4.loss_cls: 0.4459, decode.d4.loss_mask: 0.5876, decode.d4.loss_dice: 0.9058, decode.d5.loss_cls: 0.4254, decode.d5.loss_mask: 0.5858, decode.d5.loss_dice: 0.9042, decode.d6.loss_cls: 0.4255, decode.d6.loss_mask: 0.5849, decode.d6.loss_dice: 0.8938, decode.d7.loss_cls: 0.4221, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4106, decode.d8.loss_mask: 0.5834, decode.d8.loss_dice: 0.8955, loss: 21.6597, grad_norm: 123.9251 2023-11-27 01:18:53,647 - mmseg - INFO - Iter [125650/160000] lr: 8.191e-07, eta: 3:36:25, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4419, decode.loss_mask: 0.5668, decode.loss_dice: 0.8710, decode.d0.loss_cls: 2.2864, decode.d0.loss_mask: 0.6374, decode.d0.loss_dice: 1.0431, decode.d1.loss_cls: 0.6168, decode.d1.loss_mask: 0.6044, decode.d1.loss_dice: 0.9602, decode.d2.loss_cls: 0.5340, decode.d2.loss_mask: 0.5893, decode.d2.loss_dice: 0.9203, decode.d3.loss_cls: 0.4878, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8958, decode.d4.loss_cls: 0.4667, decode.d4.loss_mask: 0.5790, decode.d4.loss_dice: 0.8914, decode.d5.loss_cls: 0.4565, decode.d5.loss_mask: 0.5759, decode.d5.loss_dice: 0.8862, decode.d6.loss_cls: 0.4444, decode.d6.loss_mask: 0.5729, decode.d6.loss_dice: 0.8813, decode.d7.loss_cls: 0.4447, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8752, decode.d8.loss_cls: 0.4457, decode.d8.loss_mask: 0.5680, decode.d8.loss_dice: 0.8730, loss: 21.5654, grad_norm: 118.0246 2023-11-27 01:19:11,811 - mmseg - INFO - Iter [125700/160000] lr: 8.179e-07, eta: 3:36:06, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3902, decode.loss_mask: 0.5800, decode.loss_dice: 0.8621, decode.d0.loss_cls: 2.2053, decode.d0.loss_mask: 0.6440, decode.d0.loss_dice: 1.0232, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.6114, decode.d1.loss_dice: 0.9469, decode.d2.loss_cls: 0.4890, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9011, decode.d3.loss_cls: 0.4471, decode.d3.loss_mask: 0.5887, decode.d3.loss_dice: 0.8785, decode.d4.loss_cls: 0.4155, decode.d4.loss_mask: 0.5853, decode.d4.loss_dice: 0.8765, decode.d5.loss_cls: 0.4112, decode.d5.loss_mask: 0.5827, decode.d5.loss_dice: 0.8712, decode.d6.loss_cls: 0.4082, decode.d6.loss_mask: 0.5810, decode.d6.loss_dice: 0.8621, decode.d7.loss_cls: 0.3945, decode.d7.loss_mask: 0.5801, decode.d7.loss_dice: 0.8643, decode.d8.loss_cls: 0.3959, decode.d8.loss_mask: 0.5795, decode.d8.loss_dice: 0.8649, loss: 21.0048, grad_norm: 132.1231 2023-11-27 01:19:30,271 - mmseg - INFO - Iter [125750/160000] lr: 8.167e-07, eta: 3:35:47, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4006, decode.loss_mask: 0.5644, decode.loss_dice: 0.8928, decode.d0.loss_cls: 2.2909, decode.d0.loss_mask: 0.6293, decode.d0.loss_dice: 1.0536, decode.d1.loss_cls: 0.5865, decode.d1.loss_mask: 0.5983, decode.d1.loss_dice: 0.9705, decode.d2.loss_cls: 0.5039, decode.d2.loss_mask: 0.5814, decode.d2.loss_dice: 0.9313, decode.d3.loss_cls: 0.4473, decode.d3.loss_mask: 0.5736, decode.d3.loss_dice: 0.9037, decode.d4.loss_cls: 0.4348, decode.d4.loss_mask: 0.5733, decode.d4.loss_dice: 0.9008, decode.d5.loss_cls: 0.4236, decode.d5.loss_mask: 0.5703, decode.d5.loss_dice: 0.8987, decode.d6.loss_cls: 0.4157, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8940, decode.d7.loss_cls: 0.4027, decode.d7.loss_mask: 0.5668, decode.d7.loss_dice: 0.8927, decode.d8.loss_cls: 0.4000, decode.d8.loss_mask: 0.5663, decode.d8.loss_dice: 0.8950, loss: 21.3313, grad_norm: 117.3204 2023-11-27 01:19:48,562 - mmseg - INFO - Iter [125800/160000] lr: 8.155e-07, eta: 3:35:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4217, decode.loss_mask: 0.5757, decode.loss_dice: 0.8836, decode.d0.loss_cls: 2.3418, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 1.0402, decode.d1.loss_cls: 0.6025, decode.d1.loss_mask: 0.6146, decode.d1.loss_dice: 0.9672, decode.d2.loss_cls: 0.5113, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9319, decode.d3.loss_cls: 0.4717, decode.d3.loss_mask: 0.5918, decode.d3.loss_dice: 0.9010, decode.d4.loss_cls: 0.4456, decode.d4.loss_mask: 0.5889, decode.d4.loss_dice: 0.9036, decode.d5.loss_cls: 0.4349, decode.d5.loss_mask: 0.5830, decode.d5.loss_dice: 0.9016, decode.d6.loss_cls: 0.4351, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8911, decode.d7.loss_cls: 0.4221, decode.d7.loss_mask: 0.5781, decode.d7.loss_dice: 0.8883, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5763, decode.d8.loss_dice: 0.8888, loss: 21.6311, grad_norm: 128.6474 2023-11-27 01:20:06,840 - mmseg - INFO - Iter [125850/160000] lr: 8.143e-07, eta: 3:35:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3809, decode.loss_mask: 0.5632, decode.loss_dice: 0.8549, decode.d0.loss_cls: 2.2990, decode.d0.loss_mask: 0.6246, decode.d0.loss_dice: 1.0310, decode.d1.loss_cls: 0.5785, decode.d1.loss_mask: 0.5965, decode.d1.loss_dice: 0.9411, decode.d2.loss_cls: 0.4815, decode.d2.loss_mask: 0.5816, decode.d2.loss_dice: 0.9031, decode.d3.loss_cls: 0.4422, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8734, decode.d4.loss_cls: 0.4135, decode.d4.loss_mask: 0.5737, decode.d4.loss_dice: 0.8728, decode.d5.loss_cls: 0.4069, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8652, decode.d6.loss_cls: 0.3980, decode.d6.loss_mask: 0.5673, decode.d6.loss_dice: 0.8595, decode.d7.loss_cls: 0.3912, decode.d7.loss_mask: 0.5665, decode.d7.loss_dice: 0.8582, decode.d8.loss_cls: 0.3821, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.8624, loss: 20.8801, grad_norm: 119.0699 2023-11-27 01:20:25,205 - mmseg - INFO - Iter [125900/160000] lr: 8.131e-07, eta: 3:34:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3898, decode.loss_mask: 0.5640, decode.loss_dice: 0.8796, decode.d0.loss_cls: 2.3113, decode.d0.loss_mask: 0.6319, decode.d0.loss_dice: 1.0485, decode.d1.loss_cls: 0.5893, decode.d1.loss_mask: 0.6010, decode.d1.loss_dice: 0.9631, decode.d2.loss_cls: 0.5022, decode.d2.loss_mask: 0.5822, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4525, decode.d3.loss_mask: 0.5756, decode.d3.loss_dice: 0.8911, decode.d4.loss_cls: 0.4330, decode.d4.loss_mask: 0.5711, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4169, decode.d5.loss_mask: 0.5692, decode.d5.loss_dice: 0.8907, decode.d6.loss_cls: 0.4075, decode.d6.loss_mask: 0.5657, decode.d6.loss_dice: 0.8796, decode.d7.loss_cls: 0.4054, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8818, decode.d8.loss_cls: 0.3944, decode.d8.loss_mask: 0.5633, decode.d8.loss_dice: 0.8846, loss: 21.2202, grad_norm: 106.7976 2023-11-27 01:20:43,484 - mmseg - INFO - Iter [125950/160000] lr: 8.119e-07, eta: 3:34:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4347, decode.loss_mask: 0.5929, decode.loss_dice: 0.9146, decode.d0.loss_cls: 2.3090, decode.d0.loss_mask: 0.6664, decode.d0.loss_dice: 1.0878, decode.d1.loss_cls: 0.6119, decode.d1.loss_mask: 0.6243, decode.d1.loss_dice: 0.9976, decode.d2.loss_cls: 0.5148, decode.d2.loss_mask: 0.6115, decode.d2.loss_dice: 0.9590, decode.d3.loss_cls: 0.4951, decode.d3.loss_mask: 0.5997, decode.d3.loss_dice: 0.9263, decode.d4.loss_cls: 0.4652, decode.d4.loss_mask: 0.5962, decode.d4.loss_dice: 0.9298, decode.d5.loss_cls: 0.4568, decode.d5.loss_mask: 0.5971, decode.d5.loss_dice: 0.9267, decode.d6.loss_cls: 0.4437, decode.d6.loss_mask: 0.5964, decode.d6.loss_dice: 0.9228, decode.d7.loss_cls: 0.4364, decode.d7.loss_mask: 0.5957, decode.d7.loss_dice: 0.9198, decode.d8.loss_cls: 0.4395, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.9167, loss: 22.1818, grad_norm: 119.5407 2023-11-27 01:21:01,824 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:21:01,824 - mmseg - INFO - Iter [126000/160000] lr: 8.108e-07, eta: 3:34:12, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4097, decode.loss_mask: 0.5715, decode.loss_dice: 0.8756, decode.d0.loss_cls: 2.2854, decode.d0.loss_mask: 0.6485, decode.d0.loss_dice: 1.0631, decode.d1.loss_cls: 0.6174, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9726, decode.d2.loss_cls: 0.5286, decode.d2.loss_mask: 0.5906, decode.d2.loss_dice: 0.9310, decode.d3.loss_cls: 0.4771, decode.d3.loss_mask: 0.5779, decode.d3.loss_dice: 0.8971, decode.d4.loss_cls: 0.4474, decode.d4.loss_mask: 0.5760, decode.d4.loss_dice: 0.8935, decode.d5.loss_cls: 0.4345, decode.d5.loss_mask: 0.5780, decode.d5.loss_dice: 0.8957, decode.d6.loss_cls: 0.4241, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8846, decode.d7.loss_cls: 0.4228, decode.d7.loss_mask: 0.5711, decode.d7.loss_dice: 0.8807, decode.d8.loss_cls: 0.4126, decode.d8.loss_mask: 0.5724, decode.d8.loss_dice: 0.8815, loss: 21.5015, grad_norm: 120.8590 2023-11-27 01:21:20,071 - mmseg - INFO - Iter [126050/160000] lr: 8.096e-07, eta: 3:33:53, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4032, decode.loss_mask: 0.5754, decode.loss_dice: 0.8730, decode.d0.loss_cls: 2.2284, decode.d0.loss_mask: 0.6355, decode.d0.loss_dice: 1.0345, decode.d1.loss_cls: 0.5786, decode.d1.loss_mask: 0.6110, decode.d1.loss_dice: 0.9516, decode.d2.loss_cls: 0.4877, decode.d2.loss_mask: 0.5952, decode.d2.loss_dice: 0.9134, decode.d3.loss_cls: 0.4543, decode.d3.loss_mask: 0.5873, decode.d3.loss_dice: 0.8861, decode.d4.loss_cls: 0.4338, decode.d4.loss_mask: 0.5840, decode.d4.loss_dice: 0.8871, decode.d5.loss_cls: 0.4168, decode.d5.loss_mask: 0.5812, decode.d5.loss_dice: 0.8841, decode.d6.loss_cls: 0.4154, decode.d6.loss_mask: 0.5793, decode.d6.loss_dice: 0.8751, decode.d7.loss_cls: 0.4087, decode.d7.loss_mask: 0.5778, decode.d7.loss_dice: 0.8744, decode.d8.loss_cls: 0.3974, decode.d8.loss_mask: 0.5764, decode.d8.loss_dice: 0.8756, loss: 21.1824, grad_norm: 126.2384 2023-11-27 01:21:39,739 - mmseg - INFO - Iter [126100/160000] lr: 8.084e-07, eta: 3:33:34, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3929, decode.loss_mask: 0.5605, decode.loss_dice: 0.8491, decode.d0.loss_cls: 2.3078, decode.d0.loss_mask: 0.6270, decode.d0.loss_dice: 1.0157, decode.d1.loss_cls: 0.5734, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9285, decode.d2.loss_cls: 0.4915, decode.d2.loss_mask: 0.5796, decode.d2.loss_dice: 0.8895, decode.d3.loss_cls: 0.4489, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8616, decode.d4.loss_cls: 0.4182, decode.d4.loss_mask: 0.5687, decode.d4.loss_dice: 0.8618, decode.d5.loss_cls: 0.4072, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8609, decode.d6.loss_cls: 0.3997, decode.d6.loss_mask: 0.5634, decode.d6.loss_dice: 0.8531, decode.d7.loss_cls: 0.3905, decode.d7.loss_mask: 0.5628, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3882, decode.d8.loss_mask: 0.5623, decode.d8.loss_dice: 0.8476, loss: 20.8036, grad_norm: 112.2972 2023-11-27 01:21:58,701 - mmseg - INFO - Iter [126150/160000] lr: 8.072e-07, eta: 3:33:15, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3887, decode.loss_mask: 0.5856, decode.loss_dice: 0.8970, decode.d0.loss_cls: 2.2261, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0615, decode.d1.loss_cls: 0.5692, decode.d1.loss_mask: 0.6190, decode.d1.loss_dice: 0.9811, decode.d2.loss_cls: 0.4819, decode.d2.loss_mask: 0.6061, decode.d2.loss_dice: 0.9395, decode.d3.loss_cls: 0.4342, decode.d3.loss_mask: 0.5937, decode.d3.loss_dice: 0.9110, decode.d4.loss_cls: 0.4191, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.9088, decode.d5.loss_cls: 0.4011, decode.d5.loss_mask: 0.5916, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.5884, decode.d6.loss_dice: 0.8968, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8975, decode.d8.loss_cls: 0.3829, decode.d8.loss_mask: 0.5876, decode.d8.loss_dice: 0.9002, loss: 21.3905, grad_norm: 113.0049 2023-11-27 01:22:18,931 - mmseg - INFO - Iter [126200/160000] lr: 8.060e-07, eta: 3:32:56, time: 0.406, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4119, decode.loss_mask: 0.5794, decode.loss_dice: 0.8809, decode.d0.loss_cls: 2.2527, decode.d0.loss_mask: 0.6462, decode.d0.loss_dice: 1.0494, decode.d1.loss_cls: 0.5777, decode.d1.loss_mask: 0.6122, decode.d1.loss_dice: 0.9625, decode.d2.loss_cls: 0.4985, decode.d2.loss_mask: 0.5966, decode.d2.loss_dice: 0.9277, decode.d3.loss_cls: 0.4624, decode.d3.loss_mask: 0.5932, decode.d3.loss_dice: 0.8980, decode.d4.loss_cls: 0.4415, decode.d4.loss_mask: 0.5858, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4275, decode.d5.loss_mask: 0.5845, decode.d5.loss_dice: 0.8999, decode.d6.loss_cls: 0.4203, decode.d6.loss_mask: 0.5843, decode.d6.loss_dice: 0.8818, decode.d7.loss_cls: 0.4139, decode.d7.loss_mask: 0.5818, decode.d7.loss_dice: 0.8821, decode.d8.loss_cls: 0.4100, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.8813, loss: 21.4218, grad_norm: 110.6593 2023-11-27 01:22:37,281 - mmseg - INFO - Iter [126250/160000] lr: 8.048e-07, eta: 3:32:37, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4038, decode.loss_mask: 0.5853, decode.loss_dice: 0.8849, decode.d0.loss_cls: 2.2008, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 1.0418, decode.d1.loss_cls: 0.5836, decode.d1.loss_mask: 0.6201, decode.d1.loss_dice: 0.9685, decode.d2.loss_cls: 0.4990, decode.d2.loss_mask: 0.6055, decode.d2.loss_dice: 0.9247, decode.d3.loss_cls: 0.4578, decode.d3.loss_mask: 0.5973, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.9039, decode.d5.loss_cls: 0.4314, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.8999, decode.d6.loss_cls: 0.4139, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8889, decode.d7.loss_cls: 0.4077, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.3992, decode.d8.loss_mask: 0.5862, decode.d8.loss_dice: 0.8897, loss: 21.4390, grad_norm: 131.6867 2023-11-27 01:22:55,547 - mmseg - INFO - Iter [126300/160000] lr: 8.036e-07, eta: 3:32:18, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3784, decode.loss_mask: 0.5771, decode.loss_dice: 0.8860, decode.d0.loss_cls: 2.2835, decode.d0.loss_mask: 0.6440, decode.d0.loss_dice: 1.0606, decode.d1.loss_cls: 0.5700, decode.d1.loss_mask: 0.6079, decode.d1.loss_dice: 0.9669, decode.d2.loss_cls: 0.4744, decode.d2.loss_mask: 0.5963, decode.d2.loss_dice: 0.9250, decode.d3.loss_cls: 0.4364, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.9015, decode.d4.loss_cls: 0.4210, decode.d4.loss_mask: 0.5813, decode.d4.loss_dice: 0.9027, decode.d5.loss_cls: 0.4025, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8984, decode.d6.loss_cls: 0.3958, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8929, decode.d7.loss_cls: 0.3874, decode.d7.loss_mask: 0.5794, decode.d7.loss_dice: 0.8894, decode.d8.loss_cls: 0.3816, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8907, loss: 21.2569, grad_norm: 117.2423 2023-11-27 01:23:16,418 - mmseg - INFO - Iter [126350/160000] lr: 8.024e-07, eta: 3:32:00, time: 0.417, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3975, decode.loss_mask: 0.5944, decode.loss_dice: 0.8714, decode.d0.loss_cls: 2.2311, decode.d0.loss_mask: 0.6728, decode.d0.loss_dice: 1.0537, decode.d1.loss_cls: 0.5900, decode.d1.loss_mask: 0.6294, decode.d1.loss_dice: 0.9594, decode.d2.loss_cls: 0.4978, decode.d2.loss_mask: 0.6140, decode.d2.loss_dice: 0.9161, decode.d3.loss_cls: 0.4550, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.4313, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.8836, decode.d5.loss_cls: 0.4216, decode.d5.loss_mask: 0.6023, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.4071, decode.d6.loss_mask: 0.5952, decode.d6.loss_dice: 0.8803, decode.d7.loss_cls: 0.4033, decode.d7.loss_mask: 0.5955, decode.d7.loss_dice: 0.8775, decode.d8.loss_cls: 0.3935, decode.d8.loss_mask: 0.5944, decode.d8.loss_dice: 0.8771, loss: 21.4226, grad_norm: 136.3338 2023-11-27 01:23:34,668 - mmseg - INFO - Iter [126400/160000] lr: 8.012e-07, eta: 3:31:41, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4013, decode.loss_mask: 0.5738, decode.loss_dice: 0.8740, decode.d0.loss_cls: 2.2970, decode.d0.loss_mask: 0.6401, decode.d0.loss_dice: 1.0545, decode.d1.loss_cls: 0.6025, decode.d1.loss_mask: 0.6058, decode.d1.loss_dice: 0.9586, decode.d2.loss_cls: 0.5033, decode.d2.loss_mask: 0.5901, decode.d2.loss_dice: 0.9152, decode.d3.loss_cls: 0.4642, decode.d3.loss_mask: 0.5810, decode.d3.loss_dice: 0.8909, decode.d4.loss_cls: 0.4373, decode.d4.loss_mask: 0.5800, decode.d4.loss_dice: 0.8876, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8855, decode.d6.loss_cls: 0.4154, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8788, decode.d7.loss_cls: 0.4075, decode.d7.loss_mask: 0.5735, decode.d7.loss_dice: 0.8763, decode.d8.loss_cls: 0.4043, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8747, loss: 21.3190, grad_norm: 120.9438 2023-11-27 01:23:53,043 - mmseg - INFO - Iter [126450/160000] lr: 8.000e-07, eta: 3:31:22, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3647, decode.loss_mask: 0.5633, decode.loss_dice: 0.8367, decode.d0.loss_cls: 2.2115, decode.d0.loss_mask: 0.6259, decode.d0.loss_dice: 1.0030, decode.d1.loss_cls: 0.5450, decode.d1.loss_mask: 0.5998, decode.d1.loss_dice: 0.9117, decode.d2.loss_cls: 0.4558, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8771, decode.d3.loss_cls: 0.4093, decode.d3.loss_mask: 0.5733, decode.d3.loss_dice: 0.8498, decode.d4.loss_cls: 0.3962, decode.d4.loss_mask: 0.5717, decode.d4.loss_dice: 0.8517, decode.d5.loss_cls: 0.3905, decode.d5.loss_mask: 0.5678, decode.d5.loss_dice: 0.8469, decode.d6.loss_cls: 0.3783, decode.d6.loss_mask: 0.5687, decode.d6.loss_dice: 0.8434, decode.d7.loss_cls: 0.3736, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8388, decode.d8.loss_cls: 0.3689, decode.d8.loss_mask: 0.5639, decode.d8.loss_dice: 0.8368, loss: 20.3677, grad_norm: 116.8299 2023-11-27 01:24:11,499 - mmseg - INFO - Iter [126500/160000] lr: 7.988e-07, eta: 3:31:03, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4228, decode.loss_mask: 0.5727, decode.loss_dice: 0.8909, decode.d0.loss_cls: 2.3169, decode.d0.loss_mask: 0.6404, decode.d0.loss_dice: 1.0670, decode.d1.loss_cls: 0.6253, decode.d1.loss_mask: 0.6158, decode.d1.loss_dice: 0.9821, decode.d2.loss_cls: 0.5134, decode.d2.loss_mask: 0.5957, decode.d2.loss_dice: 0.9409, decode.d3.loss_cls: 0.4827, decode.d3.loss_mask: 0.5831, decode.d3.loss_dice: 0.9045, decode.d4.loss_cls: 0.4563, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.9035, decode.d5.loss_cls: 0.4387, decode.d5.loss_mask: 0.5813, decode.d5.loss_dice: 0.9060, decode.d6.loss_cls: 0.4406, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8950, decode.d7.loss_cls: 0.4292, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.4212, decode.d8.loss_mask: 0.5735, decode.d8.loss_dice: 0.8936, loss: 21.7213, grad_norm: 115.7983 2023-11-27 01:24:29,967 - mmseg - INFO - Iter [126550/160000] lr: 7.976e-07, eta: 3:30:44, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4139, decode.loss_mask: 0.5967, decode.loss_dice: 0.8880, decode.d0.loss_cls: 2.2480, decode.d0.loss_mask: 0.6606, decode.d0.loss_dice: 1.0527, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6271, decode.d1.loss_dice: 0.9652, decode.d2.loss_cls: 0.5081, decode.d2.loss_mask: 0.6125, decode.d2.loss_dice: 0.9294, decode.d3.loss_cls: 0.4698, decode.d3.loss_mask: 0.6063, decode.d3.loss_dice: 0.9061, decode.d4.loss_cls: 0.4596, decode.d4.loss_mask: 0.6033, decode.d4.loss_dice: 0.9034, decode.d5.loss_cls: 0.4313, decode.d5.loss_mask: 0.6034, decode.d5.loss_dice: 0.9038, decode.d6.loss_cls: 0.4168, decode.d6.loss_mask: 0.5979, decode.d6.loss_dice: 0.8951, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5933, decode.d7.loss_dice: 0.8892, decode.d8.loss_cls: 0.4154, decode.d8.loss_mask: 0.5944, decode.d8.loss_dice: 0.8884, loss: 21.7018, grad_norm: 125.7624 2023-11-27 01:24:48,593 - mmseg - INFO - Iter [126600/160000] lr: 7.964e-07, eta: 3:30:25, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4040, decode.loss_mask: 0.5771, decode.loss_dice: 0.8705, decode.d0.loss_cls: 2.2541, decode.d0.loss_mask: 0.6437, decode.d0.loss_dice: 1.0415, decode.d1.loss_cls: 0.5829, decode.d1.loss_mask: 0.6102, decode.d1.loss_dice: 0.9505, decode.d2.loss_cls: 0.4941, decode.d2.loss_mask: 0.5947, decode.d2.loss_dice: 0.9134, decode.d3.loss_cls: 0.4583, decode.d3.loss_mask: 0.5861, decode.d3.loss_dice: 0.8868, decode.d4.loss_cls: 0.4356, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8812, decode.d5.loss_cls: 0.4253, decode.d5.loss_mask: 0.5823, decode.d5.loss_dice: 0.8812, decode.d6.loss_cls: 0.4152, decode.d6.loss_mask: 0.5824, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.4080, decode.d7.loss_mask: 0.5792, decode.d7.loss_dice: 0.8733, decode.d8.loss_cls: 0.4039, decode.d8.loss_mask: 0.5771, decode.d8.loss_dice: 0.8726, loss: 21.2431, grad_norm: 127.7816 2023-11-27 01:25:06,967 - mmseg - INFO - Iter [126650/160000] lr: 7.953e-07, eta: 3:30:06, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4061, decode.loss_mask: 0.5785, decode.loss_dice: 0.8782, decode.d0.loss_cls: 2.2900, decode.d0.loss_mask: 0.6451, decode.d0.loss_dice: 1.0529, decode.d1.loss_cls: 0.5971, decode.d1.loss_mask: 0.6148, decode.d1.loss_dice: 0.9602, decode.d2.loss_cls: 0.5089, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.9272, decode.d3.loss_cls: 0.4688, decode.d3.loss_mask: 0.5853, decode.d3.loss_dice: 0.8936, decode.d4.loss_cls: 0.4463, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.8952, decode.d5.loss_cls: 0.4353, decode.d5.loss_mask: 0.5842, decode.d5.loss_dice: 0.8905, decode.d6.loss_cls: 0.4186, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8813, decode.d7.loss_cls: 0.4119, decode.d7.loss_mask: 0.5785, decode.d7.loss_dice: 0.8829, decode.d8.loss_cls: 0.4010, decode.d8.loss_mask: 0.5784, decode.d8.loss_dice: 0.8792, loss: 21.4535, grad_norm: 115.4878 2023-11-27 01:25:25,384 - mmseg - INFO - Iter [126700/160000] lr: 7.941e-07, eta: 3:29:47, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4370, decode.loss_mask: 0.6017, decode.loss_dice: 0.8981, decode.d0.loss_cls: 2.3107, decode.d0.loss_mask: 0.6646, decode.d0.loss_dice: 1.0634, decode.d1.loss_cls: 0.6274, decode.d1.loss_mask: 0.6349, decode.d1.loss_dice: 0.9807, decode.d2.loss_cls: 0.5268, decode.d2.loss_mask: 0.6177, decode.d2.loss_dice: 0.9410, decode.d3.loss_cls: 0.4823, decode.d3.loss_mask: 0.6119, decode.d3.loss_dice: 0.9157, decode.d4.loss_cls: 0.4667, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.9092, decode.d5.loss_cls: 0.4484, decode.d5.loss_mask: 0.6076, decode.d5.loss_dice: 0.9083, decode.d6.loss_cls: 0.4421, decode.d6.loss_mask: 0.6047, decode.d6.loss_dice: 0.9034, decode.d7.loss_cls: 0.4384, decode.d7.loss_mask: 0.6007, decode.d7.loss_dice: 0.9042, decode.d8.loss_cls: 0.4347, decode.d8.loss_mask: 0.6005, decode.d8.loss_dice: 0.9002, loss: 22.0931, grad_norm: 122.5965 2023-11-27 01:25:43,773 - mmseg - INFO - Iter [126750/160000] lr: 7.929e-07, eta: 3:29:28, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3752, decode.loss_mask: 0.5665, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.2559, decode.d0.loss_mask: 0.6298, decode.d0.loss_dice: 1.0231, decode.d1.loss_cls: 0.5526, decode.d1.loss_mask: 0.6017, decode.d1.loss_dice: 0.9434, decode.d2.loss_cls: 0.4680, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.9045, decode.d3.loss_cls: 0.4371, decode.d3.loss_mask: 0.5767, decode.d3.loss_dice: 0.8724, decode.d4.loss_cls: 0.4087, decode.d4.loss_mask: 0.5767, decode.d4.loss_dice: 0.8726, decode.d5.loss_cls: 0.3992, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8697, decode.d6.loss_cls: 0.3865, decode.d6.loss_mask: 0.5693, decode.d6.loss_dice: 0.8640, decode.d7.loss_cls: 0.3787, decode.d7.loss_mask: 0.5679, decode.d7.loss_dice: 0.8627, decode.d8.loss_cls: 0.3809, decode.d8.loss_mask: 0.5681, decode.d8.loss_dice: 0.8648, loss: 20.7981, grad_norm: 116.1662 2023-11-27 01:26:02,096 - mmseg - INFO - Iter [126800/160000] lr: 7.917e-07, eta: 3:29:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4076, decode.loss_mask: 0.5878, decode.loss_dice: 0.8915, decode.d0.loss_cls: 2.2952, decode.d0.loss_mask: 0.6535, decode.d0.loss_dice: 1.0611, decode.d1.loss_cls: 0.6080, decode.d1.loss_mask: 0.6218, decode.d1.loss_dice: 0.9660, decode.d2.loss_cls: 0.5130, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.9288, decode.d3.loss_cls: 0.4752, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.8957, decode.d4.loss_cls: 0.4509, decode.d4.loss_mask: 0.5952, decode.d4.loss_dice: 0.8975, decode.d5.loss_cls: 0.4371, decode.d5.loss_mask: 0.5923, decode.d5.loss_dice: 0.8972, decode.d6.loss_cls: 0.4278, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8907, decode.d7.loss_cls: 0.4232, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8913, decode.d8.loss_cls: 0.4120, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.8899, loss: 21.6833, grad_norm: 140.1052 2023-11-27 01:26:20,444 - mmseg - INFO - Iter [126850/160000] lr: 7.905e-07, eta: 3:28:50, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3974, decode.loss_mask: 0.5813, decode.loss_dice: 0.8694, decode.d0.loss_cls: 2.2471, decode.d0.loss_mask: 0.6448, decode.d0.loss_dice: 1.0249, decode.d1.loss_cls: 0.5804, decode.d1.loss_mask: 0.6180, decode.d1.loss_dice: 0.9462, decode.d2.loss_cls: 0.4981, decode.d2.loss_mask: 0.6009, decode.d2.loss_dice: 0.9039, decode.d3.loss_cls: 0.4559, decode.d3.loss_mask: 0.5940, decode.d3.loss_dice: 0.8799, decode.d4.loss_cls: 0.4408, decode.d4.loss_mask: 0.5907, decode.d4.loss_dice: 0.8770, decode.d5.loss_cls: 0.4239, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.8795, decode.d6.loss_cls: 0.4196, decode.d6.loss_mask: 0.5840, decode.d6.loss_dice: 0.8702, decode.d7.loss_cls: 0.4057, decode.d7.loss_mask: 0.5826, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.4029, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8709, loss: 21.2308, grad_norm: 139.6908 2023-11-27 01:26:38,934 - mmseg - INFO - Iter [126900/160000] lr: 7.893e-07, eta: 3:28:31, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3907, decode.loss_mask: 0.5562, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.2391, decode.d0.loss_mask: 0.6136, decode.d0.loss_dice: 1.0411, decode.d1.loss_cls: 0.5619, decode.d1.loss_mask: 0.5914, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4771, decode.d2.loss_mask: 0.5713, decode.d2.loss_dice: 0.9247, decode.d3.loss_cls: 0.4449, decode.d3.loss_mask: 0.5649, decode.d3.loss_dice: 0.9021, decode.d4.loss_cls: 0.4213, decode.d4.loss_mask: 0.5641, decode.d4.loss_dice: 0.9042, decode.d5.loss_cls: 0.4098, decode.d5.loss_mask: 0.5594, decode.d5.loss_dice: 0.8925, decode.d6.loss_cls: 0.4065, decode.d6.loss_mask: 0.5576, decode.d6.loss_dice: 0.8871, decode.d7.loss_cls: 0.3981, decode.d7.loss_mask: 0.5586, decode.d7.loss_dice: 0.8872, decode.d8.loss_cls: 0.3906, decode.d8.loss_mask: 0.5578, decode.d8.loss_dice: 0.8855, loss: 21.0144, grad_norm: 111.0697 2023-11-27 01:26:57,327 - mmseg - INFO - Iter [126950/160000] lr: 7.881e-07, eta: 3:28:12, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3927, decode.loss_mask: 0.5859, decode.loss_dice: 0.8807, decode.d0.loss_cls: 2.2767, decode.d0.loss_mask: 0.6440, decode.d0.loss_dice: 1.0397, decode.d1.loss_cls: 0.5674, decode.d1.loss_mask: 0.6183, decode.d1.loss_dice: 0.9561, decode.d2.loss_cls: 0.4834, decode.d2.loss_mask: 0.6020, decode.d2.loss_dice: 0.9188, decode.d3.loss_cls: 0.4518, decode.d3.loss_mask: 0.5909, decode.d3.loss_dice: 0.8987, decode.d4.loss_cls: 0.4280, decode.d4.loss_mask: 0.5940, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.8958, decode.d6.loss_cls: 0.4111, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8834, decode.d7.loss_cls: 0.4074, decode.d7.loss_mask: 0.5873, decode.d7.loss_dice: 0.8816, decode.d8.loss_cls: 0.4020, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.8816, loss: 21.3536, grad_norm: 118.5234 2023-11-27 01:27:15,969 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:27:15,969 - mmseg - INFO - Iter [127000/160000] lr: 7.869e-07, eta: 3:27:53, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3961, decode.loss_mask: 0.5636, decode.loss_dice: 0.8932, decode.d0.loss_cls: 2.3415, decode.d0.loss_mask: 0.6320, decode.d0.loss_dice: 1.0656, decode.d1.loss_cls: 0.5824, decode.d1.loss_mask: 0.6010, decode.d1.loss_dice: 0.9801, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.9372, decode.d3.loss_cls: 0.4552, decode.d3.loss_mask: 0.5742, decode.d3.loss_dice: 0.9068, decode.d4.loss_cls: 0.4309, decode.d4.loss_mask: 0.5692, decode.d4.loss_dice: 0.9067, decode.d5.loss_cls: 0.4164, decode.d5.loss_mask: 0.5683, decode.d5.loss_dice: 0.8997, decode.d6.loss_cls: 0.4092, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8941, decode.d7.loss_cls: 0.3993, decode.d7.loss_mask: 0.5655, decode.d7.loss_dice: 0.8963, decode.d8.loss_cls: 0.3947, decode.d8.loss_mask: 0.5660, decode.d8.loss_dice: 0.8927, loss: 21.3751, grad_norm: 127.9412 2023-11-27 01:27:34,214 - mmseg - INFO - Iter [127050/160000] lr: 7.857e-07, eta: 3:27:34, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4162, decode.loss_mask: 0.5787, decode.loss_dice: 0.8993, decode.d0.loss_cls: 2.3251, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0672, decode.d1.loss_cls: 0.6179, decode.d1.loss_mask: 0.6074, decode.d1.loss_dice: 0.9778, decode.d2.loss_cls: 0.5234, decode.d2.loss_mask: 0.5959, decode.d2.loss_dice: 0.9392, decode.d3.loss_cls: 0.4908, decode.d3.loss_mask: 0.5873, decode.d3.loss_dice: 0.9081, decode.d4.loss_cls: 0.4587, decode.d4.loss_mask: 0.5880, decode.d4.loss_dice: 0.9117, decode.d5.loss_cls: 0.4373, decode.d5.loss_mask: 0.5845, decode.d5.loss_dice: 0.9065, decode.d6.loss_cls: 0.4320, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.9022, decode.d7.loss_cls: 0.4276, decode.d7.loss_mask: 0.5816, decode.d7.loss_dice: 0.9000, decode.d8.loss_cls: 0.4181, decode.d8.loss_mask: 0.5807, decode.d8.loss_dice: 0.8994, loss: 21.7905, grad_norm: 122.5290 2023-11-27 01:27:52,481 - mmseg - INFO - Iter [127100/160000] lr: 7.845e-07, eta: 3:27:14, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3841, decode.loss_mask: 0.5841, decode.loss_dice: 0.8834, decode.d0.loss_cls: 2.2668, decode.d0.loss_mask: 0.6495, decode.d0.loss_dice: 1.0566, decode.d1.loss_cls: 0.5770, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9618, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.6037, decode.d2.loss_dice: 0.9221, decode.d3.loss_cls: 0.4476, decode.d3.loss_mask: 0.5917, decode.d3.loss_dice: 0.8939, decode.d4.loss_cls: 0.4222, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.8928, decode.d5.loss_cls: 0.4120, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.3966, decode.d6.loss_mask: 0.5856, decode.d6.loss_dice: 0.8858, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5859, decode.d7.loss_dice: 0.8831, decode.d8.loss_cls: 0.3836, decode.d8.loss_mask: 0.5848, decode.d8.loss_dice: 0.8852, loss: 21.3148, grad_norm: 125.9288 2023-11-27 01:28:10,770 - mmseg - INFO - Iter [127150/160000] lr: 7.833e-07, eta: 3:26:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3785, decode.loss_mask: 0.5869, decode.loss_dice: 0.8458, decode.d0.loss_cls: 2.2403, decode.d0.loss_mask: 0.6503, decode.d0.loss_dice: 1.0086, decode.d1.loss_cls: 0.5636, decode.d1.loss_mask: 0.6212, decode.d1.loss_dice: 0.9277, decode.d2.loss_cls: 0.4734, decode.d2.loss_mask: 0.6019, decode.d2.loss_dice: 0.8832, decode.d3.loss_cls: 0.4375, decode.d3.loss_mask: 0.5939, decode.d3.loss_dice: 0.8625, decode.d4.loss_cls: 0.4128, decode.d4.loss_mask: 0.5922, decode.d4.loss_dice: 0.8564, decode.d5.loss_cls: 0.3987, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.8595, decode.d6.loss_cls: 0.3981, decode.d6.loss_mask: 0.5899, decode.d6.loss_dice: 0.8470, decode.d7.loss_cls: 0.3841, decode.d7.loss_mask: 0.5894, decode.d7.loss_dice: 0.8502, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5885, decode.d8.loss_dice: 0.8475, loss: 20.8613, grad_norm: 119.3843 2023-11-27 01:28:29,059 - mmseg - INFO - Iter [127200/160000] lr: 7.821e-07, eta: 3:26:36, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3887, decode.loss_mask: 0.5690, decode.loss_dice: 0.8652, decode.d0.loss_cls: 2.2346, decode.d0.loss_mask: 0.6309, decode.d0.loss_dice: 1.0270, decode.d1.loss_cls: 0.5671, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.9431, decode.d2.loss_cls: 0.4869, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4430, decode.d3.loss_mask: 0.5754, decode.d3.loss_dice: 0.8777, decode.d4.loss_cls: 0.4314, decode.d4.loss_mask: 0.5728, decode.d4.loss_dice: 0.8746, decode.d5.loss_cls: 0.4073, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8714, decode.d6.loss_cls: 0.3993, decode.d6.loss_mask: 0.5706, decode.d6.loss_dice: 0.8636, decode.d7.loss_cls: 0.3903, decode.d7.loss_mask: 0.5681, decode.d7.loss_dice: 0.8656, decode.d8.loss_cls: 0.3919, decode.d8.loss_mask: 0.5672, decode.d8.loss_dice: 0.8652, loss: 20.9099, grad_norm: 127.0743 2023-11-27 01:28:47,347 - mmseg - INFO - Iter [127250/160000] lr: 7.809e-07, eta: 3:26:17, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4086, decode.loss_mask: 0.5820, decode.loss_dice: 0.8827, decode.d0.loss_cls: 2.2823, decode.d0.loss_mask: 0.6432, decode.d0.loss_dice: 1.0397, decode.d1.loss_cls: 0.6007, decode.d1.loss_mask: 0.6157, decode.d1.loss_dice: 0.9541, decode.d2.loss_cls: 0.5182, decode.d2.loss_mask: 0.5990, decode.d2.loss_dice: 0.9175, decode.d3.loss_cls: 0.4716, decode.d3.loss_mask: 0.5909, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.4515, decode.d4.loss_mask: 0.5871, decode.d4.loss_dice: 0.8952, decode.d5.loss_cls: 0.4397, decode.d5.loss_mask: 0.5861, decode.d5.loss_dice: 0.8952, decode.d6.loss_cls: 0.4353, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.4151, decode.d7.loss_mask: 0.5821, decode.d7.loss_dice: 0.8842, decode.d8.loss_cls: 0.4115, decode.d8.loss_mask: 0.5817, decode.d8.loss_dice: 0.8845, loss: 21.5132, grad_norm: 129.0815 2023-11-27 01:29:05,839 - mmseg - INFO - Iter [127300/160000] lr: 7.798e-07, eta: 3:25:58, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4220, decode.loss_mask: 0.5675, decode.loss_dice: 0.8767, decode.d0.loss_cls: 2.3065, decode.d0.loss_mask: 0.6259, decode.d0.loss_dice: 1.0466, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6048, decode.d1.loss_dice: 0.9585, decode.d2.loss_cls: 0.5110, decode.d2.loss_mask: 0.5884, decode.d2.loss_dice: 0.9185, decode.d3.loss_cls: 0.4765, decode.d3.loss_mask: 0.5784, decode.d3.loss_dice: 0.8886, decode.d4.loss_cls: 0.4521, decode.d4.loss_mask: 0.5771, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4315, decode.d5.loss_mask: 0.5750, decode.d5.loss_dice: 0.8911, decode.d6.loss_cls: 0.4313, decode.d6.loss_mask: 0.5721, decode.d6.loss_dice: 0.8785, decode.d7.loss_cls: 0.4243, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8837, decode.d8.loss_cls: 0.4235, decode.d8.loss_mask: 0.5717, decode.d8.loss_dice: 0.8838, loss: 21.4458, grad_norm: 124.8689 2023-11-27 01:29:24,068 - mmseg - INFO - Iter [127350/160000] lr: 7.786e-07, eta: 3:25:39, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3901, decode.loss_mask: 0.5737, decode.loss_dice: 0.8601, decode.d0.loss_cls: 2.2724, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 1.0393, decode.d1.loss_cls: 0.5860, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9513, decode.d2.loss_cls: 0.4953, decode.d2.loss_mask: 0.5907, decode.d2.loss_dice: 0.9064, decode.d3.loss_cls: 0.4512, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8835, decode.d4.loss_cls: 0.4258, decode.d4.loss_mask: 0.5820, decode.d4.loss_dice: 0.8837, decode.d5.loss_cls: 0.4192, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8796, decode.d6.loss_cls: 0.4070, decode.d6.loss_mask: 0.5750, decode.d6.loss_dice: 0.8713, decode.d7.loss_cls: 0.3974, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8674, decode.d8.loss_cls: 0.3882, decode.d8.loss_mask: 0.5743, decode.d8.loss_dice: 0.8653, loss: 21.1243, grad_norm: 125.4906 2023-11-27 01:29:42,838 - mmseg - INFO - Iter [127400/160000] lr: 7.774e-07, eta: 3:25:20, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4123, decode.loss_mask: 0.5729, decode.loss_dice: 0.8791, decode.d0.loss_cls: 2.2382, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 1.0428, decode.d1.loss_cls: 0.5886, decode.d1.loss_mask: 0.6083, decode.d1.loss_dice: 0.9631, decode.d2.loss_cls: 0.5078, decode.d2.loss_mask: 0.5921, decode.d2.loss_dice: 0.9207, decode.d3.loss_cls: 0.4651, decode.d3.loss_mask: 0.5837, decode.d3.loss_dice: 0.8939, decode.d4.loss_cls: 0.4398, decode.d4.loss_mask: 0.5829, decode.d4.loss_dice: 0.8958, decode.d5.loss_cls: 0.4185, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.8935, decode.d6.loss_cls: 0.4174, decode.d6.loss_mask: 0.5774, decode.d6.loss_dice: 0.8764, decode.d7.loss_cls: 0.4132, decode.d7.loss_mask: 0.5747, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4134, decode.d8.loss_mask: 0.5740, decode.d8.loss_dice: 0.8802, loss: 21.3370, grad_norm: 128.1645 2023-11-27 01:30:01,045 - mmseg - INFO - Iter [127450/160000] lr: 7.762e-07, eta: 3:25:01, time: 0.366, data_time: 0.011, memory: 36416, decode.loss_cls: 0.4044, decode.loss_mask: 0.5619, decode.loss_dice: 0.8753, decode.d0.loss_cls: 2.2755, decode.d0.loss_mask: 0.6254, decode.d0.loss_dice: 1.0386, decode.d1.loss_cls: 0.5802, decode.d1.loss_mask: 0.5905, decode.d1.loss_dice: 0.9575, decode.d2.loss_cls: 0.4853, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4502, decode.d3.loss_mask: 0.5716, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4336, decode.d4.loss_mask: 0.5700, decode.d4.loss_dice: 0.8887, decode.d5.loss_cls: 0.4163, decode.d5.loss_mask: 0.5669, decode.d5.loss_dice: 0.8867, decode.d6.loss_cls: 0.4128, decode.d6.loss_mask: 0.5673, decode.d6.loss_dice: 0.8802, decode.d7.loss_cls: 0.4006, decode.d7.loss_mask: 0.5638, decode.d7.loss_dice: 0.8786, decode.d8.loss_cls: 0.3919, decode.d8.loss_mask: 0.5649, decode.d8.loss_dice: 0.8812, loss: 21.0946, grad_norm: 111.7957 2023-11-27 01:30:19,443 - mmseg - INFO - Iter [127500/160000] lr: 7.750e-07, eta: 3:24:42, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4111, decode.loss_mask: 0.5893, decode.loss_dice: 0.8847, decode.d0.loss_cls: 2.2999, decode.d0.loss_mask: 0.6597, decode.d0.loss_dice: 1.0589, decode.d1.loss_cls: 0.5937, decode.d1.loss_mask: 0.6269, decode.d1.loss_dice: 0.9723, decode.d2.loss_cls: 0.5101, decode.d2.loss_mask: 0.6092, decode.d2.loss_dice: 0.9310, decode.d3.loss_cls: 0.4622, decode.d3.loss_mask: 0.6006, decode.d3.loss_dice: 0.9043, decode.d4.loss_cls: 0.4463, decode.d4.loss_mask: 0.5988, decode.d4.loss_dice: 0.8989, decode.d5.loss_cls: 0.4352, decode.d5.loss_mask: 0.5997, decode.d5.loss_dice: 0.9042, decode.d6.loss_cls: 0.4243, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.8883, decode.d7.loss_cls: 0.4196, decode.d7.loss_mask: 0.5914, decode.d7.loss_dice: 0.8922, decode.d8.loss_cls: 0.4107, decode.d8.loss_mask: 0.5895, decode.d8.loss_dice: 0.8926, loss: 21.6980, grad_norm: 133.7825 2023-11-27 01:30:37,753 - mmseg - INFO - Iter [127550/160000] lr: 7.738e-07, eta: 3:24:23, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3939, decode.loss_mask: 0.5842, decode.loss_dice: 0.8672, decode.d0.loss_cls: 2.2683, decode.d0.loss_mask: 0.6505, decode.d0.loss_dice: 1.0383, decode.d1.loss_cls: 0.5985, decode.d1.loss_mask: 0.6159, decode.d1.loss_dice: 0.9516, decode.d2.loss_cls: 0.5001, decode.d2.loss_mask: 0.6008, decode.d2.loss_dice: 0.9066, decode.d3.loss_cls: 0.4567, decode.d3.loss_mask: 0.5921, decode.d3.loss_dice: 0.8797, decode.d4.loss_cls: 0.4353, decode.d4.loss_mask: 0.5908, decode.d4.loss_dice: 0.8804, decode.d5.loss_cls: 0.4197, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.8770, decode.d6.loss_cls: 0.4053, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.8717, decode.d7.loss_cls: 0.4097, decode.d7.loss_mask: 0.5844, decode.d7.loss_dice: 0.8732, decode.d8.loss_cls: 0.4012, decode.d8.loss_mask: 0.5828, decode.d8.loss_dice: 0.8675, loss: 21.2791, grad_norm: 114.3227 2023-11-27 01:30:58,361 - mmseg - INFO - Iter [127600/160000] lr: 7.726e-07, eta: 3:24:05, time: 0.412, data_time: 0.055, memory: 36416, decode.loss_cls: 0.4052, decode.loss_mask: 0.5719, decode.loss_dice: 0.8676, decode.d0.loss_cls: 2.3522, decode.d0.loss_mask: 0.6400, decode.d0.loss_dice: 1.0444, decode.d1.loss_cls: 0.6220, decode.d1.loss_mask: 0.6121, decode.d1.loss_dice: 0.9543, decode.d2.loss_cls: 0.5116, decode.d2.loss_mask: 0.5932, decode.d2.loss_dice: 0.9072, decode.d3.loss_cls: 0.4630, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.8815, decode.d4.loss_cls: 0.4515, decode.d4.loss_mask: 0.5816, decode.d4.loss_dice: 0.8800, decode.d5.loss_cls: 0.4322, decode.d5.loss_mask: 0.5761, decode.d5.loss_dice: 0.8761, decode.d6.loss_cls: 0.4187, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8723, decode.d7.loss_cls: 0.4126, decode.d7.loss_mask: 0.5725, decode.d7.loss_dice: 0.8713, decode.d8.loss_cls: 0.4037, decode.d8.loss_mask: 0.5732, decode.d8.loss_dice: 0.8685, loss: 21.3783, grad_norm: 129.0856 2023-11-27 01:31:16,618 - mmseg - INFO - Iter [127650/160000] lr: 7.714e-07, eta: 3:23:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3989, decode.loss_mask: 0.5880, decode.loss_dice: 0.8651, decode.d0.loss_cls: 2.3449, decode.d0.loss_mask: 0.6546, decode.d0.loss_dice: 1.0375, decode.d1.loss_cls: 0.6045, decode.d1.loss_mask: 0.6311, decode.d1.loss_dice: 0.9441, decode.d2.loss_cls: 0.5097, decode.d2.loss_mask: 0.6090, decode.d2.loss_dice: 0.9023, decode.d3.loss_cls: 0.4612, decode.d3.loss_mask: 0.5985, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5966, decode.d4.loss_dice: 0.8767, decode.d5.loss_cls: 0.4268, decode.d5.loss_mask: 0.5946, decode.d5.loss_dice: 0.8784, decode.d6.loss_cls: 0.4058, decode.d6.loss_mask: 0.5897, decode.d6.loss_dice: 0.8679, decode.d7.loss_cls: 0.4066, decode.d7.loss_mask: 0.5888, decode.d7.loss_dice: 0.8669, decode.d8.loss_cls: 0.3986, decode.d8.loss_mask: 0.5885, decode.d8.loss_dice: 0.8651, loss: 21.4208, grad_norm: 121.5810 2023-11-27 01:31:35,108 - mmseg - INFO - Iter [127700/160000] lr: 7.702e-07, eta: 3:23:27, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3857, decode.loss_mask: 0.5548, decode.loss_dice: 0.8829, decode.d0.loss_cls: 2.3413, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 1.0627, decode.d1.loss_cls: 0.5978, decode.d1.loss_mask: 0.5916, decode.d1.loss_dice: 0.9616, decode.d2.loss_cls: 0.4990, decode.d2.loss_mask: 0.5732, decode.d2.loss_dice: 0.9211, decode.d3.loss_cls: 0.4526, decode.d3.loss_mask: 0.5676, decode.d3.loss_dice: 0.9014, decode.d4.loss_cls: 0.4219, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.4117, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8976, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5601, decode.d6.loss_dice: 0.8899, decode.d7.loss_cls: 0.3852, decode.d7.loss_mask: 0.5591, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.3910, decode.d8.loss_mask: 0.5569, decode.d8.loss_dice: 0.8869, loss: 21.1894, grad_norm: 112.7285 2023-11-27 01:31:53,367 - mmseg - INFO - Iter [127750/160000] lr: 7.690e-07, eta: 3:23:08, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3987, decode.loss_mask: 0.5331, decode.loss_dice: 0.8687, decode.d0.loss_cls: 2.2684, decode.d0.loss_mask: 0.5921, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5854, decode.d1.loss_mask: 0.5689, decode.d1.loss_dice: 0.9453, decode.d2.loss_cls: 0.4959, decode.d2.loss_mask: 0.5529, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4512, decode.d3.loss_mask: 0.5450, decode.d3.loss_dice: 0.8777, decode.d4.loss_cls: 0.4308, decode.d4.loss_mask: 0.5409, decode.d4.loss_dice: 0.8767, decode.d5.loss_cls: 0.4196, decode.d5.loss_mask: 0.5388, decode.d5.loss_dice: 0.8723, decode.d6.loss_cls: 0.4032, decode.d6.loss_mask: 0.5366, decode.d6.loss_dice: 0.8674, decode.d7.loss_cls: 0.4004, decode.d7.loss_mask: 0.5349, decode.d7.loss_dice: 0.8659, decode.d8.loss_cls: 0.3915, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.8681, loss: 20.6900, grad_norm: 127.7267 2023-11-27 01:32:11,897 - mmseg - INFO - Iter [127800/160000] lr: 7.678e-07, eta: 3:22:49, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3796, decode.loss_mask: 0.5605, decode.loss_dice: 0.8783, decode.d0.loss_cls: 2.2847, decode.d0.loss_mask: 0.6289, decode.d0.loss_dice: 1.0320, decode.d1.loss_cls: 0.5856, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.9584, decode.d2.loss_cls: 0.4906, decode.d2.loss_mask: 0.5781, decode.d2.loss_dice: 0.9142, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5707, decode.d3.loss_dice: 0.8848, decode.d4.loss_cls: 0.4239, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8889, decode.d5.loss_cls: 0.4111, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.8857, decode.d6.loss_cls: 0.4034, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8741, decode.d7.loss_cls: 0.3990, decode.d7.loss_mask: 0.5587, decode.d7.loss_dice: 0.8756, decode.d8.loss_cls: 0.3843, decode.d8.loss_mask: 0.5607, decode.d8.loss_dice: 0.8787, loss: 21.0229, grad_norm: 118.8026 2023-11-27 01:32:30,268 - mmseg - INFO - Iter [127850/160000] lr: 7.666e-07, eta: 3:22:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3760, decode.loss_mask: 0.5846, decode.loss_dice: 0.8729, decode.d0.loss_cls: 2.2261, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5578, decode.d1.loss_mask: 0.6152, decode.d1.loss_dice: 0.9531, decode.d2.loss_cls: 0.4648, decode.d2.loss_mask: 0.5996, decode.d2.loss_dice: 0.9175, decode.d3.loss_cls: 0.4215, decode.d3.loss_mask: 0.5918, decode.d3.loss_dice: 0.8884, decode.d4.loss_cls: 0.3979, decode.d4.loss_mask: 0.5881, decode.d4.loss_dice: 0.8844, decode.d5.loss_cls: 0.3866, decode.d5.loss_mask: 0.5859, decode.d5.loss_dice: 0.8854, decode.d6.loss_cls: 0.3749, decode.d6.loss_mask: 0.5881, decode.d6.loss_dice: 0.8777, decode.d7.loss_cls: 0.3733, decode.d7.loss_mask: 0.5858, decode.d7.loss_dice: 0.8776, decode.d8.loss_cls: 0.3719, decode.d8.loss_mask: 0.5857, decode.d8.loss_dice: 0.8739, loss: 21.0005, grad_norm: 119.3374 2023-11-27 01:32:48,621 - mmseg - INFO - Iter [127900/160000] lr: 7.654e-07, eta: 3:22:11, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3934, decode.loss_mask: 0.5743, decode.loss_dice: 0.8594, decode.d0.loss_cls: 2.2386, decode.d0.loss_mask: 0.6398, decode.d0.loss_dice: 1.0286, decode.d1.loss_cls: 0.5766, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9351, decode.d2.loss_cls: 0.4910, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.8962, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8729, decode.d4.loss_cls: 0.4300, decode.d4.loss_mask: 0.5826, decode.d4.loss_dice: 0.8731, decode.d5.loss_cls: 0.4126, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.4036, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8657, decode.d7.loss_cls: 0.3991, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8625, decode.d8.loss_cls: 0.3925, decode.d8.loss_mask: 0.5766, decode.d8.loss_dice: 0.8651, loss: 21.0198, grad_norm: 126.1424 2023-11-27 01:33:06,934 - mmseg - INFO - Iter [127950/160000] lr: 7.643e-07, eta: 3:21:51, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4001, decode.loss_mask: 0.5744, decode.loss_dice: 0.9008, decode.d0.loss_cls: 2.2441, decode.d0.loss_mask: 0.6320, decode.d0.loss_dice: 1.0597, decode.d1.loss_cls: 0.5855, decode.d1.loss_mask: 0.6034, decode.d1.loss_dice: 0.9790, decode.d2.loss_cls: 0.4934, decode.d2.loss_mask: 0.5917, decode.d2.loss_dice: 0.9452, decode.d3.loss_cls: 0.4608, decode.d3.loss_mask: 0.5828, decode.d3.loss_dice: 0.9203, decode.d4.loss_cls: 0.4412, decode.d4.loss_mask: 0.5788, decode.d4.loss_dice: 0.9197, decode.d5.loss_cls: 0.4272, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.9175, decode.d6.loss_cls: 0.4207, decode.d6.loss_mask: 0.5766, decode.d6.loss_dice: 0.9045, decode.d7.loss_cls: 0.4141, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.9030, decode.d8.loss_cls: 0.4097, decode.d8.loss_mask: 0.5750, decode.d8.loss_dice: 0.9042, loss: 21.5203, grad_norm: 111.9392 2023-11-27 01:33:25,198 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:33:25,199 - mmseg - INFO - Iter [128000/160000] lr: 7.631e-07, eta: 3:21:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3969, decode.loss_mask: 0.5968, decode.loss_dice: 0.8770, decode.d0.loss_cls: 2.2597, decode.d0.loss_mask: 0.6613, decode.d0.loss_dice: 1.0520, decode.d1.loss_cls: 0.5918, decode.d1.loss_mask: 0.6294, decode.d1.loss_dice: 0.9545, decode.d2.loss_cls: 0.4880, decode.d2.loss_mask: 0.6116, decode.d2.loss_dice: 0.9212, decode.d3.loss_cls: 0.4493, decode.d3.loss_mask: 0.6008, decode.d3.loss_dice: 0.8882, decode.d4.loss_cls: 0.4395, decode.d4.loss_mask: 0.5998, decode.d4.loss_dice: 0.8872, decode.d5.loss_cls: 0.4284, decode.d5.loss_mask: 0.5994, decode.d5.loss_dice: 0.8881, decode.d6.loss_cls: 0.4166, decode.d6.loss_mask: 0.6004, decode.d6.loss_dice: 0.8774, decode.d7.loss_cls: 0.4024, decode.d7.loss_mask: 0.5986, decode.d7.loss_dice: 0.8782, decode.d8.loss_cls: 0.3996, decode.d8.loss_mask: 0.5969, decode.d8.loss_dice: 0.8821, loss: 21.4731, grad_norm: 139.0123 2023-11-27 01:33:43,662 - mmseg - INFO - Iter [128050/160000] lr: 7.619e-07, eta: 3:21:13, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3991, decode.loss_mask: 0.5850, decode.loss_dice: 0.8851, decode.d0.loss_cls: 2.2791, decode.d0.loss_mask: 0.6523, decode.d0.loss_dice: 1.0492, decode.d1.loss_cls: 0.5884, decode.d1.loss_mask: 0.6205, decode.d1.loss_dice: 0.9604, decode.d2.loss_cls: 0.4908, decode.d2.loss_mask: 0.6060, decode.d2.loss_dice: 0.9192, decode.d3.loss_cls: 0.4581, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.8961, decode.d4.loss_cls: 0.4352, decode.d4.loss_mask: 0.5956, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4186, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.8959, decode.d6.loss_cls: 0.4179, decode.d6.loss_mask: 0.5875, decode.d6.loss_dice: 0.8916, decode.d7.loss_cls: 0.4107, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8897, decode.d8.loss_cls: 0.4087, decode.d8.loss_mask: 0.5867, decode.d8.loss_dice: 0.8863, loss: 21.4903, grad_norm: 140.4363 2023-11-27 01:34:02,229 - mmseg - INFO - Iter [128100/160000] lr: 7.607e-07, eta: 3:20:54, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3747, decode.loss_mask: 0.5552, decode.loss_dice: 0.8752, decode.d0.loss_cls: 2.2948, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 1.0395, decode.d1.loss_cls: 0.5797, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.9500, decode.d2.loss_cls: 0.4765, decode.d2.loss_mask: 0.5700, decode.d2.loss_dice: 0.9168, decode.d3.loss_cls: 0.4325, decode.d3.loss_mask: 0.5613, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.4211, decode.d4.loss_mask: 0.5592, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.4041, decode.d5.loss_mask: 0.5586, decode.d5.loss_dice: 0.8850, decode.d6.loss_cls: 0.3949, decode.d6.loss_mask: 0.5548, decode.d6.loss_dice: 0.8765, decode.d7.loss_cls: 0.3828, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8742, decode.d8.loss_cls: 0.3864, decode.d8.loss_mask: 0.5556, decode.d8.loss_dice: 0.8762, loss: 20.8884, grad_norm: 109.4839 2023-11-27 01:34:20,387 - mmseg - INFO - Iter [128150/160000] lr: 7.595e-07, eta: 3:20:35, time: 0.365, data_time: 0.012, memory: 36416, decode.loss_cls: 0.3862, decode.loss_mask: 0.5619, decode.loss_dice: 0.8731, decode.d0.loss_cls: 2.2577, decode.d0.loss_mask: 0.6302, decode.d0.loss_dice: 1.0393, decode.d1.loss_cls: 0.5423, decode.d1.loss_mask: 0.6056, decode.d1.loss_dice: 0.9577, decode.d2.loss_cls: 0.4768, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.9115, decode.d3.loss_cls: 0.4386, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8919, decode.d4.loss_cls: 0.4134, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8900, decode.d5.loss_cls: 0.4041, decode.d5.loss_mask: 0.5645, decode.d5.loss_dice: 0.8850, decode.d6.loss_cls: 0.3986, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8767, decode.d7.loss_cls: 0.3926, decode.d7.loss_mask: 0.5585, decode.d7.loss_dice: 0.8746, decode.d8.loss_cls: 0.3896, decode.d8.loss_mask: 0.5603, decode.d8.loss_dice: 0.8746, loss: 20.9410, grad_norm: 133.5999 2023-11-27 01:34:38,917 - mmseg - INFO - Iter [128200/160000] lr: 7.583e-07, eta: 3:20:16, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3945, decode.loss_mask: 0.5371, decode.loss_dice: 0.8804, decode.d0.loss_cls: 2.3471, decode.d0.loss_mask: 0.5998, decode.d0.loss_dice: 1.0486, decode.d1.loss_cls: 0.6116, decode.d1.loss_mask: 0.5647, decode.d1.loss_dice: 0.9573, decode.d2.loss_cls: 0.5051, decode.d2.loss_mask: 0.5535, decode.d2.loss_dice: 0.9187, decode.d3.loss_cls: 0.4572, decode.d3.loss_mask: 0.5461, decode.d3.loss_dice: 0.8962, decode.d4.loss_cls: 0.4319, decode.d4.loss_mask: 0.5433, decode.d4.loss_dice: 0.8915, decode.d5.loss_cls: 0.4233, decode.d5.loss_mask: 0.5412, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.4148, decode.d6.loss_mask: 0.5396, decode.d6.loss_dice: 0.8822, decode.d7.loss_cls: 0.4027, decode.d7.loss_mask: 0.5380, decode.d7.loss_dice: 0.8822, decode.d8.loss_cls: 0.3989, decode.d8.loss_mask: 0.5369, decode.d8.loss_dice: 0.8775, loss: 21.0112, grad_norm: 121.3126 2023-11-27 01:34:57,257 - mmseg - INFO - Iter [128250/160000] lr: 7.571e-07, eta: 3:19:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3949, decode.loss_mask: 0.5887, decode.loss_dice: 0.8825, decode.d0.loss_cls: 2.2442, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0573, decode.d1.loss_cls: 0.5729, decode.d1.loss_mask: 0.6298, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.4990, decode.d2.loss_mask: 0.6101, decode.d2.loss_dice: 0.9274, decode.d3.loss_cls: 0.4491, decode.d3.loss_mask: 0.6034, decode.d3.loss_dice: 0.9034, decode.d4.loss_cls: 0.4209, decode.d4.loss_mask: 0.5994, decode.d4.loss_dice: 0.8974, decode.d5.loss_cls: 0.4123, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.8980, decode.d6.loss_cls: 0.4027, decode.d6.loss_mask: 0.5952, decode.d6.loss_dice: 0.8862, decode.d7.loss_cls: 0.3996, decode.d7.loss_mask: 0.5924, decode.d7.loss_dice: 0.8866, decode.d8.loss_cls: 0.3945, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8851, loss: 21.4411, grad_norm: 121.1985 2023-11-27 01:35:15,495 - mmseg - INFO - Iter [128300/160000] lr: 7.559e-07, eta: 3:19:38, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3948, decode.loss_mask: 0.5595, decode.loss_dice: 0.8613, decode.d0.loss_cls: 2.2574, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 1.0213, decode.d1.loss_cls: 0.5778, decode.d1.loss_mask: 0.5899, decode.d1.loss_dice: 0.9314, decode.d2.loss_cls: 0.4789, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4563, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8741, decode.d4.loss_cls: 0.4399, decode.d4.loss_mask: 0.5664, decode.d4.loss_dice: 0.8687, decode.d5.loss_cls: 0.4202, decode.d5.loss_mask: 0.5674, decode.d5.loss_dice: 0.8718, decode.d6.loss_cls: 0.4088, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8671, decode.d7.loss_cls: 0.4051, decode.d7.loss_mask: 0.5613, decode.d7.loss_dice: 0.8615, decode.d8.loss_cls: 0.3960, decode.d8.loss_mask: 0.5593, decode.d8.loss_dice: 0.8651, loss: 20.8983, grad_norm: 111.9021 2023-11-27 01:35:33,812 - mmseg - INFO - Iter [128350/160000] lr: 7.547e-07, eta: 3:19:19, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3798, decode.loss_mask: 0.5777, decode.loss_dice: 0.8818, decode.d0.loss_cls: 2.2645, decode.d0.loss_mask: 0.6344, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5858, decode.d1.loss_mask: 0.6100, decode.d1.loss_dice: 0.9626, decode.d2.loss_cls: 0.4918, decode.d2.loss_mask: 0.5937, decode.d2.loss_dice: 0.9248, decode.d3.loss_cls: 0.4592, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.4303, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8925, decode.d5.loss_cls: 0.4123, decode.d5.loss_mask: 0.5860, decode.d5.loss_dice: 0.8944, decode.d6.loss_cls: 0.4021, decode.d6.loss_mask: 0.5795, decode.d6.loss_dice: 0.8818, decode.d7.loss_cls: 0.3890, decode.d7.loss_mask: 0.5785, decode.d7.loss_dice: 0.8827, decode.d8.loss_cls: 0.3831, decode.d8.loss_mask: 0.5775, decode.d8.loss_dice: 0.8836, loss: 21.2537, grad_norm: 115.6365 2023-11-27 01:35:51,985 - mmseg - INFO - Iter [128400/160000] lr: 7.535e-07, eta: 3:19:00, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3577, decode.loss_mask: 0.5519, decode.loss_dice: 0.8462, decode.d0.loss_cls: 2.2393, decode.d0.loss_mask: 0.6056, decode.d0.loss_dice: 1.0100, decode.d1.loss_cls: 0.5656, decode.d1.loss_mask: 0.5835, decode.d1.loss_dice: 0.9217, decode.d2.loss_cls: 0.4539, decode.d2.loss_mask: 0.5710, decode.d2.loss_dice: 0.8875, decode.d3.loss_cls: 0.4177, decode.d3.loss_mask: 0.5594, decode.d3.loss_dice: 0.8624, decode.d4.loss_cls: 0.3953, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8623, decode.d5.loss_cls: 0.3755, decode.d5.loss_mask: 0.5569, decode.d5.loss_dice: 0.8608, decode.d6.loss_cls: 0.3728, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8519, decode.d7.loss_cls: 0.3626, decode.d7.loss_mask: 0.5549, decode.d7.loss_dice: 0.8490, decode.d8.loss_cls: 0.3626, decode.d8.loss_mask: 0.5525, decode.d8.loss_dice: 0.8473, loss: 20.3538, grad_norm: 118.5669 2023-11-27 01:36:10,173 - mmseg - INFO - Iter [128450/160000] lr: 7.523e-07, eta: 3:18:41, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3879, decode.loss_mask: 0.5869, decode.loss_dice: 0.8668, decode.d0.loss_cls: 2.1497, decode.d0.loss_mask: 0.6657, decode.d0.loss_dice: 1.0149, decode.d1.loss_cls: 0.5563, decode.d1.loss_mask: 0.6311, decode.d1.loss_dice: 0.9339, decode.d2.loss_cls: 0.4731, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.8982, decode.d3.loss_cls: 0.4357, decode.d3.loss_mask: 0.5969, decode.d3.loss_dice: 0.8764, decode.d4.loss_cls: 0.4177, decode.d4.loss_mask: 0.5942, decode.d4.loss_dice: 0.8747, decode.d5.loss_cls: 0.4099, decode.d5.loss_mask: 0.5915, decode.d5.loss_dice: 0.8730, decode.d6.loss_cls: 0.3987, decode.d6.loss_mask: 0.5916, decode.d6.loss_dice: 0.8698, decode.d7.loss_cls: 0.3853, decode.d7.loss_mask: 0.5901, decode.d7.loss_dice: 0.8625, decode.d8.loss_cls: 0.3837, decode.d8.loss_mask: 0.5894, decode.d8.loss_dice: 0.8681, loss: 20.9808, grad_norm: 117.5522 2023-11-27 01:36:28,488 - mmseg - INFO - Iter [128500/160000] lr: 7.511e-07, eta: 3:18:22, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3951, decode.loss_mask: 0.5940, decode.loss_dice: 0.8656, decode.d0.loss_cls: 2.2785, decode.d0.loss_mask: 0.6564, decode.d0.loss_dice: 1.0297, decode.d1.loss_cls: 0.5874, decode.d1.loss_mask: 0.6277, decode.d1.loss_dice: 0.9473, decode.d2.loss_cls: 0.4895, decode.d2.loss_mask: 0.6092, decode.d2.loss_dice: 0.9065, decode.d3.loss_cls: 0.4577, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.8835, decode.d4.loss_cls: 0.4376, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.8813, decode.d5.loss_cls: 0.4172, decode.d5.loss_mask: 0.6017, decode.d5.loss_dice: 0.8783, decode.d6.loss_cls: 0.4077, decode.d6.loss_mask: 0.5953, decode.d6.loss_dice: 0.8736, decode.d7.loss_cls: 0.4055, decode.d7.loss_mask: 0.5933, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3918, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.8747, loss: 21.3478, grad_norm: 140.9254 2023-11-27 01:36:47,289 - mmseg - INFO - Iter [128550/160000] lr: 7.499e-07, eta: 3:18:03, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3844, decode.loss_mask: 0.5884, decode.loss_dice: 0.8781, decode.d0.loss_cls: 2.2827, decode.d0.loss_mask: 0.6532, decode.d0.loss_dice: 1.0413, decode.d1.loss_cls: 0.5695, decode.d1.loss_mask: 0.6177, decode.d1.loss_dice: 0.9556, decode.d2.loss_cls: 0.4876, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9137, decode.d3.loss_cls: 0.4490, decode.d3.loss_mask: 0.5982, decode.d3.loss_dice: 0.8930, decode.d4.loss_cls: 0.4360, decode.d4.loss_mask: 0.5951, decode.d4.loss_dice: 0.8913, decode.d5.loss_cls: 0.4132, decode.d5.loss_mask: 0.5934, decode.d5.loss_dice: 0.8865, decode.d6.loss_cls: 0.4096, decode.d6.loss_mask: 0.5913, decode.d6.loss_dice: 0.8824, decode.d7.loss_cls: 0.3964, decode.d7.loss_mask: 0.5880, decode.d7.loss_dice: 0.8777, decode.d8.loss_cls: 0.3994, decode.d8.loss_mask: 0.5857, decode.d8.loss_dice: 0.8795, loss: 21.3402, grad_norm: 125.0580 2023-11-27 01:37:05,537 - mmseg - INFO - Iter [128600/160000] lr: 7.488e-07, eta: 3:17:44, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4014, decode.loss_mask: 0.5750, decode.loss_dice: 0.8664, decode.d0.loss_cls: 2.1734, decode.d0.loss_mask: 0.6422, decode.d0.loss_dice: 1.0326, decode.d1.loss_cls: 0.5750, decode.d1.loss_mask: 0.6094, decode.d1.loss_dice: 0.9472, decode.d2.loss_cls: 0.4910, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.9069, decode.d3.loss_cls: 0.4462, decode.d3.loss_mask: 0.5864, decode.d3.loss_dice: 0.8787, decode.d4.loss_cls: 0.4235, decode.d4.loss_mask: 0.5854, decode.d4.loss_dice: 0.8781, decode.d5.loss_cls: 0.4142, decode.d5.loss_mask: 0.5813, decode.d5.loss_dice: 0.8768, decode.d6.loss_cls: 0.4082, decode.d6.loss_mask: 0.5781, decode.d6.loss_dice: 0.8660, decode.d7.loss_cls: 0.3968, decode.d7.loss_mask: 0.5784, decode.d7.loss_dice: 0.8657, decode.d8.loss_cls: 0.3985, decode.d8.loss_mask: 0.5752, decode.d8.loss_dice: 0.8705, loss: 21.0214, grad_norm: 117.6558 2023-11-27 01:37:24,276 - mmseg - INFO - Iter [128650/160000] lr: 7.476e-07, eta: 3:17:25, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4086, decode.loss_mask: 0.5900, decode.loss_dice: 0.8917, decode.d0.loss_cls: 2.2815, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 1.0596, decode.d1.loss_cls: 0.6172, decode.d1.loss_mask: 0.6179, decode.d1.loss_dice: 0.9705, decode.d2.loss_cls: 0.5104, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.9321, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.5973, decode.d3.loss_dice: 0.9030, decode.d4.loss_cls: 0.4428, decode.d4.loss_mask: 0.5965, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4253, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.9043, decode.d6.loss_cls: 0.4276, decode.d6.loss_mask: 0.5908, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4164, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.8906, decode.d8.loss_cls: 0.4121, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.8909, loss: 21.6647, grad_norm: 123.9242 2023-11-27 01:37:42,567 - mmseg - INFO - Iter [128700/160000] lr: 7.464e-07, eta: 3:17:06, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3713, decode.loss_mask: 0.5722, decode.loss_dice: 0.8831, decode.d0.loss_cls: 2.2303, decode.d0.loss_mask: 0.6330, decode.d0.loss_dice: 1.0433, decode.d1.loss_cls: 0.5538, decode.d1.loss_mask: 0.6094, decode.d1.loss_dice: 0.9541, decode.d2.loss_cls: 0.4604, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4227, decode.d3.loss_mask: 0.5853, decode.d3.loss_dice: 0.8978, decode.d4.loss_cls: 0.3995, decode.d4.loss_mask: 0.5864, decode.d4.loss_dice: 0.8889, decode.d5.loss_cls: 0.3845, decode.d5.loss_mask: 0.5827, decode.d5.loss_dice: 0.8911, decode.d6.loss_cls: 0.3836, decode.d6.loss_mask: 0.5779, decode.d6.loss_dice: 0.8807, decode.d7.loss_cls: 0.3747, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8832, decode.d8.loss_cls: 0.3709, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8819, loss: 20.9620, grad_norm: 118.3165 2023-11-27 01:38:00,938 - mmseg - INFO - Iter [128750/160000] lr: 7.452e-07, eta: 3:16:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4135, decode.loss_mask: 0.5876, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.2478, decode.d0.loss_mask: 0.6573, decode.d0.loss_dice: 1.0325, decode.d1.loss_cls: 0.5791, decode.d1.loss_mask: 0.6295, decode.d1.loss_dice: 0.9517, decode.d2.loss_cls: 0.5049, decode.d2.loss_mask: 0.6109, decode.d2.loss_dice: 0.9060, decode.d3.loss_cls: 0.4673, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4467, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.8786, decode.d5.loss_cls: 0.4367, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.8786, decode.d6.loss_cls: 0.4338, decode.d6.loss_mask: 0.5898, decode.d6.loss_dice: 0.8632, decode.d7.loss_cls: 0.4181, decode.d7.loss_mask: 0.5878, decode.d7.loss_dice: 0.8661, decode.d8.loss_cls: 0.4203, decode.d8.loss_mask: 0.5876, decode.d8.loss_dice: 0.8652, loss: 21.4038, grad_norm: 119.7477 2023-11-27 01:38:19,230 - mmseg - INFO - Iter [128800/160000] lr: 7.440e-07, eta: 3:16:28, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3996, decode.loss_mask: 0.5914, decode.loss_dice: 0.9190, decode.d0.loss_cls: 2.2736, decode.d0.loss_mask: 0.6598, decode.d0.loss_dice: 1.0746, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6259, decode.d1.loss_dice: 0.9897, decode.d2.loss_cls: 0.5091, decode.d2.loss_mask: 0.6117, decode.d2.loss_dice: 0.9518, decode.d3.loss_cls: 0.4671, decode.d3.loss_mask: 0.5998, decode.d3.loss_dice: 0.9290, decode.d4.loss_cls: 0.4490, decode.d4.loss_mask: 0.6000, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4280, decode.d5.loss_mask: 0.5943, decode.d5.loss_dice: 0.9256, decode.d6.loss_cls: 0.4177, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.9219, decode.d7.loss_cls: 0.4107, decode.d7.loss_mask: 0.5910, decode.d7.loss_dice: 0.9193, decode.d8.loss_cls: 0.3998, decode.d8.loss_mask: 0.5912, decode.d8.loss_dice: 0.9162, loss: 21.8979, grad_norm: 127.5414 2023-11-27 01:38:39,771 - mmseg - INFO - Iter [128850/160000] lr: 7.428e-07, eta: 3:16:10, time: 0.411, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3898, decode.loss_mask: 0.5599, decode.loss_dice: 0.8543, decode.d0.loss_cls: 2.2486, decode.d0.loss_mask: 0.6307, decode.d0.loss_dice: 1.0297, decode.d1.loss_cls: 0.5686, decode.d1.loss_mask: 0.5943, decode.d1.loss_dice: 0.9405, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.5796, decode.d2.loss_dice: 0.8993, decode.d3.loss_cls: 0.4360, decode.d3.loss_mask: 0.5711, decode.d3.loss_dice: 0.8718, decode.d4.loss_cls: 0.4096, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.8724, decode.d5.loss_cls: 0.4032, decode.d5.loss_mask: 0.5695, decode.d5.loss_dice: 0.8670, decode.d6.loss_cls: 0.3993, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8570, decode.d7.loss_cls: 0.3869, decode.d7.loss_mask: 0.5645, decode.d7.loss_dice: 0.8551, decode.d8.loss_cls: 0.3819, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8568, loss: 20.7724, grad_norm: 124.4444 2023-11-27 01:38:58,124 - mmseg - INFO - Iter [128900/160000] lr: 7.416e-07, eta: 3:15:51, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4118, decode.loss_mask: 0.5723, decode.loss_dice: 0.8738, decode.d0.loss_cls: 2.2504, decode.d0.loss_mask: 0.6314, decode.d0.loss_dice: 1.0386, decode.d1.loss_cls: 0.5874, decode.d1.loss_mask: 0.6061, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4943, decode.d2.loss_mask: 0.5916, decode.d2.loss_dice: 0.9264, decode.d3.loss_cls: 0.4615, decode.d3.loss_mask: 0.5823, decode.d3.loss_dice: 0.9006, decode.d4.loss_cls: 0.4396, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4323, decode.d5.loss_mask: 0.5765, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4259, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8847, decode.d7.loss_cls: 0.4200, decode.d7.loss_mask: 0.5747, decode.d7.loss_dice: 0.8830, decode.d8.loss_cls: 0.4093, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.8779, loss: 21.3392, grad_norm: 120.2653 2023-11-27 01:39:16,708 - mmseg - INFO - Iter [128950/160000] lr: 7.404e-07, eta: 3:15:32, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3949, decode.loss_mask: 0.5607, decode.loss_dice: 0.8741, decode.d0.loss_cls: 2.2725, decode.d0.loss_mask: 0.6241, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5884, decode.d1.loss_mask: 0.5991, decode.d1.loss_dice: 0.9689, decode.d2.loss_cls: 0.4976, decode.d2.loss_mask: 0.5805, decode.d2.loss_dice: 0.9144, decode.d3.loss_cls: 0.4556, decode.d3.loss_mask: 0.5732, decode.d3.loss_dice: 0.8901, decode.d4.loss_cls: 0.4328, decode.d4.loss_mask: 0.5698, decode.d4.loss_dice: 0.8894, decode.d5.loss_cls: 0.4175, decode.d5.loss_mask: 0.5674, decode.d5.loss_dice: 0.8860, decode.d6.loss_cls: 0.4131, decode.d6.loss_mask: 0.5640, decode.d6.loss_dice: 0.8797, decode.d7.loss_cls: 0.4122, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8767, decode.d8.loss_cls: 0.4060, decode.d8.loss_mask: 0.5634, decode.d8.loss_dice: 0.8771, loss: 21.1641, grad_norm: 118.9247 2023-11-27 01:39:35,139 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:39:35,139 - mmseg - INFO - Iter [129000/160000] lr: 7.392e-07, eta: 3:15:13, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4130, decode.loss_mask: 0.5861, decode.loss_dice: 0.8954, decode.d0.loss_cls: 2.2940, decode.d0.loss_mask: 0.6438, decode.d0.loss_dice: 1.0620, decode.d1.loss_cls: 0.6096, decode.d1.loss_mask: 0.6146, decode.d1.loss_dice: 0.9841, decode.d2.loss_cls: 0.5090, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9426, decode.d3.loss_cls: 0.4715, decode.d3.loss_mask: 0.5969, decode.d3.loss_dice: 0.9140, decode.d4.loss_cls: 0.4562, decode.d4.loss_mask: 0.5905, decode.d4.loss_dice: 0.9151, decode.d5.loss_cls: 0.4422, decode.d5.loss_mask: 0.5918, decode.d5.loss_dice: 0.9079, decode.d6.loss_cls: 0.4370, decode.d6.loss_mask: 0.5864, decode.d6.loss_dice: 0.8951, decode.d7.loss_cls: 0.4220, decode.d7.loss_mask: 0.5870, decode.d7.loss_dice: 0.8974, decode.d8.loss_cls: 0.4145, decode.d8.loss_mask: 0.5852, decode.d8.loss_dice: 0.8931, loss: 21.7615, grad_norm: 123.5462 2023-11-27 01:39:53,693 - mmseg - INFO - Iter [129050/160000] lr: 7.380e-07, eta: 3:14:54, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3744, decode.loss_mask: 0.5874, decode.loss_dice: 0.8815, decode.d0.loss_cls: 2.2201, decode.d0.loss_mask: 0.6541, decode.d0.loss_dice: 1.0476, decode.d1.loss_cls: 0.5405, decode.d1.loss_mask: 0.6187, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.4623, decode.d2.loss_mask: 0.5995, decode.d2.loss_dice: 0.9236, decode.d3.loss_cls: 0.4220, decode.d3.loss_mask: 0.5925, decode.d3.loss_dice: 0.8982, decode.d4.loss_cls: 0.4123, decode.d4.loss_mask: 0.5914, decode.d4.loss_dice: 0.8999, decode.d5.loss_cls: 0.3984, decode.d5.loss_mask: 0.5915, decode.d5.loss_dice: 0.8949, decode.d6.loss_cls: 0.3910, decode.d6.loss_mask: 0.5892, decode.d6.loss_dice: 0.8846, decode.d7.loss_cls: 0.3791, decode.d7.loss_mask: 0.5885, decode.d7.loss_dice: 0.8822, decode.d8.loss_cls: 0.3799, decode.d8.loss_mask: 0.5877, decode.d8.loss_dice: 0.8830, loss: 21.1372, grad_norm: 121.3154 2023-11-27 01:40:11,890 - mmseg - INFO - Iter [129100/160000] lr: 7.368e-07, eta: 3:14:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4009, decode.loss_mask: 0.5694, decode.loss_dice: 0.8574, decode.d0.loss_cls: 2.2003, decode.d0.loss_mask: 0.6337, decode.d0.loss_dice: 1.0208, decode.d1.loss_cls: 0.5853, decode.d1.loss_mask: 0.6040, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.5026, decode.d2.loss_mask: 0.5860, decode.d2.loss_dice: 0.8991, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.5784, decode.d3.loss_dice: 0.8704, decode.d4.loss_cls: 0.4366, decode.d4.loss_mask: 0.5755, decode.d4.loss_dice: 0.8720, decode.d5.loss_cls: 0.4220, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.4141, decode.d6.loss_mask: 0.5712, decode.d6.loss_dice: 0.8597, decode.d7.loss_cls: 0.4073, decode.d7.loss_mask: 0.5705, decode.d7.loss_dice: 0.8576, decode.d8.loss_cls: 0.4050, decode.d8.loss_mask: 0.5678, decode.d8.loss_dice: 0.8554, loss: 20.9637, grad_norm: 115.3736 2023-11-27 01:40:30,253 - mmseg - INFO - Iter [129150/160000] lr: 7.356e-07, eta: 3:14:16, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3800, decode.loss_mask: 0.5584, decode.loss_dice: 0.8623, decode.d0.loss_cls: 2.2586, decode.d0.loss_mask: 0.6233, decode.d0.loss_dice: 1.0321, decode.d1.loss_cls: 0.5969, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.9385, decode.d2.loss_cls: 0.4962, decode.d2.loss_mask: 0.5805, decode.d2.loss_dice: 0.8994, decode.d3.loss_cls: 0.4561, decode.d3.loss_mask: 0.5690, decode.d3.loss_dice: 0.8743, decode.d4.loss_cls: 0.4245, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8697, decode.d5.loss_cls: 0.4140, decode.d5.loss_mask: 0.5640, decode.d5.loss_dice: 0.8691, decode.d6.loss_cls: 0.3996, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8630, decode.d7.loss_cls: 0.3899, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8591, decode.d8.loss_cls: 0.3862, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.8605, loss: 20.8669, grad_norm: 107.3711 2023-11-27 01:40:48,497 - mmseg - INFO - Iter [129200/160000] lr: 7.345e-07, eta: 3:13:57, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4119, decode.loss_mask: 0.5549, decode.loss_dice: 0.8766, decode.d0.loss_cls: 2.2714, decode.d0.loss_mask: 0.6162, decode.d0.loss_dice: 1.0436, decode.d1.loss_cls: 0.6223, decode.d1.loss_mask: 0.5896, decode.d1.loss_dice: 0.9554, decode.d2.loss_cls: 0.5265, decode.d2.loss_mask: 0.5748, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4766, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8920, decode.d4.loss_cls: 0.4563, decode.d4.loss_mask: 0.5658, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4408, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8892, decode.d6.loss_cls: 0.4293, decode.d6.loss_mask: 0.5607, decode.d6.loss_dice: 0.8779, decode.d7.loss_cls: 0.4196, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8788, decode.d8.loss_cls: 0.4146, decode.d8.loss_mask: 0.5580, decode.d8.loss_dice: 0.8796, loss: 21.2736, grad_norm: 135.6220 2023-11-27 01:41:06,785 - mmseg - INFO - Iter [129250/160000] lr: 7.333e-07, eta: 3:13:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3921, decode.loss_mask: 0.5593, decode.loss_dice: 0.8769, decode.d0.loss_cls: 2.2912, decode.d0.loss_mask: 0.6265, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.5814, decode.d1.loss_mask: 0.5979, decode.d1.loss_dice: 0.9508, decode.d2.loss_cls: 0.4992, decode.d2.loss_mask: 0.5778, decode.d2.loss_dice: 0.9081, decode.d3.loss_cls: 0.4512, decode.d3.loss_mask: 0.5700, decode.d3.loss_dice: 0.8878, decode.d4.loss_cls: 0.4245, decode.d4.loss_mask: 0.5677, decode.d4.loss_dice: 0.8849, decode.d5.loss_cls: 0.4096, decode.d5.loss_mask: 0.5662, decode.d5.loss_dice: 0.8874, decode.d6.loss_cls: 0.4050, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8774, decode.d7.loss_cls: 0.3996, decode.d7.loss_mask: 0.5589, decode.d7.loss_dice: 0.8739, decode.d8.loss_cls: 0.3953, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8751, loss: 21.0634, grad_norm: 115.7180 2023-11-27 01:41:25,086 - mmseg - INFO - Iter [129300/160000] lr: 7.321e-07, eta: 3:13:18, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4018, decode.loss_mask: 0.5786, decode.loss_dice: 0.8933, decode.d0.loss_cls: 2.2341, decode.d0.loss_mask: 0.6407, decode.d0.loss_dice: 1.0585, decode.d1.loss_cls: 0.5857, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.9705, decode.d2.loss_cls: 0.5081, decode.d2.loss_mask: 0.5954, decode.d2.loss_dice: 0.9262, decode.d3.loss_cls: 0.4549, decode.d3.loss_mask: 0.5870, decode.d3.loss_dice: 0.9033, decode.d4.loss_cls: 0.4343, decode.d4.loss_mask: 0.5838, decode.d4.loss_dice: 0.9025, decode.d5.loss_cls: 0.4206, decode.d5.loss_mask: 0.5868, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4149, decode.d6.loss_mask: 0.5845, decode.d6.loss_dice: 0.8958, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.5814, decode.d7.loss_dice: 0.8942, decode.d8.loss_cls: 0.4036, decode.d8.loss_mask: 0.5806, decode.d8.loss_dice: 0.8906, loss: 21.4395, grad_norm: 139.3209 2023-11-27 01:41:43,551 - mmseg - INFO - Iter [129350/160000] lr: 7.309e-07, eta: 3:12:59, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3907, decode.loss_mask: 0.5958, decode.loss_dice: 0.8863, decode.d0.loss_cls: 2.2383, decode.d0.loss_mask: 0.6587, decode.d0.loss_dice: 1.0583, decode.d1.loss_cls: 0.5798, decode.d1.loss_mask: 0.6351, decode.d1.loss_dice: 0.9728, decode.d2.loss_cls: 0.4866, decode.d2.loss_mask: 0.6192, decode.d2.loss_dice: 0.9317, decode.d3.loss_cls: 0.4517, decode.d3.loss_mask: 0.6095, decode.d3.loss_dice: 0.9097, decode.d4.loss_cls: 0.4269, decode.d4.loss_mask: 0.6071, decode.d4.loss_dice: 0.9042, decode.d5.loss_cls: 0.4163, decode.d5.loss_mask: 0.6059, decode.d5.loss_dice: 0.9038, decode.d6.loss_cls: 0.4085, decode.d6.loss_mask: 0.5994, decode.d6.loss_dice: 0.8947, decode.d7.loss_cls: 0.3952, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.8904, decode.d8.loss_cls: 0.3942, decode.d8.loss_mask: 0.5964, decode.d8.loss_dice: 0.8876, loss: 21.5530, grad_norm: 132.1181 2023-11-27 01:42:01,974 - mmseg - INFO - Iter [129400/160000] lr: 7.297e-07, eta: 3:12:40, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3803, decode.loss_mask: 0.5664, decode.loss_dice: 0.8645, decode.d0.loss_cls: 2.2663, decode.d0.loss_mask: 0.6282, decode.d0.loss_dice: 1.0307, decode.d1.loss_cls: 0.5865, decode.d1.loss_mask: 0.5975, decode.d1.loss_dice: 0.9459, decode.d2.loss_cls: 0.4908, decode.d2.loss_mask: 0.5854, decode.d2.loss_dice: 0.9033, decode.d3.loss_cls: 0.4468, decode.d3.loss_mask: 0.5784, decode.d3.loss_dice: 0.8818, decode.d4.loss_cls: 0.4249, decode.d4.loss_mask: 0.5722, decode.d4.loss_dice: 0.8815, decode.d5.loss_cls: 0.4186, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.8778, decode.d6.loss_cls: 0.3982, decode.d6.loss_mask: 0.5696, decode.d6.loss_dice: 0.8717, decode.d7.loss_cls: 0.3941, decode.d7.loss_mask: 0.5662, decode.d7.loss_dice: 0.8669, decode.d8.loss_cls: 0.3838, decode.d8.loss_mask: 0.5676, decode.d8.loss_dice: 0.8685, loss: 20.9843, grad_norm: 121.9254 2023-11-27 01:42:20,627 - mmseg - INFO - Iter [129450/160000] lr: 7.285e-07, eta: 3:12:22, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3751, decode.loss_mask: 0.6120, decode.loss_dice: 0.8519, decode.d0.loss_cls: 2.1868, decode.d0.loss_mask: 0.6774, decode.d0.loss_dice: 1.0007, decode.d1.loss_cls: 0.5308, decode.d1.loss_mask: 0.6484, decode.d1.loss_dice: 0.9207, decode.d2.loss_cls: 0.4454, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 0.8853, decode.d3.loss_cls: 0.4136, decode.d3.loss_mask: 0.6243, decode.d3.loss_dice: 0.8634, decode.d4.loss_cls: 0.3986, decode.d4.loss_mask: 0.6196, decode.d4.loss_dice: 0.8647, decode.d5.loss_cls: 0.3916, decode.d5.loss_mask: 0.6165, decode.d5.loss_dice: 0.8631, decode.d6.loss_cls: 0.3899, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.8564, decode.d7.loss_cls: 0.3774, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3706, decode.d8.loss_mask: 0.6148, decode.d8.loss_dice: 0.8578, loss: 20.9774, grad_norm: 123.3396 2023-11-27 01:42:38,822 - mmseg - INFO - Iter [129500/160000] lr: 7.273e-07, eta: 3:12:02, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3880, decode.loss_mask: 0.5955, decode.loss_dice: 0.8755, decode.d0.loss_cls: 2.2326, decode.d0.loss_mask: 0.6602, decode.d0.loss_dice: 1.0451, decode.d1.loss_cls: 0.5512, decode.d1.loss_mask: 0.6301, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.4755, decode.d2.loss_mask: 0.6104, decode.d2.loss_dice: 0.9181, decode.d3.loss_cls: 0.4392, decode.d3.loss_mask: 0.6042, decode.d3.loss_dice: 0.8899, decode.d4.loss_cls: 0.4213, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.8900, decode.d5.loss_cls: 0.4051, decode.d5.loss_mask: 0.6032, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.3998, decode.d6.loss_mask: 0.5997, decode.d6.loss_dice: 0.8847, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5978, decode.d7.loss_dice: 0.8815, decode.d8.loss_cls: 0.3922, decode.d8.loss_mask: 0.5968, decode.d8.loss_dice: 0.8791, loss: 21.3089, grad_norm: 127.4132 2023-11-27 01:42:57,314 - mmseg - INFO - Iter [129550/160000] lr: 7.261e-07, eta: 3:11:43, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3775, decode.loss_mask: 0.5628, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.2684, decode.d0.loss_mask: 0.6286, decode.d0.loss_dice: 1.0398, decode.d1.loss_cls: 0.5806, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.9622, decode.d2.loss_cls: 0.4782, decode.d2.loss_mask: 0.5791, decode.d2.loss_dice: 0.9193, decode.d3.loss_cls: 0.4381, decode.d3.loss_mask: 0.5726, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4129, decode.d4.loss_mask: 0.5696, decode.d4.loss_dice: 0.8923, decode.d5.loss_cls: 0.4045, decode.d5.loss_mask: 0.5683, decode.d5.loss_dice: 0.8901, decode.d6.loss_cls: 0.3951, decode.d6.loss_mask: 0.5656, decode.d6.loss_dice: 0.8802, decode.d7.loss_cls: 0.3890, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8761, decode.d8.loss_cls: 0.3818, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8819, loss: 21.0194, grad_norm: 107.7887 2023-11-27 01:43:15,664 - mmseg - INFO - Iter [129600/160000] lr: 7.249e-07, eta: 3:11:24, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4018, decode.loss_mask: 0.5908, decode.loss_dice: 0.8892, decode.d0.loss_cls: 2.2275, decode.d0.loss_mask: 0.6614, decode.d0.loss_dice: 1.0692, decode.d1.loss_cls: 0.6079, decode.d1.loss_mask: 0.6294, decode.d1.loss_dice: 0.9765, decode.d2.loss_cls: 0.5023, decode.d2.loss_mask: 0.6113, decode.d2.loss_dice: 0.9337, decode.d3.loss_cls: 0.4597, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.9108, decode.d4.loss_cls: 0.4388, decode.d4.loss_mask: 0.6005, decode.d4.loss_dice: 0.9073, decode.d5.loss_cls: 0.4224, decode.d5.loss_mask: 0.5977, decode.d5.loss_dice: 0.9039, decode.d6.loss_cls: 0.4170, decode.d6.loss_mask: 0.5942, decode.d6.loss_dice: 0.8926, decode.d7.loss_cls: 0.4037, decode.d7.loss_mask: 0.5920, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4029, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8931, loss: 21.6245, grad_norm: 128.2105 2023-11-27 01:43:34,135 - mmseg - INFO - Iter [129650/160000] lr: 7.237e-07, eta: 3:11:05, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3838, decode.loss_mask: 0.5660, decode.loss_dice: 0.8979, decode.d0.loss_cls: 2.2504, decode.d0.loss_mask: 0.6261, decode.d0.loss_dice: 1.0622, decode.d1.loss_cls: 0.5909, decode.d1.loss_mask: 0.5962, decode.d1.loss_dice: 0.9705, decode.d2.loss_cls: 0.4850, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.9354, decode.d3.loss_cls: 0.4421, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.9098, decode.d4.loss_cls: 0.4130, decode.d4.loss_mask: 0.5711, decode.d4.loss_dice: 0.9100, decode.d5.loss_cls: 0.4169, decode.d5.loss_mask: 0.5665, decode.d5.loss_dice: 0.9015, decode.d6.loss_cls: 0.3979, decode.d6.loss_mask: 0.5662, decode.d6.loss_dice: 0.8952, decode.d7.loss_cls: 0.3936, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8964, decode.d8.loss_cls: 0.3868, decode.d8.loss_mask: 0.5667, decode.d8.loss_dice: 0.8987, loss: 21.2216, grad_norm: 119.6752 2023-11-27 01:43:52,422 - mmseg - INFO - Iter [129700/160000] lr: 7.225e-07, eta: 3:10:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4174, decode.loss_mask: 0.5642, decode.loss_dice: 0.8767, decode.d0.loss_cls: 2.3041, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 1.0483, decode.d1.loss_cls: 0.6152, decode.d1.loss_mask: 0.5967, decode.d1.loss_dice: 0.9503, decode.d2.loss_cls: 0.5038, decode.d2.loss_mask: 0.5834, decode.d2.loss_dice: 0.9185, decode.d3.loss_cls: 0.4614, decode.d3.loss_mask: 0.5766, decode.d3.loss_dice: 0.8928, decode.d4.loss_cls: 0.4380, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8928, decode.d5.loss_cls: 0.4301, decode.d5.loss_mask: 0.5695, decode.d5.loss_dice: 0.8908, decode.d6.loss_cls: 0.4285, decode.d6.loss_mask: 0.5677, decode.d6.loss_dice: 0.8786, decode.d7.loss_cls: 0.4188, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8791, decode.d8.loss_cls: 0.4091, decode.d8.loss_mask: 0.5654, decode.d8.loss_dice: 0.8803, loss: 21.3277, grad_norm: 109.7947 2023-11-27 01:44:10,894 - mmseg - INFO - Iter [129750/160000] lr: 7.213e-07, eta: 3:10:27, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4170, decode.loss_mask: 0.5981, decode.loss_dice: 0.8880, decode.d0.loss_cls: 2.2577, decode.d0.loss_mask: 0.6555, decode.d0.loss_dice: 1.0606, decode.d1.loss_cls: 0.6009, decode.d1.loss_mask: 0.6308, decode.d1.loss_dice: 0.9724, decode.d2.loss_cls: 0.4998, decode.d2.loss_mask: 0.6195, decode.d2.loss_dice: 0.9348, decode.d3.loss_cls: 0.4678, decode.d3.loss_mask: 0.6104, decode.d3.loss_dice: 0.9049, decode.d4.loss_cls: 0.4440, decode.d4.loss_mask: 0.6080, decode.d4.loss_dice: 0.9041, decode.d5.loss_cls: 0.4415, decode.d5.loss_mask: 0.6040, decode.d5.loss_dice: 0.9028, decode.d6.loss_cls: 0.4334, decode.d6.loss_mask: 0.6013, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.4235, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.8902, decode.d8.loss_cls: 0.4184, decode.d8.loss_mask: 0.5962, decode.d8.loss_dice: 0.8892, loss: 21.7644, grad_norm: 139.6090 2023-11-27 01:44:29,293 - mmseg - INFO - Iter [129800/160000] lr: 7.201e-07, eta: 3:10:08, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3792, decode.loss_mask: 0.5747, decode.loss_dice: 0.8799, decode.d0.loss_cls: 2.2390, decode.d0.loss_mask: 0.6373, decode.d0.loss_dice: 1.0545, decode.d1.loss_cls: 0.5575, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9681, decode.d2.loss_cls: 0.4703, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.9244, decode.d3.loss_cls: 0.4343, decode.d3.loss_mask: 0.5855, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4128, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.8911, decode.d5.loss_cls: 0.4050, decode.d5.loss_mask: 0.5815, decode.d5.loss_dice: 0.8906, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5763, decode.d6.loss_dice: 0.8822, decode.d7.loss_cls: 0.3857, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8839, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8821, loss: 21.0992, grad_norm: 124.8447 2023-11-27 01:44:47,876 - mmseg - INFO - Iter [129850/160000] lr: 7.190e-07, eta: 3:09:49, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3954, decode.loss_mask: 0.5571, decode.loss_dice: 0.8797, decode.d0.loss_cls: 2.3076, decode.d0.loss_mask: 0.6216, decode.d0.loss_dice: 1.0389, decode.d1.loss_cls: 0.5924, decode.d1.loss_mask: 0.5982, decode.d1.loss_dice: 0.9572, decode.d2.loss_cls: 0.4895, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.9202, decode.d3.loss_cls: 0.4521, decode.d3.loss_mask: 0.5706, decode.d3.loss_dice: 0.8904, decode.d4.loss_cls: 0.4303, decode.d4.loss_mask: 0.5685, decode.d4.loss_dice: 0.8938, decode.d5.loss_cls: 0.4231, decode.d5.loss_mask: 0.5624, decode.d5.loss_dice: 0.8901, decode.d6.loss_cls: 0.4175, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8808, decode.d7.loss_cls: 0.4017, decode.d7.loss_mask: 0.5598, decode.d7.loss_dice: 0.8796, decode.d8.loss_cls: 0.3978, decode.d8.loss_mask: 0.5578, decode.d8.loss_dice: 0.8797, loss: 21.1583, grad_norm: 114.8763 2023-11-27 01:45:06,234 - mmseg - INFO - Iter [129900/160000] lr: 7.178e-07, eta: 3:09:30, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4161, decode.loss_mask: 0.5894, decode.loss_dice: 0.9012, decode.d0.loss_cls: 2.2995, decode.d0.loss_mask: 0.6659, decode.d0.loss_dice: 1.0926, decode.d1.loss_cls: 0.6236, decode.d1.loss_mask: 0.6281, decode.d1.loss_dice: 0.9955, decode.d2.loss_cls: 0.5146, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9507, decode.d3.loss_cls: 0.4746, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.9182, decode.d4.loss_cls: 0.4479, decode.d4.loss_mask: 0.5989, decode.d4.loss_dice: 0.9179, decode.d5.loss_cls: 0.4453, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.9154, decode.d6.loss_cls: 0.4290, decode.d6.loss_mask: 0.5913, decode.d6.loss_dice: 0.9041, decode.d7.loss_cls: 0.4183, decode.d7.loss_mask: 0.5891, decode.d7.loss_dice: 0.9017, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5883, decode.d8.loss_dice: 0.9022, loss: 21.9378, grad_norm: 121.3095 2023-11-27 01:45:24,683 - mmseg - INFO - Iter [129950/160000] lr: 7.166e-07, eta: 3:09:11, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3748, decode.loss_mask: 0.5791, decode.loss_dice: 0.8804, decode.d0.loss_cls: 2.2624, decode.d0.loss_mask: 0.6408, decode.d0.loss_dice: 1.0385, decode.d1.loss_cls: 0.5862, decode.d1.loss_mask: 0.6130, decode.d1.loss_dice: 0.9638, decode.d2.loss_cls: 0.4881, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.9181, decode.d3.loss_cls: 0.4467, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4253, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8883, decode.d5.loss_cls: 0.4009, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.3964, decode.d6.loss_mask: 0.5814, decode.d6.loss_dice: 0.8773, decode.d7.loss_cls: 0.3869, decode.d7.loss_mask: 0.5799, decode.d7.loss_dice: 0.8787, decode.d8.loss_cls: 0.3798, decode.d8.loss_mask: 0.5781, decode.d8.loss_dice: 0.8795, loss: 21.1636, grad_norm: 118.8744 2023-11-27 01:45:42,997 - mmseg - INFO - Saving checkpoint at 130000 iterations 2023-11-27 01:45:44,733 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:45:44,733 - mmseg - INFO - Iter [130000/160000] lr: 7.154e-07, eta: 3:08:53, time: 0.401, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4177, decode.loss_mask: 0.5664, decode.loss_dice: 0.8619, decode.d0.loss_cls: 2.2952, decode.d0.loss_mask: 0.6299, decode.d0.loss_dice: 1.0330, decode.d1.loss_cls: 0.5876, decode.d1.loss_mask: 0.5976, decode.d1.loss_dice: 0.9368, decode.d2.loss_cls: 0.4888, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.9026, decode.d3.loss_cls: 0.4581, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.8733, decode.d4.loss_cls: 0.4479, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.8774, decode.d5.loss_cls: 0.4381, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.4309, decode.d6.loss_mask: 0.5699, decode.d6.loss_dice: 0.8657, decode.d7.loss_cls: 0.4214, decode.d7.loss_mask: 0.5678, decode.d7.loss_dice: 0.8689, decode.d8.loss_cls: 0.4206, decode.d8.loss_mask: 0.5670, decode.d8.loss_dice: 0.8670, loss: 21.1608, grad_norm: 122.5646 2023-11-27 01:46:01,494 - mmseg - INFO - per class results: 2023-11-27 01:46:01,500 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.0 | 86.84 | | building | 82.11 | 89.52 | | sky | 94.87 | 97.32 | | floor | 83.21 | 90.72 | | tree | 75.3 | 87.92 | | ceiling | 84.31 | 91.85 | | road | 84.76 | 90.15 | | bed | 91.08 | 96.5 | | windowpane | 60.94 | 81.25 | | grass | 69.31 | 81.75 | | cabinet | 62.41 | 75.56 | | sidewalk | 68.27 | 82.69 | | person | 83.89 | 91.9 | | earth | 36.26 | 52.65 | | door | 53.37 | 68.96 | | table | 65.21 | 79.69 | | mountain | 59.6 | 77.34 | | plant | 50.42 | 64.45 | | curtain | 76.11 | 87.73 | | chair | 60.17 | 72.31 | | car | 86.35 | 94.17 | | water | 42.71 | 58.36 | | painting | 72.18 | 88.68 | | sofa | 72.5 | 86.32 | | shelf | 46.31 | 66.01 | | house | 41.1 | 74.22 | | sea | 55.88 | 77.91 | | mirror | 65.71 | 77.77 | | rug | 67.51 | 78.41 | | field | 28.3 | 43.48 | | armchair | 50.1 | 69.92 | | seat | 61.11 | 85.01 | | fence | 45.19 | 61.04 | | desk | 51.7 | 73.28 | | rock | 51.59 | 66.81 | | wardrobe | 51.69 | 66.32 | | lamp | 68.78 | 79.24 | | bathtub | 87.5 | 91.32 | | railing | 35.08 | 48.7 | | cushion | 64.55 | 76.26 | | base | 31.5 | 52.38 | | box | 28.72 | 40.98 | | column | 43.35 | 62.2 | | signboard | 37.09 | 54.9 | | chest of drawers | 37.32 | 69.09 | | counter | 33.21 | 53.07 | | sand | 36.46 | 56.12 | | sink | 73.67 | 83.97 | | skyscraper | 51.0 | 60.26 | | fireplace | 74.13 | 92.13 | | refrigerator | 80.09 | 90.02 | | grandstand | 47.78 | 68.19 | | path | 32.47 | 46.26 | | stairs | 34.98 | 45.85 | | runway | 76.01 | 97.27 | | case | 47.85 | 56.13 | | pool table | 94.51 | 96.86 | | pillow | 61.66 | 72.79 | | screen door | 62.38 | 80.52 | | stairway | 35.08 | 45.11 | | river | 9.05 | 26.93 | | bridge | 73.43 | 88.69 | | bookcase | 32.46 | 45.95 | | blind | 35.42 | 40.75 | | coffee table | 62.51 | 80.4 | | toilet | 87.73 | 91.19 | | flower | 38.48 | 58.85 | | book | 50.37 | 73.03 | | hill | 7.48 | 12.22 | | bench | 46.29 | 53.81 | | countertop | 59.66 | 75.27 | | stove | 81.72 | 85.75 | | palm | 56.56 | 81.27 | | kitchen island | 39.56 | 82.31 | | computer | 65.9 | 71.24 | | swivel chair | 51.49 | 75.06 | | boat | 60.51 | 85.11 | | bar | 53.18 | 63.14 | | arcade machine | 29.43 | 31.1 | | hovel | 10.6 | 15.84 | | bus | 89.91 | 96.13 | | towel | 72.56 | 84.51 | | light | 59.34 | 78.55 | | truck | 40.22 | 52.23 | | tower | 9.15 | 12.77 | | chandelier | 69.34 | 85.26 | | awning | 36.72 | 47.29 | | streetlight | 34.69 | 52.41 | | booth | 48.63 | 54.51 | | television receiver | 72.06 | 85.62 | | airplane | 62.9 | 69.62 | | dirt track | 7.65 | 22.91 | | apparel | 28.73 | 45.0 | | pole | 26.52 | 43.11 | | land | 1.95 | 5.56 | | bannister | 12.83 | 29.65 | | escalator | 24.68 | 28.9 | | ottoman | 49.46 | 65.34 | | bottle | 24.0 | 31.54 | | buffet | 47.59 | 58.3 | | poster | 31.86 | 44.85 | | stage | 13.35 | 21.69 | | van | 51.58 | 69.29 | | ship | 10.32 | 10.75 | | fountain | 23.83 | 24.39 | | conveyer belt | 66.7 | 83.89 | | canopy | 28.01 | 35.25 | | washer | 72.82 | 77.44 | | plaything | 37.65 | 63.5 | | swimming pool | 66.66 | 67.96 | | stool | 43.39 | 71.71 | | barrel | 54.82 | 74.33 | | basket | 37.05 | 60.91 | | waterfall | 39.64 | 56.82 | | tent | 95.09 | 97.88 | | bag | 16.62 | 24.43 | | minibike | 71.05 | 88.51 | | cradle | 85.54 | 97.93 | | oven | 58.99 | 72.15 | | ball | 53.35 | 68.42 | | food | 68.4 | 81.93 | | step | 17.7 | 24.05 | | tank | 57.72 | 64.5 | | trade name | 25.0 | 29.88 | | microwave | 84.01 | 92.54 | | pot | 37.94 | 45.57 | | animal | 65.17 | 66.86 | | bicycle | 56.23 | 83.38 | | lake | 0.06 | 0.07 | | dishwasher | 76.57 | 85.09 | | screen | 64.2 | 92.97 | | blanket | 26.68 | 32.88 | | sculpture | 62.43 | 85.86 | | hood | 77.21 | 87.25 | | sconce | 56.65 | 70.25 | | vase | 46.86 | 68.79 | | traffic light | 36.65 | 66.66 | | tray | 18.4 | 31.67 | | ashcan | 42.23 | 67.23 | | fan | 64.01 | 84.99 | | pier | 13.38 | 15.45 | | crt screen | 5.59 | 19.77 | | plate | 57.27 | 72.75 | | monitor | 3.07 | 3.87 | | bulletin board | 51.56 | 66.02 | | shower | 10.45 | 25.65 | | radiator | 67.85 | 81.04 | | glass | 21.62 | 24.03 | | clock | 38.72 | 65.25 | | flag | 47.99 | 52.88 | +---------------------+-------+-------+ 2023-11-27 01:46:01,500 - mmseg - INFO - Summary: 2023-11-27 01:46:01,500 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.37 | 50.77 | 64.15 | +-------+-------+-------+ 2023-11-27 01:46:01,501 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:46:01,501 - mmseg - INFO - Iter(val) [250] aAcc: 0.8337, mIoU: 0.5077, mAcc: 0.6415, IoU.wall: 0.7800, IoU.building: 0.8211, IoU.sky: 0.9487, IoU.floor: 0.8321, IoU.tree: 0.7530, IoU.ceiling: 0.8431, IoU.road: 0.8476, IoU.bed : 0.9108, IoU.windowpane: 0.6094, IoU.grass: 0.6931, IoU.cabinet: 0.6241, IoU.sidewalk: 0.6827, IoU.person: 0.8389, IoU.earth: 0.3626, IoU.door: 0.5337, IoU.table: 0.6521, IoU.mountain: 0.5960, IoU.plant: 0.5042, IoU.curtain: 0.7611, IoU.chair: 0.6017, IoU.car: 0.8635, IoU.water: 0.4271, IoU.painting: 0.7218, IoU.sofa: 0.7250, IoU.shelf: 0.4631, IoU.house: 0.4110, IoU.sea: 0.5588, IoU.mirror: 0.6571, IoU.rug: 0.6751, IoU.field: 0.2830, IoU.armchair: 0.5010, IoU.seat: 0.6111, IoU.fence: 0.4519, IoU.desk: 0.5170, IoU.rock: 0.5159, IoU.wardrobe: 0.5169, IoU.lamp: 0.6878, IoU.bathtub: 0.8750, IoU.railing: 0.3508, IoU.cushion: 0.6455, IoU.base: 0.3150, IoU.box: 0.2872, IoU.column: 0.4335, IoU.signboard: 0.3709, IoU.chest of drawers: 0.3732, IoU.counter: 0.3321, IoU.sand: 0.3646, IoU.sink: 0.7367, IoU.skyscraper: 0.5100, IoU.fireplace: 0.7413, IoU.refrigerator: 0.8009, IoU.grandstand: 0.4778, IoU.path: 0.3247, IoU.stairs: 0.3498, IoU.runway: 0.7601, IoU.case: 0.4785, IoU.pool table: 0.9451, IoU.pillow: 0.6166, IoU.screen door: 0.6238, IoU.stairway: 0.3508, IoU.river: 0.0905, IoU.bridge: 0.7343, IoU.bookcase: 0.3246, IoU.blind: 0.3542, IoU.coffee table: 0.6251, IoU.toilet: 0.8773, IoU.flower: 0.3848, IoU.book: 0.5037, IoU.hill: 0.0748, IoU.bench: 0.4629, IoU.countertop: 0.5966, IoU.stove: 0.8172, IoU.palm: 0.5656, IoU.kitchen island: 0.3956, IoU.computer: 0.6590, IoU.swivel chair: 0.5149, IoU.boat: 0.6051, IoU.bar: 0.5318, IoU.arcade machine: 0.2943, IoU.hovel: 0.1060, IoU.bus: 0.8991, IoU.towel: 0.7256, IoU.light: 0.5934, IoU.truck: 0.4022, IoU.tower: 0.0915, IoU.chandelier: 0.6934, IoU.awning: 0.3672, IoU.streetlight: 0.3469, IoU.booth: 0.4863, IoU.television receiver: 0.7206, IoU.airplane: 0.6290, IoU.dirt track: 0.0765, IoU.apparel: 0.2873, IoU.pole: 0.2652, IoU.land: 0.0195, IoU.bannister: 0.1283, IoU.escalator: 0.2468, IoU.ottoman: 0.4946, IoU.bottle: 0.2400, IoU.buffet: 0.4759, IoU.poster: 0.3186, IoU.stage: 0.1335, IoU.van: 0.5158, IoU.ship: 0.1032, IoU.fountain: 0.2383, IoU.conveyer belt: 0.6670, IoU.canopy: 0.2801, IoU.washer: 0.7282, IoU.plaything: 0.3765, IoU.swimming pool: 0.6666, IoU.stool: 0.4339, IoU.barrel: 0.5482, IoU.basket: 0.3705, IoU.waterfall: 0.3964, IoU.tent: 0.9509, IoU.bag: 0.1662, IoU.minibike: 0.7105, IoU.cradle: 0.8554, IoU.oven: 0.5899, IoU.ball: 0.5335, IoU.food: 0.6840, IoU.step: 0.1770, IoU.tank: 0.5772, IoU.trade name: 0.2500, IoU.microwave: 0.8401, IoU.pot: 0.3794, IoU.animal: 0.6517, IoU.bicycle: 0.5623, IoU.lake: 0.0006, IoU.dishwasher: 0.7657, IoU.screen: 0.6420, IoU.blanket: 0.2668, IoU.sculpture: 0.6243, IoU.hood: 0.7721, IoU.sconce: 0.5665, IoU.vase: 0.4686, IoU.traffic light: 0.3665, IoU.tray: 0.1840, IoU.ashcan: 0.4223, IoU.fan: 0.6401, IoU.pier: 0.1338, IoU.crt screen: 0.0559, IoU.plate: 0.5727, IoU.monitor: 0.0307, IoU.bulletin board: 0.5156, IoU.shower: 0.1045, IoU.radiator: 0.6785, IoU.glass: 0.2162, IoU.clock: 0.3872, IoU.flag: 0.4799, Acc.wall: 0.8684, Acc.building: 0.8952, Acc.sky: 0.9732, Acc.floor: 0.9072, Acc.tree: 0.8792, Acc.ceiling: 0.9185, Acc.road: 0.9015, Acc.bed : 0.9650, Acc.windowpane: 0.8125, Acc.grass: 0.8175, Acc.cabinet: 0.7556, Acc.sidewalk: 0.8269, Acc.person: 0.9190, Acc.earth: 0.5265, Acc.door: 0.6896, Acc.table: 0.7969, Acc.mountain: 0.7734, Acc.plant: 0.6445, Acc.curtain: 0.8773, Acc.chair: 0.7231, Acc.car: 0.9417, Acc.water: 0.5836, Acc.painting: 0.8868, Acc.sofa: 0.8632, Acc.shelf: 0.6601, Acc.house: 0.7422, Acc.sea: 0.7791, Acc.mirror: 0.7777, Acc.rug: 0.7841, Acc.field: 0.4348, Acc.armchair: 0.6992, Acc.seat: 0.8501, Acc.fence: 0.6104, Acc.desk: 0.7328, Acc.rock: 0.6681, Acc.wardrobe: 0.6632, Acc.lamp: 0.7924, Acc.bathtub: 0.9132, Acc.railing: 0.4870, Acc.cushion: 0.7626, Acc.base: 0.5238, Acc.box: 0.4098, Acc.column: 0.6220, Acc.signboard: 0.5490, Acc.chest of drawers: 0.6909, Acc.counter: 0.5307, Acc.sand: 0.5612, Acc.sink: 0.8397, Acc.skyscraper: 0.6026, Acc.fireplace: 0.9213, Acc.refrigerator: 0.9002, Acc.grandstand: 0.6819, Acc.path: 0.4626, Acc.stairs: 0.4585, Acc.runway: 0.9727, Acc.case: 0.5613, Acc.pool table: 0.9686, Acc.pillow: 0.7279, Acc.screen door: 0.8052, Acc.stairway: 0.4511, Acc.river: 0.2693, Acc.bridge: 0.8869, Acc.bookcase: 0.4595, Acc.blind: 0.4075, Acc.coffee table: 0.8040, Acc.toilet: 0.9119, Acc.flower: 0.5885, Acc.book: 0.7303, Acc.hill: 0.1222, Acc.bench: 0.5381, Acc.countertop: 0.7527, Acc.stove: 0.8575, Acc.palm: 0.8127, Acc.kitchen island: 0.8231, Acc.computer: 0.7124, Acc.swivel chair: 0.7506, Acc.boat: 0.8511, Acc.bar: 0.6314, Acc.arcade machine: 0.3110, Acc.hovel: 0.1584, Acc.bus: 0.9613, Acc.towel: 0.8451, Acc.light: 0.7855, Acc.truck: 0.5223, Acc.tower: 0.1277, Acc.chandelier: 0.8526, Acc.awning: 0.4729, Acc.streetlight: 0.5241, Acc.booth: 0.5451, Acc.television receiver: 0.8562, Acc.airplane: 0.6962, Acc.dirt track: 0.2291, Acc.apparel: 0.4500, Acc.pole: 0.4311, Acc.land: 0.0556, Acc.bannister: 0.2965, Acc.escalator: 0.2890, Acc.ottoman: 0.6534, Acc.bottle: 0.3154, Acc.buffet: 0.5830, Acc.poster: 0.4485, Acc.stage: 0.2169, Acc.van: 0.6929, Acc.ship: 0.1075, Acc.fountain: 0.2439, Acc.conveyer belt: 0.8389, Acc.canopy: 0.3525, Acc.washer: 0.7744, Acc.plaything: 0.6350, Acc.swimming pool: 0.6796, Acc.stool: 0.7171, Acc.barrel: 0.7433, Acc.basket: 0.6091, Acc.waterfall: 0.5682, Acc.tent: 0.9788, Acc.bag: 0.2443, Acc.minibike: 0.8851, Acc.cradle: 0.9793, Acc.oven: 0.7215, Acc.ball: 0.6842, Acc.food: 0.8193, Acc.step: 0.2405, Acc.tank: 0.6450, Acc.trade name: 0.2988, Acc.microwave: 0.9254, Acc.pot: 0.4557, Acc.animal: 0.6686, Acc.bicycle: 0.8338, Acc.lake: 0.0007, Acc.dishwasher: 0.8509, Acc.screen: 0.9297, Acc.blanket: 0.3288, Acc.sculpture: 0.8586, Acc.hood: 0.8725, Acc.sconce: 0.7025, Acc.vase: 0.6879, Acc.traffic light: 0.6666, Acc.tray: 0.3167, Acc.ashcan: 0.6723, Acc.fan: 0.8499, Acc.pier: 0.1545, Acc.crt screen: 0.1977, Acc.plate: 0.7275, Acc.monitor: 0.0387, Acc.bulletin board: 0.6602, Acc.shower: 0.2565, Acc.radiator: 0.8104, Acc.glass: 0.2403, Acc.clock: 0.6525, Acc.flag: 0.5288 2023-11-27 01:46:19,850 - mmseg - INFO - Iter [130050/160000] lr: 7.142e-07, eta: 3:08:38, time: 0.702, data_time: 0.345, memory: 36416, decode.loss_cls: 0.3941, decode.loss_mask: 0.5573, decode.loss_dice: 0.8405, decode.d0.loss_cls: 2.2877, decode.d0.loss_mask: 0.6180, decode.d0.loss_dice: 1.0039, decode.d1.loss_cls: 0.5952, decode.d1.loss_mask: 0.5941, decode.d1.loss_dice: 0.9178, decode.d2.loss_cls: 0.4842, decode.d2.loss_mask: 0.5766, decode.d2.loss_dice: 0.8801, decode.d3.loss_cls: 0.4477, decode.d3.loss_mask: 0.5711, decode.d3.loss_dice: 0.8559, decode.d4.loss_cls: 0.4288, decode.d4.loss_mask: 0.5667, decode.d4.loss_dice: 0.8492, decode.d5.loss_cls: 0.4145, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8494, decode.d6.loss_cls: 0.4022, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.8423, decode.d7.loss_cls: 0.3999, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8427, decode.d8.loss_cls: 0.3958, decode.d8.loss_mask: 0.5579, decode.d8.loss_dice: 0.8400, loss: 20.7002, grad_norm: 126.9818 2023-11-27 01:46:40,335 - mmseg - INFO - Iter [130100/160000] lr: 7.130e-07, eta: 3:08:19, time: 0.410, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3822, decode.loss_mask: 0.5933, decode.loss_dice: 0.8816, decode.d0.loss_cls: 2.2848, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.0535, decode.d1.loss_cls: 0.5687, decode.d1.loss_mask: 0.6315, decode.d1.loss_dice: 0.9652, decode.d2.loss_cls: 0.4752, decode.d2.loss_mask: 0.6106, decode.d2.loss_dice: 0.9253, decode.d3.loss_cls: 0.4441, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.8982, decode.d4.loss_cls: 0.4259, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.8964, decode.d5.loss_cls: 0.4059, decode.d5.loss_mask: 0.5996, decode.d5.loss_dice: 0.8976, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5988, decode.d6.loss_dice: 0.8846, decode.d7.loss_cls: 0.3928, decode.d7.loss_mask: 0.5965, decode.d7.loss_dice: 0.8853, decode.d8.loss_cls: 0.3785, decode.d8.loss_mask: 0.5946, decode.d8.loss_dice: 0.8845, loss: 21.4226, grad_norm: 111.9738 2023-11-27 01:46:58,812 - mmseg - INFO - Iter [130150/160000] lr: 7.118e-07, eta: 3:08:00, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4086, decode.loss_mask: 0.5742, decode.loss_dice: 0.8892, decode.d0.loss_cls: 2.3041, decode.d0.loss_mask: 0.6382, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.5965, decode.d1.loss_mask: 0.6079, decode.d1.loss_dice: 0.9719, decode.d2.loss_cls: 0.5175, decode.d2.loss_mask: 0.5895, decode.d2.loss_dice: 0.9363, decode.d3.loss_cls: 0.4725, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.9082, decode.d4.loss_cls: 0.4508, decode.d4.loss_mask: 0.5826, decode.d4.loss_dice: 0.9090, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.9014, decode.d6.loss_cls: 0.4261, decode.d6.loss_mask: 0.5770, decode.d6.loss_dice: 0.8944, decode.d7.loss_cls: 0.4185, decode.d7.loss_mask: 0.5759, decode.d7.loss_dice: 0.8947, decode.d8.loss_cls: 0.4109, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.8909, loss: 21.5933, grad_norm: 110.4602 2023-11-27 01:47:17,120 - mmseg - INFO - Iter [130200/160000] lr: 7.106e-07, eta: 3:07:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4015, decode.loss_mask: 0.5994, decode.loss_dice: 0.8893, decode.d0.loss_cls: 2.2473, decode.d0.loss_mask: 0.6671, decode.d0.loss_dice: 1.0539, decode.d1.loss_cls: 0.5679, decode.d1.loss_mask: 0.6395, decode.d1.loss_dice: 0.9747, decode.d2.loss_cls: 0.4853, decode.d2.loss_mask: 0.6169, decode.d2.loss_dice: 0.9379, decode.d3.loss_cls: 0.4540, decode.d3.loss_mask: 0.6114, decode.d3.loss_dice: 0.9106, decode.d4.loss_cls: 0.4324, decode.d4.loss_mask: 0.6084, decode.d4.loss_dice: 0.9040, decode.d5.loss_cls: 0.4240, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.9000, decode.d6.loss_cls: 0.4079, decode.d6.loss_mask: 0.6025, decode.d6.loss_dice: 0.8914, decode.d7.loss_cls: 0.4055, decode.d7.loss_mask: 0.6004, decode.d7.loss_dice: 0.8905, decode.d8.loss_cls: 0.4014, decode.d8.loss_mask: 0.5998, decode.d8.loss_dice: 0.8889, loss: 21.6190, grad_norm: 128.2986 2023-11-27 01:47:35,616 - mmseg - INFO - Iter [130250/160000] lr: 7.094e-07, eta: 3:07:22, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4089, decode.loss_mask: 0.5583, decode.loss_dice: 0.8911, decode.d0.loss_cls: 2.3283, decode.d0.loss_mask: 0.6204, decode.d0.loss_dice: 1.0654, decode.d1.loss_cls: 0.6012, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9820, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.5762, decode.d2.loss_dice: 0.9354, decode.d3.loss_cls: 0.4711, decode.d3.loss_mask: 0.5697, decode.d3.loss_dice: 0.9109, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.9083, decode.d5.loss_cls: 0.4453, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.9044, decode.d6.loss_cls: 0.4273, decode.d6.loss_mask: 0.5621, decode.d6.loss_dice: 0.8956, decode.d7.loss_cls: 0.4198, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8933, decode.d8.loss_cls: 0.4118, decode.d8.loss_mask: 0.5582, decode.d8.loss_dice: 0.8974, loss: 21.4860, grad_norm: 109.3137 2023-11-27 01:47:53,891 - mmseg - INFO - Iter [130300/160000] lr: 7.082e-07, eta: 3:07:03, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3940, decode.loss_mask: 0.5714, decode.loss_dice: 0.8731, decode.d0.loss_cls: 2.2592, decode.d0.loss_mask: 0.6393, decode.d0.loss_dice: 1.0570, decode.d1.loss_cls: 0.5979, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.9550, decode.d2.loss_cls: 0.5047, decode.d2.loss_mask: 0.5861, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.4666, decode.d3.loss_mask: 0.5773, decode.d3.loss_dice: 0.8862, decode.d4.loss_cls: 0.4375, decode.d4.loss_mask: 0.5764, decode.d4.loss_dice: 0.8886, decode.d5.loss_cls: 0.4284, decode.d5.loss_mask: 0.5745, decode.d5.loss_dice: 0.8821, decode.d6.loss_cls: 0.4084, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8766, decode.d7.loss_cls: 0.4001, decode.d7.loss_mask: 0.5711, decode.d7.loss_dice: 0.8774, decode.d8.loss_cls: 0.3970, decode.d8.loss_mask: 0.5712, decode.d8.loss_dice: 0.8727, loss: 21.2266, grad_norm: 119.5035 2023-11-27 01:48:12,401 - mmseg - INFO - Iter [130350/160000] lr: 7.070e-07, eta: 3:06:44, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3712, decode.loss_mask: 0.5561, decode.loss_dice: 0.8625, decode.d0.loss_cls: 2.2894, decode.d0.loss_mask: 0.6130, decode.d0.loss_dice: 1.0179, decode.d1.loss_cls: 0.5416, decode.d1.loss_mask: 0.5882, decode.d1.loss_dice: 0.9352, decode.d2.loss_cls: 0.4571, decode.d2.loss_mask: 0.5717, decode.d2.loss_dice: 0.8944, decode.d3.loss_cls: 0.4256, decode.d3.loss_mask: 0.5626, decode.d3.loss_dice: 0.8709, decode.d4.loss_cls: 0.4035, decode.d4.loss_mask: 0.5599, decode.d4.loss_dice: 0.8705, decode.d5.loss_cls: 0.3980, decode.d5.loss_mask: 0.5598, decode.d5.loss_dice: 0.8683, decode.d6.loss_cls: 0.3838, decode.d6.loss_mask: 0.5586, decode.d6.loss_dice: 0.8614, decode.d7.loss_cls: 0.3770, decode.d7.loss_mask: 0.5577, decode.d7.loss_dice: 0.8606, decode.d8.loss_cls: 0.3734, decode.d8.loss_mask: 0.5552, decode.d8.loss_dice: 0.8616, loss: 20.6067, grad_norm: 110.5597 2023-11-27 01:48:30,620 - mmseg - INFO - Iter [130400/160000] lr: 7.058e-07, eta: 3:06:25, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3930, decode.loss_mask: 0.6074, decode.loss_dice: 0.8959, decode.d0.loss_cls: 2.2286, decode.d0.loss_mask: 0.6742, decode.d0.loss_dice: 1.0612, decode.d1.loss_cls: 0.5729, decode.d1.loss_mask: 0.6424, decode.d1.loss_dice: 0.9679, decode.d2.loss_cls: 0.4747, decode.d2.loss_mask: 0.6261, decode.d2.loss_dice: 0.9341, decode.d3.loss_cls: 0.4448, decode.d3.loss_mask: 0.6167, decode.d3.loss_dice: 0.9118, decode.d4.loss_cls: 0.4252, decode.d4.loss_mask: 0.6163, decode.d4.loss_dice: 0.9090, decode.d5.loss_cls: 0.4124, decode.d5.loss_mask: 0.6132, decode.d5.loss_dice: 0.9066, decode.d6.loss_cls: 0.4016, decode.d6.loss_mask: 0.6087, decode.d6.loss_dice: 0.8993, decode.d7.loss_cls: 0.3987, decode.d7.loss_mask: 0.6070, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.3960, decode.d8.loss_mask: 0.6072, decode.d8.loss_dice: 0.8962, loss: 21.6439, grad_norm: 140.2145 2023-11-27 01:48:48,903 - mmseg - INFO - Iter [130450/160000] lr: 7.046e-07, eta: 3:06:06, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3968, decode.loss_mask: 0.5684, decode.loss_dice: 0.8853, decode.d0.loss_cls: 2.2687, decode.d0.loss_mask: 0.6321, decode.d0.loss_dice: 1.0431, decode.d1.loss_cls: 0.5779, decode.d1.loss_mask: 0.6079, decode.d1.loss_dice: 0.9675, decode.d2.loss_cls: 0.5023, decode.d2.loss_mask: 0.5825, decode.d2.loss_dice: 0.9228, decode.d3.loss_cls: 0.4520, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8973, decode.d4.loss_cls: 0.4419, decode.d4.loss_mask: 0.5735, decode.d4.loss_dice: 0.8960, decode.d5.loss_cls: 0.4187, decode.d5.loss_mask: 0.5719, decode.d5.loss_dice: 0.8952, decode.d6.loss_cls: 0.4132, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8831, decode.d7.loss_cls: 0.4139, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8837, decode.d8.loss_cls: 0.4100, decode.d8.loss_mask: 0.5688, decode.d8.loss_dice: 0.8873, loss: 21.2794, grad_norm: 125.9888 2023-11-27 01:49:07,106 - mmseg - INFO - Iter [130500/160000] lr: 7.035e-07, eta: 3:05:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4067, decode.loss_mask: 0.5853, decode.loss_dice: 0.9075, decode.d0.loss_cls: 2.2471, decode.d0.loss_mask: 0.6462, decode.d0.loss_dice: 1.0724, decode.d1.loss_cls: 0.5826, decode.d1.loss_mask: 0.6178, decode.d1.loss_dice: 0.9906, decode.d2.loss_cls: 0.5067, decode.d2.loss_mask: 0.6011, decode.d2.loss_dice: 0.9498, decode.d3.loss_cls: 0.4645, decode.d3.loss_mask: 0.5889, decode.d3.loss_dice: 0.9263, decode.d4.loss_cls: 0.4390, decode.d4.loss_mask: 0.5902, decode.d4.loss_dice: 0.9233, decode.d5.loss_cls: 0.4328, decode.d5.loss_mask: 0.5845, decode.d5.loss_dice: 0.9171, decode.d6.loss_cls: 0.4175, decode.d6.loss_mask: 0.5844, decode.d6.loss_dice: 0.9108, decode.d7.loss_cls: 0.4125, decode.d7.loss_mask: 0.5849, decode.d7.loss_dice: 0.9111, decode.d8.loss_cls: 0.4088, decode.d8.loss_mask: 0.5850, decode.d8.loss_dice: 0.9100, loss: 21.7055, grad_norm: 116.6007 2023-11-27 01:49:25,688 - mmseg - INFO - Iter [130550/160000] lr: 7.023e-07, eta: 3:05:28, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3936, decode.loss_mask: 0.5734, decode.loss_dice: 0.8873, decode.d0.loss_cls: 2.2575, decode.d0.loss_mask: 0.6497, decode.d0.loss_dice: 1.0659, decode.d1.loss_cls: 0.5970, decode.d1.loss_mask: 0.6131, decode.d1.loss_dice: 0.9743, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.9335, decode.d3.loss_cls: 0.4631, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4371, decode.d4.loss_mask: 0.5806, decode.d4.loss_dice: 0.8973, decode.d5.loss_cls: 0.4241, decode.d5.loss_mask: 0.5815, decode.d5.loss_dice: 0.9015, decode.d6.loss_cls: 0.4127, decode.d6.loss_mask: 0.5791, decode.d6.loss_dice: 0.8903, decode.d7.loss_cls: 0.4010, decode.d7.loss_mask: 0.5767, decode.d7.loss_dice: 0.8892, decode.d8.loss_cls: 0.3938, decode.d8.loss_mask: 0.5738, decode.d8.loss_dice: 0.8881, loss: 21.4306, grad_norm: 123.2780 2023-11-27 01:49:44,040 - mmseg - INFO - Iter [130600/160000] lr: 7.011e-07, eta: 3:05:09, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3976, decode.loss_mask: 0.5730, decode.loss_dice: 0.8682, decode.d0.loss_cls: 2.2940, decode.d0.loss_mask: 0.6423, decode.d0.loss_dice: 1.0404, decode.d1.loss_cls: 0.5743, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.9612, decode.d2.loss_cls: 0.4823, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.9138, decode.d3.loss_cls: 0.4490, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.4304, decode.d4.loss_mask: 0.5849, decode.d4.loss_dice: 0.8918, decode.d5.loss_cls: 0.4207, decode.d5.loss_mask: 0.5802, decode.d5.loss_dice: 0.8829, decode.d6.loss_cls: 0.4104, decode.d6.loss_mask: 0.5777, decode.d6.loss_dice: 0.8730, decode.d7.loss_cls: 0.4050, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8755, decode.d8.loss_cls: 0.3998, decode.d8.loss_mask: 0.5748, decode.d8.loss_dice: 0.8708, loss: 21.2334, grad_norm: 112.1045 2023-11-27 01:50:02,511 - mmseg - INFO - Iter [130650/160000] lr: 6.999e-07, eta: 3:04:50, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3821, decode.loss_mask: 0.5896, decode.loss_dice: 0.8764, decode.d0.loss_cls: 2.2482, decode.d0.loss_mask: 0.6480, decode.d0.loss_dice: 1.0449, decode.d1.loss_cls: 0.5863, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9622, decode.d2.loss_cls: 0.4818, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.9265, decode.d3.loss_cls: 0.4363, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.9026, decode.d4.loss_cls: 0.4185, decode.d4.loss_mask: 0.5994, decode.d4.loss_dice: 0.8986, decode.d5.loss_cls: 0.4090, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4080, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.8805, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5892, decode.d7.loss_dice: 0.8840, decode.d8.loss_cls: 0.3869, decode.d8.loss_mask: 0.5903, decode.d8.loss_dice: 0.8817, loss: 21.3382, grad_norm: 123.5549 2023-11-27 01:50:20,988 - mmseg - INFO - Iter [130700/160000] lr: 6.987e-07, eta: 3:04:31, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3783, decode.loss_mask: 0.5852, decode.loss_dice: 0.8708, decode.d0.loss_cls: 2.2665, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 1.0312, decode.d1.loss_cls: 0.5785, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9433, decode.d2.loss_cls: 0.4670, decode.d2.loss_mask: 0.6055, decode.d2.loss_dice: 0.9130, decode.d3.loss_cls: 0.4267, decode.d3.loss_mask: 0.5993, decode.d3.loss_dice: 0.8858, decode.d4.loss_cls: 0.4079, decode.d4.loss_mask: 0.5948, decode.d4.loss_dice: 0.8843, decode.d5.loss_cls: 0.3992, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.8797, decode.d6.loss_cls: 0.3951, decode.d6.loss_mask: 0.5850, decode.d6.loss_dice: 0.8702, decode.d7.loss_cls: 0.3800, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8731, decode.d8.loss_cls: 0.3792, decode.d8.loss_mask: 0.5857, decode.d8.loss_dice: 0.8711, loss: 21.1014, grad_norm: 117.6287 2023-11-27 01:50:39,389 - mmseg - INFO - Iter [130750/160000] lr: 6.975e-07, eta: 3:04:12, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3791, decode.loss_mask: 0.5833, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.2323, decode.d0.loss_mask: 0.6513, decode.d0.loss_dice: 1.0431, decode.d1.loss_cls: 0.5624, decode.d1.loss_mask: 0.6227, decode.d1.loss_dice: 0.9576, decode.d2.loss_cls: 0.4723, decode.d2.loss_mask: 0.6059, decode.d2.loss_dice: 0.9204, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5997, decode.d3.loss_dice: 0.8976, decode.d4.loss_cls: 0.4139, decode.d4.loss_mask: 0.5946, decode.d4.loss_dice: 0.8914, decode.d5.loss_cls: 0.4037, decode.d5.loss_mask: 0.5938, decode.d5.loss_dice: 0.8891, decode.d6.loss_cls: 0.3902, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.8869, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8806, decode.d8.loss_cls: 0.3800, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8795, loss: 21.1972, grad_norm: 117.9676 2023-11-27 01:50:57,754 - mmseg - INFO - Iter [130800/160000] lr: 6.963e-07, eta: 3:03:53, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4143, decode.loss_mask: 0.5698, decode.loss_dice: 0.8795, decode.d0.loss_cls: 2.2801, decode.d0.loss_mask: 0.6339, decode.d0.loss_dice: 1.0513, decode.d1.loss_cls: 0.6048, decode.d1.loss_mask: 0.6046, decode.d1.loss_dice: 0.9650, decode.d2.loss_cls: 0.5143, decode.d2.loss_mask: 0.5899, decode.d2.loss_dice: 0.9280, decode.d3.loss_cls: 0.4764, decode.d3.loss_mask: 0.5834, decode.d3.loss_dice: 0.8957, decode.d4.loss_cls: 0.4485, decode.d4.loss_mask: 0.5809, decode.d4.loss_dice: 0.8957, decode.d5.loss_cls: 0.4295, decode.d5.loss_mask: 0.5783, decode.d5.loss_dice: 0.8928, decode.d6.loss_cls: 0.4271, decode.d6.loss_mask: 0.5732, decode.d6.loss_dice: 0.8807, decode.d7.loss_cls: 0.4142, decode.d7.loss_mask: 0.5719, decode.d7.loss_dice: 0.8801, decode.d8.loss_cls: 0.4146, decode.d8.loss_mask: 0.5708, decode.d8.loss_dice: 0.8817, loss: 21.4311, grad_norm: 132.2164 2023-11-27 01:51:16,098 - mmseg - INFO - Iter [130850/160000] lr: 6.951e-07, eta: 3:03:34, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3936, decode.loss_mask: 0.5749, decode.loss_dice: 0.8870, decode.d0.loss_cls: 2.3054, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 1.0490, decode.d1.loss_cls: 0.6054, decode.d1.loss_mask: 0.6061, decode.d1.loss_dice: 0.9635, decode.d2.loss_cls: 0.4954, decode.d2.loss_mask: 0.5944, decode.d2.loss_dice: 0.9274, decode.d3.loss_cls: 0.4520, decode.d3.loss_mask: 0.5852, decode.d3.loss_dice: 0.9008, decode.d4.loss_cls: 0.4269, decode.d4.loss_mask: 0.5879, decode.d4.loss_dice: 0.9061, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.5817, decode.d5.loss_dice: 0.9030, decode.d6.loss_cls: 0.4008, decode.d6.loss_mask: 0.5805, decode.d6.loss_dice: 0.8987, decode.d7.loss_cls: 0.3996, decode.d7.loss_mask: 0.5769, decode.d7.loss_dice: 0.8904, decode.d8.loss_cls: 0.3972, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8897, loss: 21.4046, grad_norm: 130.7418 2023-11-27 01:51:34,362 - mmseg - INFO - Iter [130900/160000] lr: 6.939e-07, eta: 3:03:15, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3753, decode.loss_mask: 0.5932, decode.loss_dice: 0.8929, decode.d0.loss_cls: 2.2293, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0552, decode.d1.loss_cls: 0.5457, decode.d1.loss_mask: 0.6297, decode.d1.loss_dice: 0.9777, decode.d2.loss_cls: 0.4555, decode.d2.loss_mask: 0.6129, decode.d2.loss_dice: 0.9350, decode.d3.loss_cls: 0.4274, decode.d3.loss_mask: 0.6026, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4066, decode.d4.loss_mask: 0.6033, decode.d4.loss_dice: 0.9053, decode.d5.loss_cls: 0.3897, decode.d5.loss_mask: 0.6013, decode.d5.loss_dice: 0.9045, decode.d6.loss_cls: 0.3791, decode.d6.loss_mask: 0.5955, decode.d6.loss_dice: 0.8971, decode.d7.loss_cls: 0.3745, decode.d7.loss_mask: 0.5940, decode.d7.loss_dice: 0.8971, decode.d8.loss_cls: 0.3729, decode.d8.loss_mask: 0.5931, decode.d8.loss_dice: 0.8972, loss: 21.3041, grad_norm: 118.4007 2023-11-27 01:51:52,758 - mmseg - INFO - Iter [130950/160000] lr: 6.927e-07, eta: 3:02:56, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4059, decode.loss_mask: 0.5767, decode.loss_dice: 0.8597, decode.d0.loss_cls: 2.2560, decode.d0.loss_mask: 0.6405, decode.d0.loss_dice: 1.0331, decode.d1.loss_cls: 0.5966, decode.d1.loss_mask: 0.6098, decode.d1.loss_dice: 0.9506, decode.d2.loss_cls: 0.4992, decode.d2.loss_mask: 0.5934, decode.d2.loss_dice: 0.9062, decode.d3.loss_cls: 0.4521, decode.d3.loss_mask: 0.5887, decode.d3.loss_dice: 0.8804, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5866, decode.d4.loss_dice: 0.8790, decode.d5.loss_cls: 0.4233, decode.d5.loss_mask: 0.5823, decode.d5.loss_dice: 0.8788, decode.d6.loss_cls: 0.4164, decode.d6.loss_mask: 0.5796, decode.d6.loss_dice: 0.8687, decode.d7.loss_cls: 0.4107, decode.d7.loss_mask: 0.5784, decode.d7.loss_dice: 0.8655, decode.d8.loss_cls: 0.4162, decode.d8.loss_mask: 0.5756, decode.d8.loss_dice: 0.8660, loss: 21.2161, grad_norm: 122.9110 2023-11-27 01:52:11,053 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:52:11,053 - mmseg - INFO - Iter [131000/160000] lr: 6.915e-07, eta: 3:02:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3819, decode.loss_mask: 0.5557, decode.loss_dice: 0.8487, decode.d0.loss_cls: 2.2787, decode.d0.loss_mask: 0.6186, decode.d0.loss_dice: 1.0275, decode.d1.loss_cls: 0.5743, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9354, decode.d2.loss_cls: 0.4814, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8931, decode.d3.loss_cls: 0.4486, decode.d3.loss_mask: 0.5631, decode.d3.loss_dice: 0.8624, decode.d4.loss_cls: 0.4253, decode.d4.loss_mask: 0.5606, decode.d4.loss_dice: 0.8643, decode.d5.loss_cls: 0.4096, decode.d5.loss_mask: 0.5591, decode.d5.loss_dice: 0.8668, decode.d6.loss_cls: 0.3958, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8564, decode.d7.loss_cls: 0.3819, decode.d7.loss_mask: 0.5571, decode.d7.loss_dice: 0.8566, decode.d8.loss_cls: 0.3819, decode.d8.loss_mask: 0.5559, decode.d8.loss_dice: 0.8539, loss: 20.7151, grad_norm: 125.5681 2023-11-27 01:52:29,476 - mmseg - INFO - Iter [131050/160000] lr: 6.903e-07, eta: 3:02:18, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3967, decode.loss_mask: 0.5740, decode.loss_dice: 0.8691, decode.d0.loss_cls: 2.2473, decode.d0.loss_mask: 0.6503, decode.d0.loss_dice: 1.0446, decode.d1.loss_cls: 0.5919, decode.d1.loss_mask: 0.6055, decode.d1.loss_dice: 0.9505, decode.d2.loss_cls: 0.4886, decode.d2.loss_mask: 0.5916, decode.d2.loss_dice: 0.9084, decode.d3.loss_cls: 0.4562, decode.d3.loss_mask: 0.5851, decode.d3.loss_dice: 0.8828, decode.d4.loss_cls: 0.4313, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8800, decode.d5.loss_cls: 0.4082, decode.d5.loss_mask: 0.5817, decode.d5.loss_dice: 0.8802, decode.d6.loss_cls: 0.4070, decode.d6.loss_mask: 0.5784, decode.d6.loss_dice: 0.8715, decode.d7.loss_cls: 0.3968, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3943, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8675, loss: 21.1461, grad_norm: 114.5243 2023-11-27 01:52:47,990 - mmseg - INFO - Iter [131100/160000] lr: 6.891e-07, eta: 3:01:59, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3970, decode.loss_mask: 0.5794, decode.loss_dice: 0.8885, decode.d0.loss_cls: 2.2611, decode.d0.loss_mask: 0.6468, decode.d0.loss_dice: 1.0702, decode.d1.loss_cls: 0.5896, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9757, decode.d2.loss_cls: 0.5069, decode.d2.loss_mask: 0.6005, decode.d2.loss_dice: 0.9403, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.5925, decode.d3.loss_dice: 0.9117, decode.d4.loss_cls: 0.4369, decode.d4.loss_mask: 0.5907, decode.d4.loss_dice: 0.9053, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5884, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4118, decode.d6.loss_mask: 0.5840, decode.d6.loss_dice: 0.8922, decode.d7.loss_cls: 0.4029, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8904, decode.d8.loss_cls: 0.4011, decode.d8.loss_mask: 0.5802, decode.d8.loss_dice: 0.8907, loss: 21.5168, grad_norm: 113.3629 2023-11-27 01:53:06,316 - mmseg - INFO - Iter [131150/160000] lr: 6.880e-07, eta: 3:01:40, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3894, decode.loss_mask: 0.5714, decode.loss_dice: 0.8725, decode.d0.loss_cls: 2.3467, decode.d0.loss_mask: 0.6369, decode.d0.loss_dice: 1.0550, decode.d1.loss_cls: 0.6014, decode.d1.loss_mask: 0.6088, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.4951, decode.d2.loss_mask: 0.5891, decode.d2.loss_dice: 0.9201, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.5796, decode.d3.loss_dice: 0.8982, decode.d4.loss_cls: 0.4372, decode.d4.loss_mask: 0.5746, decode.d4.loss_dice: 0.8888, decode.d5.loss_cls: 0.4230, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.4074, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.3994, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8776, decode.d8.loss_cls: 0.3908, decode.d8.loss_mask: 0.5707, decode.d8.loss_dice: 0.8765, loss: 21.3164, grad_norm: 116.8397 2023-11-27 01:53:24,675 - mmseg - INFO - Iter [131200/160000] lr: 6.868e-07, eta: 3:01:21, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3857, decode.loss_mask: 0.5719, decode.loss_dice: 0.8662, decode.d0.loss_cls: 2.2330, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0247, decode.d1.loss_cls: 0.5578, decode.d1.loss_mask: 0.6123, decode.d1.loss_dice: 0.9452, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.5923, decode.d2.loss_dice: 0.9109, decode.d3.loss_cls: 0.4367, decode.d3.loss_mask: 0.5809, decode.d3.loss_dice: 0.8827, decode.d4.loss_cls: 0.4207, decode.d4.loss_mask: 0.5794, decode.d4.loss_dice: 0.8795, decode.d5.loss_cls: 0.4066, decode.d5.loss_mask: 0.5760, decode.d5.loss_dice: 0.8752, decode.d6.loss_cls: 0.3907, decode.d6.loss_mask: 0.5739, decode.d6.loss_dice: 0.8675, decode.d7.loss_cls: 0.3939, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8662, decode.d8.loss_cls: 0.3889, decode.d8.loss_mask: 0.5726, decode.d8.loss_dice: 0.8669, loss: 20.9440, grad_norm: 122.6969 2023-11-27 01:53:42,945 - mmseg - INFO - Iter [131250/160000] lr: 6.856e-07, eta: 3:01:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3564, decode.loss_mask: 0.5645, decode.loss_dice: 0.8484, decode.d0.loss_cls: 2.2331, decode.d0.loss_mask: 0.6236, decode.d0.loss_dice: 1.0126, decode.d1.loss_cls: 0.5613, decode.d1.loss_mask: 0.5990, decode.d1.loss_dice: 0.9224, decode.d2.loss_cls: 0.4583, decode.d2.loss_mask: 0.5845, decode.d2.loss_dice: 0.8894, decode.d3.loss_cls: 0.4212, decode.d3.loss_mask: 0.5753, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.4031, decode.d4.loss_mask: 0.5729, decode.d4.loss_dice: 0.8587, decode.d5.loss_cls: 0.3819, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8598, decode.d6.loss_cls: 0.3827, decode.d6.loss_mask: 0.5692, decode.d6.loss_dice: 0.8458, decode.d7.loss_cls: 0.3706, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8495, decode.d8.loss_cls: 0.3607, decode.d8.loss_mask: 0.5655, decode.d8.loss_dice: 0.8498, loss: 20.5254, grad_norm: 110.2514 2023-11-27 01:54:01,258 - mmseg - INFO - Iter [131300/160000] lr: 6.844e-07, eta: 3:00:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3689, decode.loss_mask: 0.5704, decode.loss_dice: 0.8709, decode.d0.loss_cls: 2.2343, decode.d0.loss_mask: 0.6309, decode.d0.loss_dice: 1.0348, decode.d1.loss_cls: 0.5550, decode.d1.loss_mask: 0.6074, decode.d1.loss_dice: 0.9533, decode.d2.loss_cls: 0.4740, decode.d2.loss_mask: 0.5868, decode.d2.loss_dice: 0.9138, decode.d3.loss_cls: 0.4281, decode.d3.loss_mask: 0.5786, decode.d3.loss_dice: 0.8883, decode.d4.loss_cls: 0.4124, decode.d4.loss_mask: 0.5768, decode.d4.loss_dice: 0.8818, decode.d5.loss_cls: 0.3965, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8815, decode.d6.loss_cls: 0.3901, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8719, decode.d7.loss_cls: 0.3808, decode.d7.loss_mask: 0.5709, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3741, decode.d8.loss_mask: 0.5717, decode.d8.loss_dice: 0.8726, loss: 20.8969, grad_norm: 126.2499 2023-11-27 01:54:19,466 - mmseg - INFO - Iter [131350/160000] lr: 6.832e-07, eta: 3:00:24, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3891, decode.loss_mask: 0.5388, decode.loss_dice: 0.8522, decode.d0.loss_cls: 2.2787, decode.d0.loss_mask: 0.6136, decode.d0.loss_dice: 1.0262, decode.d1.loss_cls: 0.5741, decode.d1.loss_mask: 0.5770, decode.d1.loss_dice: 0.9299, decode.d2.loss_cls: 0.4740, decode.d2.loss_mask: 0.5583, decode.d2.loss_dice: 0.8954, decode.d3.loss_cls: 0.4449, decode.d3.loss_mask: 0.5482, decode.d3.loss_dice: 0.8693, decode.d4.loss_cls: 0.4226, decode.d4.loss_mask: 0.5473, decode.d4.loss_dice: 0.8687, decode.d5.loss_cls: 0.4102, decode.d5.loss_mask: 0.5455, decode.d5.loss_dice: 0.8644, decode.d6.loss_cls: 0.3942, decode.d6.loss_mask: 0.5454, decode.d6.loss_dice: 0.8554, decode.d7.loss_cls: 0.3946, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.8542, decode.d8.loss_cls: 0.3948, decode.d8.loss_mask: 0.5393, decode.d8.loss_dice: 0.8534, loss: 20.5995, grad_norm: 107.5781 2023-11-27 01:54:40,347 - mmseg - INFO - Iter [131400/160000] lr: 6.820e-07, eta: 3:00:05, time: 0.418, data_time: 0.053, memory: 36416, decode.loss_cls: 0.4006, decode.loss_mask: 0.5627, decode.loss_dice: 0.8670, decode.d0.loss_cls: 2.2608, decode.d0.loss_mask: 0.6284, decode.d0.loss_dice: 1.0438, decode.d1.loss_cls: 0.5809, decode.d1.loss_mask: 0.5930, decode.d1.loss_dice: 0.9512, decode.d2.loss_cls: 0.4820, decode.d2.loss_mask: 0.5785, decode.d2.loss_dice: 0.9050, decode.d3.loss_cls: 0.4582, decode.d3.loss_mask: 0.5688, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.4299, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8782, decode.d5.loss_cls: 0.4197, decode.d5.loss_mask: 0.5659, decode.d5.loss_dice: 0.8799, decode.d6.loss_cls: 0.4060, decode.d6.loss_mask: 0.5675, decode.d6.loss_dice: 0.8733, decode.d7.loss_cls: 0.4105, decode.d7.loss_mask: 0.5642, decode.d7.loss_dice: 0.8681, decode.d8.loss_cls: 0.4053, decode.d8.loss_mask: 0.5625, decode.d8.loss_dice: 0.8628, loss: 21.0222, grad_norm: 112.3949 2023-11-27 01:54:58,650 - mmseg - INFO - Iter [131450/160000] lr: 6.808e-07, eta: 2:59:46, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3851, decode.loss_mask: 0.5471, decode.loss_dice: 0.8869, decode.d0.loss_cls: 2.2824, decode.d0.loss_mask: 0.6080, decode.d0.loss_dice: 1.0568, decode.d1.loss_cls: 0.5825, decode.d1.loss_mask: 0.5791, decode.d1.loss_dice: 0.9724, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.5594, decode.d2.loss_dice: 0.9308, decode.d3.loss_cls: 0.4525, decode.d3.loss_mask: 0.5537, decode.d3.loss_dice: 0.9066, decode.d4.loss_cls: 0.4323, decode.d4.loss_mask: 0.5518, decode.d4.loss_dice: 0.9032, decode.d5.loss_cls: 0.4059, decode.d5.loss_mask: 0.5511, decode.d5.loss_dice: 0.9004, decode.d6.loss_cls: 0.4078, decode.d6.loss_mask: 0.5490, decode.d6.loss_dice: 0.8941, decode.d7.loss_cls: 0.3968, decode.d7.loss_mask: 0.5487, decode.d7.loss_dice: 0.8905, decode.d8.loss_cls: 0.3912, decode.d8.loss_mask: 0.5475, decode.d8.loss_dice: 0.8911, loss: 21.0497, grad_norm: 114.5945 2023-11-27 01:55:17,279 - mmseg - INFO - Iter [131500/160000] lr: 6.796e-07, eta: 2:59:27, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3921, decode.loss_mask: 0.5825, decode.loss_dice: 0.8702, decode.d0.loss_cls: 2.2420, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 1.0356, decode.d1.loss_cls: 0.5622, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9490, decode.d2.loss_cls: 0.4858, decode.d2.loss_mask: 0.5994, decode.d2.loss_dice: 0.9094, decode.d3.loss_cls: 0.4392, decode.d3.loss_mask: 0.5928, decode.d3.loss_dice: 0.8882, decode.d4.loss_cls: 0.4231, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8825, decode.d5.loss_cls: 0.4122, decode.d5.loss_mask: 0.5870, decode.d5.loss_dice: 0.8814, decode.d6.loss_cls: 0.3993, decode.d6.loss_mask: 0.5853, decode.d6.loss_dice: 0.8691, decode.d7.loss_cls: 0.3925, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8675, decode.d8.loss_cls: 0.3900, decode.d8.loss_mask: 0.5813, decode.d8.loss_dice: 0.8715, loss: 21.1277, grad_norm: 111.4014 2023-11-27 01:55:35,550 - mmseg - INFO - Iter [131550/160000] lr: 6.784e-07, eta: 2:59:08, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3826, decode.loss_mask: 0.5758, decode.loss_dice: 0.8643, decode.d0.loss_cls: 2.2713, decode.d0.loss_mask: 0.6481, decode.d0.loss_dice: 1.0382, decode.d1.loss_cls: 0.5752, decode.d1.loss_mask: 0.6133, decode.d1.loss_dice: 0.9437, decode.d2.loss_cls: 0.4729, decode.d2.loss_mask: 0.5962, decode.d2.loss_dice: 0.9066, decode.d3.loss_cls: 0.4461, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.8833, decode.d4.loss_cls: 0.4229, decode.d4.loss_mask: 0.5820, decode.d4.loss_dice: 0.8797, decode.d5.loss_cls: 0.4073, decode.d5.loss_mask: 0.5803, decode.d5.loss_dice: 0.8777, decode.d6.loss_cls: 0.3994, decode.d6.loss_mask: 0.5790, decode.d6.loss_dice: 0.8709, decode.d7.loss_cls: 0.3869, decode.d7.loss_mask: 0.5778, decode.d7.loss_dice: 0.8709, decode.d8.loss_cls: 0.3821, decode.d8.loss_mask: 0.5766, decode.d8.loss_dice: 0.8704, loss: 21.0671, grad_norm: 118.0970 2023-11-27 01:55:53,888 - mmseg - INFO - Iter [131600/160000] lr: 6.772e-07, eta: 2:58:49, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3931, decode.loss_mask: 0.5931, decode.loss_dice: 0.8883, decode.d0.loss_cls: 2.2542, decode.d0.loss_mask: 0.6577, decode.d0.loss_dice: 1.0615, decode.d1.loss_cls: 0.5791, decode.d1.loss_mask: 0.6321, decode.d1.loss_dice: 0.9771, decode.d2.loss_cls: 0.4801, decode.d2.loss_mask: 0.6133, decode.d2.loss_dice: 0.9350, decode.d3.loss_cls: 0.4447, decode.d3.loss_mask: 0.6074, decode.d3.loss_dice: 0.9087, decode.d4.loss_cls: 0.4221, decode.d4.loss_mask: 0.6045, decode.d4.loss_dice: 0.9075, decode.d5.loss_cls: 0.4135, decode.d5.loss_mask: 0.6028, decode.d5.loss_dice: 0.9045, decode.d6.loss_cls: 0.4010, decode.d6.loss_mask: 0.6005, decode.d6.loss_dice: 0.8961, decode.d7.loss_cls: 0.3975, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.3950, decode.d8.loss_mask: 0.5958, decode.d8.loss_dice: 0.8967, loss: 21.5504, grad_norm: 116.7108 2023-11-27 01:56:12,203 - mmseg - INFO - Iter [131650/160000] lr: 6.760e-07, eta: 2:58:30, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3716, decode.loss_mask: 0.5714, decode.loss_dice: 0.8822, decode.d0.loss_cls: 2.2653, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 1.0579, decode.d1.loss_cls: 0.5620, decode.d1.loss_mask: 0.6074, decode.d1.loss_dice: 0.9638, decode.d2.loss_cls: 0.4730, decode.d2.loss_mask: 0.5923, decode.d2.loss_dice: 0.9277, decode.d3.loss_cls: 0.4426, decode.d3.loss_mask: 0.5833, decode.d3.loss_dice: 0.9111, decode.d4.loss_cls: 0.4112, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.9047, decode.d5.loss_cls: 0.4016, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.9004, decode.d6.loss_cls: 0.3861, decode.d6.loss_mask: 0.5734, decode.d6.loss_dice: 0.8908, decode.d7.loss_cls: 0.3722, decode.d7.loss_mask: 0.5740, decode.d7.loss_dice: 0.8919, decode.d8.loss_cls: 0.3800, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.8835, loss: 21.1453, grad_norm: 124.9641 2023-11-27 01:56:30,450 - mmseg - INFO - Iter [131700/160000] lr: 6.748e-07, eta: 2:58:11, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3940, decode.loss_mask: 0.5687, decode.loss_dice: 0.8526, decode.d0.loss_cls: 2.2854, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 1.0244, decode.d1.loss_cls: 0.5834, decode.d1.loss_mask: 0.6001, decode.d1.loss_dice: 0.9366, decode.d2.loss_cls: 0.4929, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.8959, decode.d3.loss_cls: 0.4453, decode.d3.loss_mask: 0.5781, decode.d3.loss_dice: 0.8702, decode.d4.loss_cls: 0.4221, decode.d4.loss_mask: 0.5737, decode.d4.loss_dice: 0.8648, decode.d5.loss_cls: 0.4031, decode.d5.loss_mask: 0.5724, decode.d5.loss_dice: 0.8665, decode.d6.loss_cls: 0.4028, decode.d6.loss_mask: 0.5717, decode.d6.loss_dice: 0.8575, decode.d7.loss_cls: 0.3941, decode.d7.loss_mask: 0.5702, decode.d7.loss_dice: 0.8552, decode.d8.loss_cls: 0.3865, decode.d8.loss_mask: 0.5709, decode.d8.loss_dice: 0.8556, loss: 20.9113, grad_norm: 110.0455 2023-11-27 01:56:48,634 - mmseg - INFO - Iter [131750/160000] lr: 6.736e-07, eta: 2:57:52, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3525, decode.loss_mask: 0.5738, decode.loss_dice: 0.8717, decode.d0.loss_cls: 2.2329, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0375, decode.d1.loss_cls: 0.5411, decode.d1.loss_mask: 0.6095, decode.d1.loss_dice: 0.9467, decode.d2.loss_cls: 0.4505, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.9085, decode.d3.loss_cls: 0.4103, decode.d3.loss_mask: 0.5833, decode.d3.loss_dice: 0.8854, decode.d4.loss_cls: 0.3901, decode.d4.loss_mask: 0.5821, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5774, decode.d5.loss_dice: 0.8809, decode.d6.loss_cls: 0.3812, decode.d6.loss_mask: 0.5770, decode.d6.loss_dice: 0.8732, decode.d7.loss_cls: 0.3639, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3606, decode.d8.loss_mask: 0.5743, decode.d8.loss_dice: 0.8724, loss: 20.7781, grad_norm: 127.0520 2023-11-27 01:57:07,132 - mmseg - INFO - Iter [131800/160000] lr: 6.725e-07, eta: 2:57:33, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3823, decode.loss_mask: 0.5588, decode.loss_dice: 0.8556, decode.d0.loss_cls: 2.2265, decode.d0.loss_mask: 0.6226, decode.d0.loss_dice: 1.0264, decode.d1.loss_cls: 0.5676, decode.d1.loss_mask: 0.5907, decode.d1.loss_dice: 0.9404, decode.d2.loss_cls: 0.4710, decode.d2.loss_mask: 0.5784, decode.d2.loss_dice: 0.9051, decode.d3.loss_cls: 0.4393, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8736, decode.d4.loss_cls: 0.4213, decode.d4.loss_mask: 0.5659, decode.d4.loss_dice: 0.8705, decode.d5.loss_cls: 0.4028, decode.d5.loss_mask: 0.5647, decode.d5.loss_dice: 0.8713, decode.d6.loss_cls: 0.3964, decode.d6.loss_mask: 0.5629, decode.d6.loss_dice: 0.8605, decode.d7.loss_cls: 0.3910, decode.d7.loss_mask: 0.5585, decode.d7.loss_dice: 0.8574, decode.d8.loss_cls: 0.3858, decode.d8.loss_mask: 0.5590, decode.d8.loss_dice: 0.8636, loss: 20.7378, grad_norm: 121.3509 2023-11-27 01:57:25,509 - mmseg - INFO - Iter [131850/160000] lr: 6.713e-07, eta: 2:57:14, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3990, decode.loss_mask: 0.5672, decode.loss_dice: 0.8734, decode.d0.loss_cls: 2.3167, decode.d0.loss_mask: 0.6271, decode.d0.loss_dice: 1.0382, decode.d1.loss_cls: 0.6053, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.9552, decode.d2.loss_cls: 0.4981, decode.d2.loss_mask: 0.5827, decode.d2.loss_dice: 0.9136, decode.d3.loss_cls: 0.4559, decode.d3.loss_mask: 0.5782, decode.d3.loss_dice: 0.8860, decode.d4.loss_cls: 0.4345, decode.d4.loss_mask: 0.5755, decode.d4.loss_dice: 0.8882, decode.d5.loss_cls: 0.4349, decode.d5.loss_mask: 0.5739, decode.d5.loss_dice: 0.8871, decode.d6.loss_cls: 0.4183, decode.d6.loss_mask: 0.5716, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.4072, decode.d7.loss_mask: 0.5698, decode.d7.loss_dice: 0.8756, decode.d8.loss_cls: 0.4032, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8718, loss: 21.2426, grad_norm: 119.5813 2023-11-27 01:57:44,008 - mmseg - INFO - Iter [131900/160000] lr: 6.701e-07, eta: 2:56:55, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4158, decode.loss_mask: 0.5847, decode.loss_dice: 0.8945, decode.d0.loss_cls: 2.2976, decode.d0.loss_mask: 0.6485, decode.d0.loss_dice: 1.0616, decode.d1.loss_cls: 0.5905, decode.d1.loss_mask: 0.6184, decode.d1.loss_dice: 0.9783, decode.d2.loss_cls: 0.4999, decode.d2.loss_mask: 0.6062, decode.d2.loss_dice: 0.9391, decode.d3.loss_cls: 0.4601, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.9144, decode.d4.loss_cls: 0.4381, decode.d4.loss_mask: 0.5944, decode.d4.loss_dice: 0.9087, decode.d5.loss_cls: 0.4256, decode.d5.loss_mask: 0.5902, decode.d5.loss_dice: 0.9082, decode.d6.loss_cls: 0.4220, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8983, decode.d7.loss_cls: 0.4182, decode.d7.loss_mask: 0.5853, decode.d7.loss_dice: 0.8970, decode.d8.loss_cls: 0.4071, decode.d8.loss_mask: 0.5844, decode.d8.loss_dice: 0.8954, loss: 21.6680, grad_norm: 122.9291 2023-11-27 01:58:02,329 - mmseg - INFO - Iter [131950/160000] lr: 6.689e-07, eta: 2:56:36, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3851, decode.loss_mask: 0.5732, decode.loss_dice: 0.8677, decode.d0.loss_cls: 2.2688, decode.d0.loss_mask: 0.6448, decode.d0.loss_dice: 1.0273, decode.d1.loss_cls: 0.5665, decode.d1.loss_mask: 0.6160, decode.d1.loss_dice: 0.9528, decode.d2.loss_cls: 0.4800, decode.d2.loss_mask: 0.5930, decode.d2.loss_dice: 0.9091, decode.d3.loss_cls: 0.4383, decode.d3.loss_mask: 0.5864, decode.d3.loss_dice: 0.8777, decode.d4.loss_cls: 0.4167, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8793, decode.d5.loss_cls: 0.4099, decode.d5.loss_mask: 0.5815, decode.d5.loss_dice: 0.8777, decode.d6.loss_cls: 0.3921, decode.d6.loss_mask: 0.5784, decode.d6.loss_dice: 0.8717, decode.d7.loss_cls: 0.3847, decode.d7.loss_mask: 0.5761, decode.d7.loss_dice: 0.8704, decode.d8.loss_cls: 0.3928, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8698, loss: 21.0466, grad_norm: 115.2973 2023-11-27 01:58:20,678 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 01:58:20,678 - mmseg - INFO - Iter [132000/160000] lr: 6.677e-07, eta: 2:56:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3770, decode.loss_mask: 0.5786, decode.loss_dice: 0.8751, decode.d0.loss_cls: 2.2326, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 1.0281, decode.d1.loss_cls: 0.5704, decode.d1.loss_mask: 0.6091, decode.d1.loss_dice: 0.9496, decode.d2.loss_cls: 0.4692, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.9142, decode.d3.loss_cls: 0.4332, decode.d3.loss_mask: 0.5855, decode.d3.loss_dice: 0.8913, decode.d4.loss_cls: 0.4105, decode.d4.loss_mask: 0.5845, decode.d4.loss_dice: 0.8865, decode.d5.loss_cls: 0.4052, decode.d5.loss_mask: 0.5828, decode.d5.loss_dice: 0.8852, decode.d6.loss_cls: 0.3947, decode.d6.loss_mask: 0.5794, decode.d6.loss_dice: 0.8762, decode.d7.loss_cls: 0.3871, decode.d7.loss_mask: 0.5807, decode.d7.loss_dice: 0.8735, decode.d8.loss_cls: 0.3852, decode.d8.loss_mask: 0.5797, decode.d8.loss_dice: 0.8721, loss: 21.0381, grad_norm: 130.6831 2023-11-27 01:58:38,908 - mmseg - INFO - Iter [132050/160000] lr: 6.665e-07, eta: 2:55:58, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3980, decode.loss_mask: 0.5874, decode.loss_dice: 0.8834, decode.d0.loss_cls: 2.3180, decode.d0.loss_mask: 0.6474, decode.d0.loss_dice: 1.0450, decode.d1.loss_cls: 0.5854, decode.d1.loss_mask: 0.6182, decode.d1.loss_dice: 0.9644, decode.d2.loss_cls: 0.5000, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.9149, decode.d3.loss_cls: 0.4558, decode.d3.loss_mask: 0.5951, decode.d3.loss_dice: 0.8956, decode.d4.loss_cls: 0.4372, decode.d4.loss_mask: 0.5933, decode.d4.loss_dice: 0.8922, decode.d5.loss_cls: 0.4218, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.8917, decode.d6.loss_cls: 0.4156, decode.d6.loss_mask: 0.5856, decode.d6.loss_dice: 0.8793, decode.d7.loss_cls: 0.4007, decode.d7.loss_mask: 0.5891, decode.d7.loss_dice: 0.8799, decode.d8.loss_cls: 0.3982, decode.d8.loss_mask: 0.5868, decode.d8.loss_dice: 0.8804, loss: 21.4583, grad_norm: 126.2127 2023-11-27 01:58:57,319 - mmseg - INFO - Iter [132100/160000] lr: 6.653e-07, eta: 2:55:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3907, decode.loss_mask: 0.5670, decode.loss_dice: 0.8698, decode.d0.loss_cls: 2.3325, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 1.0258, decode.d1.loss_cls: 0.5945, decode.d1.loss_mask: 0.6001, decode.d1.loss_dice: 0.9479, decode.d2.loss_cls: 0.4907, decode.d2.loss_mask: 0.5844, decode.d2.loss_dice: 0.9162, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.5753, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.4311, decode.d4.loss_mask: 0.5738, decode.d4.loss_dice: 0.8834, decode.d5.loss_cls: 0.4147, decode.d5.loss_mask: 0.5714, decode.d5.loss_dice: 0.8817, decode.d6.loss_cls: 0.4094, decode.d6.loss_mask: 0.5701, decode.d6.loss_dice: 0.8714, decode.d7.loss_cls: 0.4042, decode.d7.loss_mask: 0.5668, decode.d7.loss_dice: 0.8678, decode.d8.loss_cls: 0.3963, decode.d8.loss_mask: 0.5673, decode.d8.loss_dice: 0.8698, loss: 21.1353, grad_norm: 99.3974 2023-11-27 01:59:15,607 - mmseg - INFO - Iter [132150/160000] lr: 6.641e-07, eta: 2:55:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3968, decode.loss_mask: 0.5869, decode.loss_dice: 0.8838, decode.d0.loss_cls: 2.2522, decode.d0.loss_mask: 0.6482, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5678, decode.d1.loss_mask: 0.6274, decode.d1.loss_dice: 0.9581, decode.d2.loss_cls: 0.4905, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9255, decode.d3.loss_cls: 0.4525, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.8973, decode.d4.loss_cls: 0.4340, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.8926, decode.d5.loss_cls: 0.4187, decode.d5.loss_mask: 0.5939, decode.d5.loss_dice: 0.8924, decode.d6.loss_cls: 0.4032, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8875, decode.d7.loss_cls: 0.4000, decode.d7.loss_mask: 0.5884, decode.d7.loss_dice: 0.8849, decode.d8.loss_cls: 0.3981, decode.d8.loss_mask: 0.5876, decode.d8.loss_dice: 0.8857, loss: 21.3707, grad_norm: 124.9563 2023-11-27 01:59:34,037 - mmseg - INFO - Iter [132200/160000] lr: 6.629e-07, eta: 2:55:01, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4116, decode.loss_mask: 0.5830, decode.loss_dice: 0.8872, decode.d0.loss_cls: 2.2976, decode.d0.loss_mask: 0.6523, decode.d0.loss_dice: 1.0606, decode.d1.loss_cls: 0.5848, decode.d1.loss_mask: 0.6176, decode.d1.loss_dice: 0.9758, decode.d2.loss_cls: 0.5048, decode.d2.loss_mask: 0.5992, decode.d2.loss_dice: 0.9301, decode.d3.loss_cls: 0.4713, decode.d3.loss_mask: 0.5890, decode.d3.loss_dice: 0.9002, decode.d4.loss_cls: 0.4580, decode.d4.loss_mask: 0.5854, decode.d4.loss_dice: 0.8970, decode.d5.loss_cls: 0.4398, decode.d5.loss_mask: 0.5844, decode.d5.loss_dice: 0.9003, decode.d6.loss_cls: 0.4250, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.4102, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.8928, decode.d8.loss_cls: 0.4137, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8891, loss: 21.6026, grad_norm: 129.6211 2023-11-27 01:59:52,415 - mmseg - INFO - Iter [132250/160000] lr: 6.617e-07, eta: 2:54:42, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3984, decode.loss_mask: 0.5789, decode.loss_dice: 0.8688, decode.d0.loss_cls: 2.2452, decode.d0.loss_mask: 0.6431, decode.d0.loss_dice: 1.0399, decode.d1.loss_cls: 0.5940, decode.d1.loss_mask: 0.6128, decode.d1.loss_dice: 0.9468, decode.d2.loss_cls: 0.4962, decode.d2.loss_mask: 0.5988, decode.d2.loss_dice: 0.9163, decode.d3.loss_cls: 0.4491, decode.d3.loss_mask: 0.5921, decode.d3.loss_dice: 0.8844, decode.d4.loss_cls: 0.4310, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.8835, decode.d5.loss_cls: 0.4183, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8727, decode.d6.loss_cls: 0.4093, decode.d6.loss_mask: 0.5806, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3962, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8696, decode.d8.loss_cls: 0.3956, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8714, loss: 21.1933, grad_norm: 131.2955 2023-11-27 02:00:10,915 - mmseg - INFO - Iter [132300/160000] lr: 6.605e-07, eta: 2:54:23, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3873, decode.loss_mask: 0.5634, decode.loss_dice: 0.8744, decode.d0.loss_cls: 2.2696, decode.d0.loss_mask: 0.6260, decode.d0.loss_dice: 1.0398, decode.d1.loss_cls: 0.5850, decode.d1.loss_mask: 0.5952, decode.d1.loss_dice: 0.9547, decode.d2.loss_cls: 0.4833, decode.d2.loss_mask: 0.5796, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4393, decode.d3.loss_mask: 0.5740, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4258, decode.d4.loss_mask: 0.5685, decode.d4.loss_dice: 0.8900, decode.d5.loss_cls: 0.4061, decode.d5.loss_mask: 0.5663, decode.d5.loss_dice: 0.8910, decode.d6.loss_cls: 0.3958, decode.d6.loss_mask: 0.5643, decode.d6.loss_dice: 0.8747, decode.d7.loss_cls: 0.3930, decode.d7.loss_mask: 0.5637, decode.d7.loss_dice: 0.8785, decode.d8.loss_cls: 0.3876, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8729, loss: 21.0248, grad_norm: 122.7282 2023-11-27 02:00:29,173 - mmseg - INFO - Iter [132350/160000] lr: 6.593e-07, eta: 2:54:04, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3687, decode.loss_mask: 0.5840, decode.loss_dice: 0.8749, decode.d0.loss_cls: 2.2226, decode.d0.loss_mask: 0.6545, decode.d0.loss_dice: 1.0495, decode.d1.loss_cls: 0.5675, decode.d1.loss_mask: 0.6152, decode.d1.loss_dice: 0.9465, decode.d2.loss_cls: 0.4786, decode.d2.loss_mask: 0.5967, decode.d2.loss_dice: 0.9103, decode.d3.loss_cls: 0.4316, decode.d3.loss_mask: 0.5942, decode.d3.loss_dice: 0.8873, decode.d4.loss_cls: 0.4075, decode.d4.loss_mask: 0.5905, decode.d4.loss_dice: 0.8848, decode.d5.loss_cls: 0.3872, decode.d5.loss_mask: 0.5915, decode.d5.loss_dice: 0.8856, decode.d6.loss_cls: 0.3852, decode.d6.loss_mask: 0.5873, decode.d6.loss_dice: 0.8817, decode.d7.loss_cls: 0.3776, decode.d7.loss_mask: 0.5866, decode.d7.loss_dice: 0.8770, decode.d8.loss_cls: 0.3716, decode.d8.loss_mask: 0.5863, decode.d8.loss_dice: 0.8737, loss: 21.0561, grad_norm: 116.5273 2023-11-27 02:00:47,449 - mmseg - INFO - Iter [132400/160000] lr: 6.581e-07, eta: 2:53:45, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4050, decode.loss_mask: 0.5711, decode.loss_dice: 0.8807, decode.d0.loss_cls: 2.2757, decode.d0.loss_mask: 0.6329, decode.d0.loss_dice: 1.0447, decode.d1.loss_cls: 0.5895, decode.d1.loss_mask: 0.6051, decode.d1.loss_dice: 0.9557, decode.d2.loss_cls: 0.5074, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.9240, decode.d3.loss_cls: 0.4629, decode.d3.loss_mask: 0.5812, decode.d3.loss_dice: 0.8951, decode.d4.loss_cls: 0.4418, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.8994, decode.d5.loss_cls: 0.4382, decode.d5.loss_mask: 0.5752, decode.d5.loss_dice: 0.8948, decode.d6.loss_cls: 0.4238, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8851, decode.d7.loss_cls: 0.4154, decode.d7.loss_mask: 0.5721, decode.d7.loss_dice: 0.8799, decode.d8.loss_cls: 0.4083, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8849, loss: 21.3677, grad_norm: 128.9705 2023-11-27 02:01:05,617 - mmseg - INFO - Iter [132450/160000] lr: 6.570e-07, eta: 2:53:26, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3960, decode.loss_mask: 0.5705, decode.loss_dice: 0.9022, decode.d0.loss_cls: 2.3053, decode.d0.loss_mask: 0.6381, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6008, decode.d1.loss_mask: 0.6091, decode.d1.loss_dice: 0.9925, decode.d2.loss_cls: 0.5089, decode.d2.loss_mask: 0.5909, decode.d2.loss_dice: 0.9475, decode.d3.loss_cls: 0.4723, decode.d3.loss_mask: 0.5813, decode.d3.loss_dice: 0.9237, decode.d4.loss_cls: 0.4360, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.9194, decode.d5.loss_cls: 0.4312, decode.d5.loss_mask: 0.5783, decode.d5.loss_dice: 0.9192, decode.d6.loss_cls: 0.4164, decode.d6.loss_mask: 0.5739, decode.d6.loss_dice: 0.9052, decode.d7.loss_cls: 0.4062, decode.d7.loss_mask: 0.5724, decode.d7.loss_dice: 0.9085, decode.d8.loss_cls: 0.4025, decode.d8.loss_mask: 0.5729, decode.d8.loss_dice: 0.9049, loss: 21.6429, grad_norm: 137.9395 2023-11-27 02:01:23,929 - mmseg - INFO - Iter [132500/160000] lr: 6.558e-07, eta: 2:53:07, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4065, decode.loss_mask: 0.5740, decode.loss_dice: 0.8918, decode.d0.loss_cls: 2.2989, decode.d0.loss_mask: 0.6485, decode.d0.loss_dice: 1.0689, decode.d1.loss_cls: 0.6117, decode.d1.loss_mask: 0.6154, decode.d1.loss_dice: 0.9728, decode.d2.loss_cls: 0.5080, decode.d2.loss_mask: 0.5993, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4650, decode.d3.loss_mask: 0.5884, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4399, decode.d4.loss_mask: 0.5879, decode.d4.loss_dice: 0.9057, decode.d5.loss_cls: 0.4277, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.9072, decode.d6.loss_cls: 0.4160, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8936, decode.d7.loss_cls: 0.4126, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8926, decode.d8.loss_cls: 0.4115, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8927, loss: 21.5940, grad_norm: 117.0330 2023-11-27 02:01:42,294 - mmseg - INFO - Iter [132550/160000] lr: 6.546e-07, eta: 2:52:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3947, decode.loss_mask: 0.5976, decode.loss_dice: 0.8546, decode.d0.loss_cls: 2.1836, decode.d0.loss_mask: 0.6737, decode.d0.loss_dice: 1.0263, decode.d1.loss_cls: 0.5657, decode.d1.loss_mask: 0.6361, decode.d1.loss_dice: 0.9335, decode.d2.loss_cls: 0.4843, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.8990, decode.d3.loss_cls: 0.4392, decode.d3.loss_mask: 0.6129, decode.d3.loss_dice: 0.8734, decode.d4.loss_cls: 0.4212, decode.d4.loss_mask: 0.6078, decode.d4.loss_dice: 0.8683, decode.d5.loss_cls: 0.4160, decode.d5.loss_mask: 0.6042, decode.d5.loss_dice: 0.8627, decode.d6.loss_cls: 0.4012, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.8590, decode.d7.loss_cls: 0.3967, decode.d7.loss_mask: 0.5987, decode.d7.loss_dice: 0.8554, decode.d8.loss_cls: 0.3979, decode.d8.loss_mask: 0.5984, decode.d8.loss_dice: 0.8540, loss: 21.1409, grad_norm: 129.1252 2023-11-27 02:02:00,996 - mmseg - INFO - Iter [132600/160000] lr: 6.534e-07, eta: 2:52:29, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3801, decode.loss_mask: 0.5581, decode.loss_dice: 0.8500, decode.d0.loss_cls: 2.2851, decode.d0.loss_mask: 0.6263, decode.d0.loss_dice: 1.0172, decode.d1.loss_cls: 0.5845, decode.d1.loss_mask: 0.5960, decode.d1.loss_dice: 0.9281, decode.d2.loss_cls: 0.4864, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8966, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8639, decode.d4.loss_cls: 0.4180, decode.d4.loss_mask: 0.5634, decode.d4.loss_dice: 0.8578, decode.d5.loss_cls: 0.4050, decode.d5.loss_mask: 0.5640, decode.d5.loss_dice: 0.8571, decode.d6.loss_cls: 0.3873, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8506, decode.d7.loss_cls: 0.3872, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8496, decode.d8.loss_cls: 0.3777, decode.d8.loss_mask: 0.5602, decode.d8.loss_dice: 0.8508, loss: 20.7113, grad_norm: 119.3927 2023-11-27 02:02:21,554 - mmseg - INFO - Iter [132650/160000] lr: 6.522e-07, eta: 2:52:11, time: 0.411, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3860, decode.loss_mask: 0.5752, decode.loss_dice: 0.8664, decode.d0.loss_cls: 2.2741, decode.d0.loss_mask: 0.6458, decode.d0.loss_dice: 1.0340, decode.d1.loss_cls: 0.5738, decode.d1.loss_mask: 0.6180, decode.d1.loss_dice: 0.9539, decode.d2.loss_cls: 0.4767, decode.d2.loss_mask: 0.5996, decode.d2.loss_dice: 0.9156, decode.d3.loss_cls: 0.4477, decode.d3.loss_mask: 0.5862, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.4220, decode.d4.loss_mask: 0.5850, decode.d4.loss_dice: 0.8843, decode.d5.loss_cls: 0.4165, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.8798, decode.d6.loss_cls: 0.4022, decode.d6.loss_mask: 0.5775, decode.d6.loss_dice: 0.8715, decode.d7.loss_cls: 0.3937, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.8739, decode.d8.loss_cls: 0.3876, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.8714, loss: 21.1341, grad_norm: 125.5528 2023-11-27 02:02:39,966 - mmseg - INFO - Iter [132700/160000] lr: 6.510e-07, eta: 2:51:52, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3979, decode.loss_mask: 0.5679, decode.loss_dice: 0.8852, decode.d0.loss_cls: 2.3047, decode.d0.loss_mask: 0.6319, decode.d0.loss_dice: 1.0548, decode.d1.loss_cls: 0.6003, decode.d1.loss_mask: 0.6015, decode.d1.loss_dice: 0.9702, decode.d2.loss_cls: 0.5058, decode.d2.loss_mask: 0.5872, decode.d2.loss_dice: 0.9300, decode.d3.loss_cls: 0.4548, decode.d3.loss_mask: 0.5770, decode.d3.loss_dice: 0.9033, decode.d4.loss_cls: 0.4326, decode.d4.loss_mask: 0.5757, decode.d4.loss_dice: 0.9000, decode.d5.loss_cls: 0.4181, decode.d5.loss_mask: 0.5713, decode.d5.loss_dice: 0.8985, decode.d6.loss_cls: 0.4088, decode.d6.loss_mask: 0.5702, decode.d6.loss_dice: 0.8895, decode.d7.loss_cls: 0.4021, decode.d7.loss_mask: 0.5697, decode.d7.loss_dice: 0.8879, decode.d8.loss_cls: 0.3980, decode.d8.loss_mask: 0.5675, decode.d8.loss_dice: 0.8876, loss: 21.3500, grad_norm: 123.0585 2023-11-27 02:02:58,305 - mmseg - INFO - Iter [132750/160000] lr: 6.498e-07, eta: 2:51:33, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3729, decode.loss_mask: 0.5559, decode.loss_dice: 0.8628, decode.d0.loss_cls: 2.2607, decode.d0.loss_mask: 0.6199, decode.d0.loss_dice: 1.0340, decode.d1.loss_cls: 0.5625, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.9480, decode.d2.loss_cls: 0.4667, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4307, decode.d3.loss_mask: 0.5643, decode.d3.loss_dice: 0.8798, decode.d4.loss_cls: 0.4169, decode.d4.loss_mask: 0.5635, decode.d4.loss_dice: 0.8755, decode.d5.loss_cls: 0.4002, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8780, decode.d6.loss_cls: 0.3891, decode.d6.loss_mask: 0.5590, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.3819, decode.d7.loss_mask: 0.5568, decode.d7.loss_dice: 0.8652, decode.d8.loss_cls: 0.3761, decode.d8.loss_mask: 0.5553, decode.d8.loss_dice: 0.8640, loss: 20.7376, grad_norm: 122.2552 2023-11-27 02:03:16,846 - mmseg - INFO - Iter [132800/160000] lr: 6.486e-07, eta: 2:51:14, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3751, decode.loss_mask: 0.5809, decode.loss_dice: 0.8886, decode.d0.loss_cls: 2.2788, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 1.0495, decode.d1.loss_cls: 0.5620, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9600, decode.d2.loss_cls: 0.4683, decode.d2.loss_mask: 0.5989, decode.d2.loss_dice: 0.9292, decode.d3.loss_cls: 0.4280, decode.d3.loss_mask: 0.5922, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4058, decode.d4.loss_mask: 0.5849, decode.d4.loss_dice: 0.8988, decode.d5.loss_cls: 0.4032, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.8951, decode.d6.loss_cls: 0.3886, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8892, decode.d7.loss_cls: 0.3735, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.8918, decode.d8.loss_cls: 0.3721, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8893, loss: 21.1968, grad_norm: 137.5439 2023-11-27 02:03:35,219 - mmseg - INFO - Iter [132850/160000] lr: 6.474e-07, eta: 2:50:55, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3902, decode.loss_mask: 0.5746, decode.loss_dice: 0.8874, decode.d0.loss_cls: 2.2551, decode.d0.loss_mask: 0.6413, decode.d0.loss_dice: 1.0598, decode.d1.loss_cls: 0.5922, decode.d1.loss_mask: 0.6102, decode.d1.loss_dice: 0.9688, decode.d2.loss_cls: 0.4932, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9321, decode.d3.loss_cls: 0.4499, decode.d3.loss_mask: 0.5900, decode.d3.loss_dice: 0.9043, decode.d4.loss_cls: 0.4187, decode.d4.loss_mask: 0.5875, decode.d4.loss_dice: 0.9062, decode.d5.loss_cls: 0.4141, decode.d5.loss_mask: 0.5836, decode.d5.loss_dice: 0.9020, decode.d6.loss_cls: 0.4046, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8907, decode.d7.loss_cls: 0.3903, decode.d7.loss_mask: 0.5771, decode.d7.loss_dice: 0.8914, decode.d8.loss_cls: 0.3886, decode.d8.loss_mask: 0.5769, decode.d8.loss_dice: 0.8912, loss: 21.3492, grad_norm: 129.3518 2023-11-27 02:03:53,551 - mmseg - INFO - Iter [132900/160000] lr: 6.462e-07, eta: 2:50:36, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4026, decode.loss_mask: 0.6091, decode.loss_dice: 0.9110, decode.d0.loss_cls: 2.2754, decode.d0.loss_mask: 0.6723, decode.d0.loss_dice: 1.0923, decode.d1.loss_cls: 0.6048, decode.d1.loss_mask: 0.6427, decode.d1.loss_dice: 1.0039, decode.d2.loss_cls: 0.5021, decode.d2.loss_mask: 0.6283, decode.d2.loss_dice: 0.9581, decode.d3.loss_cls: 0.4524, decode.d3.loss_mask: 0.6188, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.4383, decode.d4.loss_mask: 0.6167, decode.d4.loss_dice: 0.9288, decode.d5.loss_cls: 0.4238, decode.d5.loss_mask: 0.6164, decode.d5.loss_dice: 0.9235, decode.d6.loss_cls: 0.4122, decode.d6.loss_mask: 0.6124, decode.d6.loss_dice: 0.9187, decode.d7.loss_cls: 0.4080, decode.d7.loss_mask: 0.6098, decode.d7.loss_dice: 0.9158, decode.d8.loss_cls: 0.4007, decode.d8.loss_mask: 0.6102, decode.d8.loss_dice: 0.9160, loss: 22.0555, grad_norm: 123.9959 2023-11-27 02:04:11,686 - mmseg - INFO - Iter [132950/160000] lr: 6.450e-07, eta: 2:50:17, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3767, decode.loss_mask: 0.5760, decode.loss_dice: 0.8907, decode.d0.loss_cls: 2.2643, decode.d0.loss_mask: 0.6371, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5813, decode.d1.loss_mask: 0.6166, decode.d1.loss_dice: 0.9711, decode.d2.loss_cls: 0.4799, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.9324, decode.d3.loss_cls: 0.4405, decode.d3.loss_mask: 0.5889, decode.d3.loss_dice: 0.9047, decode.d4.loss_cls: 0.4125, decode.d4.loss_mask: 0.5878, decode.d4.loss_dice: 0.9047, decode.d5.loss_cls: 0.4077, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.9019, decode.d6.loss_cls: 0.3990, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.8913, decode.d7.loss_cls: 0.3892, decode.d7.loss_mask: 0.5787, decode.d7.loss_dice: 0.8894, decode.d8.loss_cls: 0.3881, decode.d8.loss_mask: 0.5758, decode.d8.loss_dice: 0.8880, loss: 21.2824, grad_norm: 115.8072 2023-11-27 02:04:30,185 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:04:30,186 - mmseg - INFO - Iter [133000/160000] lr: 6.438e-07, eta: 2:49:58, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3873, decode.loss_mask: 0.5663, decode.loss_dice: 0.8833, decode.d0.loss_cls: 2.2889, decode.d0.loss_mask: 0.6326, decode.d0.loss_dice: 1.0568, decode.d1.loss_cls: 0.5750, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9693, decode.d2.loss_cls: 0.4873, decode.d2.loss_mask: 0.5852, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.4519, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8996, decode.d4.loss_cls: 0.4290, decode.d4.loss_mask: 0.5739, decode.d4.loss_dice: 0.8995, decode.d5.loss_cls: 0.4081, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8990, decode.d6.loss_cls: 0.4082, decode.d6.loss_mask: 0.5701, decode.d6.loss_dice: 0.8844, decode.d7.loss_cls: 0.3975, decode.d7.loss_mask: 0.5686, decode.d7.loss_dice: 0.8839, decode.d8.loss_cls: 0.3859, decode.d8.loss_mask: 0.5677, decode.d8.loss_dice: 0.8857, loss: 21.2333, grad_norm: 113.3464 2023-11-27 02:04:48,633 - mmseg - INFO - Iter [133050/160000] lr: 6.426e-07, eta: 2:49:39, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3944, decode.loss_mask: 0.5627, decode.loss_dice: 0.8428, decode.d0.loss_cls: 2.2894, decode.d0.loss_mask: 0.6236, decode.d0.loss_dice: 1.0156, decode.d1.loss_cls: 0.6010, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.9190, decode.d2.loss_cls: 0.4894, decode.d2.loss_mask: 0.5825, decode.d2.loss_dice: 0.8824, decode.d3.loss_cls: 0.4503, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8562, decode.d4.loss_cls: 0.4236, decode.d4.loss_mask: 0.5726, decode.d4.loss_dice: 0.8584, decode.d5.loss_cls: 0.4162, decode.d5.loss_mask: 0.5685, decode.d5.loss_dice: 0.8520, decode.d6.loss_cls: 0.4041, decode.d6.loss_mask: 0.5660, decode.d6.loss_dice: 0.8423, decode.d7.loss_cls: 0.3933, decode.d7.loss_mask: 0.5645, decode.d7.loss_dice: 0.8435, decode.d8.loss_cls: 0.3887, decode.d8.loss_mask: 0.5649, decode.d8.loss_dice: 0.8426, loss: 20.7785, grad_norm: 115.5832 2023-11-27 02:05:07,226 - mmseg - INFO - Iter [133100/160000] lr: 6.415e-07, eta: 2:49:20, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4079, decode.loss_mask: 0.5804, decode.loss_dice: 0.8634, decode.d0.loss_cls: 2.2557, decode.d0.loss_mask: 0.6425, decode.d0.loss_dice: 1.0287, decode.d1.loss_cls: 0.6016, decode.d1.loss_mask: 0.6192, decode.d1.loss_dice: 0.9403, decode.d2.loss_cls: 0.5167, decode.d2.loss_mask: 0.5975, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4770, decode.d3.loss_mask: 0.5904, decode.d3.loss_dice: 0.8764, decode.d4.loss_cls: 0.4487, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8742, decode.d5.loss_cls: 0.4406, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8730, decode.d6.loss_cls: 0.4209, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8651, decode.d7.loss_cls: 0.4153, decode.d7.loss_mask: 0.5820, decode.d7.loss_dice: 0.8630, decode.d8.loss_cls: 0.4140, decode.d8.loss_mask: 0.5798, decode.d8.loss_dice: 0.8604, loss: 21.2971, grad_norm: 118.3393 2023-11-27 02:05:25,624 - mmseg - INFO - Iter [133150/160000] lr: 6.403e-07, eta: 2:49:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3968, decode.loss_mask: 0.5736, decode.loss_dice: 0.8906, decode.d0.loss_cls: 2.2220, decode.d0.loss_mask: 0.6445, decode.d0.loss_dice: 1.0574, decode.d1.loss_cls: 0.5803, decode.d1.loss_mask: 0.6070, decode.d1.loss_dice: 0.9644, decode.d2.loss_cls: 0.4991, decode.d2.loss_mask: 0.5888, decode.d2.loss_dice: 0.9238, decode.d3.loss_cls: 0.4546, decode.d3.loss_mask: 0.5822, decode.d3.loss_dice: 0.9036, decode.d4.loss_cls: 0.4320, decode.d4.loss_mask: 0.5813, decode.d4.loss_dice: 0.9044, decode.d5.loss_cls: 0.4187, decode.d5.loss_mask: 0.5797, decode.d5.loss_dice: 0.8995, decode.d6.loss_cls: 0.4066, decode.d6.loss_mask: 0.5786, decode.d6.loss_dice: 0.8934, decode.d7.loss_cls: 0.4037, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8905, decode.d8.loss_cls: 0.3976, decode.d8.loss_mask: 0.5769, decode.d8.loss_dice: 0.8892, loss: 21.3183, grad_norm: 119.0585 2023-11-27 02:05:44,059 - mmseg - INFO - Iter [133200/160000] lr: 6.391e-07, eta: 2:48:42, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3494, decode.loss_mask: 0.5709, decode.loss_dice: 0.8774, decode.d0.loss_cls: 2.2246, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 1.0397, decode.d1.loss_cls: 0.5348, decode.d1.loss_mask: 0.6068, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4489, decode.d2.loss_mask: 0.5884, decode.d2.loss_dice: 0.9193, decode.d3.loss_cls: 0.4159, decode.d3.loss_mask: 0.5803, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.3888, decode.d4.loss_mask: 0.5773, decode.d4.loss_dice: 0.8897, decode.d5.loss_cls: 0.3803, decode.d5.loss_mask: 0.5759, decode.d5.loss_dice: 0.8878, decode.d6.loss_cls: 0.3652, decode.d6.loss_mask: 0.5717, decode.d6.loss_dice: 0.8794, decode.d7.loss_cls: 0.3550, decode.d7.loss_mask: 0.5705, decode.d7.loss_dice: 0.8787, decode.d8.loss_cls: 0.3499, decode.d8.loss_mask: 0.5693, decode.d8.loss_dice: 0.8768, loss: 20.7546, grad_norm: 144.6920 2023-11-27 02:06:02,356 - mmseg - INFO - Iter [133250/160000] lr: 6.379e-07, eta: 2:48:23, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3649, decode.loss_mask: 0.5508, decode.loss_dice: 0.8412, decode.d0.loss_cls: 2.2086, decode.d0.loss_mask: 0.6081, decode.d0.loss_dice: 1.0040, decode.d1.loss_cls: 0.5610, decode.d1.loss_mask: 0.5812, decode.d1.loss_dice: 0.9129, decode.d2.loss_cls: 0.4659, decode.d2.loss_mask: 0.5667, decode.d2.loss_dice: 0.8792, decode.d3.loss_cls: 0.4243, decode.d3.loss_mask: 0.5616, decode.d3.loss_dice: 0.8577, decode.d4.loss_cls: 0.3958, decode.d4.loss_mask: 0.5579, decode.d4.loss_dice: 0.8508, decode.d5.loss_cls: 0.3918, decode.d5.loss_mask: 0.5556, decode.d5.loss_dice: 0.8504, decode.d6.loss_cls: 0.3805, decode.d6.loss_mask: 0.5522, decode.d6.loss_dice: 0.8433, decode.d7.loss_cls: 0.3654, decode.d7.loss_mask: 0.5506, decode.d7.loss_dice: 0.8428, decode.d8.loss_cls: 0.3666, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8424, loss: 20.2828, grad_norm: 106.6447 2023-11-27 02:06:20,699 - mmseg - INFO - Iter [133300/160000] lr: 6.367e-07, eta: 2:48:04, time: 0.367, data_time: 0.008, memory: 36416, decode.loss_cls: 0.3707, decode.loss_mask: 0.5642, decode.loss_dice: 0.8579, decode.d0.loss_cls: 2.2141, decode.d0.loss_mask: 0.6282, decode.d0.loss_dice: 1.0385, decode.d1.loss_cls: 0.5449, decode.d1.loss_mask: 0.6013, decode.d1.loss_dice: 0.9503, decode.d2.loss_cls: 0.4739, decode.d2.loss_mask: 0.5821, decode.d2.loss_dice: 0.9086, decode.d3.loss_cls: 0.4280, decode.d3.loss_mask: 0.5777, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4053, decode.d4.loss_mask: 0.5753, decode.d4.loss_dice: 0.8796, decode.d5.loss_cls: 0.3908, decode.d5.loss_mask: 0.5719, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.3821, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8670, decode.d7.loss_cls: 0.3720, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8698, decode.d8.loss_cls: 0.3680, decode.d8.loss_mask: 0.5663, decode.d8.loss_dice: 0.8650, loss: 20.7512, grad_norm: 125.8244 2023-11-27 02:06:38,919 - mmseg - INFO - Iter [133350/160000] lr: 6.355e-07, eta: 2:47:45, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3886, decode.loss_mask: 0.5816, decode.loss_dice: 0.8601, decode.d0.loss_cls: 2.2398, decode.d0.loss_mask: 0.6457, decode.d0.loss_dice: 1.0186, decode.d1.loss_cls: 0.5628, decode.d1.loss_mask: 0.6202, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4867, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4432, decode.d3.loss_mask: 0.5985, decode.d3.loss_dice: 0.8865, decode.d4.loss_cls: 0.4310, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8812, decode.d5.loss_cls: 0.4209, decode.d5.loss_mask: 0.5896, decode.d5.loss_dice: 0.8800, decode.d6.loss_cls: 0.4069, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.3943, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8705, decode.d8.loss_cls: 0.3964, decode.d8.loss_mask: 0.5816, decode.d8.loss_dice: 0.8663, loss: 21.1381, grad_norm: 133.6141 2023-11-27 02:06:57,440 - mmseg - INFO - Iter [133400/160000] lr: 6.343e-07, eta: 2:47:26, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3945, decode.loss_mask: 0.5765, decode.loss_dice: 0.8713, decode.d0.loss_cls: 2.2906, decode.d0.loss_mask: 0.6408, decode.d0.loss_dice: 1.0305, decode.d1.loss_cls: 0.5751, decode.d1.loss_mask: 0.6105, decode.d1.loss_dice: 0.9493, decode.d2.loss_cls: 0.4758, decode.d2.loss_mask: 0.5965, decode.d2.loss_dice: 0.9148, decode.d3.loss_cls: 0.4332, decode.d3.loss_mask: 0.5892, decode.d3.loss_dice: 0.8896, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5839, decode.d4.loss_dice: 0.8868, decode.d5.loss_cls: 0.4118, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8830, decode.d6.loss_cls: 0.4009, decode.d6.loss_mask: 0.5805, decode.d6.loss_dice: 0.8792, decode.d7.loss_cls: 0.3954, decode.d7.loss_mask: 0.5752, decode.d7.loss_dice: 0.8731, decode.d8.loss_cls: 0.3843, decode.d8.loss_mask: 0.5767, decode.d8.loss_dice: 0.8749, loss: 21.1412, grad_norm: 122.4660 2023-11-27 02:07:15,774 - mmseg - INFO - Iter [133450/160000] lr: 6.331e-07, eta: 2:47:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3711, decode.loss_mask: 0.5576, decode.loss_dice: 0.8664, decode.d0.loss_cls: 2.2287, decode.d0.loss_mask: 0.6217, decode.d0.loss_dice: 1.0293, decode.d1.loss_cls: 0.5642, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9467, decode.d2.loss_cls: 0.4624, decode.d2.loss_mask: 0.5744, decode.d2.loss_dice: 0.9113, decode.d3.loss_cls: 0.4271, decode.d3.loss_mask: 0.5684, decode.d3.loss_dice: 0.8862, decode.d4.loss_cls: 0.4082, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8815, decode.d5.loss_cls: 0.3923, decode.d5.loss_mask: 0.5658, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.3837, decode.d6.loss_mask: 0.5615, decode.d6.loss_dice: 0.8743, decode.d7.loss_cls: 0.3814, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8703, decode.d8.loss_cls: 0.3748, decode.d8.loss_mask: 0.5582, decode.d8.loss_dice: 0.8726, loss: 20.7364, grad_norm: 128.2163 2023-11-27 02:07:34,133 - mmseg - INFO - Iter [133500/160000] lr: 6.319e-07, eta: 2:46:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3715, decode.loss_mask: 0.5630, decode.loss_dice: 0.8594, decode.d0.loss_cls: 2.1826, decode.d0.loss_mask: 0.6279, decode.d0.loss_dice: 1.0167, decode.d1.loss_cls: 0.5631, decode.d1.loss_mask: 0.6001, decode.d1.loss_dice: 0.9341, decode.d2.loss_cls: 0.4672, decode.d2.loss_mask: 0.5814, decode.d2.loss_dice: 0.8942, decode.d3.loss_cls: 0.4226, decode.d3.loss_mask: 0.5760, decode.d3.loss_dice: 0.8749, decode.d4.loss_cls: 0.4007, decode.d4.loss_mask: 0.5729, decode.d4.loss_dice: 0.8695, decode.d5.loss_cls: 0.3887, decode.d5.loss_mask: 0.5710, decode.d5.loss_dice: 0.8656, decode.d6.loss_cls: 0.3888, decode.d6.loss_mask: 0.5659, decode.d6.loss_dice: 0.8604, decode.d7.loss_cls: 0.3758, decode.d7.loss_mask: 0.5634, decode.d7.loss_dice: 0.8611, decode.d8.loss_cls: 0.3727, decode.d8.loss_mask: 0.5632, decode.d8.loss_dice: 0.8586, loss: 20.6127, grad_norm: 116.2442 2023-11-27 02:07:52,524 - mmseg - INFO - Iter [133550/160000] lr: 6.307e-07, eta: 2:46:29, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3793, decode.loss_mask: 0.5760, decode.loss_dice: 0.8670, decode.d0.loss_cls: 2.2709, decode.d0.loss_mask: 0.6420, decode.d0.loss_dice: 1.0222, decode.d1.loss_cls: 0.5798, decode.d1.loss_mask: 0.6095, decode.d1.loss_dice: 0.9311, decode.d2.loss_cls: 0.4778, decode.d2.loss_mask: 0.5920, decode.d2.loss_dice: 0.9011, decode.d3.loss_cls: 0.4390, decode.d3.loss_mask: 0.5860, decode.d3.loss_dice: 0.8777, decode.d4.loss_cls: 0.4127, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8792, decode.d5.loss_cls: 0.4022, decode.d5.loss_mask: 0.5807, decode.d5.loss_dice: 0.8718, decode.d6.loss_cls: 0.4013, decode.d6.loss_mask: 0.5789, decode.d6.loss_dice: 0.8618, decode.d7.loss_cls: 0.3893, decode.d7.loss_mask: 0.5791, decode.d7.loss_dice: 0.8641, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5768, decode.d8.loss_dice: 0.8648, loss: 20.9809, grad_norm: 130.0606 2023-11-27 02:08:10,718 - mmseg - INFO - Iter [133600/160000] lr: 6.295e-07, eta: 2:46:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3694, decode.loss_mask: 0.5535, decode.loss_dice: 0.8477, decode.d0.loss_cls: 2.2433, decode.d0.loss_mask: 0.6116, decode.d0.loss_dice: 1.0069, decode.d1.loss_cls: 0.5505, decode.d1.loss_mask: 0.5881, decode.d1.loss_dice: 0.9253, decode.d2.loss_cls: 0.4577, decode.d2.loss_mask: 0.5647, decode.d2.loss_dice: 0.8880, decode.d3.loss_cls: 0.4174, decode.d3.loss_mask: 0.5606, decode.d3.loss_dice: 0.8642, decode.d4.loss_cls: 0.4010, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.8604, decode.d5.loss_cls: 0.3893, decode.d5.loss_mask: 0.5575, decode.d5.loss_dice: 0.8595, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5549, decode.d6.loss_dice: 0.8473, decode.d7.loss_cls: 0.3734, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8488, decode.d8.loss_cls: 0.3696, decode.d8.loss_mask: 0.5548, decode.d8.loss_dice: 0.8514, loss: 20.4080, grad_norm: 107.5790 2023-11-27 02:08:29,199 - mmseg - INFO - Iter [133650/160000] lr: 6.283e-07, eta: 2:45:51, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3875, decode.loss_mask: 0.5651, decode.loss_dice: 0.8573, decode.d0.loss_cls: 2.2253, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 1.0259, decode.d1.loss_cls: 0.5539, decode.d1.loss_mask: 0.6038, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4750, decode.d2.loss_mask: 0.5822, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4322, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8759, decode.d4.loss_cls: 0.4221, decode.d4.loss_mask: 0.5710, decode.d4.loss_dice: 0.8699, decode.d5.loss_cls: 0.4071, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8685, decode.d6.loss_cls: 0.3983, decode.d6.loss_mask: 0.5662, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5654, decode.d7.loss_dice: 0.8601, decode.d8.loss_cls: 0.3791, decode.d8.loss_mask: 0.5644, decode.d8.loss_dice: 0.8578, loss: 20.7871, grad_norm: 112.6110 2023-11-27 02:08:47,501 - mmseg - INFO - Iter [133700/160000] lr: 6.271e-07, eta: 2:45:32, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3971, decode.loss_mask: 0.5826, decode.loss_dice: 0.8809, decode.d0.loss_cls: 2.2420, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0458, decode.d1.loss_cls: 0.5684, decode.d1.loss_mask: 0.6180, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4892, decode.d2.loss_mask: 0.6041, decode.d2.loss_dice: 0.9251, decode.d3.loss_cls: 0.4424, decode.d3.loss_mask: 0.5954, decode.d3.loss_dice: 0.9014, decode.d4.loss_cls: 0.4280, decode.d4.loss_mask: 0.5937, decode.d4.loss_dice: 0.9015, decode.d5.loss_cls: 0.4167, decode.d5.loss_mask: 0.5888, decode.d5.loss_dice: 0.9005, decode.d6.loss_cls: 0.4095, decode.d6.loss_mask: 0.5877, decode.d6.loss_dice: 0.8906, decode.d7.loss_cls: 0.3957, decode.d7.loss_mask: 0.5851, decode.d7.loss_dice: 0.8836, decode.d8.loss_cls: 0.3917, decode.d8.loss_mask: 0.5837, decode.d8.loss_dice: 0.8864, loss: 21.3554, grad_norm: 121.5442 2023-11-27 02:09:05,657 - mmseg - INFO - Iter [133750/160000] lr: 6.260e-07, eta: 2:45:13, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3812, decode.loss_mask: 0.5726, decode.loss_dice: 0.8775, decode.d0.loss_cls: 2.2546, decode.d0.loss_mask: 0.6377, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5747, decode.d1.loss_mask: 0.6058, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.4785, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4375, decode.d3.loss_mask: 0.5861, decode.d3.loss_dice: 0.8923, decode.d4.loss_cls: 0.4153, decode.d4.loss_mask: 0.5817, decode.d4.loss_dice: 0.8847, decode.d5.loss_cls: 0.3978, decode.d5.loss_mask: 0.5802, decode.d5.loss_dice: 0.8905, decode.d6.loss_cls: 0.3903, decode.d6.loss_mask: 0.5758, decode.d6.loss_dice: 0.8786, decode.d7.loss_cls: 0.3816, decode.d7.loss_mask: 0.5745, decode.d7.loss_dice: 0.8804, decode.d8.loss_cls: 0.3756, decode.d8.loss_mask: 0.5722, decode.d8.loss_dice: 0.8781, loss: 21.0737, grad_norm: 113.6949 2023-11-27 02:09:23,932 - mmseg - INFO - Iter [133800/160000] lr: 6.248e-07, eta: 2:44:54, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3767, decode.loss_mask: 0.5774, decode.loss_dice: 0.8703, decode.d0.loss_cls: 2.2342, decode.d0.loss_mask: 0.6470, decode.d0.loss_dice: 1.0342, decode.d1.loss_cls: 0.5658, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9518, decode.d2.loss_cls: 0.4825, decode.d2.loss_mask: 0.5977, decode.d2.loss_dice: 0.9113, decode.d3.loss_cls: 0.4392, decode.d3.loss_mask: 0.5900, decode.d3.loss_dice: 0.8843, decode.d4.loss_cls: 0.4176, decode.d4.loss_mask: 0.5882, decode.d4.loss_dice: 0.8829, decode.d5.loss_cls: 0.4041, decode.d5.loss_mask: 0.5859, decode.d5.loss_dice: 0.8788, decode.d6.loss_cls: 0.3875, decode.d6.loss_mask: 0.5811, decode.d6.loss_dice: 0.8734, decode.d7.loss_cls: 0.3781, decode.d7.loss_mask: 0.5808, decode.d7.loss_dice: 0.8697, decode.d8.loss_cls: 0.3736, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8719, loss: 21.0311, grad_norm: 133.9724 2023-11-27 02:09:42,521 - mmseg - INFO - Iter [133850/160000] lr: 6.236e-07, eta: 2:44:35, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3829, decode.loss_mask: 0.5791, decode.loss_dice: 0.8725, decode.d0.loss_cls: 2.2984, decode.d0.loss_mask: 0.6523, decode.d0.loss_dice: 1.0456, decode.d1.loss_cls: 0.5822, decode.d1.loss_mask: 0.6155, decode.d1.loss_dice: 0.9565, decode.d2.loss_cls: 0.4879, decode.d2.loss_mask: 0.6004, decode.d2.loss_dice: 0.9154, decode.d3.loss_cls: 0.4414, decode.d3.loss_mask: 0.5903, decode.d3.loss_dice: 0.8897, decode.d4.loss_cls: 0.4219, decode.d4.loss_mask: 0.5876, decode.d4.loss_dice: 0.8845, decode.d5.loss_cls: 0.4052, decode.d5.loss_mask: 0.5846, decode.d5.loss_dice: 0.8831, decode.d6.loss_cls: 0.4003, decode.d6.loss_mask: 0.5795, decode.d6.loss_dice: 0.8756, decode.d7.loss_cls: 0.3925, decode.d7.loss_mask: 0.5801, decode.d7.loss_dice: 0.8722, decode.d8.loss_cls: 0.3883, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8734, loss: 21.2169, grad_norm: 123.6385 2023-11-27 02:10:03,207 - mmseg - INFO - Iter [133900/160000] lr: 6.224e-07, eta: 2:44:17, time: 0.414, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3989, decode.loss_mask: 0.5901, decode.loss_dice: 0.8940, decode.d0.loss_cls: 2.2400, decode.d0.loss_mask: 0.6538, decode.d0.loss_dice: 1.0615, decode.d1.loss_cls: 0.5919, decode.d1.loss_mask: 0.6223, decode.d1.loss_dice: 0.9745, decode.d2.loss_cls: 0.4971, decode.d2.loss_mask: 0.6062, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4596, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4357, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.9052, decode.d5.loss_cls: 0.4283, decode.d5.loss_mask: 0.5936, decode.d5.loss_dice: 0.9097, decode.d6.loss_cls: 0.4150, decode.d6.loss_mask: 0.5934, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4055, decode.d7.loss_mask: 0.5915, decode.d7.loss_dice: 0.8995, decode.d8.loss_cls: 0.4088, decode.d8.loss_mask: 0.5907, decode.d8.loss_dice: 0.8995, loss: 21.6039, grad_norm: 122.2520 2023-11-27 02:10:21,877 - mmseg - INFO - Iter [133950/160000] lr: 6.212e-07, eta: 2:43:58, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4108, decode.loss_mask: 0.5851, decode.loss_dice: 0.8691, decode.d0.loss_cls: 2.2896, decode.d0.loss_mask: 0.6451, decode.d0.loss_dice: 1.0475, decode.d1.loss_cls: 0.5967, decode.d1.loss_mask: 0.6164, decode.d1.loss_dice: 0.9497, decode.d2.loss_cls: 0.5151, decode.d2.loss_mask: 0.6007, decode.d2.loss_dice: 0.9127, decode.d3.loss_cls: 0.4685, decode.d3.loss_mask: 0.5951, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.4412, decode.d4.loss_mask: 0.5937, decode.d4.loss_dice: 0.8837, decode.d5.loss_cls: 0.4288, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8875, decode.d6.loss_cls: 0.4217, decode.d6.loss_mask: 0.5887, decode.d6.loss_dice: 0.8784, decode.d7.loss_cls: 0.4145, decode.d7.loss_mask: 0.5843, decode.d7.loss_dice: 0.8717, decode.d8.loss_cls: 0.4143, decode.d8.loss_mask: 0.5850, decode.d8.loss_dice: 0.8695, loss: 21.4499, grad_norm: 130.2869 2023-11-27 02:10:40,403 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:10:40,403 - mmseg - INFO - Iter [134000/160000] lr: 6.200e-07, eta: 2:43:39, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3917, decode.loss_mask: 0.5607, decode.loss_dice: 0.8822, decode.d0.loss_cls: 2.3089, decode.d0.loss_mask: 0.6215, decode.d0.loss_dice: 1.0418, decode.d1.loss_cls: 0.5957, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9508, decode.d2.loss_cls: 0.4931, decode.d2.loss_mask: 0.5785, decode.d2.loss_dice: 0.9177, decode.d3.loss_cls: 0.4444, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4297, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8890, decode.d5.loss_cls: 0.4185, decode.d5.loss_mask: 0.5672, decode.d5.loss_dice: 0.8900, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8799, decode.d7.loss_cls: 0.3968, decode.d7.loss_mask: 0.5630, decode.d7.loss_dice: 0.8830, decode.d8.loss_cls: 0.3878, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8803, loss: 21.1301, grad_norm: 110.9495 2023-11-27 02:10:58,765 - mmseg - INFO - Iter [134050/160000] lr: 6.188e-07, eta: 2:43:20, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3646, decode.loss_mask: 0.5595, decode.loss_dice: 0.8780, decode.d0.loss_cls: 2.2209, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 1.0442, decode.d1.loss_cls: 0.5558, decode.d1.loss_mask: 0.5895, decode.d1.loss_dice: 0.9533, decode.d2.loss_cls: 0.4652, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.9188, decode.d3.loss_cls: 0.4261, decode.d3.loss_mask: 0.5703, decode.d3.loss_dice: 0.8977, decode.d4.loss_cls: 0.3974, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8955, decode.d5.loss_cls: 0.3825, decode.d5.loss_mask: 0.5650, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.3762, decode.d6.loss_mask: 0.5614, decode.d6.loss_dice: 0.8798, decode.d7.loss_cls: 0.3768, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8826, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8828, loss: 20.7969, grad_norm: 109.2141 2023-11-27 02:11:17,016 - mmseg - INFO - Iter [134100/160000] lr: 6.176e-07, eta: 2:43:01, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3648, decode.loss_mask: 0.5510, decode.loss_dice: 0.8308, decode.d0.loss_cls: 2.2554, decode.d0.loss_mask: 0.6185, decode.d0.loss_dice: 0.9858, decode.d1.loss_cls: 0.5366, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9053, decode.d2.loss_cls: 0.4440, decode.d2.loss_mask: 0.5712, decode.d2.loss_dice: 0.8715, decode.d3.loss_cls: 0.4154, decode.d3.loss_mask: 0.5641, decode.d3.loss_dice: 0.8480, decode.d4.loss_cls: 0.3952, decode.d4.loss_mask: 0.5606, decode.d4.loss_dice: 0.8445, decode.d5.loss_cls: 0.3823, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8429, decode.d6.loss_cls: 0.3790, decode.d6.loss_mask: 0.5569, decode.d6.loss_dice: 0.8328, decode.d7.loss_cls: 0.3683, decode.d7.loss_mask: 0.5536, decode.d7.loss_dice: 0.8342, decode.d8.loss_cls: 0.3654, decode.d8.loss_mask: 0.5517, decode.d8.loss_dice: 0.8309, loss: 20.2125, grad_norm: 115.1548 2023-11-27 02:11:35,294 - mmseg - INFO - Iter [134150/160000] lr: 6.164e-07, eta: 2:42:42, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3884, decode.loss_mask: 0.5937, decode.loss_dice: 0.8816, decode.d0.loss_cls: 2.2266, decode.d0.loss_mask: 0.6542, decode.d0.loss_dice: 1.0290, decode.d1.loss_cls: 0.5534, decode.d1.loss_mask: 0.6288, decode.d1.loss_dice: 0.9567, decode.d2.loss_cls: 0.4744, decode.d2.loss_mask: 0.6101, decode.d2.loss_dice: 0.9226, decode.d3.loss_cls: 0.4468, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.8960, decode.d4.loss_cls: 0.4270, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.8939, decode.d5.loss_cls: 0.4142, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8945, decode.d6.loss_cls: 0.4018, decode.d6.loss_mask: 0.5981, decode.d6.loss_dice: 0.8845, decode.d7.loss_cls: 0.3934, decode.d7.loss_mask: 0.5959, decode.d7.loss_dice: 0.8850, decode.d8.loss_cls: 0.3904, decode.d8.loss_mask: 0.5958, decode.d8.loss_dice: 0.8832, loss: 21.3147, grad_norm: 117.4173 2023-11-27 02:11:53,667 - mmseg - INFO - Iter [134200/160000] lr: 6.152e-07, eta: 2:42:23, time: 0.367, data_time: 0.008, memory: 36416, decode.loss_cls: 0.3660, decode.loss_mask: 0.5847, decode.loss_dice: 0.8509, decode.d0.loss_cls: 2.2315, decode.d0.loss_mask: 0.6592, decode.d0.loss_dice: 1.0159, decode.d1.loss_cls: 0.5587, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9334, decode.d2.loss_cls: 0.4547, decode.d2.loss_mask: 0.6066, decode.d2.loss_dice: 0.8943, decode.d3.loss_cls: 0.4202, decode.d3.loss_mask: 0.5958, decode.d3.loss_dice: 0.8715, decode.d4.loss_cls: 0.3957, decode.d4.loss_mask: 0.5953, decode.d4.loss_dice: 0.8671, decode.d5.loss_cls: 0.3833, decode.d5.loss_mask: 0.5944, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.3784, decode.d6.loss_mask: 0.5881, decode.d6.loss_dice: 0.8550, decode.d7.loss_cls: 0.3731, decode.d7.loss_mask: 0.5876, decode.d7.loss_dice: 0.8540, decode.d8.loss_cls: 0.3709, decode.d8.loss_mask: 0.5866, decode.d8.loss_dice: 0.8547, loss: 20.8146, grad_norm: 123.9533 2023-11-27 02:12:12,118 - mmseg - INFO - Iter [134250/160000] lr: 6.140e-07, eta: 2:42:04, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3830, decode.loss_mask: 0.5717, decode.loss_dice: 0.8604, decode.d0.loss_cls: 2.2495, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 1.0189, decode.d1.loss_cls: 0.5630, decode.d1.loss_mask: 0.6031, decode.d1.loss_dice: 0.9397, decode.d2.loss_cls: 0.4780, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8946, decode.d3.loss_cls: 0.4462, decode.d3.loss_mask: 0.5789, decode.d3.loss_dice: 0.8747, decode.d4.loss_cls: 0.4182, decode.d4.loss_mask: 0.5794, decode.d4.loss_dice: 0.8772, decode.d5.loss_cls: 0.3995, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8730, decode.d6.loss_cls: 0.3917, decode.d6.loss_mask: 0.5755, decode.d6.loss_dice: 0.8659, decode.d7.loss_cls: 0.3875, decode.d7.loss_mask: 0.5739, decode.d7.loss_dice: 0.8644, decode.d8.loss_cls: 0.3781, decode.d8.loss_mask: 0.5721, decode.d8.loss_dice: 0.8658, loss: 20.8828, grad_norm: 111.9233 2023-11-27 02:12:30,550 - mmseg - INFO - Iter [134300/160000] lr: 6.128e-07, eta: 2:41:45, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3795, decode.loss_mask: 0.5673, decode.loss_dice: 0.8776, decode.d0.loss_cls: 2.2834, decode.d0.loss_mask: 0.6348, decode.d0.loss_dice: 1.0570, decode.d1.loss_cls: 0.5757, decode.d1.loss_mask: 0.6041, decode.d1.loss_dice: 0.9631, decode.d2.loss_cls: 0.4847, decode.d2.loss_mask: 0.5875, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4314, decode.d3.loss_mask: 0.5790, decode.d3.loss_dice: 0.8955, decode.d4.loss_cls: 0.4144, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8938, decode.d5.loss_cls: 0.4070, decode.d5.loss_mask: 0.5724, decode.d5.loss_dice: 0.8896, decode.d6.loss_cls: 0.3974, decode.d6.loss_mask: 0.5695, decode.d6.loss_dice: 0.8858, decode.d7.loss_cls: 0.3944, decode.d7.loss_mask: 0.5675, decode.d7.loss_dice: 0.8814, decode.d8.loss_cls: 0.3876, decode.d8.loss_mask: 0.5667, decode.d8.loss_dice: 0.8796, loss: 21.1213, grad_norm: 113.7778 2023-11-27 02:12:49,078 - mmseg - INFO - Iter [134350/160000] lr: 6.116e-07, eta: 2:41:26, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4115, decode.loss_mask: 0.5967, decode.loss_dice: 0.8805, decode.d0.loss_cls: 2.3319, decode.d0.loss_mask: 0.6656, decode.d0.loss_dice: 1.0526, decode.d1.loss_cls: 0.6281, decode.d1.loss_mask: 0.6258, decode.d1.loss_dice: 0.9640, decode.d2.loss_cls: 0.5240, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9262, decode.d3.loss_cls: 0.4682, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.9001, decode.d4.loss_cls: 0.4500, decode.d4.loss_mask: 0.6071, decode.d4.loss_dice: 0.9028, decode.d5.loss_cls: 0.4416, decode.d5.loss_mask: 0.6038, decode.d5.loss_dice: 0.8954, decode.d6.loss_cls: 0.4301, decode.d6.loss_mask: 0.6021, decode.d6.loss_dice: 0.8841, decode.d7.loss_cls: 0.4160, decode.d7.loss_mask: 0.5992, decode.d7.loss_dice: 0.8822, decode.d8.loss_cls: 0.4184, decode.d8.loss_mask: 0.5970, decode.d8.loss_dice: 0.8801, loss: 21.8122, grad_norm: 132.5231 2023-11-27 02:13:07,314 - mmseg - INFO - Iter [134400/160000] lr: 6.105e-07, eta: 2:41:07, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3901, decode.loss_mask: 0.5724, decode.loss_dice: 0.8677, decode.d0.loss_cls: 2.2788, decode.d0.loss_mask: 0.6372, decode.d0.loss_dice: 1.0276, decode.d1.loss_cls: 0.5872, decode.d1.loss_mask: 0.6054, decode.d1.loss_dice: 0.9431, decode.d2.loss_cls: 0.4851, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4464, decode.d3.loss_mask: 0.5817, decode.d3.loss_dice: 0.8806, decode.d4.loss_cls: 0.4258, decode.d4.loss_mask: 0.5807, decode.d4.loss_dice: 0.8798, decode.d5.loss_cls: 0.4137, decode.d5.loss_mask: 0.5767, decode.d5.loss_dice: 0.8763, decode.d6.loss_cls: 0.4092, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8707, decode.d7.loss_cls: 0.3931, decode.d7.loss_mask: 0.5741, decode.d7.loss_dice: 0.8696, decode.d8.loss_cls: 0.3895, decode.d8.loss_mask: 0.5706, decode.d8.loss_dice: 0.8650, loss: 21.0619, grad_norm: 116.8718 2023-11-27 02:13:25,817 - mmseg - INFO - Iter [134450/160000] lr: 6.093e-07, eta: 2:40:48, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3969, decode.loss_mask: 0.5649, decode.loss_dice: 0.8565, decode.d0.loss_cls: 2.2844, decode.d0.loss_mask: 0.6274, decode.d0.loss_dice: 1.0260, decode.d1.loss_cls: 0.5823, decode.d1.loss_mask: 0.5965, decode.d1.loss_dice: 0.9291, decode.d2.loss_cls: 0.4927, decode.d2.loss_mask: 0.5825, decode.d2.loss_dice: 0.8984, decode.d3.loss_cls: 0.4493, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.8716, decode.d4.loss_cls: 0.4196, decode.d4.loss_mask: 0.5748, decode.d4.loss_dice: 0.8778, decode.d5.loss_cls: 0.4134, decode.d5.loss_mask: 0.5745, decode.d5.loss_dice: 0.8734, decode.d6.loss_cls: 0.4103, decode.d6.loss_mask: 0.5698, decode.d6.loss_dice: 0.8603, decode.d7.loss_cls: 0.4009, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8621, decode.d8.loss_cls: 0.4024, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8574, loss: 20.9637, grad_norm: 113.1731 2023-11-27 02:13:44,377 - mmseg - INFO - Iter [134500/160000] lr: 6.081e-07, eta: 2:40:29, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4003, decode.loss_mask: 0.5732, decode.loss_dice: 0.8716, decode.d0.loss_cls: 2.3189, decode.d0.loss_mask: 0.6460, decode.d0.loss_dice: 1.0383, decode.d1.loss_cls: 0.5836, decode.d1.loss_mask: 0.6118, decode.d1.loss_dice: 0.9532, decode.d2.loss_cls: 0.4918, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.9168, decode.d3.loss_cls: 0.4563, decode.d3.loss_mask: 0.5815, decode.d3.loss_dice: 0.8866, decode.d4.loss_cls: 0.4278, decode.d4.loss_mask: 0.5817, decode.d4.loss_dice: 0.8901, decode.d5.loss_cls: 0.4162, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.8882, decode.d6.loss_cls: 0.4124, decode.d6.loss_mask: 0.5761, decode.d6.loss_dice: 0.8760, decode.d7.loss_cls: 0.4016, decode.d7.loss_mask: 0.5742, decode.d7.loss_dice: 0.8727, decode.d8.loss_cls: 0.3996, decode.d8.loss_mask: 0.5748, decode.d8.loss_dice: 0.8714, loss: 21.2595, grad_norm: 118.8247 2023-11-27 02:14:03,218 - mmseg - INFO - Iter [134550/160000] lr: 6.069e-07, eta: 2:40:10, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3449, decode.loss_mask: 0.5526, decode.loss_dice: 0.8355, decode.d0.loss_cls: 2.2611, decode.d0.loss_mask: 0.6158, decode.d0.loss_dice: 0.9965, decode.d1.loss_cls: 0.5271, decode.d1.loss_mask: 0.5885, decode.d1.loss_dice: 0.9103, decode.d2.loss_cls: 0.4454, decode.d2.loss_mask: 0.5679, decode.d2.loss_dice: 0.8726, decode.d3.loss_cls: 0.4000, decode.d3.loss_mask: 0.5597, decode.d3.loss_dice: 0.8552, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5576, decode.d4.loss_dice: 0.8502, decode.d5.loss_cls: 0.3719, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8486, decode.d6.loss_cls: 0.3663, decode.d6.loss_mask: 0.5538, decode.d6.loss_dice: 0.8378, decode.d7.loss_cls: 0.3625, decode.d7.loss_mask: 0.5517, decode.d7.loss_dice: 0.8335, decode.d8.loss_cls: 0.3555, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8334, loss: 20.1448, grad_norm: 118.1655 2023-11-27 02:14:21,432 - mmseg - INFO - Iter [134600/160000] lr: 6.057e-07, eta: 2:39:51, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3539, decode.loss_mask: 0.5725, decode.loss_dice: 0.8718, decode.d0.loss_cls: 2.1850, decode.d0.loss_mask: 0.6451, decode.d0.loss_dice: 1.0336, decode.d1.loss_cls: 0.5382, decode.d1.loss_mask: 0.6131, decode.d1.loss_dice: 0.9425, decode.d2.loss_cls: 0.4549, decode.d2.loss_mask: 0.5960, decode.d2.loss_dice: 0.9115, decode.d3.loss_cls: 0.4142, decode.d3.loss_mask: 0.5910, decode.d3.loss_dice: 0.8876, decode.d4.loss_cls: 0.3928, decode.d4.loss_mask: 0.5850, decode.d4.loss_dice: 0.8891, decode.d5.loss_cls: 0.3758, decode.d5.loss_mask: 0.5843, decode.d5.loss_dice: 0.8888, decode.d6.loss_cls: 0.3734, decode.d6.loss_mask: 0.5801, decode.d6.loss_dice: 0.8763, decode.d7.loss_cls: 0.3610, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8740, decode.d8.loss_cls: 0.3539, decode.d8.loss_mask: 0.5764, decode.d8.loss_dice: 0.8729, loss: 20.7729, grad_norm: 129.8568 2023-11-27 02:14:39,937 - mmseg - INFO - Iter [134650/160000] lr: 6.045e-07, eta: 2:39:32, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3624, decode.loss_mask: 0.5743, decode.loss_dice: 0.8629, decode.d0.loss_cls: 2.2613, decode.d0.loss_mask: 0.6427, decode.d0.loss_dice: 1.0217, decode.d1.loss_cls: 0.5434, decode.d1.loss_mask: 0.6065, decode.d1.loss_dice: 0.9433, decode.d2.loss_cls: 0.4597, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.9053, decode.d3.loss_cls: 0.4172, decode.d3.loss_mask: 0.5867, decode.d3.loss_dice: 0.8812, decode.d4.loss_cls: 0.3988, decode.d4.loss_mask: 0.5823, decode.d4.loss_dice: 0.8800, decode.d5.loss_cls: 0.3914, decode.d5.loss_mask: 0.5811, decode.d5.loss_dice: 0.8754, decode.d6.loss_cls: 0.3754, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8691, decode.d7.loss_cls: 0.3643, decode.d7.loss_mask: 0.5773, decode.d7.loss_dice: 0.8703, decode.d8.loss_cls: 0.3638, decode.d8.loss_mask: 0.5755, decode.d8.loss_dice: 0.8657, loss: 20.8104, grad_norm: 118.8259 2023-11-27 02:14:58,335 - mmseg - INFO - Iter [134700/160000] lr: 6.033e-07, eta: 2:39:13, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3893, decode.loss_mask: 0.5806, decode.loss_dice: 0.8615, decode.d0.loss_cls: 2.2617, decode.d0.loss_mask: 0.6559, decode.d0.loss_dice: 1.0343, decode.d1.loss_cls: 0.5709, decode.d1.loss_mask: 0.6214, decode.d1.loss_dice: 0.9512, decode.d2.loss_cls: 0.4736, decode.d2.loss_mask: 0.6007, decode.d2.loss_dice: 0.9046, decode.d3.loss_cls: 0.4394, decode.d3.loss_mask: 0.5900, decode.d3.loss_dice: 0.8804, decode.d4.loss_cls: 0.4159, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.8815, decode.d5.loss_cls: 0.4048, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8760, decode.d6.loss_cls: 0.4036, decode.d6.loss_mask: 0.5831, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.3911, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8672, decode.d8.loss_cls: 0.3840, decode.d8.loss_mask: 0.5812, decode.d8.loss_dice: 0.8674, loss: 21.0949, grad_norm: 113.2724 2023-11-27 02:15:17,165 - mmseg - INFO - Iter [134750/160000] lr: 6.021e-07, eta: 2:38:54, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3847, decode.loss_mask: 0.5574, decode.loss_dice: 0.8880, decode.d0.loss_cls: 2.2314, decode.d0.loss_mask: 0.6146, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5523, decode.d1.loss_mask: 0.5887, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.4699, decode.d2.loss_mask: 0.5746, decode.d2.loss_dice: 0.9280, decode.d3.loss_cls: 0.4317, decode.d3.loss_mask: 0.5674, decode.d3.loss_dice: 0.9047, decode.d4.loss_cls: 0.4124, decode.d4.loss_mask: 0.5631, decode.d4.loss_dice: 0.9073, decode.d5.loss_cls: 0.3980, decode.d5.loss_mask: 0.5615, decode.d5.loss_dice: 0.8995, decode.d6.loss_cls: 0.4001, decode.d6.loss_mask: 0.5619, decode.d6.loss_dice: 0.8890, decode.d7.loss_cls: 0.3949, decode.d7.loss_mask: 0.5604, decode.d7.loss_dice: 0.8910, decode.d8.loss_cls: 0.3875, decode.d8.loss_mask: 0.5570, decode.d8.loss_dice: 0.8905, loss: 20.9838, grad_norm: 139.1292 2023-11-27 02:15:35,374 - mmseg - INFO - Iter [134800/160000] lr: 6.009e-07, eta: 2:38:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3834, decode.loss_mask: 0.5837, decode.loss_dice: 0.8758, decode.d0.loss_cls: 2.2804, decode.d0.loss_mask: 0.6495, decode.d0.loss_dice: 1.0493, decode.d1.loss_cls: 0.5854, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9602, decode.d2.loss_cls: 0.4894, decode.d2.loss_mask: 0.6042, decode.d2.loss_dice: 0.9231, decode.d3.loss_cls: 0.4472, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4252, decode.d4.loss_mask: 0.5932, decode.d4.loss_dice: 0.8920, decode.d5.loss_cls: 0.4061, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.8956, decode.d6.loss_cls: 0.3987, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.8776, decode.d7.loss_cls: 0.3888, decode.d7.loss_mask: 0.5852, decode.d7.loss_dice: 0.8791, decode.d8.loss_cls: 0.3842, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8791, loss: 21.3019, grad_norm: 133.3609 2023-11-27 02:15:54,053 - mmseg - INFO - Iter [134850/160000] lr: 5.997e-07, eta: 2:38:16, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3808, decode.loss_mask: 0.5710, decode.loss_dice: 0.8609, decode.d0.loss_cls: 2.2636, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 1.0295, decode.d1.loss_cls: 0.5682, decode.d1.loss_mask: 0.6034, decode.d1.loss_dice: 0.9359, decode.d2.loss_cls: 0.4808, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.9014, decode.d3.loss_cls: 0.4447, decode.d3.loss_mask: 0.5793, decode.d3.loss_dice: 0.8737, decode.d4.loss_cls: 0.4240, decode.d4.loss_mask: 0.5771, decode.d4.loss_dice: 0.8722, decode.d5.loss_cls: 0.4033, decode.d5.loss_mask: 0.5753, decode.d5.loss_dice: 0.8719, decode.d6.loss_cls: 0.3986, decode.d6.loss_mask: 0.5730, decode.d6.loss_dice: 0.8673, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5706, decode.d7.loss_dice: 0.8589, decode.d8.loss_cls: 0.3850, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8590, loss: 20.9147, grad_norm: 133.4990 2023-11-27 02:16:12,461 - mmseg - INFO - Iter [134900/160000] lr: 5.985e-07, eta: 2:37:57, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3850, decode.loss_mask: 0.5437, decode.loss_dice: 0.8448, decode.d0.loss_cls: 2.2947, decode.d0.loss_mask: 0.6061, decode.d0.loss_dice: 1.0247, decode.d1.loss_cls: 0.5946, decode.d1.loss_mask: 0.5805, decode.d1.loss_dice: 0.9331, decode.d2.loss_cls: 0.4909, decode.d2.loss_mask: 0.5614, decode.d2.loss_dice: 0.8929, decode.d3.loss_cls: 0.4432, decode.d3.loss_mask: 0.5545, decode.d3.loss_dice: 0.8666, decode.d4.loss_cls: 0.4239, decode.d4.loss_mask: 0.5523, decode.d4.loss_dice: 0.8614, decode.d5.loss_cls: 0.4113, decode.d5.loss_mask: 0.5473, decode.d5.loss_dice: 0.8619, decode.d6.loss_cls: 0.4019, decode.d6.loss_mask: 0.5440, decode.d6.loss_dice: 0.8468, decode.d7.loss_cls: 0.3905, decode.d7.loss_mask: 0.5432, decode.d7.loss_dice: 0.8531, decode.d8.loss_cls: 0.3883, decode.d8.loss_mask: 0.5428, decode.d8.loss_dice: 0.8468, loss: 20.6323, grad_norm: 139.2531 2023-11-27 02:16:30,776 - mmseg - INFO - Iter [134950/160000] lr: 5.973e-07, eta: 2:37:38, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3803, decode.loss_mask: 0.5843, decode.loss_dice: 0.8790, decode.d0.loss_cls: 2.2585, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5735, decode.d1.loss_mask: 0.6211, decode.d1.loss_dice: 0.9651, decode.d2.loss_cls: 0.4665, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9284, decode.d3.loss_cls: 0.4258, decode.d3.loss_mask: 0.5953, decode.d3.loss_dice: 0.8999, decode.d4.loss_cls: 0.4060, decode.d4.loss_mask: 0.5920, decode.d4.loss_dice: 0.8997, decode.d5.loss_cls: 0.3991, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.8964, decode.d6.loss_cls: 0.3859, decode.d6.loss_mask: 0.5880, decode.d6.loss_dice: 0.8868, decode.d7.loss_cls: 0.3769, decode.d7.loss_mask: 0.5872, decode.d7.loss_dice: 0.8893, decode.d8.loss_cls: 0.3739, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.8877, loss: 21.2374, grad_norm: 123.6745 2023-11-27 02:16:49,027 - mmseg - INFO - Saving checkpoint at 135000 iterations 2023-11-27 02:16:50,607 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:16:50,607 - mmseg - INFO - Iter [135000/160000] lr: 5.961e-07, eta: 2:37:20, time: 0.397, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3823, decode.loss_mask: 0.5811, decode.loss_dice: 0.8840, decode.d0.loss_cls: 2.2393, decode.d0.loss_mask: 0.6479, decode.d0.loss_dice: 1.0622, decode.d1.loss_cls: 0.5749, decode.d1.loss_mask: 0.6191, decode.d1.loss_dice: 0.9729, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.5993, decode.d2.loss_dice: 0.9314, decode.d3.loss_cls: 0.4386, decode.d3.loss_mask: 0.5931, decode.d3.loss_dice: 0.9034, decode.d4.loss_cls: 0.4169, decode.d4.loss_mask: 0.5917, decode.d4.loss_dice: 0.9078, decode.d5.loss_cls: 0.4039, decode.d5.loss_mask: 0.5892, decode.d5.loss_dice: 0.9034, decode.d6.loss_cls: 0.3904, decode.d6.loss_mask: 0.5851, decode.d6.loss_dice: 0.8967, decode.d7.loss_cls: 0.3875, decode.d7.loss_mask: 0.5808, decode.d7.loss_dice: 0.8890, decode.d8.loss_cls: 0.3792, decode.d8.loss_mask: 0.5831, decode.d8.loss_dice: 0.8857, loss: 21.2938, grad_norm: 125.2021 2023-11-27 02:17:07,392 - mmseg - INFO - per class results: 2023-11-27 02:17:07,397 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.62 | 86.62 | | building | 81.83 | 90.72 | | sky | 94.79 | 96.99 | | floor | 82.8 | 91.07 | | tree | 74.84 | 87.49 | | ceiling | 84.32 | 92.11 | | road | 86.59 | 92.03 | | bed | 90.59 | 95.98 | | windowpane | 60.54 | 77.0 | | grass | 66.21 | 78.28 | | cabinet | 60.56 | 74.16 | | sidewalk | 70.74 | 82.0 | | person | 84.01 | 92.59 | | earth | 35.39 | 51.54 | | door | 52.0 | 69.37 | | table | 66.28 | 78.98 | | mountain | 58.29 | 74.95 | | plant | 49.65 | 63.65 | | curtain | 74.49 | 88.54 | | chair | 61.3 | 74.71 | | car | 86.05 | 94.68 | | water | 42.24 | 58.16 | | painting | 72.93 | 90.45 | | sofa | 71.36 | 87.45 | | shelf | 46.48 | 67.65 | | house | 41.1 | 75.08 | | sea | 55.66 | 77.03 | | mirror | 66.15 | 79.26 | | rug | 67.19 | 77.98 | | field | 28.12 | 42.4 | | armchair | 46.48 | 62.47 | | seat | 62.77 | 84.28 | | fence | 44.08 | 58.94 | | desk | 48.53 | 70.31 | | rock | 49.05 | 59.1 | | wardrobe | 46.43 | 67.13 | | lamp | 68.52 | 81.19 | | bathtub | 77.96 | 86.9 | | railing | 33.85 | 47.06 | | cushion | 65.81 | 77.95 | | base | 30.95 | 41.5 | | box | 26.94 | 40.18 | | column | 42.8 | 57.43 | | signboard | 36.7 | 58.26 | | chest of drawers | 39.53 | 61.55 | | counter | 32.76 | 47.52 | | sand | 30.42 | 43.22 | | sink | 69.6 | 82.91 | | skyscraper | 47.34 | 54.03 | | fireplace | 69.16 | 91.89 | | refrigerator | 78.5 | 87.28 | | grandstand | 46.75 | 77.03 | | path | 33.17 | 50.93 | | stairs | 26.26 | 31.91 | | runway | 74.81 | 97.03 | | case | 47.13 | 56.6 | | pool table | 94.89 | 97.45 | | pillow | 62.55 | 71.57 | | screen door | 53.33 | 68.1 | | stairway | 29.03 | 46.03 | | river | 8.41 | 23.39 | | bridge | 72.77 | 88.3 | | bookcase | 39.68 | 57.69 | | blind | 45.22 | 53.83 | | coffee table | 63.35 | 82.48 | | toilet | 88.11 | 91.44 | | flower | 33.94 | 50.24 | | book | 49.15 | 71.52 | | hill | 6.36 | 13.53 | | bench | 57.48 | 70.53 | | countertop | 51.57 | 72.84 | | stove | 87.14 | 91.33 | | palm | 54.95 | 76.58 | | kitchen island | 45.4 | 93.36 | | computer | 64.67 | 70.67 | | swivel chair | 44.99 | 63.48 | | boat | 65.49 | 84.05 | | bar | 50.64 | 63.79 | | arcade machine | 30.72 | 32.43 | | hovel | 11.18 | 15.87 | | bus | 90.55 | 95.64 | | towel | 73.62 | 83.44 | | light | 62.82 | 78.85 | | truck | 40.97 | 53.97 | | tower | 7.67 | 10.49 | | chandelier | 67.82 | 82.75 | | awning | 38.58 | 49.45 | | streetlight | 36.07 | 49.01 | | booth | 59.06 | 61.54 | | television receiver | 69.21 | 86.38 | | airplane | 61.53 | 68.33 | | dirt track | 2.35 | 10.68 | | apparel | 34.4 | 49.62 | | pole | 34.64 | 52.06 | | land | 1.99 | 6.03 | | bannister | 14.11 | 26.6 | | escalator | 31.48 | 38.11 | | ottoman | 49.96 | 63.18 | | bottle | 21.93 | 27.74 | | buffet | 44.98 | 52.88 | | poster | 37.2 | 45.81 | | stage | 13.23 | 22.6 | | van | 53.17 | 68.62 | | ship | 10.1 | 10.76 | | fountain | 31.51 | 32.85 | | conveyer belt | 67.11 | 85.84 | | canopy | 23.26 | 31.47 | | washer | 72.45 | 77.25 | | plaything | 24.58 | 34.76 | | swimming pool | 59.61 | 71.89 | | stool | 48.24 | 71.17 | | barrel | 63.16 | 74.47 | | basket | 37.17 | 60.49 | | waterfall | 36.05 | 52.68 | | tent | 94.7 | 97.78 | | bag | 17.6 | 26.48 | | minibike | 73.08 | 88.1 | | cradle | 86.12 | 97.93 | | oven | 62.01 | 70.29 | | ball | 32.04 | 35.7 | | food | 66.28 | 80.1 | | step | 9.5 | 11.81 | | tank | 51.65 | 55.7 | | trade name | 29.08 | 35.83 | | microwave | 86.35 | 94.88 | | pot | 36.57 | 43.08 | | animal | 64.13 | 65.5 | | bicycle | 59.26 | 82.97 | | lake | 0.12 | 0.13 | | dishwasher | 76.13 | 82.44 | | screen | 71.13 | 92.84 | | blanket | 28.6 | 33.79 | | sculpture | 66.25 | 85.97 | | hood | 69.89 | 77.66 | | sconce | 55.37 | 68.84 | | vase | 48.26 | 67.5 | | traffic light | 42.35 | 64.26 | | tray | 18.14 | 30.62 | | ashcan | 45.77 | 63.17 | | fan | 67.49 | 81.89 | | pier | 31.46 | 40.42 | | crt screen | 5.49 | 19.04 | | plate | 57.27 | 75.08 | | monitor | 3.25 | 4.09 | | bulletin board | 43.03 | 65.7 | | shower | 13.24 | 26.15 | | radiator | 71.06 | 81.93 | | glass | 21.29 | 23.66 | | clock | 49.8 | 63.58 | | flag | 48.14 | 52.6 | +---------------------+-------+-------+ 2023-11-27 02:17:07,397 - mmseg - INFO - Summary: 2023-11-27 02:17:07,397 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.17 | 50.67 | 63.26 | +-------+-------+-------+ 2023-11-27 02:17:07,398 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:17:07,398 - mmseg - INFO - Iter(val) [250] aAcc: 0.8317, mIoU: 0.5067, mAcc: 0.6326, IoU.wall: 0.7762, IoU.building: 0.8183, IoU.sky: 0.9479, IoU.floor: 0.8280, IoU.tree: 0.7484, IoU.ceiling: 0.8432, IoU.road: 0.8659, IoU.bed : 0.9059, IoU.windowpane: 0.6054, IoU.grass: 0.6621, IoU.cabinet: 0.6056, IoU.sidewalk: 0.7074, IoU.person: 0.8401, IoU.earth: 0.3539, IoU.door: 0.5200, IoU.table: 0.6628, IoU.mountain: 0.5829, IoU.plant: 0.4965, IoU.curtain: 0.7449, IoU.chair: 0.6130, IoU.car: 0.8605, IoU.water: 0.4224, IoU.painting: 0.7293, IoU.sofa: 0.7136, IoU.shelf: 0.4648, IoU.house: 0.4110, IoU.sea: 0.5566, IoU.mirror: 0.6615, IoU.rug: 0.6719, IoU.field: 0.2812, IoU.armchair: 0.4648, IoU.seat: 0.6277, IoU.fence: 0.4408, IoU.desk: 0.4853, IoU.rock: 0.4905, IoU.wardrobe: 0.4643, IoU.lamp: 0.6852, IoU.bathtub: 0.7796, IoU.railing: 0.3385, IoU.cushion: 0.6581, IoU.base: 0.3095, IoU.box: 0.2694, IoU.column: 0.4280, IoU.signboard: 0.3670, IoU.chest of drawers: 0.3953, IoU.counter: 0.3276, IoU.sand: 0.3042, IoU.sink: 0.6960, IoU.skyscraper: 0.4734, IoU.fireplace: 0.6916, IoU.refrigerator: 0.7850, IoU.grandstand: 0.4675, IoU.path: 0.3317, IoU.stairs: 0.2626, IoU.runway: 0.7481, IoU.case: 0.4713, IoU.pool table: 0.9489, IoU.pillow: 0.6255, IoU.screen door: 0.5333, IoU.stairway: 0.2903, IoU.river: 0.0841, IoU.bridge: 0.7277, IoU.bookcase: 0.3968, IoU.blind: 0.4522, IoU.coffee table: 0.6335, IoU.toilet: 0.8811, IoU.flower: 0.3394, IoU.book: 0.4915, IoU.hill: 0.0636, IoU.bench: 0.5748, IoU.countertop: 0.5157, IoU.stove: 0.8714, IoU.palm: 0.5495, IoU.kitchen island: 0.4540, IoU.computer: 0.6467, IoU.swivel chair: 0.4499, IoU.boat: 0.6549, IoU.bar: 0.5064, IoU.arcade machine: 0.3072, IoU.hovel: 0.1118, IoU.bus: 0.9055, IoU.towel: 0.7362, IoU.light: 0.6282, IoU.truck: 0.4097, IoU.tower: 0.0767, IoU.chandelier: 0.6782, IoU.awning: 0.3858, IoU.streetlight: 0.3607, IoU.booth: 0.5906, IoU.television receiver: 0.6921, IoU.airplane: 0.6153, IoU.dirt track: 0.0235, IoU.apparel: 0.3440, IoU.pole: 0.3464, IoU.land: 0.0199, IoU.bannister: 0.1411, IoU.escalator: 0.3148, IoU.ottoman: 0.4996, IoU.bottle: 0.2193, IoU.buffet: 0.4498, IoU.poster: 0.3720, IoU.stage: 0.1323, IoU.van: 0.5317, IoU.ship: 0.1010, IoU.fountain: 0.3151, IoU.conveyer belt: 0.6711, IoU.canopy: 0.2326, IoU.washer: 0.7245, IoU.plaything: 0.2458, IoU.swimming pool: 0.5961, IoU.stool: 0.4824, IoU.barrel: 0.6316, IoU.basket: 0.3717, IoU.waterfall: 0.3605, IoU.tent: 0.9470, IoU.bag: 0.1760, IoU.minibike: 0.7308, IoU.cradle: 0.8612, IoU.oven: 0.6201, IoU.ball: 0.3204, IoU.food: 0.6628, IoU.step: 0.0950, IoU.tank: 0.5165, IoU.trade name: 0.2908, IoU.microwave: 0.8635, IoU.pot: 0.3657, IoU.animal: 0.6413, IoU.bicycle: 0.5926, IoU.lake: 0.0012, IoU.dishwasher: 0.7613, IoU.screen: 0.7113, IoU.blanket: 0.2860, IoU.sculpture: 0.6625, IoU.hood: 0.6989, IoU.sconce: 0.5537, IoU.vase: 0.4826, IoU.traffic light: 0.4235, IoU.tray: 0.1814, IoU.ashcan: 0.4577, IoU.fan: 0.6749, IoU.pier: 0.3146, IoU.crt screen: 0.0549, IoU.plate: 0.5727, IoU.monitor: 0.0325, IoU.bulletin board: 0.4303, IoU.shower: 0.1324, IoU.radiator: 0.7106, IoU.glass: 0.2129, IoU.clock: 0.4980, IoU.flag: 0.4814, Acc.wall: 0.8662, Acc.building: 0.9072, Acc.sky: 0.9699, Acc.floor: 0.9107, Acc.tree: 0.8749, Acc.ceiling: 0.9211, Acc.road: 0.9203, Acc.bed : 0.9598, Acc.windowpane: 0.7700, Acc.grass: 0.7828, Acc.cabinet: 0.7416, Acc.sidewalk: 0.8200, Acc.person: 0.9259, Acc.earth: 0.5154, Acc.door: 0.6937, Acc.table: 0.7898, Acc.mountain: 0.7495, Acc.plant: 0.6365, Acc.curtain: 0.8854, Acc.chair: 0.7471, Acc.car: 0.9468, Acc.water: 0.5816, Acc.painting: 0.9045, Acc.sofa: 0.8745, Acc.shelf: 0.6765, Acc.house: 0.7508, Acc.sea: 0.7703, Acc.mirror: 0.7926, Acc.rug: 0.7798, Acc.field: 0.4240, Acc.armchair: 0.6247, Acc.seat: 0.8428, Acc.fence: 0.5894, Acc.desk: 0.7031, Acc.rock: 0.5910, Acc.wardrobe: 0.6713, Acc.lamp: 0.8119, Acc.bathtub: 0.8690, Acc.railing: 0.4706, Acc.cushion: 0.7795, Acc.base: 0.4150, Acc.box: 0.4018, Acc.column: 0.5743, Acc.signboard: 0.5826, Acc.chest of drawers: 0.6155, Acc.counter: 0.4752, Acc.sand: 0.4322, Acc.sink: 0.8291, Acc.skyscraper: 0.5403, Acc.fireplace: 0.9189, Acc.refrigerator: 0.8728, Acc.grandstand: 0.7703, Acc.path: 0.5093, Acc.stairs: 0.3191, Acc.runway: 0.9703, Acc.case: 0.5660, Acc.pool table: 0.9745, Acc.pillow: 0.7157, Acc.screen door: 0.6810, Acc.stairway: 0.4603, Acc.river: 0.2339, Acc.bridge: 0.8830, Acc.bookcase: 0.5769, Acc.blind: 0.5383, Acc.coffee table: 0.8248, Acc.toilet: 0.9144, Acc.flower: 0.5024, Acc.book: 0.7152, Acc.hill: 0.1353, Acc.bench: 0.7053, Acc.countertop: 0.7284, Acc.stove: 0.9133, Acc.palm: 0.7658, Acc.kitchen island: 0.9336, Acc.computer: 0.7067, Acc.swivel chair: 0.6348, Acc.boat: 0.8405, Acc.bar: 0.6379, Acc.arcade machine: 0.3243, Acc.hovel: 0.1587, Acc.bus: 0.9564, Acc.towel: 0.8344, Acc.light: 0.7885, Acc.truck: 0.5397, Acc.tower: 0.1049, Acc.chandelier: 0.8275, Acc.awning: 0.4945, Acc.streetlight: 0.4901, Acc.booth: 0.6154, Acc.television receiver: 0.8638, Acc.airplane: 0.6833, Acc.dirt track: 0.1068, Acc.apparel: 0.4962, Acc.pole: 0.5206, Acc.land: 0.0603, Acc.bannister: 0.2660, Acc.escalator: 0.3811, Acc.ottoman: 0.6318, Acc.bottle: 0.2774, Acc.buffet: 0.5288, Acc.poster: 0.4581, Acc.stage: 0.2260, Acc.van: 0.6862, Acc.ship: 0.1076, Acc.fountain: 0.3285, Acc.conveyer belt: 0.8584, Acc.canopy: 0.3147, Acc.washer: 0.7725, Acc.plaything: 0.3476, Acc.swimming pool: 0.7189, Acc.stool: 0.7117, Acc.barrel: 0.7447, Acc.basket: 0.6049, Acc.waterfall: 0.5268, Acc.tent: 0.9778, Acc.bag: 0.2648, Acc.minibike: 0.8810, Acc.cradle: 0.9793, Acc.oven: 0.7029, Acc.ball: 0.3570, Acc.food: 0.8010, Acc.step: 0.1181, Acc.tank: 0.5570, Acc.trade name: 0.3583, Acc.microwave: 0.9488, Acc.pot: 0.4308, Acc.animal: 0.6550, Acc.bicycle: 0.8297, Acc.lake: 0.0013, Acc.dishwasher: 0.8244, Acc.screen: 0.9284, Acc.blanket: 0.3379, Acc.sculpture: 0.8597, Acc.hood: 0.7766, Acc.sconce: 0.6884, Acc.vase: 0.6750, Acc.traffic light: 0.6426, Acc.tray: 0.3062, Acc.ashcan: 0.6317, Acc.fan: 0.8189, Acc.pier: 0.4042, Acc.crt screen: 0.1904, Acc.plate: 0.7508, Acc.monitor: 0.0409, Acc.bulletin board: 0.6570, Acc.shower: 0.2615, Acc.radiator: 0.8193, Acc.glass: 0.2366, Acc.clock: 0.6358, Acc.flag: 0.5260 2023-11-27 02:17:25,846 - mmseg - INFO - Iter [135050/160000] lr: 5.950e-07, eta: 2:37:04, time: 0.705, data_time: 0.345, memory: 36416, decode.loss_cls: 0.3833, decode.loss_mask: 0.5861, decode.loss_dice: 0.8981, decode.d0.loss_cls: 2.2749, decode.d0.loss_mask: 0.6523, decode.d0.loss_dice: 1.0681, decode.d1.loss_cls: 0.5836, decode.d1.loss_mask: 0.6252, decode.d1.loss_dice: 0.9730, decode.d2.loss_cls: 0.4904, decode.d2.loss_mask: 0.6089, decode.d2.loss_dice: 0.9317, decode.d3.loss_cls: 0.4466, decode.d3.loss_mask: 0.6001, decode.d3.loss_dice: 0.9085, decode.d4.loss_cls: 0.4241, decode.d4.loss_mask: 0.5957, decode.d4.loss_dice: 0.9119, decode.d5.loss_cls: 0.4148, decode.d5.loss_mask: 0.5920, decode.d5.loss_dice: 0.9086, decode.d6.loss_cls: 0.4032, decode.d6.loss_mask: 0.5916, decode.d6.loss_dice: 0.9007, decode.d7.loss_cls: 0.3939, decode.d7.loss_mask: 0.5908, decode.d7.loss_dice: 0.9031, decode.d8.loss_cls: 0.3862, decode.d8.loss_mask: 0.5867, decode.d8.loss_dice: 0.9009, loss: 21.5351, grad_norm: 125.3773 2023-11-27 02:17:44,273 - mmseg - INFO - Iter [135100/160000] lr: 5.938e-07, eta: 2:36:45, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3563, decode.loss_mask: 0.5754, decode.loss_dice: 0.8571, decode.d0.loss_cls: 2.2074, decode.d0.loss_mask: 0.6397, decode.d0.loss_dice: 1.0279, decode.d1.loss_cls: 0.5396, decode.d1.loss_mask: 0.6080, decode.d1.loss_dice: 0.9305, decode.d2.loss_cls: 0.4443, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.8976, decode.d3.loss_cls: 0.4100, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.8752, decode.d4.loss_cls: 0.3999, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8704, decode.d5.loss_cls: 0.3918, decode.d5.loss_mask: 0.5779, decode.d5.loss_dice: 0.8694, decode.d6.loss_cls: 0.3717, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8625, decode.d7.loss_cls: 0.3676, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8567, decode.d8.loss_cls: 0.3682, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.8576, loss: 20.6437, grad_norm: 112.4052 2023-11-27 02:18:05,123 - mmseg - INFO - Iter [135150/160000] lr: 5.926e-07, eta: 2:36:26, time: 0.417, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3716, decode.loss_mask: 0.5667, decode.loss_dice: 0.8714, decode.d0.loss_cls: 2.2083, decode.d0.loss_mask: 0.6284, decode.d0.loss_dice: 1.0345, decode.d1.loss_cls: 0.5598, decode.d1.loss_mask: 0.5996, decode.d1.loss_dice: 0.9524, decode.d2.loss_cls: 0.4794, decode.d2.loss_mask: 0.5856, decode.d2.loss_dice: 0.9095, decode.d3.loss_cls: 0.4401, decode.d3.loss_mask: 0.5763, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4203, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8835, decode.d5.loss_cls: 0.4035, decode.d5.loss_mask: 0.5723, decode.d5.loss_dice: 0.8834, decode.d6.loss_cls: 0.3907, decode.d6.loss_mask: 0.5694, decode.d6.loss_dice: 0.8732, decode.d7.loss_cls: 0.3869, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8686, decode.d8.loss_cls: 0.3760, decode.d8.loss_mask: 0.5677, decode.d8.loss_dice: 0.8698, loss: 20.8775, grad_norm: 121.9825 2023-11-27 02:18:23,483 - mmseg - INFO - Iter [135200/160000] lr: 5.914e-07, eta: 2:36:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3508, decode.loss_mask: 0.5786, decode.loss_dice: 0.8669, decode.d0.loss_cls: 2.2487, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 1.0269, decode.d1.loss_cls: 0.5431, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9411, decode.d2.loss_cls: 0.4528, decode.d2.loss_mask: 0.5946, decode.d2.loss_dice: 0.9056, decode.d3.loss_cls: 0.4089, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8764, decode.d4.loss_cls: 0.3880, decode.d4.loss_mask: 0.5862, decode.d4.loss_dice: 0.8788, decode.d5.loss_cls: 0.3786, decode.d5.loss_mask: 0.5817, decode.d5.loss_dice: 0.8790, decode.d6.loss_cls: 0.3682, decode.d6.loss_mask: 0.5786, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.3576, decode.d7.loss_mask: 0.5795, decode.d7.loss_dice: 0.8710, decode.d8.loss_cls: 0.3567, decode.d8.loss_mask: 0.5775, decode.d8.loss_dice: 0.8681, loss: 20.7517, grad_norm: 126.0415 2023-11-27 02:18:42,003 - mmseg - INFO - Iter [135250/160000] lr: 5.902e-07, eta: 2:35:48, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3851, decode.loss_mask: 0.5581, decode.loss_dice: 0.8589, decode.d0.loss_cls: 2.2569, decode.d0.loss_mask: 0.6197, decode.d0.loss_dice: 1.0271, decode.d1.loss_cls: 0.5719, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4835, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4404, decode.d3.loss_mask: 0.5662, decode.d3.loss_dice: 0.8789, decode.d4.loss_cls: 0.4196, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.8775, decode.d5.loss_cls: 0.4070, decode.d5.loss_mask: 0.5599, decode.d5.loss_dice: 0.8739, decode.d6.loss_cls: 0.3984, decode.d6.loss_mask: 0.5587, decode.d6.loss_dice: 0.8658, decode.d7.loss_cls: 0.3931, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8647, decode.d8.loss_cls: 0.3900, decode.d8.loss_mask: 0.5583, decode.d8.loss_dice: 0.8631, loss: 20.8103, grad_norm: 113.5415 2023-11-27 02:19:00,396 - mmseg - INFO - Iter [135300/160000] lr: 5.890e-07, eta: 2:35:29, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3671, decode.loss_mask: 0.5809, decode.loss_dice: 0.9078, decode.d0.loss_cls: 2.2626, decode.d0.loss_mask: 0.6501, decode.d0.loss_dice: 1.0593, decode.d1.loss_cls: 0.5674, decode.d1.loss_mask: 0.6154, decode.d1.loss_dice: 0.9819, decode.d2.loss_cls: 0.4640, decode.d2.loss_mask: 0.5974, decode.d2.loss_dice: 0.9413, decode.d3.loss_cls: 0.4226, decode.d3.loss_mask: 0.5894, decode.d3.loss_dice: 0.9232, decode.d4.loss_cls: 0.4035, decode.d4.loss_mask: 0.5924, decode.d4.loss_dice: 0.9183, decode.d5.loss_cls: 0.3905, decode.d5.loss_mask: 0.5890, decode.d5.loss_dice: 0.9152, decode.d6.loss_cls: 0.3823, decode.d6.loss_mask: 0.5823, decode.d6.loss_dice: 0.9049, decode.d7.loss_cls: 0.3692, decode.d7.loss_mask: 0.5822, decode.d7.loss_dice: 0.9035, decode.d8.loss_cls: 0.3720, decode.d8.loss_mask: 0.5794, decode.d8.loss_dice: 0.9035, loss: 21.3188, grad_norm: 133.7973 2023-11-27 02:19:18,811 - mmseg - INFO - Iter [135350/160000] lr: 5.878e-07, eta: 2:35:10, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3717, decode.loss_mask: 0.5726, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.2623, decode.d0.loss_mask: 0.6373, decode.d0.loss_dice: 1.0376, decode.d1.loss_cls: 0.5591, decode.d1.loss_mask: 0.6064, decode.d1.loss_dice: 0.9432, decode.d2.loss_cls: 0.4667, decode.d2.loss_mask: 0.5941, decode.d2.loss_dice: 0.9032, decode.d3.loss_cls: 0.4268, decode.d3.loss_mask: 0.5846, decode.d3.loss_dice: 0.8808, decode.d4.loss_cls: 0.4105, decode.d4.loss_mask: 0.5806, decode.d4.loss_dice: 0.8731, decode.d5.loss_cls: 0.3920, decode.d5.loss_mask: 0.5782, decode.d5.loss_dice: 0.8715, decode.d6.loss_cls: 0.3839, decode.d6.loss_mask: 0.5758, decode.d6.loss_dice: 0.8662, decode.d7.loss_cls: 0.3800, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8644, decode.d8.loss_cls: 0.3715, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8641, loss: 20.8667, grad_norm: 111.6896 2023-11-27 02:19:38,797 - mmseg - INFO - Iter [135400/160000] lr: 5.866e-07, eta: 2:34:52, time: 0.399, data_time: 0.008, memory: 36416, decode.loss_cls: 0.3901, decode.loss_mask: 0.5723, decode.loss_dice: 0.8688, decode.d0.loss_cls: 2.2234, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 1.0356, decode.d1.loss_cls: 0.5795, decode.d1.loss_mask: 0.6142, decode.d1.loss_dice: 0.9491, decode.d2.loss_cls: 0.4825, decode.d2.loss_mask: 0.5912, decode.d2.loss_dice: 0.9107, decode.d3.loss_cls: 0.4408, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8812, decode.d4.loss_cls: 0.4202, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8799, decode.d5.loss_cls: 0.4116, decode.d5.loss_mask: 0.5768, decode.d5.loss_dice: 0.8772, decode.d6.loss_cls: 0.4037, decode.d6.loss_mask: 0.5734, decode.d6.loss_dice: 0.8675, decode.d7.loss_cls: 0.3985, decode.d7.loss_mask: 0.5725, decode.d7.loss_dice: 0.8682, decode.d8.loss_cls: 0.3945, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8674, loss: 21.0308, grad_norm: 116.3100 2023-11-27 02:19:58,446 - mmseg - INFO - Iter [135450/160000] lr: 5.854e-07, eta: 2:34:33, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3511, decode.loss_mask: 0.5646, decode.loss_dice: 0.8582, decode.d0.loss_cls: 2.2053, decode.d0.loss_mask: 0.6218, decode.d0.loss_dice: 1.0115, decode.d1.loss_cls: 0.5519, decode.d1.loss_mask: 0.5993, decode.d1.loss_dice: 0.9331, decode.d2.loss_cls: 0.4490, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.8962, decode.d3.loss_cls: 0.4129, decode.d3.loss_mask: 0.5753, decode.d3.loss_dice: 0.8660, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5728, decode.d4.loss_dice: 0.8663, decode.d5.loss_cls: 0.3810, decode.d5.loss_mask: 0.5698, decode.d5.loss_dice: 0.8649, decode.d6.loss_cls: 0.3660, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8610, decode.d7.loss_cls: 0.3573, decode.d7.loss_mask: 0.5670, decode.d7.loss_dice: 0.8582, decode.d8.loss_cls: 0.3592, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8575, loss: 20.4868, grad_norm: 126.5928 2023-11-27 02:20:16,682 - mmseg - INFO - Iter [135500/160000] lr: 5.842e-07, eta: 2:34:14, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3805, decode.loss_mask: 0.5689, decode.loss_dice: 0.8692, decode.d0.loss_cls: 2.2778, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 1.0473, decode.d1.loss_cls: 0.5860, decode.d1.loss_mask: 0.6074, decode.d1.loss_dice: 0.9590, decode.d2.loss_cls: 0.4836, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.9210, decode.d3.loss_cls: 0.4512, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8892, decode.d4.loss_cls: 0.4201, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8850, decode.d5.loss_cls: 0.4095, decode.d5.loss_mask: 0.5711, decode.d5.loss_dice: 0.8812, decode.d6.loss_cls: 0.3946, decode.d6.loss_mask: 0.5697, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.3889, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8731, decode.d8.loss_cls: 0.3795, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8761, loss: 21.0772, grad_norm: 124.7046 2023-11-27 02:20:35,273 - mmseg - INFO - Iter [135550/160000] lr: 5.830e-07, eta: 2:33:55, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3537, decode.loss_mask: 0.5707, decode.loss_dice: 0.8476, decode.d0.loss_cls: 2.2373, decode.d0.loss_mask: 0.6366, decode.d0.loss_dice: 1.0175, decode.d1.loss_cls: 0.5395, decode.d1.loss_mask: 0.6054, decode.d1.loss_dice: 0.9318, decode.d2.loss_cls: 0.4535, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.8953, decode.d3.loss_cls: 0.4085, decode.d3.loss_mask: 0.5823, decode.d3.loss_dice: 0.8658, decode.d4.loss_cls: 0.3858, decode.d4.loss_mask: 0.5805, decode.d4.loss_dice: 0.8590, decode.d5.loss_cls: 0.3782, decode.d5.loss_mask: 0.5804, decode.d5.loss_dice: 0.8704, decode.d6.loss_cls: 0.3652, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8610, decode.d7.loss_cls: 0.3564, decode.d7.loss_mask: 0.5730, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3556, decode.d8.loss_mask: 0.5720, decode.d8.loss_dice: 0.8556, loss: 20.5589, grad_norm: 127.8181 2023-11-27 02:20:53,511 - mmseg - INFO - Iter [135600/160000] lr: 5.818e-07, eta: 2:33:36, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3654, decode.loss_mask: 0.5722, decode.loss_dice: 0.8621, decode.d0.loss_cls: 2.2795, decode.d0.loss_mask: 0.6379, decode.d0.loss_dice: 1.0273, decode.d1.loss_cls: 0.5670, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.9334, decode.d2.loss_cls: 0.4703, decode.d2.loss_mask: 0.5851, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4263, decode.d3.loss_mask: 0.5809, decode.d3.loss_dice: 0.8791, decode.d4.loss_cls: 0.4037, decode.d4.loss_mask: 0.5790, decode.d4.loss_dice: 0.8774, decode.d5.loss_cls: 0.3913, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.3820, decode.d6.loss_mask: 0.5758, decode.d6.loss_dice: 0.8677, decode.d7.loss_cls: 0.3695, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.8642, decode.d8.loss_cls: 0.3617, decode.d8.loss_mask: 0.5735, decode.d8.loss_dice: 0.8637, loss: 20.8219, grad_norm: 112.1469 2023-11-27 02:21:11,885 - mmseg - INFO - Iter [135650/160000] lr: 5.807e-07, eta: 2:33:17, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4134, decode.loss_mask: 0.5863, decode.loss_dice: 0.8724, decode.d0.loss_cls: 2.3021, decode.d0.loss_mask: 0.6428, decode.d0.loss_dice: 1.0371, decode.d1.loss_cls: 0.5970, decode.d1.loss_mask: 0.6201, decode.d1.loss_dice: 0.9600, decode.d2.loss_cls: 0.5175, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4686, decode.d3.loss_mask: 0.5963, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4451, decode.d4.loss_mask: 0.5948, decode.d4.loss_dice: 0.8861, decode.d5.loss_cls: 0.4332, decode.d5.loss_mask: 0.5939, decode.d5.loss_dice: 0.8857, decode.d6.loss_cls: 0.4187, decode.d6.loss_mask: 0.5893, decode.d6.loss_dice: 0.8786, decode.d7.loss_cls: 0.4157, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8755, decode.d8.loss_cls: 0.4142, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8767, loss: 21.4997, grad_norm: 119.6160 2023-11-27 02:21:30,396 - mmseg - INFO - Iter [135700/160000] lr: 5.795e-07, eta: 2:32:58, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3861, decode.loss_mask: 0.5577, decode.loss_dice: 0.8671, decode.d0.loss_cls: 2.2647, decode.d0.loss_mask: 0.6252, decode.d0.loss_dice: 1.0345, decode.d1.loss_cls: 0.5758, decode.d1.loss_mask: 0.5932, decode.d1.loss_dice: 0.9440, decode.d2.loss_cls: 0.4808, decode.d2.loss_mask: 0.5730, decode.d2.loss_dice: 0.9082, decode.d3.loss_cls: 0.4470, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.4308, decode.d4.loss_mask: 0.5629, decode.d4.loss_dice: 0.8769, decode.d5.loss_cls: 0.4080, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.4024, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8728, decode.d7.loss_cls: 0.3822, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8691, decode.d8.loss_cls: 0.3848, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8705, loss: 20.8886, grad_norm: 127.0520 2023-11-27 02:21:48,591 - mmseg - INFO - Iter [135750/160000] lr: 5.783e-07, eta: 2:32:39, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3759, decode.loss_mask: 0.5553, decode.loss_dice: 0.8583, decode.d0.loss_cls: 2.2432, decode.d0.loss_mask: 0.6282, decode.d0.loss_dice: 1.0201, decode.d1.loss_cls: 0.5704, decode.d1.loss_mask: 0.5935, decode.d1.loss_dice: 0.9333, decode.d2.loss_cls: 0.4817, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8986, decode.d3.loss_cls: 0.4353, decode.d3.loss_mask: 0.5663, decode.d3.loss_dice: 0.8717, decode.d4.loss_cls: 0.4098, decode.d4.loss_mask: 0.5630, decode.d4.loss_dice: 0.8670, decode.d5.loss_cls: 0.3988, decode.d5.loss_mask: 0.5637, decode.d5.loss_dice: 0.8675, decode.d6.loss_cls: 0.3858, decode.d6.loss_mask: 0.5605, decode.d6.loss_dice: 0.8608, decode.d7.loss_cls: 0.3754, decode.d7.loss_mask: 0.5577, decode.d7.loss_dice: 0.8604, decode.d8.loss_cls: 0.3761, decode.d8.loss_mask: 0.5560, decode.d8.loss_dice: 0.8590, loss: 20.6675, grad_norm: 116.9668 2023-11-27 02:22:06,906 - mmseg - INFO - Iter [135800/160000] lr: 5.771e-07, eta: 2:32:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3686, decode.loss_mask: 0.5599, decode.loss_dice: 0.8425, decode.d0.loss_cls: 2.2181, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 1.0035, decode.d1.loss_cls: 0.5664, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9218, decode.d2.loss_cls: 0.4724, decode.d2.loss_mask: 0.5762, decode.d2.loss_dice: 0.8844, decode.d3.loss_cls: 0.4330, decode.d3.loss_mask: 0.5706, decode.d3.loss_dice: 0.8599, decode.d4.loss_cls: 0.4125, decode.d4.loss_mask: 0.5690, decode.d4.loss_dice: 0.8561, decode.d5.loss_cls: 0.3940, decode.d5.loss_mask: 0.5660, decode.d5.loss_dice: 0.8557, decode.d6.loss_cls: 0.3813, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8473, decode.d7.loss_cls: 0.3723, decode.d7.loss_mask: 0.5621, decode.d7.loss_dice: 0.8480, decode.d8.loss_cls: 0.3719, decode.d8.loss_mask: 0.5613, decode.d8.loss_dice: 0.8461, loss: 20.4994, grad_norm: 115.0936 2023-11-27 02:22:25,441 - mmseg - INFO - Iter [135850/160000] lr: 5.759e-07, eta: 2:32:01, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3940, decode.loss_mask: 0.5705, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.2658, decode.d0.loss_mask: 0.6422, decode.d0.loss_dice: 1.0233, decode.d1.loss_cls: 0.5608, decode.d1.loss_mask: 0.6105, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4882, decode.d2.loss_mask: 0.5918, decode.d2.loss_dice: 0.9018, decode.d3.loss_cls: 0.4533, decode.d3.loss_mask: 0.5813, decode.d3.loss_dice: 0.8714, decode.d4.loss_cls: 0.4335, decode.d4.loss_mask: 0.5780, decode.d4.loss_dice: 0.8675, decode.d5.loss_cls: 0.4239, decode.d5.loss_mask: 0.5751, decode.d5.loss_dice: 0.8674, decode.d6.loss_cls: 0.4087, decode.d6.loss_mask: 0.5749, decode.d6.loss_dice: 0.8589, decode.d7.loss_cls: 0.3994, decode.d7.loss_mask: 0.5739, decode.d7.loss_dice: 0.8602, decode.d8.loss_cls: 0.3919, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8596, loss: 20.9998, grad_norm: 145.5625 2023-11-27 02:22:43,682 - mmseg - INFO - Iter [135900/160000] lr: 5.747e-07, eta: 2:31:42, time: 0.367, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3806, decode.loss_mask: 0.5704, decode.loss_dice: 0.8825, decode.d0.loss_cls: 2.2870, decode.d0.loss_mask: 0.6384, decode.d0.loss_dice: 1.0508, decode.d1.loss_cls: 0.5760, decode.d1.loss_mask: 0.6079, decode.d1.loss_dice: 0.9617, decode.d2.loss_cls: 0.4663, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.9291, decode.d3.loss_cls: 0.4290, decode.d3.loss_mask: 0.5833, decode.d3.loss_dice: 0.9014, decode.d4.loss_cls: 0.4081, decode.d4.loss_mask: 0.5839, decode.d4.loss_dice: 0.8970, decode.d5.loss_cls: 0.3937, decode.d5.loss_mask: 0.5791, decode.d5.loss_dice: 0.8918, decode.d6.loss_cls: 0.3943, decode.d6.loss_mask: 0.5757, decode.d6.loss_dice: 0.8830, decode.d7.loss_cls: 0.3864, decode.d7.loss_mask: 0.5726, decode.d7.loss_dice: 0.8818, decode.d8.loss_cls: 0.3808, decode.d8.loss_mask: 0.5706, decode.d8.loss_dice: 0.8802, loss: 21.1345, grad_norm: 130.3951 2023-11-27 02:23:02,281 - mmseg - INFO - Iter [135950/160000] lr: 5.735e-07, eta: 2:31:23, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3447, decode.loss_mask: 0.5703, decode.loss_dice: 0.8503, decode.d0.loss_cls: 2.1708, decode.d0.loss_mask: 0.6318, decode.d0.loss_dice: 0.9997, decode.d1.loss_cls: 0.5279, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9240, decode.d2.loss_cls: 0.4437, decode.d2.loss_mask: 0.5810, decode.d2.loss_dice: 0.8859, decode.d3.loss_cls: 0.4101, decode.d3.loss_mask: 0.5769, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.3910, decode.d4.loss_mask: 0.5729, decode.d4.loss_dice: 0.8601, decode.d5.loss_cls: 0.3787, decode.d5.loss_mask: 0.5721, decode.d5.loss_dice: 0.8579, decode.d6.loss_cls: 0.3569, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8553, decode.d7.loss_cls: 0.3487, decode.d7.loss_mask: 0.5718, decode.d7.loss_dice: 0.8557, decode.d8.loss_cls: 0.3498, decode.d8.loss_mask: 0.5701, decode.d8.loss_dice: 0.8534, loss: 20.3457, grad_norm: 117.9052 2023-11-27 02:23:20,703 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:23:20,703 - mmseg - INFO - Iter [136000/160000] lr: 5.723e-07, eta: 2:31:04, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3877, decode.loss_mask: 0.5740, decode.loss_dice: 0.8993, decode.d0.loss_cls: 2.2826, decode.d0.loss_mask: 0.6386, decode.d0.loss_dice: 1.0720, decode.d1.loss_cls: 0.5784, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9830, decode.d2.loss_cls: 0.4913, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.9452, decode.d3.loss_cls: 0.4538, decode.d3.loss_mask: 0.5845, decode.d3.loss_dice: 0.9156, decode.d4.loss_cls: 0.4278, decode.d4.loss_mask: 0.5822, decode.d4.loss_dice: 0.9106, decode.d5.loss_cls: 0.4194, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.9117, decode.d6.loss_cls: 0.4050, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.9023, decode.d7.loss_cls: 0.3960, decode.d7.loss_mask: 0.5743, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.3885, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.9021, loss: 21.4650, grad_norm: 118.6934 2023-11-27 02:23:39,016 - mmseg - INFO - Iter [136050/160000] lr: 5.711e-07, eta: 2:30:45, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3593, decode.loss_mask: 0.5696, decode.loss_dice: 0.8555, decode.d0.loss_cls: 2.2102, decode.d0.loss_mask: 0.6359, decode.d0.loss_dice: 1.0116, decode.d1.loss_cls: 0.5377, decode.d1.loss_mask: 0.6069, decode.d1.loss_dice: 0.9283, decode.d2.loss_cls: 0.4518, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.8874, decode.d3.loss_cls: 0.4054, decode.d3.loss_mask: 0.5820, decode.d3.loss_dice: 0.8710, decode.d4.loss_cls: 0.3863, decode.d4.loss_mask: 0.5807, decode.d4.loss_dice: 0.8661, decode.d5.loss_cls: 0.3838, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8633, decode.d6.loss_cls: 0.3723, decode.d6.loss_mask: 0.5727, decode.d6.loss_dice: 0.8563, decode.d7.loss_cls: 0.3722, decode.d7.loss_mask: 0.5708, decode.d7.loss_dice: 0.8563, decode.d8.loss_cls: 0.3612, decode.d8.loss_mask: 0.5691, decode.d8.loss_dice: 0.8529, loss: 20.5398, grad_norm: 123.5537 2023-11-27 02:23:57,246 - mmseg - INFO - Iter [136100/160000] lr: 5.699e-07, eta: 2:30:26, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4140, decode.loss_mask: 0.5554, decode.loss_dice: 0.8703, decode.d0.loss_cls: 2.3208, decode.d0.loss_mask: 0.6265, decode.d0.loss_dice: 1.0474, decode.d1.loss_cls: 0.5825, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.9513, decode.d2.loss_cls: 0.4920, decode.d2.loss_mask: 0.5735, decode.d2.loss_dice: 0.9112, decode.d3.loss_cls: 0.4611, decode.d3.loss_mask: 0.5676, decode.d3.loss_dice: 0.8884, decode.d4.loss_cls: 0.4402, decode.d4.loss_mask: 0.5669, decode.d4.loss_dice: 0.8867, decode.d5.loss_cls: 0.4312, decode.d5.loss_mask: 0.5625, decode.d5.loss_dice: 0.8855, decode.d6.loss_cls: 0.4270, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8733, decode.d7.loss_cls: 0.4195, decode.d7.loss_mask: 0.5577, decode.d7.loss_dice: 0.8728, decode.d8.loss_cls: 0.4101, decode.d8.loss_mask: 0.5557, decode.d8.loss_dice: 0.8715, loss: 21.1742, grad_norm: 119.3757 2023-11-27 02:24:15,604 - mmseg - INFO - Iter [136150/160000] lr: 5.687e-07, eta: 2:30:07, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4116, decode.loss_mask: 0.5738, decode.loss_dice: 0.8969, decode.d0.loss_cls: 2.3082, decode.d0.loss_mask: 0.6401, decode.d0.loss_dice: 1.0698, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6116, decode.d1.loss_dice: 0.9825, decode.d2.loss_cls: 0.5176, decode.d2.loss_mask: 0.5925, decode.d2.loss_dice: 0.9403, decode.d3.loss_cls: 0.4770, decode.d3.loss_mask: 0.5846, decode.d3.loss_dice: 0.9105, decode.d4.loss_cls: 0.4488, decode.d4.loss_mask: 0.5832, decode.d4.loss_dice: 0.9130, decode.d5.loss_cls: 0.4403, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.9077, decode.d6.loss_cls: 0.4287, decode.d6.loss_mask: 0.5771, decode.d6.loss_dice: 0.9002, decode.d7.loss_cls: 0.4169, decode.d7.loss_mask: 0.5762, decode.d7.loss_dice: 0.9003, decode.d8.loss_cls: 0.4101, decode.d8.loss_mask: 0.5742, decode.d8.loss_dice: 0.8992, loss: 21.6754, grad_norm: 131.4318 2023-11-27 02:24:33,851 - mmseg - INFO - Iter [136200/160000] lr: 5.675e-07, eta: 2:29:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3827, decode.loss_mask: 0.5596, decode.loss_dice: 0.8568, decode.d0.loss_cls: 2.2274, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 1.0243, decode.d1.loss_cls: 0.5682, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.9358, decode.d2.loss_cls: 0.4893, decode.d2.loss_mask: 0.5792, decode.d2.loss_dice: 0.8979, decode.d3.loss_cls: 0.4401, decode.d3.loss_mask: 0.5710, decode.d3.loss_dice: 0.8722, decode.d4.loss_cls: 0.4238, decode.d4.loss_mask: 0.5664, decode.d4.loss_dice: 0.8738, decode.d5.loss_cls: 0.4068, decode.d5.loss_mask: 0.5628, decode.d5.loss_dice: 0.8652, decode.d6.loss_cls: 0.3949, decode.d6.loss_mask: 0.5620, decode.d6.loss_dice: 0.8594, decode.d7.loss_cls: 0.3897, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8565, decode.d8.loss_cls: 0.3854, decode.d8.loss_mask: 0.5606, decode.d8.loss_dice: 0.8579, loss: 20.7570, grad_norm: 134.2444 2023-11-27 02:24:52,192 - mmseg - INFO - Iter [136250/160000] lr: 5.663e-07, eta: 2:29:29, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3991, decode.loss_mask: 0.5721, decode.loss_dice: 0.8551, decode.d0.loss_cls: 2.2972, decode.d0.loss_mask: 0.6441, decode.d0.loss_dice: 1.0393, decode.d1.loss_cls: 0.5797, decode.d1.loss_mask: 0.6128, decode.d1.loss_dice: 0.9489, decode.d2.loss_cls: 0.5001, decode.d2.loss_mask: 0.5903, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4513, decode.d3.loss_mask: 0.5847, decode.d3.loss_dice: 0.8700, decode.d4.loss_cls: 0.4333, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.8690, decode.d5.loss_cls: 0.4281, decode.d5.loss_mask: 0.5809, decode.d5.loss_dice: 0.8647, decode.d6.loss_cls: 0.4057, decode.d6.loss_mask: 0.5761, decode.d6.loss_dice: 0.8569, decode.d7.loss_cls: 0.3978, decode.d7.loss_mask: 0.5738, decode.d7.loss_dice: 0.8612, decode.d8.loss_cls: 0.3992, decode.d8.loss_mask: 0.5737, decode.d8.loss_dice: 0.8539, loss: 21.1022, grad_norm: 124.1600 2023-11-27 02:25:10,465 - mmseg - INFO - Iter [136300/160000] lr: 5.652e-07, eta: 2:29:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3826, decode.loss_mask: 0.5896, decode.loss_dice: 0.8889, decode.d0.loss_cls: 2.2527, decode.d0.loss_mask: 0.6511, decode.d0.loss_dice: 1.0509, decode.d1.loss_cls: 0.5729, decode.d1.loss_mask: 0.6209, decode.d1.loss_dice: 0.9727, decode.d2.loss_cls: 0.4893, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.9326, decode.d3.loss_cls: 0.4426, decode.d3.loss_mask: 0.6027, decode.d3.loss_dice: 0.9065, decode.d4.loss_cls: 0.4244, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.9058, decode.d5.loss_cls: 0.4067, decode.d5.loss_mask: 0.5970, decode.d5.loss_dice: 0.9004, decode.d6.loss_cls: 0.3976, decode.d6.loss_mask: 0.5930, decode.d6.loss_dice: 0.9008, decode.d7.loss_cls: 0.3934, decode.d7.loss_mask: 0.5908, decode.d7.loss_dice: 0.8956, decode.d8.loss_cls: 0.3815, decode.d8.loss_mask: 0.5886, decode.d8.loss_dice: 0.8944, loss: 21.4298, grad_norm: 130.6065 2023-11-27 02:25:28,817 - mmseg - INFO - Iter [136350/160000] lr: 5.640e-07, eta: 2:28:51, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3620, decode.loss_mask: 0.5699, decode.loss_dice: 0.8720, decode.d0.loss_cls: 2.2419, decode.d0.loss_mask: 0.6361, decode.d0.loss_dice: 1.0299, decode.d1.loss_cls: 0.5589, decode.d1.loss_mask: 0.5999, decode.d1.loss_dice: 0.9469, decode.d2.loss_cls: 0.4628, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.9084, decode.d3.loss_cls: 0.4170, decode.d3.loss_mask: 0.5759, decode.d3.loss_dice: 0.8860, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5739, decode.d4.loss_dice: 0.8880, decode.d5.loss_cls: 0.3845, decode.d5.loss_mask: 0.5716, decode.d5.loss_dice: 0.8813, decode.d6.loss_cls: 0.3712, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8740, decode.d7.loss_cls: 0.3674, decode.d7.loss_mask: 0.5712, decode.d7.loss_dice: 0.8749, decode.d8.loss_cls: 0.3585, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8748, loss: 20.7827, grad_norm: 131.2051 2023-11-27 02:25:47,160 - mmseg - INFO - Iter [136400/160000] lr: 5.628e-07, eta: 2:28:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3946, decode.loss_mask: 0.5736, decode.loss_dice: 0.8793, decode.d0.loss_cls: 2.2354, decode.d0.loss_mask: 0.6440, decode.d0.loss_dice: 1.0483, decode.d1.loss_cls: 0.5920, decode.d1.loss_mask: 0.6057, decode.d1.loss_dice: 0.9617, decode.d2.loss_cls: 0.4996, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.9193, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.5828, decode.d3.loss_dice: 0.8925, decode.d4.loss_cls: 0.4339, decode.d4.loss_mask: 0.5814, decode.d4.loss_dice: 0.8939, decode.d5.loss_cls: 0.4200, decode.d5.loss_mask: 0.5789, decode.d5.loss_dice: 0.8911, decode.d6.loss_cls: 0.4066, decode.d6.loss_mask: 0.5756, decode.d6.loss_dice: 0.8856, decode.d7.loss_cls: 0.4011, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8837, decode.d8.loss_cls: 0.3981, decode.d8.loss_mask: 0.5753, decode.d8.loss_dice: 0.8818, loss: 21.2624, grad_norm: 120.9100 2023-11-27 02:26:07,839 - mmseg - INFO - Iter [136450/160000] lr: 5.616e-07, eta: 2:28:14, time: 0.414, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3969, decode.loss_mask: 0.5620, decode.loss_dice: 0.8706, decode.d0.loss_cls: 2.2778, decode.d0.loss_mask: 0.6319, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5824, decode.d1.loss_mask: 0.6002, decode.d1.loss_dice: 0.9565, decode.d2.loss_cls: 0.4981, decode.d2.loss_mask: 0.5846, decode.d2.loss_dice: 0.9162, decode.d3.loss_cls: 0.4582, decode.d3.loss_mask: 0.5766, decode.d3.loss_dice: 0.8881, decode.d4.loss_cls: 0.4368, decode.d4.loss_mask: 0.5731, decode.d4.loss_dice: 0.8811, decode.d5.loss_cls: 0.4156, decode.d5.loss_mask: 0.5702, decode.d5.loss_dice: 0.8856, decode.d6.loss_cls: 0.4079, decode.d6.loss_mask: 0.5692, decode.d6.loss_dice: 0.8723, decode.d7.loss_cls: 0.4026, decode.d7.loss_mask: 0.5656, decode.d7.loss_dice: 0.8719, decode.d8.loss_cls: 0.3944, decode.d8.loss_mask: 0.5642, decode.d8.loss_dice: 0.8726, loss: 21.1331, grad_norm: 122.8688 2023-11-27 02:26:26,259 - mmseg - INFO - Iter [136500/160000] lr: 5.604e-07, eta: 2:27:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3957, decode.loss_mask: 0.5811, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.2735, decode.d0.loss_mask: 0.6515, decode.d0.loss_dice: 1.0378, decode.d1.loss_cls: 0.5852, decode.d1.loss_mask: 0.6144, decode.d1.loss_dice: 0.9492, decode.d2.loss_cls: 0.5045, decode.d2.loss_mask: 0.5990, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4543, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.8885, decode.d4.loss_cls: 0.4389, decode.d4.loss_mask: 0.5867, decode.d4.loss_dice: 0.8830, decode.d5.loss_cls: 0.4252, decode.d5.loss_mask: 0.5865, decode.d5.loss_dice: 0.8866, decode.d6.loss_cls: 0.4123, decode.d6.loss_mask: 0.5866, decode.d6.loss_dice: 0.8830, decode.d7.loss_cls: 0.4103, decode.d7.loss_mask: 0.5823, decode.d7.loss_dice: 0.8759, decode.d8.loss_cls: 0.4084, decode.d8.loss_mask: 0.5810, decode.d8.loss_dice: 0.8770, loss: 21.3371, grad_norm: 137.2646 2023-11-27 02:26:44,551 - mmseg - INFO - Iter [136550/160000] lr: 5.592e-07, eta: 2:27:36, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3660, decode.loss_mask: 0.5684, decode.loss_dice: 0.8660, decode.d0.loss_cls: 2.2728, decode.d0.loss_mask: 0.6318, decode.d0.loss_dice: 1.0337, decode.d1.loss_cls: 0.5659, decode.d1.loss_mask: 0.6000, decode.d1.loss_dice: 0.9470, decode.d2.loss_cls: 0.4641, decode.d2.loss_mask: 0.5857, decode.d2.loss_dice: 0.9096, decode.d3.loss_cls: 0.4253, decode.d3.loss_mask: 0.5781, decode.d3.loss_dice: 0.8816, decode.d4.loss_cls: 0.3988, decode.d4.loss_mask: 0.5780, decode.d4.loss_dice: 0.8797, decode.d5.loss_cls: 0.3925, decode.d5.loss_mask: 0.5751, decode.d5.loss_dice: 0.8790, decode.d6.loss_cls: 0.3825, decode.d6.loss_mask: 0.5701, decode.d6.loss_dice: 0.8733, decode.d7.loss_cls: 0.3753, decode.d7.loss_mask: 0.5703, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.3671, decode.d8.loss_mask: 0.5676, decode.d8.loss_dice: 0.8670, loss: 20.8437, grad_norm: 126.4220 2023-11-27 02:27:02,828 - mmseg - INFO - Iter [136600/160000] lr: 5.580e-07, eta: 2:27:17, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3558, decode.loss_mask: 0.5690, decode.loss_dice: 0.8399, decode.d0.loss_cls: 2.1977, decode.d0.loss_mask: 0.6385, decode.d0.loss_dice: 1.0064, decode.d1.loss_cls: 0.5232, decode.d1.loss_mask: 0.6051, decode.d1.loss_dice: 0.9204, decode.d2.loss_cls: 0.4407, decode.d2.loss_mask: 0.5922, decode.d2.loss_dice: 0.8741, decode.d3.loss_cls: 0.4110, decode.d3.loss_mask: 0.5806, decode.d3.loss_dice: 0.8537, decode.d4.loss_cls: 0.3888, decode.d4.loss_mask: 0.5756, decode.d4.loss_dice: 0.8516, decode.d5.loss_cls: 0.3771, decode.d5.loss_mask: 0.5751, decode.d5.loss_dice: 0.8459, decode.d6.loss_cls: 0.3632, decode.d6.loss_mask: 0.5715, decode.d6.loss_dice: 0.8436, decode.d7.loss_cls: 0.3561, decode.d7.loss_mask: 0.5702, decode.d7.loss_dice: 0.8389, decode.d8.loss_cls: 0.3551, decode.d8.loss_mask: 0.5687, decode.d8.loss_dice: 0.8418, loss: 20.3315, grad_norm: 121.0919 2023-11-27 02:27:21,155 - mmseg - INFO - Iter [136650/160000] lr: 5.568e-07, eta: 2:26:58, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3918, decode.loss_mask: 0.5616, decode.loss_dice: 0.8574, decode.d0.loss_cls: 2.2602, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 1.0327, decode.d1.loss_cls: 0.5914, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.9480, decode.d2.loss_cls: 0.4835, decode.d2.loss_mask: 0.5805, decode.d2.loss_dice: 0.9056, decode.d3.loss_cls: 0.4485, decode.d3.loss_mask: 0.5705, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4308, decode.d4.loss_mask: 0.5659, decode.d4.loss_dice: 0.8727, decode.d5.loss_cls: 0.4076, decode.d5.loss_mask: 0.5668, decode.d5.loss_dice: 0.8731, decode.d6.loss_cls: 0.4017, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8597, decode.d7.loss_cls: 0.4010, decode.d7.loss_mask: 0.5632, decode.d7.loss_dice: 0.8624, decode.d8.loss_cls: 0.3928, decode.d8.loss_mask: 0.5606, decode.d8.loss_dice: 0.8638, loss: 20.9152, grad_norm: 127.9390 2023-11-27 02:27:39,552 - mmseg - INFO - Iter [136700/160000] lr: 5.556e-07, eta: 2:26:39, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3749, decode.loss_mask: 0.5511, decode.loss_dice: 0.8782, decode.d0.loss_cls: 2.2877, decode.d0.loss_mask: 0.6125, decode.d0.loss_dice: 1.0332, decode.d1.loss_cls: 0.5644, decode.d1.loss_mask: 0.5833, decode.d1.loss_dice: 0.9528, decode.d2.loss_cls: 0.4776, decode.d2.loss_mask: 0.5658, decode.d2.loss_dice: 0.9154, decode.d3.loss_cls: 0.4429, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8950, decode.d4.loss_cls: 0.4166, decode.d4.loss_mask: 0.5585, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.3968, decode.d5.loss_mask: 0.5577, decode.d5.loss_dice: 0.8935, decode.d6.loss_cls: 0.3896, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8785, decode.d7.loss_cls: 0.3894, decode.d7.loss_mask: 0.5510, decode.d7.loss_dice: 0.8754, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5508, decode.d8.loss_dice: 0.8750, loss: 20.8592, grad_norm: 125.2356 2023-11-27 02:27:57,860 - mmseg - INFO - Iter [136750/160000] lr: 5.544e-07, eta: 2:26:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3862, decode.loss_mask: 0.5572, decode.loss_dice: 0.8648, decode.d0.loss_cls: 2.2768, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 1.0379, decode.d1.loss_cls: 0.5654, decode.d1.loss_mask: 0.5921, decode.d1.loss_dice: 0.9517, decode.d2.loss_cls: 0.4751, decode.d2.loss_mask: 0.5689, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4377, decode.d3.loss_mask: 0.5645, decode.d3.loss_dice: 0.8888, decode.d4.loss_cls: 0.4143, decode.d4.loss_mask: 0.5631, decode.d4.loss_dice: 0.8876, decode.d5.loss_cls: 0.4001, decode.d5.loss_mask: 0.5631, decode.d5.loss_dice: 0.8828, decode.d6.loss_cls: 0.3971, decode.d6.loss_mask: 0.5597, decode.d6.loss_dice: 0.8680, decode.d7.loss_cls: 0.3946, decode.d7.loss_mask: 0.5591, decode.d7.loss_dice: 0.8683, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5585, decode.d8.loss_dice: 0.8681, loss: 20.8740, grad_norm: 115.8533 2023-11-27 02:28:16,200 - mmseg - INFO - Iter [136800/160000] lr: 5.532e-07, eta: 2:26:01, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3920, decode.loss_mask: 0.5764, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.2303, decode.d0.loss_mask: 0.6482, decode.d0.loss_dice: 1.0532, decode.d1.loss_cls: 0.5885, decode.d1.loss_mask: 0.6105, decode.d1.loss_dice: 0.9441, decode.d2.loss_cls: 0.5000, decode.d2.loss_mask: 0.5910, decode.d2.loss_dice: 0.9069, decode.d3.loss_cls: 0.4515, decode.d3.loss_mask: 0.5820, decode.d3.loss_dice: 0.8836, decode.d4.loss_cls: 0.4220, decode.d4.loss_mask: 0.5842, decode.d4.loss_dice: 0.8846, decode.d5.loss_cls: 0.4091, decode.d5.loss_mask: 0.5820, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.4056, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3981, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8740, decode.d8.loss_cls: 0.3894, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8692, loss: 21.1289, grad_norm: 134.5349 2023-11-27 02:28:34,397 - mmseg - INFO - Iter [136850/160000] lr: 5.520e-07, eta: 2:25:42, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3770, decode.loss_mask: 0.5794, decode.loss_dice: 0.8865, decode.d0.loss_cls: 2.2548, decode.d0.loss_mask: 0.6448, decode.d0.loss_dice: 1.0465, decode.d1.loss_cls: 0.5709, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9638, decode.d2.loss_cls: 0.4773, decode.d2.loss_mask: 0.5971, decode.d2.loss_dice: 0.9288, decode.d3.loss_cls: 0.4343, decode.d3.loss_mask: 0.5922, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4129, decode.d4.loss_mask: 0.5903, decode.d4.loss_dice: 0.9013, decode.d5.loss_cls: 0.3986, decode.d5.loss_mask: 0.5856, decode.d5.loss_dice: 0.8986, decode.d6.loss_cls: 0.3946, decode.d6.loss_mask: 0.5810, decode.d6.loss_dice: 0.8901, decode.d7.loss_cls: 0.3868, decode.d7.loss_mask: 0.5797, decode.d7.loss_dice: 0.8872, decode.d8.loss_cls: 0.3815, decode.d8.loss_mask: 0.5792, decode.d8.loss_dice: 0.8850, loss: 21.2251, grad_norm: 126.7955 2023-11-27 02:28:52,644 - mmseg - INFO - Iter [136900/160000] lr: 5.508e-07, eta: 2:25:23, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3624, decode.loss_mask: 0.5687, decode.loss_dice: 0.8584, decode.d0.loss_cls: 2.2403, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0195, decode.d1.loss_cls: 0.5447, decode.d1.loss_mask: 0.6075, decode.d1.loss_dice: 0.9293, decode.d2.loss_cls: 0.4624, decode.d2.loss_mask: 0.5862, decode.d2.loss_dice: 0.8964, decode.d3.loss_cls: 0.4133, decode.d3.loss_mask: 0.5725, decode.d3.loss_dice: 0.8720, decode.d4.loss_cls: 0.3939, decode.d4.loss_mask: 0.5757, decode.d4.loss_dice: 0.8659, decode.d5.loss_cls: 0.3871, decode.d5.loss_mask: 0.5703, decode.d5.loss_dice: 0.8661, decode.d6.loss_cls: 0.3735, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8598, decode.d7.loss_cls: 0.3689, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8580, decode.d8.loss_cls: 0.3611, decode.d8.loss_mask: 0.5698, decode.d8.loss_dice: 0.8571, loss: 20.6185, grad_norm: 130.6052 2023-11-27 02:29:10,813 - mmseg - INFO - Iter [136950/160000] lr: 5.497e-07, eta: 2:25:04, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3618, decode.loss_mask: 0.5739, decode.loss_dice: 0.8577, decode.d0.loss_cls: 2.2245, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 1.0208, decode.d1.loss_cls: 0.5499, decode.d1.loss_mask: 0.6112, decode.d1.loss_dice: 0.9394, decode.d2.loss_cls: 0.4574, decode.d2.loss_mask: 0.5946, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4047, decode.d3.loss_mask: 0.5827, decode.d3.loss_dice: 0.8776, decode.d4.loss_cls: 0.3916, decode.d4.loss_mask: 0.5810, decode.d4.loss_dice: 0.8763, decode.d5.loss_cls: 0.3841, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8697, decode.d6.loss_cls: 0.3747, decode.d6.loss_mask: 0.5771, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.3653, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8623, decode.d8.loss_cls: 0.3626, decode.d8.loss_mask: 0.5757, decode.d8.loss_dice: 0.8597, loss: 20.7033, grad_norm: 110.3566 2023-11-27 02:29:29,159 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:29:29,159 - mmseg - INFO - Iter [137000/160000] lr: 5.485e-07, eta: 2:24:45, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3676, decode.loss_mask: 0.5537, decode.loss_dice: 0.8606, decode.d0.loss_cls: 2.2743, decode.d0.loss_mask: 0.6169, decode.d0.loss_dice: 1.0273, decode.d1.loss_cls: 0.5508, decode.d1.loss_mask: 0.5931, decode.d1.loss_dice: 0.9344, decode.d2.loss_cls: 0.4740, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.9010, decode.d3.loss_cls: 0.4360, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8776, decode.d4.loss_cls: 0.4146, decode.d4.loss_mask: 0.5640, decode.d4.loss_dice: 0.8743, decode.d5.loss_cls: 0.3954, decode.d5.loss_mask: 0.5606, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.3974, decode.d6.loss_mask: 0.5567, decode.d6.loss_dice: 0.8651, decode.d7.loss_cls: 0.3852, decode.d7.loss_mask: 0.5588, decode.d7.loss_dice: 0.8637, decode.d8.loss_cls: 0.3776, decode.d8.loss_mask: 0.5538, decode.d8.loss_dice: 0.8629, loss: 20.7131, grad_norm: 113.2271 2023-11-27 02:29:47,357 - mmseg - INFO - Iter [137050/160000] lr: 5.473e-07, eta: 2:24:26, time: 0.364, data_time: 0.008, memory: 36416, decode.loss_cls: 0.3774, decode.loss_mask: 0.5652, decode.loss_dice: 0.8640, decode.d0.loss_cls: 2.2389, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 1.0341, decode.d1.loss_cls: 0.5545, decode.d1.loss_mask: 0.6018, decode.d1.loss_dice: 0.9459, decode.d2.loss_cls: 0.4676, decode.d2.loss_mask: 0.5829, decode.d2.loss_dice: 0.9140, decode.d3.loss_cls: 0.4252, decode.d3.loss_mask: 0.5769, decode.d3.loss_dice: 0.8814, decode.d4.loss_cls: 0.4003, decode.d4.loss_mask: 0.5747, decode.d4.loss_dice: 0.8775, decode.d5.loss_cls: 0.3931, decode.d5.loss_mask: 0.5719, decode.d5.loss_dice: 0.8751, decode.d6.loss_cls: 0.3836, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8635, decode.d7.loss_cls: 0.3808, decode.d7.loss_mask: 0.5673, decode.d7.loss_dice: 0.8705, decode.d8.loss_cls: 0.3800, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8674, loss: 20.7947, grad_norm: 104.9764 2023-11-27 02:30:05,770 - mmseg - INFO - Iter [137100/160000] lr: 5.461e-07, eta: 2:24:07, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3717, decode.loss_mask: 0.5668, decode.loss_dice: 0.8748, decode.d0.loss_cls: 2.2231, decode.d0.loss_mask: 0.6365, decode.d0.loss_dice: 1.0392, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.5988, decode.d1.loss_dice: 0.9465, decode.d2.loss_cls: 0.4751, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4282, decode.d3.loss_mask: 0.5741, decode.d3.loss_dice: 0.8884, decode.d4.loss_cls: 0.4153, decode.d4.loss_mask: 0.5713, decode.d4.loss_dice: 0.8874, decode.d5.loss_cls: 0.3989, decode.d5.loss_mask: 0.5688, decode.d5.loss_dice: 0.8843, decode.d6.loss_cls: 0.3918, decode.d6.loss_mask: 0.5666, decode.d6.loss_dice: 0.8736, decode.d7.loss_cls: 0.3821, decode.d7.loss_mask: 0.5651, decode.d7.loss_dice: 0.8752, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5655, decode.d8.loss_dice: 0.8746, loss: 20.8768, grad_norm: 139.1755 2023-11-27 02:30:24,133 - mmseg - INFO - Iter [137150/160000] lr: 5.449e-07, eta: 2:23:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3626, decode.loss_mask: 0.5960, decode.loss_dice: 0.8546, decode.d0.loss_cls: 2.1915, decode.d0.loss_mask: 0.6615, decode.d0.loss_dice: 1.0075, decode.d1.loss_cls: 0.5478, decode.d1.loss_mask: 0.6236, decode.d1.loss_dice: 0.9234, decode.d2.loss_cls: 0.4541, decode.d2.loss_mask: 0.6117, decode.d2.loss_dice: 0.8948, decode.d3.loss_cls: 0.4099, decode.d3.loss_mask: 0.6039, decode.d3.loss_dice: 0.8646, decode.d4.loss_cls: 0.3977, decode.d4.loss_mask: 0.6006, decode.d4.loss_dice: 0.8659, decode.d5.loss_cls: 0.3866, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.8664, decode.d6.loss_cls: 0.3755, decode.d6.loss_mask: 0.5958, decode.d6.loss_dice: 0.8560, decode.d7.loss_cls: 0.3682, decode.d7.loss_mask: 0.5948, decode.d7.loss_dice: 0.8589, decode.d8.loss_cls: 0.3619, decode.d8.loss_mask: 0.5949, decode.d8.loss_dice: 0.8505, loss: 20.7779, grad_norm: 124.7299 2023-11-27 02:30:42,608 - mmseg - INFO - Iter [137200/160000] lr: 5.437e-07, eta: 2:23:29, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3738, decode.loss_mask: 0.5618, decode.loss_dice: 0.8744, decode.d0.loss_cls: 2.2759, decode.d0.loss_mask: 0.6263, decode.d0.loss_dice: 1.0405, decode.d1.loss_cls: 0.5839, decode.d1.loss_mask: 0.5942, decode.d1.loss_dice: 0.9553, decode.d2.loss_cls: 0.4867, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.9165, decode.d3.loss_cls: 0.4459, decode.d3.loss_mask: 0.5707, decode.d3.loss_dice: 0.8893, decode.d4.loss_cls: 0.4264, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8849, decode.d5.loss_cls: 0.4114, decode.d5.loss_mask: 0.5651, decode.d5.loss_dice: 0.8844, decode.d6.loss_cls: 0.4027, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8700, decode.d7.loss_cls: 0.3839, decode.d7.loss_mask: 0.5615, decode.d7.loss_dice: 0.8727, decode.d8.loss_cls: 0.3793, decode.d8.loss_mask: 0.5590, decode.d8.loss_dice: 0.8764, loss: 20.9825, grad_norm: 115.9063 2023-11-27 02:31:00,854 - mmseg - INFO - Iter [137250/160000] lr: 5.425e-07, eta: 2:23:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3883, decode.loss_mask: 0.5653, decode.loss_dice: 0.8864, decode.d0.loss_cls: 2.2604, decode.d0.loss_mask: 0.6230, decode.d0.loss_dice: 1.0469, decode.d1.loss_cls: 0.5711, decode.d1.loss_mask: 0.5939, decode.d1.loss_dice: 0.9573, decode.d2.loss_cls: 0.4771, decode.d2.loss_mask: 0.5829, decode.d2.loss_dice: 0.9207, decode.d3.loss_cls: 0.4355, decode.d3.loss_mask: 0.5750, decode.d3.loss_dice: 0.8987, decode.d4.loss_cls: 0.4174, decode.d4.loss_mask: 0.5733, decode.d4.loss_dice: 0.8969, decode.d5.loss_cls: 0.4023, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8975, decode.d6.loss_cls: 0.4044, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8841, decode.d7.loss_cls: 0.3952, decode.d7.loss_mask: 0.5640, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.3850, decode.d8.loss_mask: 0.5638, decode.d8.loss_dice: 0.8855, loss: 21.0714, grad_norm: 137.6942 2023-11-27 02:31:19,297 - mmseg - INFO - Iter [137300/160000] lr: 5.413e-07, eta: 2:22:51, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3780, decode.loss_mask: 0.5648, decode.loss_dice: 0.8926, decode.d0.loss_cls: 2.2378, decode.d0.loss_mask: 0.6387, decode.d0.loss_dice: 1.0666, decode.d1.loss_cls: 0.5635, decode.d1.loss_mask: 0.6031, decode.d1.loss_dice: 0.9738, decode.d2.loss_cls: 0.4836, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9311, decode.d3.loss_cls: 0.4332, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.9039, decode.d4.loss_cls: 0.4172, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.9028, decode.d5.loss_cls: 0.4074, decode.d5.loss_mask: 0.5688, decode.d5.loss_dice: 0.9048, decode.d6.loss_cls: 0.3932, decode.d6.loss_mask: 0.5692, decode.d6.loss_dice: 0.8989, decode.d7.loss_cls: 0.3868, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8941, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5650, decode.d8.loss_dice: 0.8937, loss: 21.1560, grad_norm: 125.3948 2023-11-27 02:31:37,485 - mmseg - INFO - Iter [137350/160000] lr: 5.401e-07, eta: 2:22:32, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5725, decode.loss_dice: 0.8701, decode.d0.loss_cls: 2.2496, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 1.0335, decode.d1.loss_cls: 0.5571, decode.d1.loss_mask: 0.6050, decode.d1.loss_dice: 0.9459, decode.d2.loss_cls: 0.4528, decode.d2.loss_mask: 0.5909, decode.d2.loss_dice: 0.9117, decode.d3.loss_cls: 0.4118, decode.d3.loss_mask: 0.5835, decode.d3.loss_dice: 0.8898, decode.d4.loss_cls: 0.3986, decode.d4.loss_mask: 0.5803, decode.d4.loss_dice: 0.8809, decode.d5.loss_cls: 0.3795, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8827, decode.d6.loss_cls: 0.3709, decode.d6.loss_mask: 0.5753, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8691, decode.d8.loss_cls: 0.3653, decode.d8.loss_mask: 0.5724, decode.d8.loss_dice: 0.8674, loss: 20.7967, grad_norm: 120.7557 2023-11-27 02:31:55,741 - mmseg - INFO - Iter [137400/160000] lr: 5.389e-07, eta: 2:22:13, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3915, decode.loss_mask: 0.5574, decode.loss_dice: 0.8723, decode.d0.loss_cls: 2.2881, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 1.0417, decode.d1.loss_cls: 0.5887, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9507, decode.d2.loss_cls: 0.4892, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.9165, decode.d3.loss_cls: 0.4537, decode.d3.loss_mask: 0.5699, decode.d3.loss_dice: 0.8920, decode.d4.loss_cls: 0.4325, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8839, decode.d5.loss_cls: 0.4236, decode.d5.loss_mask: 0.5630, decode.d5.loss_dice: 0.8834, decode.d6.loss_cls: 0.4153, decode.d6.loss_mask: 0.5621, decode.d6.loss_dice: 0.8761, decode.d7.loss_cls: 0.4054, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8741, decode.d8.loss_cls: 0.3964, decode.d8.loss_mask: 0.5596, decode.d8.loss_dice: 0.8756, loss: 21.0873, grad_norm: 121.1743 2023-11-27 02:32:14,113 - mmseg - INFO - Iter [137450/160000] lr: 5.377e-07, eta: 2:21:54, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3954, decode.loss_mask: 0.6087, decode.loss_dice: 0.8842, decode.d0.loss_cls: 2.2264, decode.d0.loss_mask: 0.6771, decode.d0.loss_dice: 1.0568, decode.d1.loss_cls: 0.5898, decode.d1.loss_mask: 0.6474, decode.d1.loss_dice: 0.9732, decode.d2.loss_cls: 0.5007, decode.d2.loss_mask: 0.6259, decode.d2.loss_dice: 0.9276, decode.d3.loss_cls: 0.4488, decode.d3.loss_mask: 0.6207, decode.d3.loss_dice: 0.9037, decode.d4.loss_cls: 0.4335, decode.d4.loss_mask: 0.6166, decode.d4.loss_dice: 0.8962, decode.d5.loss_cls: 0.4142, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.9016, decode.d6.loss_cls: 0.4138, decode.d6.loss_mask: 0.6111, decode.d6.loss_dice: 0.8860, decode.d7.loss_cls: 0.4021, decode.d7.loss_mask: 0.6109, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.3989, decode.d8.loss_mask: 0.6093, decode.d8.loss_dice: 0.8901, loss: 21.6707, grad_norm: 127.7109 2023-11-27 02:32:32,493 - mmseg - INFO - Iter [137500/160000] lr: 5.365e-07, eta: 2:21:35, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3581, decode.loss_mask: 0.5517, decode.loss_dice: 0.8260, decode.d0.loss_cls: 2.2414, decode.d0.loss_mask: 0.6208, decode.d0.loss_dice: 0.9913, decode.d1.loss_cls: 0.5429, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.8946, decode.d2.loss_cls: 0.4455, decode.d2.loss_mask: 0.5701, decode.d2.loss_dice: 0.8593, decode.d3.loss_cls: 0.4070, decode.d3.loss_mask: 0.5613, decode.d3.loss_dice: 0.8348, decode.d4.loss_cls: 0.3919, decode.d4.loss_mask: 0.5616, decode.d4.loss_dice: 0.8359, decode.d5.loss_cls: 0.3760, decode.d5.loss_mask: 0.5589, decode.d5.loss_dice: 0.8346, decode.d6.loss_cls: 0.3696, decode.d6.loss_mask: 0.5561, decode.d6.loss_dice: 0.8262, decode.d7.loss_cls: 0.3684, decode.d7.loss_mask: 0.5525, decode.d7.loss_dice: 0.8245, decode.d8.loss_cls: 0.3554, decode.d8.loss_mask: 0.5531, decode.d8.loss_dice: 0.8258, loss: 20.0829, grad_norm: 137.0764 2023-11-27 02:32:50,595 - mmseg - INFO - Iter [137550/160000] lr: 5.353e-07, eta: 2:21:16, time: 0.362, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3787, decode.loss_mask: 0.5792, decode.loss_dice: 0.8325, decode.d0.loss_cls: 2.2385, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 1.0052, decode.d1.loss_cls: 0.5610, decode.d1.loss_mask: 0.6175, decode.d1.loss_dice: 0.9226, decode.d2.loss_cls: 0.4734, decode.d2.loss_mask: 0.5993, decode.d2.loss_dice: 0.8774, decode.d3.loss_cls: 0.4340, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8505, decode.d4.loss_cls: 0.4090, decode.d4.loss_mask: 0.5863, decode.d4.loss_dice: 0.8514, decode.d5.loss_cls: 0.4020, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8428, decode.d6.loss_cls: 0.3933, decode.d6.loss_mask: 0.5821, decode.d6.loss_dice: 0.8365, decode.d7.loss_cls: 0.3852, decode.d7.loss_mask: 0.5824, decode.d7.loss_dice: 0.8381, decode.d8.loss_cls: 0.3825, decode.d8.loss_mask: 0.5788, decode.d8.loss_dice: 0.8341, loss: 20.6926, grad_norm: 131.2938 2023-11-27 02:33:09,244 - mmseg - INFO - Iter [137600/160000] lr: 5.342e-07, eta: 2:20:57, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3710, decode.loss_mask: 0.5861, decode.loss_dice: 0.8865, decode.d0.loss_cls: 2.2422, decode.d0.loss_mask: 0.6550, decode.d0.loss_dice: 1.0511, decode.d1.loss_cls: 0.5747, decode.d1.loss_mask: 0.6240, decode.d1.loss_dice: 0.9734, decode.d2.loss_cls: 0.4708, decode.d2.loss_mask: 0.6073, decode.d2.loss_dice: 0.9352, decode.d3.loss_cls: 0.4275, decode.d3.loss_mask: 0.5993, decode.d3.loss_dice: 0.9057, decode.d4.loss_cls: 0.4137, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.8996, decode.d5.loss_cls: 0.3998, decode.d5.loss_mask: 0.5921, decode.d5.loss_dice: 0.9049, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.5906, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.3824, decode.d7.loss_mask: 0.5891, decode.d7.loss_dice: 0.8926, decode.d8.loss_cls: 0.3784, decode.d8.loss_mask: 0.5861, decode.d8.loss_dice: 0.8903, loss: 21.3141, grad_norm: 136.4642 2023-11-27 02:33:27,397 - mmseg - INFO - Iter [137650/160000] lr: 5.330e-07, eta: 2:20:38, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3790, decode.loss_mask: 0.5780, decode.loss_dice: 0.8560, decode.d0.loss_cls: 2.2245, decode.d0.loss_mask: 0.6425, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5561, decode.d1.loss_mask: 0.6138, decode.d1.loss_dice: 0.9410, decode.d2.loss_cls: 0.4790, decode.d2.loss_mask: 0.5919, decode.d2.loss_dice: 0.8894, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5867, decode.d3.loss_dice: 0.8732, decode.d4.loss_cls: 0.4276, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.8678, decode.d5.loss_cls: 0.4028, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.8669, decode.d6.loss_cls: 0.3984, decode.d6.loss_mask: 0.5789, decode.d6.loss_dice: 0.8542, decode.d7.loss_cls: 0.3873, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3810, decode.d8.loss_mask: 0.5772, decode.d8.loss_dice: 0.8543, loss: 20.8662, grad_norm: 120.8688 2023-11-27 02:33:48,239 - mmseg - INFO - Iter [137700/160000] lr: 5.318e-07, eta: 2:20:20, time: 0.417, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3859, decode.loss_mask: 0.5579, decode.loss_dice: 0.8660, decode.d0.loss_cls: 2.2392, decode.d0.loss_mask: 0.6149, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5630, decode.d1.loss_mask: 0.5920, decode.d1.loss_dice: 0.9497, decode.d2.loss_cls: 0.4707, decode.d2.loss_mask: 0.5741, decode.d2.loss_dice: 0.9064, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5667, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5664, decode.d4.loss_dice: 0.8777, decode.d5.loss_cls: 0.4039, decode.d5.loss_mask: 0.5625, decode.d5.loss_dice: 0.8783, decode.d6.loss_cls: 0.3944, decode.d6.loss_mask: 0.5592, decode.d6.loss_dice: 0.8695, decode.d7.loss_cls: 0.3871, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8670, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8679, loss: 20.7772, grad_norm: 118.6217 2023-11-27 02:34:06,424 - mmseg - INFO - Iter [137750/160000] lr: 5.306e-07, eta: 2:20:01, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3528, decode.loss_mask: 0.5700, decode.loss_dice: 0.8603, decode.d0.loss_cls: 2.2552, decode.d0.loss_mask: 0.6332, decode.d0.loss_dice: 1.0148, decode.d1.loss_cls: 0.5355, decode.d1.loss_mask: 0.6027, decode.d1.loss_dice: 0.9343, decode.d2.loss_cls: 0.4502, decode.d2.loss_mask: 0.5869, decode.d2.loss_dice: 0.8983, decode.d3.loss_cls: 0.4105, decode.d3.loss_mask: 0.5798, decode.d3.loss_dice: 0.8779, decode.d4.loss_cls: 0.3907, decode.d4.loss_mask: 0.5803, decode.d4.loss_dice: 0.8794, decode.d5.loss_cls: 0.3724, decode.d5.loss_mask: 0.5771, decode.d5.loss_dice: 0.8780, decode.d6.loss_cls: 0.3664, decode.d6.loss_mask: 0.5727, decode.d6.loss_dice: 0.8640, decode.d7.loss_cls: 0.3588, decode.d7.loss_mask: 0.5717, decode.d7.loss_dice: 0.8640, decode.d8.loss_cls: 0.3537, decode.d8.loss_mask: 0.5716, decode.d8.loss_dice: 0.8635, loss: 20.6267, grad_norm: 121.1372 2023-11-27 02:34:24,567 - mmseg - INFO - Iter [137800/160000] lr: 5.294e-07, eta: 2:19:42, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3579, decode.loss_mask: 0.5638, decode.loss_dice: 0.8358, decode.d0.loss_cls: 2.2135, decode.d0.loss_mask: 0.6346, decode.d0.loss_dice: 0.9997, decode.d1.loss_cls: 0.5465, decode.d1.loss_mask: 0.6050, decode.d1.loss_dice: 0.9115, decode.d2.loss_cls: 0.4570, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8724, decode.d3.loss_cls: 0.4141, decode.d3.loss_mask: 0.5779, decode.d3.loss_dice: 0.8531, decode.d4.loss_cls: 0.3967, decode.d4.loss_mask: 0.5746, decode.d4.loss_dice: 0.8471, decode.d5.loss_cls: 0.3851, decode.d5.loss_mask: 0.5681, decode.d5.loss_dice: 0.8445, decode.d6.loss_cls: 0.3656, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8363, decode.d7.loss_cls: 0.3664, decode.d7.loss_mask: 0.5655, decode.d7.loss_dice: 0.8368, decode.d8.loss_cls: 0.3628, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8337, loss: 20.3450, grad_norm: 113.8036 2023-11-27 02:34:42,703 - mmseg - INFO - Iter [137850/160000] lr: 5.282e-07, eta: 2:19:23, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3611, decode.loss_mask: 0.5589, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.1897, decode.d0.loss_mask: 0.6267, decode.d0.loss_dice: 1.0224, decode.d1.loss_cls: 0.5476, decode.d1.loss_mask: 0.5923, decode.d1.loss_dice: 0.9434, decode.d2.loss_cls: 0.4598, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.9045, decode.d3.loss_cls: 0.4114, decode.d3.loss_mask: 0.5709, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4024, decode.d4.loss_mask: 0.5669, decode.d4.loss_dice: 0.8807, decode.d5.loss_cls: 0.3824, decode.d5.loss_mask: 0.5640, decode.d5.loss_dice: 0.8789, decode.d6.loss_cls: 0.3756, decode.d6.loss_mask: 0.5609, decode.d6.loss_dice: 0.8688, decode.d7.loss_cls: 0.3687, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.3620, decode.d8.loss_mask: 0.5575, decode.d8.loss_dice: 0.8681, loss: 20.5819, grad_norm: 113.3802 2023-11-27 02:35:01,121 - mmseg - INFO - Iter [137900/160000] lr: 5.270e-07, eta: 2:19:04, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3907, decode.loss_mask: 0.5594, decode.loss_dice: 0.8777, decode.d0.loss_cls: 2.3297, decode.d0.loss_mask: 0.6263, decode.d0.loss_dice: 1.0466, decode.d1.loss_cls: 0.5737, decode.d1.loss_mask: 0.5977, decode.d1.loss_dice: 0.9627, decode.d2.loss_cls: 0.4858, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.9240, decode.d3.loss_cls: 0.4577, decode.d3.loss_mask: 0.5687, decode.d3.loss_dice: 0.8970, decode.d4.loss_cls: 0.4256, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.4162, decode.d5.loss_mask: 0.5651, decode.d5.loss_dice: 0.8900, decode.d6.loss_cls: 0.4018, decode.d6.loss_mask: 0.5618, decode.d6.loss_dice: 0.8835, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8799, decode.d8.loss_cls: 0.3879, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8801, loss: 21.1418, grad_norm: 114.2627 2023-11-27 02:35:19,550 - mmseg - INFO - Iter [137950/160000] lr: 5.258e-07, eta: 2:18:45, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3641, decode.loss_mask: 0.5653, decode.loss_dice: 0.8643, decode.d0.loss_cls: 2.2672, decode.d0.loss_mask: 0.6373, decode.d0.loss_dice: 1.0394, decode.d1.loss_cls: 0.5565, decode.d1.loss_mask: 0.5990, decode.d1.loss_dice: 0.9504, decode.d2.loss_cls: 0.4663, decode.d2.loss_mask: 0.5811, decode.d2.loss_dice: 0.9077, decode.d3.loss_cls: 0.4222, decode.d3.loss_mask: 0.5760, decode.d3.loss_dice: 0.8807, decode.d4.loss_cls: 0.4085, decode.d4.loss_mask: 0.5719, decode.d4.loss_dice: 0.8771, decode.d5.loss_cls: 0.3819, decode.d5.loss_mask: 0.5714, decode.d5.loss_dice: 0.8772, decode.d6.loss_cls: 0.3775, decode.d6.loss_mask: 0.5705, decode.d6.loss_dice: 0.8728, decode.d7.loss_cls: 0.3697, decode.d7.loss_mask: 0.5678, decode.d7.loss_dice: 0.8731, decode.d8.loss_cls: 0.3614, decode.d8.loss_mask: 0.5677, decode.d8.loss_dice: 0.8729, loss: 20.7988, grad_norm: 127.3325 2023-11-27 02:35:38,121 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:35:38,121 - mmseg - INFO - Iter [138000/160000] lr: 5.246e-07, eta: 2:18:26, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3794, decode.loss_mask: 0.5722, decode.loss_dice: 0.8795, decode.d0.loss_cls: 2.1865, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0420, decode.d1.loss_cls: 0.5602, decode.d1.loss_mask: 0.6071, decode.d1.loss_dice: 0.9604, decode.d2.loss_cls: 0.4855, decode.d2.loss_mask: 0.5905, decode.d2.loss_dice: 0.9237, decode.d3.loss_cls: 0.4352, decode.d3.loss_mask: 0.5828, decode.d3.loss_dice: 0.8960, decode.d4.loss_cls: 0.4085, decode.d4.loss_mask: 0.5826, decode.d4.loss_dice: 0.8932, decode.d5.loss_cls: 0.3960, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.8917, decode.d6.loss_cls: 0.3852, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8843, decode.d7.loss_cls: 0.3806, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.8818, decode.d8.loss_cls: 0.3766, decode.d8.loss_mask: 0.5740, decode.d8.loss_dice: 0.8776, loss: 21.0028, grad_norm: 138.6470 2023-11-27 02:35:56,350 - mmseg - INFO - Iter [138050/160000] lr: 5.234e-07, eta: 2:18:07, time: 0.366, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3716, decode.loss_mask: 0.5537, decode.loss_dice: 0.8601, decode.d0.loss_cls: 2.2344, decode.d0.loss_mask: 0.6220, decode.d0.loss_dice: 1.0176, decode.d1.loss_cls: 0.5599, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4733, decode.d2.loss_mask: 0.5739, decode.d2.loss_dice: 0.8957, decode.d3.loss_cls: 0.4315, decode.d3.loss_mask: 0.5674, decode.d3.loss_dice: 0.8720, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8693, decode.d5.loss_cls: 0.3982, decode.d5.loss_mask: 0.5599, decode.d5.loss_dice: 0.8666, decode.d6.loss_cls: 0.3884, decode.d6.loss_mask: 0.5579, decode.d6.loss_dice: 0.8609, decode.d7.loss_cls: 0.3806, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8607, decode.d8.loss_cls: 0.3743, decode.d8.loss_mask: 0.5549, decode.d8.loss_dice: 0.8614, loss: 20.6227, grad_norm: 116.5853 2023-11-27 02:36:14,695 - mmseg - INFO - Iter [138100/160000] lr: 5.222e-07, eta: 2:17:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3853, decode.loss_mask: 0.5610, decode.loss_dice: 0.8699, decode.d0.loss_cls: 2.2527, decode.d0.loss_mask: 0.6242, decode.d0.loss_dice: 1.0419, decode.d1.loss_cls: 0.5824, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.9482, decode.d2.loss_cls: 0.4881, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.9111, decode.d3.loss_cls: 0.4539, decode.d3.loss_mask: 0.5724, decode.d3.loss_dice: 0.8872, decode.d4.loss_cls: 0.4319, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8805, decode.d5.loss_cls: 0.4129, decode.d5.loss_mask: 0.5653, decode.d5.loss_dice: 0.8766, decode.d6.loss_cls: 0.4034, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8663, decode.d7.loss_cls: 0.3922, decode.d7.loss_mask: 0.5619, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.3826, decode.d8.loss_mask: 0.5617, decode.d8.loss_dice: 0.8709, loss: 20.9566, grad_norm: 131.0261 2023-11-27 02:36:32,901 - mmseg - INFO - Iter [138150/160000] lr: 5.210e-07, eta: 2:17:29, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3797, decode.loss_mask: 0.5550, decode.loss_dice: 0.8531, decode.d0.loss_cls: 2.2579, decode.d0.loss_mask: 0.6171, decode.d0.loss_dice: 1.0276, decode.d1.loss_cls: 0.5842, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.9336, decode.d2.loss_cls: 0.4786, decode.d2.loss_mask: 0.5741, decode.d2.loss_dice: 0.8967, decode.d3.loss_cls: 0.4354, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8681, decode.d4.loss_cls: 0.4118, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.8656, decode.d5.loss_cls: 0.4031, decode.d5.loss_mask: 0.5597, decode.d5.loss_dice: 0.8626, decode.d6.loss_cls: 0.3973, decode.d6.loss_mask: 0.5572, decode.d6.loss_dice: 0.8543, decode.d7.loss_cls: 0.3897, decode.d7.loss_mask: 0.5569, decode.d7.loss_dice: 0.8542, decode.d8.loss_cls: 0.3816, decode.d8.loss_mask: 0.5555, decode.d8.loss_dice: 0.8569, loss: 20.6851, grad_norm: 128.4665 2023-11-27 02:36:51,096 - mmseg - INFO - Iter [138200/160000] lr: 5.198e-07, eta: 2:17:10, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3755, decode.loss_mask: 0.5891, decode.loss_dice: 0.8725, decode.d0.loss_cls: 2.2649, decode.d0.loss_mask: 0.6593, decode.d0.loss_dice: 1.0407, decode.d1.loss_cls: 0.5561, decode.d1.loss_mask: 0.6237, decode.d1.loss_dice: 0.9398, decode.d2.loss_cls: 0.4567, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9061, decode.d3.loss_cls: 0.4284, decode.d3.loss_mask: 0.6005, decode.d3.loss_dice: 0.8811, decode.d4.loss_cls: 0.4146, decode.d4.loss_mask: 0.5983, decode.d4.loss_dice: 0.8776, decode.d5.loss_cls: 0.3962, decode.d5.loss_mask: 0.5960, decode.d5.loss_dice: 0.8756, decode.d6.loss_cls: 0.3838, decode.d6.loss_mask: 0.5924, decode.d6.loss_dice: 0.8681, decode.d7.loss_cls: 0.3803, decode.d7.loss_mask: 0.5892, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3765, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.8705, loss: 21.0797, grad_norm: 123.6708 2023-11-27 02:37:09,426 - mmseg - INFO - Iter [138250/160000] lr: 5.187e-07, eta: 2:16:51, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3774, decode.loss_mask: 0.5716, decode.loss_dice: 0.8786, decode.d0.loss_cls: 2.2656, decode.d0.loss_mask: 0.6439, decode.d0.loss_dice: 1.0518, decode.d1.loss_cls: 0.5718, decode.d1.loss_mask: 0.6105, decode.d1.loss_dice: 0.9617, decode.d2.loss_cls: 0.4758, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.9175, decode.d3.loss_cls: 0.4317, decode.d3.loss_mask: 0.5841, decode.d3.loss_dice: 0.8925, decode.d4.loss_cls: 0.4172, decode.d4.loss_mask: 0.5787, decode.d4.loss_dice: 0.8863, decode.d5.loss_cls: 0.3982, decode.d5.loss_mask: 0.5782, decode.d5.loss_dice: 0.8878, decode.d6.loss_cls: 0.3887, decode.d6.loss_mask: 0.5749, decode.d6.loss_dice: 0.8784, decode.d7.loss_cls: 0.3854, decode.d7.loss_mask: 0.5733, decode.d7.loss_dice: 0.8809, decode.d8.loss_cls: 0.3752, decode.d8.loss_mask: 0.5728, decode.d8.loss_dice: 0.8808, loss: 21.0841, grad_norm: 122.4630 2023-11-27 02:37:27,700 - mmseg - INFO - Iter [138300/160000] lr: 5.175e-07, eta: 2:16:32, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3668, decode.loss_mask: 0.5616, decode.loss_dice: 0.8400, decode.d0.loss_cls: 2.2007, decode.d0.loss_mask: 0.6255, decode.d0.loss_dice: 0.9971, decode.d1.loss_cls: 0.5408, decode.d1.loss_mask: 0.5972, decode.d1.loss_dice: 0.9143, decode.d2.loss_cls: 0.4492, decode.d2.loss_mask: 0.5798, decode.d2.loss_dice: 0.8764, decode.d3.loss_cls: 0.4106, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8592, decode.d4.loss_cls: 0.3914, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.8547, decode.d5.loss_cls: 0.3800, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8521, decode.d6.loss_cls: 0.3764, decode.d6.loss_mask: 0.5646, decode.d6.loss_dice: 0.8388, decode.d7.loss_cls: 0.3741, decode.d7.loss_mask: 0.5622, decode.d7.loss_dice: 0.8403, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5628, decode.d8.loss_dice: 0.8432, loss: 20.3300, grad_norm: 119.0060 2023-11-27 02:37:46,163 - mmseg - INFO - Iter [138350/160000] lr: 5.163e-07, eta: 2:16:13, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3966, decode.loss_mask: 0.5689, decode.loss_dice: 0.8826, decode.d0.loss_cls: 2.2989, decode.d0.loss_mask: 0.6331, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5950, decode.d1.loss_mask: 0.6062, decode.d1.loss_dice: 0.9653, decode.d2.loss_cls: 0.5022, decode.d2.loss_mask: 0.5878, decode.d2.loss_dice: 0.9269, decode.d3.loss_cls: 0.4585, decode.d3.loss_mask: 0.5809, decode.d3.loss_dice: 0.9014, decode.d4.loss_cls: 0.4377, decode.d4.loss_mask: 0.5761, decode.d4.loss_dice: 0.9024, decode.d5.loss_cls: 0.4242, decode.d5.loss_mask: 0.5726, decode.d5.loss_dice: 0.8965, decode.d6.loss_cls: 0.4081, decode.d6.loss_mask: 0.5732, decode.d6.loss_dice: 0.8880, decode.d7.loss_cls: 0.4072, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8836, decode.d8.loss_cls: 0.3947, decode.d8.loss_mask: 0.5685, decode.d8.loss_dice: 0.8855, loss: 21.3438, grad_norm: 131.6369 2023-11-27 02:38:04,628 - mmseg - INFO - Iter [138400/160000] lr: 5.151e-07, eta: 2:15:54, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3590, decode.loss_mask: 0.5559, decode.loss_dice: 0.8419, decode.d0.loss_cls: 2.2135, decode.d0.loss_mask: 0.6183, decode.d0.loss_dice: 1.0099, decode.d1.loss_cls: 0.5402, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9276, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.5781, decode.d2.loss_dice: 0.8909, decode.d3.loss_cls: 0.4165, decode.d3.loss_mask: 0.5634, decode.d3.loss_dice: 0.8600, decode.d4.loss_cls: 0.4012, decode.d4.loss_mask: 0.5634, decode.d4.loss_dice: 0.8601, decode.d5.loss_cls: 0.3802, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8558, decode.d6.loss_cls: 0.3726, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8447, decode.d7.loss_cls: 0.3633, decode.d7.loss_mask: 0.5570, decode.d7.loss_dice: 0.8474, decode.d8.loss_cls: 0.3573, decode.d8.loss_mask: 0.5565, decode.d8.loss_dice: 0.8494, loss: 20.3513, grad_norm: 124.8717 2023-11-27 02:38:23,033 - mmseg - INFO - Iter [138450/160000] lr: 5.139e-07, eta: 2:15:35, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3701, decode.loss_mask: 0.5555, decode.loss_dice: 0.8471, decode.d0.loss_cls: 2.2278, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 1.0076, decode.d1.loss_cls: 0.5331, decode.d1.loss_mask: 0.5858, decode.d1.loss_dice: 0.9227, decode.d2.loss_cls: 0.4508, decode.d2.loss_mask: 0.5747, decode.d2.loss_dice: 0.8892, decode.d3.loss_cls: 0.4242, decode.d3.loss_mask: 0.5651, decode.d3.loss_dice: 0.8607, decode.d4.loss_cls: 0.3992, decode.d4.loss_mask: 0.5634, decode.d4.loss_dice: 0.8631, decode.d5.loss_cls: 0.3850, decode.d5.loss_mask: 0.5608, decode.d5.loss_dice: 0.8598, decode.d6.loss_cls: 0.3857, decode.d6.loss_mask: 0.5570, decode.d6.loss_dice: 0.8541, decode.d7.loss_cls: 0.3780, decode.d7.loss_mask: 0.5558, decode.d7.loss_dice: 0.8513, decode.d8.loss_cls: 0.3762, decode.d8.loss_mask: 0.5549, decode.d8.loss_dice: 0.8515, loss: 20.4292, grad_norm: 113.7194 2023-11-27 02:38:41,230 - mmseg - INFO - Iter [138500/160000] lr: 5.127e-07, eta: 2:15:16, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3846, decode.loss_mask: 0.5774, decode.loss_dice: 0.8662, decode.d0.loss_cls: 2.2813, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 1.0350, decode.d1.loss_cls: 0.5691, decode.d1.loss_mask: 0.6115, decode.d1.loss_dice: 0.9501, decode.d2.loss_cls: 0.4886, decode.d2.loss_mask: 0.5952, decode.d2.loss_dice: 0.9067, decode.d3.loss_cls: 0.4439, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.8762, decode.d4.loss_cls: 0.4185, decode.d4.loss_mask: 0.5832, decode.d4.loss_dice: 0.8784, decode.d5.loss_cls: 0.4036, decode.d5.loss_mask: 0.5828, decode.d5.loss_dice: 0.8799, decode.d6.loss_cls: 0.4037, decode.d6.loss_mask: 0.5817, decode.d6.loss_dice: 0.8720, decode.d7.loss_cls: 0.3865, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8750, decode.d8.loss_cls: 0.3851, decode.d8.loss_mask: 0.5770, decode.d8.loss_dice: 0.8672, loss: 21.0836, grad_norm: 130.4377 2023-11-27 02:38:59,591 - mmseg - INFO - Iter [138550/160000] lr: 5.115e-07, eta: 2:14:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3973, decode.loss_mask: 0.5476, decode.loss_dice: 0.8682, decode.d0.loss_cls: 2.2469, decode.d0.loss_mask: 0.6163, decode.d0.loss_dice: 1.0537, decode.d1.loss_cls: 0.5734, decode.d1.loss_mask: 0.5839, decode.d1.loss_dice: 0.9539, decode.d2.loss_cls: 0.4887, decode.d2.loss_mask: 0.5692, decode.d2.loss_dice: 0.9151, decode.d3.loss_cls: 0.4475, decode.d3.loss_mask: 0.5610, decode.d3.loss_dice: 0.8873, decode.d4.loss_cls: 0.4231, decode.d4.loss_mask: 0.5577, decode.d4.loss_dice: 0.8909, decode.d5.loss_cls: 0.4172, decode.d5.loss_mask: 0.5564, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.3991, decode.d6.loss_mask: 0.5541, decode.d6.loss_dice: 0.8768, decode.d7.loss_cls: 0.4050, decode.d7.loss_mask: 0.5482, decode.d7.loss_dice: 0.8713, decode.d8.loss_cls: 0.3951, decode.d8.loss_mask: 0.5488, decode.d8.loss_dice: 0.8723, loss: 20.9127, grad_norm: 118.4718 2023-11-27 02:39:18,075 - mmseg - INFO - Iter [138600/160000] lr: 5.103e-07, eta: 2:14:38, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3702, decode.loss_mask: 0.5749, decode.loss_dice: 0.8899, decode.d0.loss_cls: 2.2374, decode.d0.loss_mask: 0.6425, decode.d0.loss_dice: 1.0540, decode.d1.loss_cls: 0.5759, decode.d1.loss_mask: 0.6079, decode.d1.loss_dice: 0.9728, decode.d2.loss_cls: 0.4740, decode.d2.loss_mask: 0.5930, decode.d2.loss_dice: 0.9318, decode.d3.loss_cls: 0.4417, decode.d3.loss_mask: 0.5828, decode.d3.loss_dice: 0.9054, decode.d4.loss_cls: 0.4232, decode.d4.loss_mask: 0.5800, decode.d4.loss_dice: 0.9017, decode.d5.loss_cls: 0.4100, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.9017, decode.d6.loss_cls: 0.3941, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8940, decode.d7.loss_cls: 0.3844, decode.d7.loss_mask: 0.5745, decode.d7.loss_dice: 0.8927, decode.d8.loss_cls: 0.3794, decode.d8.loss_mask: 0.5742, decode.d8.loss_dice: 0.8887, loss: 21.2075, grad_norm: 114.5684 2023-11-27 02:39:36,421 - mmseg - INFO - Iter [138650/160000] lr: 5.091e-07, eta: 2:14:20, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3868, decode.loss_mask: 0.5704, decode.loss_dice: 0.8815, decode.d0.loss_cls: 2.3381, decode.d0.loss_mask: 0.6403, decode.d0.loss_dice: 1.0499, decode.d1.loss_cls: 0.5962, decode.d1.loss_mask: 0.6065, decode.d1.loss_dice: 0.9584, decode.d2.loss_cls: 0.4938, decode.d2.loss_mask: 0.5901, decode.d2.loss_dice: 0.9236, decode.d3.loss_cls: 0.4437, decode.d3.loss_mask: 0.5846, decode.d3.loss_dice: 0.8988, decode.d4.loss_cls: 0.4300, decode.d4.loss_mask: 0.5784, decode.d4.loss_dice: 0.8940, decode.d5.loss_cls: 0.4150, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8954, decode.d6.loss_cls: 0.4098, decode.d6.loss_mask: 0.5726, decode.d6.loss_dice: 0.8834, decode.d7.loss_cls: 0.3943, decode.d7.loss_mask: 0.5723, decode.d7.loss_dice: 0.8809, decode.d8.loss_cls: 0.3897, decode.d8.loss_mask: 0.5720, decode.d8.loss_dice: 0.8818, loss: 21.3081, grad_norm: 124.3283 2023-11-27 02:39:54,743 - mmseg - INFO - Iter [138700/160000] lr: 5.079e-07, eta: 2:14:01, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3932, decode.loss_mask: 0.5523, decode.loss_dice: 0.8778, decode.d0.loss_cls: 2.2626, decode.d0.loss_mask: 0.6240, decode.d0.loss_dice: 1.0554, decode.d1.loss_cls: 0.5798, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9567, decode.d2.loss_cls: 0.4889, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.9200, decode.d3.loss_cls: 0.4456, decode.d3.loss_mask: 0.5647, decode.d3.loss_dice: 0.8935, decode.d4.loss_cls: 0.4280, decode.d4.loss_mask: 0.5602, decode.d4.loss_dice: 0.8902, decode.d5.loss_cls: 0.4138, decode.d5.loss_mask: 0.5583, decode.d5.loss_dice: 0.8899, decode.d6.loss_cls: 0.4072, decode.d6.loss_mask: 0.5547, decode.d6.loss_dice: 0.8794, decode.d7.loss_cls: 0.4031, decode.d7.loss_mask: 0.5538, decode.d7.loss_dice: 0.8742, decode.d8.loss_cls: 0.3984, decode.d8.loss_mask: 0.5531, decode.d8.loss_dice: 0.8756, loss: 21.0198, grad_norm: 121.4111 2023-11-27 02:40:13,196 - mmseg - INFO - Iter [138750/160000] lr: 5.067e-07, eta: 2:13:42, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3824, decode.loss_mask: 0.5582, decode.loss_dice: 0.8338, decode.d0.loss_cls: 2.2867, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 1.0091, decode.d1.loss_cls: 0.5616, decode.d1.loss_mask: 0.5937, decode.d1.loss_dice: 0.9211, decode.d2.loss_cls: 0.4852, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.8774, decode.d3.loss_cls: 0.4356, decode.d3.loss_mask: 0.5696, decode.d3.loss_dice: 0.8552, decode.d4.loss_cls: 0.4183, decode.d4.loss_mask: 0.5620, decode.d4.loss_dice: 0.8525, decode.d5.loss_cls: 0.3992, decode.d5.loss_mask: 0.5629, decode.d5.loss_dice: 0.8524, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8390, decode.d7.loss_cls: 0.3894, decode.d7.loss_mask: 0.5589, decode.d7.loss_dice: 0.8360, decode.d8.loss_cls: 0.3850, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8386, loss: 20.5776, grad_norm: 130.9144 2023-11-27 02:40:31,874 - mmseg - INFO - Iter [138800/160000] lr: 5.055e-07, eta: 2:13:23, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3450, decode.loss_mask: 0.5695, decode.loss_dice: 0.8541, decode.d0.loss_cls: 2.2412, decode.d0.loss_mask: 0.6326, decode.d0.loss_dice: 1.0280, decode.d1.loss_cls: 0.5405, decode.d1.loss_mask: 0.6084, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4461, decode.d2.loss_mask: 0.5886, decode.d2.loss_dice: 0.9007, decode.d3.loss_cls: 0.4046, decode.d3.loss_mask: 0.5772, decode.d3.loss_dice: 0.8730, decode.d4.loss_cls: 0.3803, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8704, decode.d5.loss_cls: 0.3709, decode.d5.loss_mask: 0.5741, decode.d5.loss_dice: 0.8688, decode.d6.loss_cls: 0.3661, decode.d6.loss_mask: 0.5727, decode.d6.loss_dice: 0.8589, decode.d7.loss_cls: 0.3553, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8553, decode.d8.loss_cls: 0.3496, decode.d8.loss_mask: 0.5702, decode.d8.loss_dice: 0.8573, loss: 20.5446, grad_norm: 122.8455 2023-11-27 02:40:50,519 - mmseg - INFO - Iter [138850/160000] lr: 5.043e-07, eta: 2:13:04, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3822, decode.loss_mask: 0.5880, decode.loss_dice: 0.8741, decode.d0.loss_cls: 2.2611, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 1.0560, decode.d1.loss_cls: 0.5888, decode.d1.loss_mask: 0.6223, decode.d1.loss_dice: 0.9671, decode.d2.loss_cls: 0.4888, decode.d2.loss_mask: 0.6089, decode.d2.loss_dice: 0.9235, decode.d3.loss_cls: 0.4354, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.8982, decode.d4.loss_cls: 0.4161, decode.d4.loss_mask: 0.5983, decode.d4.loss_dice: 0.8916, decode.d5.loss_cls: 0.3997, decode.d5.loss_mask: 0.5945, decode.d5.loss_dice: 0.8885, decode.d6.loss_cls: 0.3919, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.3885, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.8762, decode.d8.loss_cls: 0.3794, decode.d8.loss_mask: 0.5891, decode.d8.loss_dice: 0.8790, loss: 21.3027, grad_norm: 129.1482 2023-11-27 02:41:09,029 - mmseg - INFO - Iter [138900/160000] lr: 5.032e-07, eta: 2:12:45, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3599, decode.loss_mask: 0.5594, decode.loss_dice: 0.8571, decode.d0.loss_cls: 2.2814, decode.d0.loss_mask: 0.6272, decode.d0.loss_dice: 1.0184, decode.d1.loss_cls: 0.5463, decode.d1.loss_mask: 0.5945, decode.d1.loss_dice: 0.9326, decode.d2.loss_cls: 0.4627, decode.d2.loss_mask: 0.5749, decode.d2.loss_dice: 0.8891, decode.d3.loss_cls: 0.4220, decode.d3.loss_mask: 0.5694, decode.d3.loss_dice: 0.8731, decode.d4.loss_cls: 0.4037, decode.d4.loss_mask: 0.5673, decode.d4.loss_dice: 0.8690, decode.d5.loss_cls: 0.3844, decode.d5.loss_mask: 0.5647, decode.d5.loss_dice: 0.8643, decode.d6.loss_cls: 0.3725, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.8635, decode.d7.loss_cls: 0.3669, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8606, decode.d8.loss_cls: 0.3583, decode.d8.loss_mask: 0.5603, decode.d8.loss_dice: 0.8576, loss: 20.5863, grad_norm: 112.7348 2023-11-27 02:41:30,015 - mmseg - INFO - Iter [138950/160000] lr: 5.020e-07, eta: 2:12:26, time: 0.419, data_time: 0.056, memory: 36416, decode.loss_cls: 0.3532, decode.loss_mask: 0.5605, decode.loss_dice: 0.8413, decode.d0.loss_cls: 2.2172, decode.d0.loss_mask: 0.6257, decode.d0.loss_dice: 1.0007, decode.d1.loss_cls: 0.5389, decode.d1.loss_mask: 0.5982, decode.d1.loss_dice: 0.9231, decode.d2.loss_cls: 0.4442, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.8817, decode.d3.loss_cls: 0.4149, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8551, decode.d4.loss_cls: 0.3926, decode.d4.loss_mask: 0.5707, decode.d4.loss_dice: 0.8554, decode.d5.loss_cls: 0.3778, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8563, decode.d6.loss_cls: 0.3680, decode.d6.loss_mask: 0.5659, decode.d6.loss_dice: 0.8464, decode.d7.loss_cls: 0.3577, decode.d7.loss_mask: 0.5642, decode.d7.loss_dice: 0.8460, decode.d8.loss_cls: 0.3526, decode.d8.loss_mask: 0.5621, decode.d8.loss_dice: 0.8479, loss: 20.3366, grad_norm: 124.1531 2023-11-27 02:41:49,318 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:41:49,318 - mmseg - INFO - Iter [139000/160000] lr: 5.008e-07, eta: 2:12:07, time: 0.386, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3806, decode.loss_mask: 0.5814, decode.loss_dice: 0.8954, decode.d0.loss_cls: 2.3503, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 1.0640, decode.d1.loss_cls: 0.5905, decode.d1.loss_mask: 0.6166, decode.d1.loss_dice: 0.9807, decode.d2.loss_cls: 0.4936, decode.d2.loss_mask: 0.5995, decode.d2.loss_dice: 0.9404, decode.d3.loss_cls: 0.4388, decode.d3.loss_mask: 0.5949, decode.d3.loss_dice: 0.9145, decode.d4.loss_cls: 0.4183, decode.d4.loss_mask: 0.5910, decode.d4.loss_dice: 0.9106, decode.d5.loss_cls: 0.4101, decode.d5.loss_mask: 0.5875, decode.d5.loss_dice: 0.9056, decode.d6.loss_cls: 0.3962, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.9004, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5811, decode.d7.loss_dice: 0.8973, decode.d8.loss_cls: 0.3840, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.8982, loss: 21.5258, grad_norm: 115.9223 2023-11-27 02:42:07,708 - mmseg - INFO - Iter [139050/160000] lr: 4.996e-07, eta: 2:11:49, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3950, decode.loss_mask: 0.5627, decode.loss_dice: 0.8912, decode.d0.loss_cls: 2.2886, decode.d0.loss_mask: 0.6330, decode.d0.loss_dice: 1.0603, decode.d1.loss_cls: 0.5940, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.9653, decode.d2.loss_cls: 0.4969, decode.d2.loss_mask: 0.5796, decode.d2.loss_dice: 0.9270, decode.d3.loss_cls: 0.4536, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.9016, decode.d4.loss_cls: 0.4238, decode.d4.loss_mask: 0.5718, decode.d4.loss_dice: 0.9054, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.9043, decode.d6.loss_cls: 0.4130, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8973, decode.d7.loss_cls: 0.4020, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.3990, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8930, loss: 21.3014, grad_norm: 120.8508 2023-11-27 02:42:26,170 - mmseg - INFO - Iter [139100/160000] lr: 4.984e-07, eta: 2:11:30, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3827, decode.loss_mask: 0.5760, decode.loss_dice: 0.8784, decode.d0.loss_cls: 2.2567, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0420, decode.d1.loss_cls: 0.5822, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9603, decode.d2.loss_cls: 0.4884, decode.d2.loss_mask: 0.5935, decode.d2.loss_dice: 0.9191, decode.d3.loss_cls: 0.4460, decode.d3.loss_mask: 0.5852, decode.d3.loss_dice: 0.8909, decode.d4.loss_cls: 0.4195, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4111, decode.d5.loss_mask: 0.5814, decode.d5.loss_dice: 0.8873, decode.d6.loss_cls: 0.3938, decode.d6.loss_mask: 0.5791, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.3849, decode.d7.loss_mask: 0.5772, decode.d7.loss_dice: 0.8799, decode.d8.loss_cls: 0.3857, decode.d8.loss_mask: 0.5766, decode.d8.loss_dice: 0.8786, loss: 21.1646, grad_norm: 126.3625 2023-11-27 02:42:45,380 - mmseg - INFO - Iter [139150/160000] lr: 4.972e-07, eta: 2:11:11, time: 0.384, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3674, decode.loss_mask: 0.5711, decode.loss_dice: 0.8794, decode.d0.loss_cls: 2.2432, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 1.0275, decode.d1.loss_cls: 0.5633, decode.d1.loss_mask: 0.6039, decode.d1.loss_dice: 0.9499, decode.d2.loss_cls: 0.4620, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9121, decode.d3.loss_cls: 0.4311, decode.d3.loss_mask: 0.5838, decode.d3.loss_dice: 0.8888, decode.d4.loss_cls: 0.4021, decode.d4.loss_mask: 0.5810, decode.d4.loss_dice: 0.8834, decode.d5.loss_cls: 0.3917, decode.d5.loss_mask: 0.5780, decode.d5.loss_dice: 0.8854, decode.d6.loss_cls: 0.3874, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8820, decode.d7.loss_cls: 0.3804, decode.d7.loss_mask: 0.5723, decode.d7.loss_dice: 0.8790, decode.d8.loss_cls: 0.3726, decode.d8.loss_mask: 0.5705, decode.d8.loss_dice: 0.8755, loss: 20.9274, grad_norm: 124.7783 2023-11-27 02:43:04,205 - mmseg - INFO - Iter [139200/160000] lr: 4.960e-07, eta: 2:10:52, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3769, decode.loss_mask: 0.5723, decode.loss_dice: 0.8715, decode.d0.loss_cls: 2.3132, decode.d0.loss_mask: 0.6393, decode.d0.loss_dice: 1.0421, decode.d1.loss_cls: 0.5989, decode.d1.loss_mask: 0.6082, decode.d1.loss_dice: 0.9516, decode.d2.loss_cls: 0.4859, decode.d2.loss_mask: 0.5896, decode.d2.loss_dice: 0.9108, decode.d3.loss_cls: 0.4457, decode.d3.loss_mask: 0.5814, decode.d3.loss_dice: 0.8859, decode.d4.loss_cls: 0.4218, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8833, decode.d5.loss_cls: 0.4071, decode.d5.loss_mask: 0.5757, decode.d5.loss_dice: 0.8819, decode.d6.loss_cls: 0.4021, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8749, decode.d7.loss_cls: 0.3894, decode.d7.loss_mask: 0.5730, decode.d7.loss_dice: 0.8701, decode.d8.loss_cls: 0.3812, decode.d8.loss_mask: 0.5726, decode.d8.loss_dice: 0.8722, loss: 21.1322, grad_norm: 133.8926 2023-11-27 02:43:22,636 - mmseg - INFO - Iter [139250/160000] lr: 4.948e-07, eta: 2:10:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3478, decode.loss_mask: 0.5589, decode.loss_dice: 0.8473, decode.d0.loss_cls: 2.2210, decode.d0.loss_mask: 0.6203, decode.d0.loss_dice: 1.0093, decode.d1.loss_cls: 0.5231, decode.d1.loss_mask: 0.5855, decode.d1.loss_dice: 0.9242, decode.d2.loss_cls: 0.4408, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8906, decode.d3.loss_cls: 0.4042, decode.d3.loss_mask: 0.5706, decode.d3.loss_dice: 0.8636, decode.d4.loss_cls: 0.3835, decode.d4.loss_mask: 0.5679, decode.d4.loss_dice: 0.8611, decode.d5.loss_cls: 0.3711, decode.d5.loss_mask: 0.5672, decode.d5.loss_dice: 0.8623, decode.d6.loss_cls: 0.3658, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8489, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8536, decode.d8.loss_cls: 0.3592, decode.d8.loss_mask: 0.5574, decode.d8.loss_dice: 0.8480, loss: 20.3117, grad_norm: 120.2920 2023-11-27 02:43:40,927 - mmseg - INFO - Iter [139300/160000] lr: 4.936e-07, eta: 2:10:14, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3609, decode.loss_mask: 0.5663, decode.loss_dice: 0.8469, decode.d0.loss_cls: 2.1987, decode.d0.loss_mask: 0.6330, decode.d0.loss_dice: 1.0086, decode.d1.loss_cls: 0.5502, decode.d1.loss_mask: 0.6029, decode.d1.loss_dice: 0.9223, decode.d2.loss_cls: 0.4539, decode.d2.loss_mask: 0.5849, decode.d2.loss_dice: 0.8836, decode.d3.loss_cls: 0.4220, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8539, decode.d4.loss_cls: 0.3960, decode.d4.loss_mask: 0.5739, decode.d4.loss_dice: 0.8517, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5726, decode.d5.loss_dice: 0.8515, decode.d6.loss_cls: 0.3768, decode.d6.loss_mask: 0.5684, decode.d6.loss_dice: 0.8454, decode.d7.loss_cls: 0.3680, decode.d7.loss_mask: 0.5679, decode.d7.loss_dice: 0.8442, decode.d8.loss_cls: 0.3694, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.8437, loss: 20.4423, grad_norm: 132.7618 2023-11-27 02:43:59,242 - mmseg - INFO - Iter [139350/160000] lr: 4.924e-07, eta: 2:09:55, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3899, decode.loss_mask: 0.5513, decode.loss_dice: 0.8668, decode.d0.loss_cls: 2.3176, decode.d0.loss_mask: 0.6135, decode.d0.loss_dice: 1.0422, decode.d1.loss_cls: 0.5842, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.9496, decode.d2.loss_cls: 0.4864, decode.d2.loss_mask: 0.5680, decode.d2.loss_dice: 0.9154, decode.d3.loss_cls: 0.4343, decode.d3.loss_mask: 0.5635, decode.d3.loss_dice: 0.8889, decode.d4.loss_cls: 0.4250, decode.d4.loss_mask: 0.5610, decode.d4.loss_dice: 0.8878, decode.d5.loss_cls: 0.4066, decode.d5.loss_mask: 0.5560, decode.d5.loss_dice: 0.8792, decode.d6.loss_cls: 0.3994, decode.d6.loss_mask: 0.5553, decode.d6.loss_dice: 0.8743, decode.d7.loss_cls: 0.3897, decode.d7.loss_mask: 0.5534, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3885, decode.d8.loss_mask: 0.5515, decode.d8.loss_dice: 0.8682, loss: 20.9194, grad_norm: 117.0526 2023-11-27 02:44:17,470 - mmseg - INFO - Iter [139400/160000] lr: 4.912e-07, eta: 2:09:36, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3833, decode.loss_mask: 0.5818, decode.loss_dice: 0.8891, decode.d0.loss_cls: 2.2641, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0535, decode.d1.loss_cls: 0.5814, decode.d1.loss_mask: 0.6197, decode.d1.loss_dice: 0.9665, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.6040, decode.d2.loss_dice: 0.9286, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.5916, decode.d3.loss_dice: 0.9039, decode.d4.loss_cls: 0.4236, decode.d4.loss_mask: 0.5886, decode.d4.loss_dice: 0.9039, decode.d5.loss_cls: 0.3970, decode.d5.loss_mask: 0.5881, decode.d5.loss_dice: 0.9035, decode.d6.loss_cls: 0.3919, decode.d6.loss_mask: 0.5871, decode.d6.loss_dice: 0.8912, decode.d7.loss_cls: 0.3911, decode.d7.loss_mask: 0.5836, decode.d7.loss_dice: 0.8877, decode.d8.loss_cls: 0.3906, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8913, loss: 21.3565, grad_norm: 130.1819 2023-11-27 02:44:35,744 - mmseg - INFO - Iter [139450/160000] lr: 4.900e-07, eta: 2:09:17, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3855, decode.loss_mask: 0.5603, decode.loss_dice: 0.8734, decode.d0.loss_cls: 2.2952, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 1.0524, decode.d1.loss_cls: 0.6021, decode.d1.loss_mask: 0.5967, decode.d1.loss_dice: 0.9596, decode.d2.loss_cls: 0.4959, decode.d2.loss_mask: 0.5804, decode.d2.loss_dice: 0.9161, decode.d3.loss_cls: 0.4555, decode.d3.loss_mask: 0.5713, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.4380, decode.d4.loss_mask: 0.5682, decode.d4.loss_dice: 0.8869, decode.d5.loss_cls: 0.4186, decode.d5.loss_mask: 0.5647, decode.d5.loss_dice: 0.8873, decode.d6.loss_cls: 0.4082, decode.d6.loss_mask: 0.5641, decode.d6.loss_dice: 0.8769, decode.d7.loss_cls: 0.4011, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.8770, decode.d8.loss_cls: 0.3946, decode.d8.loss_mask: 0.5623, decode.d8.loss_dice: 0.8782, loss: 21.1501, grad_norm: 129.0050 2023-11-27 02:44:54,023 - mmseg - INFO - Iter [139500/160000] lr: 4.888e-07, eta: 2:08:58, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.4064, decode.loss_mask: 0.5571, decode.loss_dice: 0.8600, decode.d0.loss_cls: 2.2737, decode.d0.loss_mask: 0.6161, decode.d0.loss_dice: 1.0247, decode.d1.loss_cls: 0.5884, decode.d1.loss_mask: 0.5898, decode.d1.loss_dice: 0.9395, decode.d2.loss_cls: 0.5026, decode.d2.loss_mask: 0.5762, decode.d2.loss_dice: 0.9032, decode.d3.loss_cls: 0.4714, decode.d3.loss_mask: 0.5653, decode.d3.loss_dice: 0.8698, decode.d4.loss_cls: 0.4485, decode.d4.loss_mask: 0.5664, decode.d4.loss_dice: 0.8737, decode.d5.loss_cls: 0.4349, decode.d5.loss_mask: 0.5625, decode.d5.loss_dice: 0.8728, decode.d6.loss_cls: 0.4226, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.4142, decode.d7.loss_mask: 0.5609, decode.d7.loss_dice: 0.8588, decode.d8.loss_cls: 0.4095, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8605, loss: 21.0155, grad_norm: 123.9254 2023-11-27 02:45:12,484 - mmseg - INFO - Iter [139550/160000] lr: 4.877e-07, eta: 2:08:39, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3391, decode.loss_mask: 0.5501, decode.loss_dice: 0.8591, decode.d0.loss_cls: 2.1957, decode.d0.loss_mask: 0.6134, decode.d0.loss_dice: 1.0203, decode.d1.loss_cls: 0.5344, decode.d1.loss_mask: 0.5818, decode.d1.loss_dice: 0.9254, decode.d2.loss_cls: 0.4446, decode.d2.loss_mask: 0.5700, decode.d2.loss_dice: 0.8971, decode.d3.loss_cls: 0.4003, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8742, decode.d4.loss_cls: 0.3801, decode.d4.loss_mask: 0.5566, decode.d4.loss_dice: 0.8718, decode.d5.loss_cls: 0.3630, decode.d5.loss_mask: 0.5572, decode.d5.loss_dice: 0.8709, decode.d6.loss_cls: 0.3548, decode.d6.loss_mask: 0.5534, decode.d6.loss_dice: 0.8645, decode.d7.loss_cls: 0.3418, decode.d7.loss_mask: 0.5531, decode.d7.loss_dice: 0.8626, decode.d8.loss_cls: 0.3367, decode.d8.loss_mask: 0.5526, decode.d8.loss_dice: 0.8631, loss: 20.2483, grad_norm: 141.4566 2023-11-27 02:45:30,871 - mmseg - INFO - Iter [139600/160000] lr: 4.865e-07, eta: 2:08:20, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3654, decode.loss_mask: 0.5629, decode.loss_dice: 0.8604, decode.d0.loss_cls: 2.2399, decode.d0.loss_mask: 0.6335, decode.d0.loss_dice: 1.0283, decode.d1.loss_cls: 0.5646, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9435, decode.d2.loss_cls: 0.4631, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.9009, decode.d3.loss_cls: 0.4192, decode.d3.loss_mask: 0.5746, decode.d3.loss_dice: 0.8797, decode.d4.loss_cls: 0.3951, decode.d4.loss_mask: 0.5724, decode.d4.loss_dice: 0.8745, decode.d5.loss_cls: 0.3825, decode.d5.loss_mask: 0.5706, decode.d5.loss_dice: 0.8752, decode.d6.loss_cls: 0.3734, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.3650, decode.d7.loss_mask: 0.5643, decode.d7.loss_dice: 0.8612, decode.d8.loss_cls: 0.3599, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8625, loss: 20.6665, grad_norm: 141.9060 2023-11-27 02:45:49,569 - mmseg - INFO - Iter [139650/160000] lr: 4.853e-07, eta: 2:08:01, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3611, decode.loss_mask: 0.5521, decode.loss_dice: 0.8410, decode.d0.loss_cls: 2.2363, decode.d0.loss_mask: 0.6207, decode.d0.loss_dice: 1.0016, decode.d1.loss_cls: 0.5555, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9217, decode.d2.loss_cls: 0.4495, decode.d2.loss_mask: 0.5767, decode.d2.loss_dice: 0.8851, decode.d3.loss_cls: 0.4099, decode.d3.loss_mask: 0.5636, decode.d3.loss_dice: 0.8593, decode.d4.loss_cls: 0.3900, decode.d4.loss_mask: 0.5646, decode.d4.loss_dice: 0.8522, decode.d5.loss_cls: 0.3739, decode.d5.loss_mask: 0.5585, decode.d5.loss_dice: 0.8500, decode.d6.loss_cls: 0.3683, decode.d6.loss_mask: 0.5561, decode.d6.loss_dice: 0.8431, decode.d7.loss_cls: 0.3662, decode.d7.loss_mask: 0.5537, decode.d7.loss_dice: 0.8418, decode.d8.loss_cls: 0.3606, decode.d8.loss_mask: 0.5526, decode.d8.loss_dice: 0.8408, loss: 20.2938, grad_norm: 134.2338 2023-11-27 02:46:07,817 - mmseg - INFO - Iter [139700/160000] lr: 4.841e-07, eta: 2:07:42, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3840, decode.loss_mask: 0.5505, decode.loss_dice: 0.8760, decode.d0.loss_cls: 2.2753, decode.d0.loss_mask: 0.6180, decode.d0.loss_dice: 1.0471, decode.d1.loss_cls: 0.5833, decode.d1.loss_mask: 0.5856, decode.d1.loss_dice: 0.9553, decode.d2.loss_cls: 0.4813, decode.d2.loss_mask: 0.5714, decode.d2.loss_dice: 0.9141, decode.d3.loss_cls: 0.4459, decode.d3.loss_mask: 0.5657, decode.d3.loss_dice: 0.8948, decode.d4.loss_cls: 0.4230, decode.d4.loss_mask: 0.5627, decode.d4.loss_dice: 0.8931, decode.d5.loss_cls: 0.3986, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8916, decode.d6.loss_cls: 0.3960, decode.d6.loss_mask: 0.5578, decode.d6.loss_dice: 0.8817, decode.d7.loss_cls: 0.3919, decode.d7.loss_mask: 0.5542, decode.d7.loss_dice: 0.8829, decode.d8.loss_cls: 0.3815, decode.d8.loss_mask: 0.5520, decode.d8.loss_dice: 0.8826, loss: 20.9592, grad_norm: 116.8899 2023-11-27 02:46:26,175 - mmseg - INFO - Iter [139750/160000] lr: 4.829e-07, eta: 2:07:23, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3344, decode.loss_mask: 0.5533, decode.loss_dice: 0.8548, decode.d0.loss_cls: 2.2309, decode.d0.loss_mask: 0.6118, decode.d0.loss_dice: 1.0106, decode.d1.loss_cls: 0.5241, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.9317, decode.d2.loss_cls: 0.4449, decode.d2.loss_mask: 0.5696, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.3989, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.3746, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.3592, decode.d5.loss_mask: 0.5590, decode.d5.loss_dice: 0.8689, decode.d6.loss_cls: 0.3505, decode.d6.loss_mask: 0.5565, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3404, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8565, decode.d8.loss_cls: 0.3348, decode.d8.loss_mask: 0.5533, decode.d8.loss_dice: 0.8580, loss: 20.2467, grad_norm: 129.3238 2023-11-27 02:46:44,461 - mmseg - INFO - Iter [139800/160000] lr: 4.817e-07, eta: 2:07:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3546, decode.loss_mask: 0.5752, decode.loss_dice: 0.8578, decode.d0.loss_cls: 2.2766, decode.d0.loss_mask: 0.6414, decode.d0.loss_dice: 1.0320, decode.d1.loss_cls: 0.5626, decode.d1.loss_mask: 0.6144, decode.d1.loss_dice: 0.9387, decode.d2.loss_cls: 0.4612, decode.d2.loss_mask: 0.5961, decode.d2.loss_dice: 0.9010, decode.d3.loss_cls: 0.4177, decode.d3.loss_mask: 0.5883, decode.d3.loss_dice: 0.8766, decode.d4.loss_cls: 0.3924, decode.d4.loss_mask: 0.5862, decode.d4.loss_dice: 0.8693, decode.d5.loss_cls: 0.3773, decode.d5.loss_mask: 0.5833, decode.d5.loss_dice: 0.8688, decode.d6.loss_cls: 0.3808, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8583, decode.d7.loss_cls: 0.3680, decode.d7.loss_mask: 0.5761, decode.d7.loss_dice: 0.8597, decode.d8.loss_cls: 0.3589, decode.d8.loss_mask: 0.5776, decode.d8.loss_dice: 0.8580, loss: 20.7889, grad_norm: 119.6646 2023-11-27 02:47:02,700 - mmseg - INFO - Iter [139850/160000] lr: 4.805e-07, eta: 2:06:46, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3784, decode.loss_mask: 0.5814, decode.loss_dice: 0.8709, decode.d0.loss_cls: 2.2272, decode.d0.loss_mask: 0.6505, decode.d0.loss_dice: 1.0422, decode.d1.loss_cls: 0.5672, decode.d1.loss_mask: 0.6174, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4790, decode.d2.loss_mask: 0.6030, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4443, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8968, decode.d4.loss_cls: 0.4232, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.8916, decode.d5.loss_cls: 0.4049, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.8884, decode.d6.loss_cls: 0.3998, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5852, decode.d7.loss_dice: 0.8776, decode.d8.loss_cls: 0.3838, decode.d8.loss_mask: 0.5831, decode.d8.loss_dice: 0.8769, loss: 21.1837, grad_norm: 124.3648 2023-11-27 02:47:20,974 - mmseg - INFO - Iter [139900/160000] lr: 4.793e-07, eta: 2:06:27, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3451, decode.loss_mask: 0.5645, decode.loss_dice: 0.8218, decode.d0.loss_cls: 2.1369, decode.d0.loss_mask: 0.6255, decode.d0.loss_dice: 0.9764, decode.d1.loss_cls: 0.5174, decode.d1.loss_mask: 0.5998, decode.d1.loss_dice: 0.9006, decode.d2.loss_cls: 0.4376, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8638, decode.d3.loss_cls: 0.3993, decode.d3.loss_mask: 0.5734, decode.d3.loss_dice: 0.8422, decode.d4.loss_cls: 0.3892, decode.d4.loss_mask: 0.5702, decode.d4.loss_dice: 0.8335, decode.d5.loss_cls: 0.3728, decode.d5.loss_mask: 0.5684, decode.d5.loss_dice: 0.8304, decode.d6.loss_cls: 0.3601, decode.d6.loss_mask: 0.5673, decode.d6.loss_dice: 0.8225, decode.d7.loss_cls: 0.3503, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8257, decode.d8.loss_cls: 0.3504, decode.d8.loss_mask: 0.5641, decode.d8.loss_dice: 0.8236, loss: 19.9805, grad_norm: 121.2248 2023-11-27 02:47:39,443 - mmseg - INFO - Iter [139950/160000] lr: 4.781e-07, eta: 2:06:08, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3860, decode.loss_mask: 0.5694, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.2615, decode.d0.loss_mask: 0.6356, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5737, decode.d1.loss_mask: 0.6046, decode.d1.loss_dice: 0.9622, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.5872, decode.d2.loss_dice: 0.9223, decode.d3.loss_cls: 0.4556, decode.d3.loss_mask: 0.5798, decode.d3.loss_dice: 0.8963, decode.d4.loss_cls: 0.4333, decode.d4.loss_mask: 0.5777, decode.d4.loss_dice: 0.8923, decode.d5.loss_cls: 0.4158, decode.d5.loss_mask: 0.5739, decode.d5.loss_dice: 0.8924, decode.d6.loss_cls: 0.4078, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8801, decode.d7.loss_cls: 0.3971, decode.d7.loss_mask: 0.5712, decode.d7.loss_dice: 0.8802, decode.d8.loss_cls: 0.3902, decode.d8.loss_mask: 0.5713, decode.d8.loss_dice: 0.8790, loss: 21.1848, grad_norm: 116.1666 2023-11-27 02:47:57,605 - mmseg - INFO - Saving checkpoint at 140000 iterations 2023-11-27 02:47:59,386 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:47:59,387 - mmseg - INFO - Iter [140000/160000] lr: 4.769e-07, eta: 2:05:49, time: 0.399, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3537, decode.loss_mask: 0.5654, decode.loss_dice: 0.8516, decode.d0.loss_cls: 2.2020, decode.d0.loss_mask: 0.6292, decode.d0.loss_dice: 1.0135, decode.d1.loss_cls: 0.5333, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.9311, decode.d2.loss_cls: 0.4408, decode.d2.loss_mask: 0.5848, decode.d2.loss_dice: 0.8971, decode.d3.loss_cls: 0.4082, decode.d3.loss_mask: 0.5773, decode.d3.loss_dice: 0.8688, decode.d4.loss_cls: 0.3922, decode.d4.loss_mask: 0.5746, decode.d4.loss_dice: 0.8608, decode.d5.loss_cls: 0.3767, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8609, decode.d6.loss_cls: 0.3646, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8545, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8523, decode.d8.loss_cls: 0.3556, decode.d8.loss_mask: 0.5664, decode.d8.loss_dice: 0.8513, loss: 20.4336, grad_norm: 126.2164 2023-11-27 02:48:15,984 - mmseg - INFO - per class results: 2023-11-27 02:48:15,989 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.21 | 87.25 | | building | 82.98 | 90.5 | | sky | 94.9 | 97.64 | | floor | 82.5 | 90.68 | | tree | 75.37 | 87.13 | | ceiling | 83.73 | 91.52 | | road | 84.57 | 90.16 | | bed | 90.56 | 95.49 | | windowpane | 61.4 | 81.02 | | grass | 69.27 | 81.19 | | cabinet | 63.74 | 78.23 | | sidewalk | 67.17 | 81.96 | | person | 83.94 | 92.27 | | earth | 38.04 | 54.47 | | door | 55.63 | 69.66 | | table | 65.42 | 79.33 | | mountain | 60.43 | 74.8 | | plant | 51.43 | 65.41 | | curtain | 76.64 | 86.74 | | chair | 61.03 | 75.26 | | car | 86.75 | 93.99 | | water | 55.02 | 79.06 | | painting | 72.35 | 88.5 | | sofa | 71.74 | 88.36 | | shelf | 42.75 | 60.56 | | house | 44.72 | 78.8 | | sea | 61.2 | 76.44 | | mirror | 68.27 | 79.5 | | rug | 66.74 | 77.71 | | field | 31.25 | 45.26 | | armchair | 47.39 | 62.98 | | seat | 59.14 | 87.0 | | fence | 45.31 | 59.14 | | desk | 50.96 | 70.65 | | rock | 45.55 | 60.26 | | wardrobe | 57.83 | 67.31 | | lamp | 69.46 | 80.83 | | bathtub | 77.3 | 87.03 | | railing | 36.39 | 55.69 | | cushion | 64.33 | 75.98 | | base | 30.28 | 40.79 | | box | 27.39 | 40.57 | | column | 44.39 | 59.29 | | signboard | 37.5 | 57.27 | | chest of drawers | 40.6 | 65.59 | | counter | 32.36 | 46.4 | | sand | 29.31 | 43.26 | | sink | 67.72 | 83.89 | | skyscraper | 50.32 | 58.78 | | fireplace | 70.6 | 89.96 | | refrigerator | 78.54 | 89.0 | | grandstand | 39.52 | 68.14 | | path | 30.97 | 43.83 | | stairs | 34.09 | 44.18 | | runway | 74.55 | 95.77 | | case | 43.5 | 58.01 | | pool table | 94.84 | 97.22 | | pillow | 62.15 | 73.15 | | screen door | 55.06 | 86.66 | | stairway | 35.31 | 44.58 | | river | 16.12 | 20.77 | | bridge | 72.71 | 87.9 | | bookcase | 33.38 | 54.09 | | blind | 40.04 | 48.11 | | coffee table | 63.68 | 83.29 | | toilet | 87.12 | 91.57 | | flower | 34.29 | 49.58 | | book | 50.33 | 73.11 | | hill | 6.73 | 14.9 | | bench | 57.22 | 70.08 | | countertop | 55.33 | 73.83 | | stove | 82.33 | 90.33 | | palm | 53.75 | 77.42 | | kitchen island | 42.81 | 80.87 | | computer | 64.08 | 69.34 | | swivel chair | 45.95 | 65.81 | | boat | 56.2 | 86.59 | | bar | 61.42 | 75.75 | | arcade machine | 28.92 | 31.25 | | hovel | 15.41 | 15.86 | | bus | 89.22 | 96.2 | | towel | 72.01 | 83.62 | | light | 62.39 | 76.6 | | truck | 41.32 | 53.13 | | tower | 27.68 | 40.02 | | chandelier | 68.36 | 82.59 | | awning | 38.06 | 49.54 | | streetlight | 37.94 | 52.33 | | booth | 57.44 | 63.52 | | television receiver | 73.38 | 86.53 | | airplane | 60.31 | 66.86 | | dirt track | 5.72 | 11.59 | | apparel | 30.94 | 45.89 | | pole | 33.13 | 50.95 | | land | 3.71 | 6.16 | | bannister | 14.42 | 26.57 | | escalator | 26.56 | 30.19 | | ottoman | 54.33 | 70.64 | | bottle | 36.92 | 62.93 | | buffet | 44.61 | 53.11 | | poster | 29.05 | 37.9 | | stage | 14.28 | 32.16 | | van | 50.81 | 69.28 | | ship | 10.11 | 10.73 | | fountain | 23.07 | 23.91 | | conveyer belt | 71.78 | 85.79 | | canopy | 32.21 | 40.23 | | washer | 73.24 | 77.94 | | plaything | 23.41 | 34.75 | | swimming pool | 46.06 | 72.33 | | stool | 45.6 | 63.14 | | barrel | 62.81 | 74.49 | | basket | 35.9 | 54.31 | | waterfall | 35.89 | 51.65 | | tent | 94.66 | 97.87 | | bag | 17.42 | 26.72 | | minibike | 70.94 | 87.68 | | cradle | 86.63 | 97.69 | | oven | 53.76 | 64.4 | | ball | 38.87 | 42.11 | | food | 63.77 | 80.27 | | step | 9.85 | 12.27 | | tank | 48.48 | 54.35 | | trade name | 30.55 | 38.86 | | microwave | 85.99 | 93.92 | | pot | 37.62 | 43.59 | | animal | 62.33 | 63.72 | | bicycle | 59.62 | 80.83 | | lake | 0.1 | 0.1 | | dishwasher | 77.15 | 84.04 | | screen | 62.56 | 90.38 | | blanket | 29.15 | 35.73 | | sculpture | 67.62 | 85.28 | | hood | 71.84 | 87.44 | | sconce | 54.94 | 68.16 | | vase | 48.5 | 67.21 | | traffic light | 41.43 | 62.39 | | tray | 17.07 | 34.8 | | ashcan | 45.12 | 65.31 | | fan | 65.88 | 82.88 | | pier | 14.63 | 16.22 | | crt screen | 6.91 | 24.53 | | plate | 56.24 | 72.01 | | monitor | 10.72 | 14.07 | | bulletin board | 44.18 | 65.65 | | shower | 9.08 | 22.68 | | radiator | 67.06 | 81.66 | | glass | 21.55 | 23.39 | | clock | 43.76 | 63.97 | | flag | 48.01 | 51.62 | +---------------------+-------+-------+ 2023-11-27 02:48:15,989 - mmseg - INFO - Summary: 2023-11-27 02:48:15,989 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.72 | 50.83 | 63.96 | +-------+-------+-------+ 2023-11-27 02:48:15,990 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:48:15,990 - mmseg - INFO - Iter(val) [250] aAcc: 0.8372, mIoU: 0.5083, mAcc: 0.6396, IoU.wall: 0.7821, IoU.building: 0.8298, IoU.sky: 0.9490, IoU.floor: 0.8250, IoU.tree: 0.7537, IoU.ceiling: 0.8373, IoU.road: 0.8457, IoU.bed : 0.9056, IoU.windowpane: 0.6140, IoU.grass: 0.6927, IoU.cabinet: 0.6374, IoU.sidewalk: 0.6717, IoU.person: 0.8394, IoU.earth: 0.3804, IoU.door: 0.5563, IoU.table: 0.6542, IoU.mountain: 0.6043, IoU.plant: 0.5143, IoU.curtain: 0.7664, IoU.chair: 0.6103, IoU.car: 0.8675, IoU.water: 0.5502, IoU.painting: 0.7235, IoU.sofa: 0.7174, IoU.shelf: 0.4275, IoU.house: 0.4472, IoU.sea: 0.6120, IoU.mirror: 0.6827, IoU.rug: 0.6674, IoU.field: 0.3125, IoU.armchair: 0.4739, IoU.seat: 0.5914, IoU.fence: 0.4531, IoU.desk: 0.5096, IoU.rock: 0.4555, IoU.wardrobe: 0.5783, IoU.lamp: 0.6946, IoU.bathtub: 0.7730, IoU.railing: 0.3639, IoU.cushion: 0.6433, IoU.base: 0.3028, IoU.box: 0.2739, IoU.column: 0.4439, IoU.signboard: 0.3750, IoU.chest of drawers: 0.4060, IoU.counter: 0.3236, IoU.sand: 0.2931, IoU.sink: 0.6772, IoU.skyscraper: 0.5032, IoU.fireplace: 0.7060, IoU.refrigerator: 0.7854, IoU.grandstand: 0.3952, IoU.path: 0.3097, IoU.stairs: 0.3409, IoU.runway: 0.7455, IoU.case: 0.4350, IoU.pool table: 0.9484, IoU.pillow: 0.6215, IoU.screen door: 0.5506, IoU.stairway: 0.3531, IoU.river: 0.1612, IoU.bridge: 0.7271, IoU.bookcase: 0.3338, IoU.blind: 0.4004, IoU.coffee table: 0.6368, IoU.toilet: 0.8712, IoU.flower: 0.3429, IoU.book: 0.5033, IoU.hill: 0.0673, IoU.bench: 0.5722, IoU.countertop: 0.5533, IoU.stove: 0.8233, IoU.palm: 0.5375, IoU.kitchen island: 0.4281, IoU.computer: 0.6408, IoU.swivel chair: 0.4595, IoU.boat: 0.5620, IoU.bar: 0.6142, IoU.arcade machine: 0.2892, IoU.hovel: 0.1541, IoU.bus: 0.8922, IoU.towel: 0.7201, IoU.light: 0.6239, IoU.truck: 0.4132, IoU.tower: 0.2768, IoU.chandelier: 0.6836, IoU.awning: 0.3806, IoU.streetlight: 0.3794, IoU.booth: 0.5744, IoU.television receiver: 0.7338, IoU.airplane: 0.6031, IoU.dirt track: 0.0572, IoU.apparel: 0.3094, IoU.pole: 0.3313, IoU.land: 0.0371, IoU.bannister: 0.1442, IoU.escalator: 0.2656, IoU.ottoman: 0.5433, IoU.bottle: 0.3692, IoU.buffet: 0.4461, IoU.poster: 0.2905, IoU.stage: 0.1428, IoU.van: 0.5081, IoU.ship: 0.1011, IoU.fountain: 0.2307, IoU.conveyer belt: 0.7178, IoU.canopy: 0.3221, IoU.washer: 0.7324, IoU.plaything: 0.2341, IoU.swimming pool: 0.4606, IoU.stool: 0.4560, IoU.barrel: 0.6281, IoU.basket: 0.3590, IoU.waterfall: 0.3589, IoU.tent: 0.9466, IoU.bag: 0.1742, IoU.minibike: 0.7094, IoU.cradle: 0.8663, IoU.oven: 0.5376, IoU.ball: 0.3887, IoU.food: 0.6377, IoU.step: 0.0985, IoU.tank: 0.4848, IoU.trade name: 0.3055, IoU.microwave: 0.8599, IoU.pot: 0.3762, IoU.animal: 0.6233, IoU.bicycle: 0.5962, IoU.lake: 0.0010, IoU.dishwasher: 0.7715, IoU.screen: 0.6256, IoU.blanket: 0.2915, IoU.sculpture: 0.6762, IoU.hood: 0.7184, IoU.sconce: 0.5494, IoU.vase: 0.4850, IoU.traffic light: 0.4143, IoU.tray: 0.1707, IoU.ashcan: 0.4512, IoU.fan: 0.6588, IoU.pier: 0.1463, IoU.crt screen: 0.0691, IoU.plate: 0.5624, IoU.monitor: 0.1072, IoU.bulletin board: 0.4418, IoU.shower: 0.0908, IoU.radiator: 0.6706, IoU.glass: 0.2155, IoU.clock: 0.4376, IoU.flag: 0.4801, Acc.wall: 0.8725, Acc.building: 0.9050, Acc.sky: 0.9764, Acc.floor: 0.9068, Acc.tree: 0.8713, Acc.ceiling: 0.9152, Acc.road: 0.9016, Acc.bed : 0.9549, Acc.windowpane: 0.8102, Acc.grass: 0.8119, Acc.cabinet: 0.7823, Acc.sidewalk: 0.8196, Acc.person: 0.9227, Acc.earth: 0.5447, Acc.door: 0.6966, Acc.table: 0.7933, Acc.mountain: 0.7480, Acc.plant: 0.6541, Acc.curtain: 0.8674, Acc.chair: 0.7526, Acc.car: 0.9399, Acc.water: 0.7906, Acc.painting: 0.8850, Acc.sofa: 0.8836, Acc.shelf: 0.6056, Acc.house: 0.7880, Acc.sea: 0.7644, Acc.mirror: 0.7950, Acc.rug: 0.7771, Acc.field: 0.4526, Acc.armchair: 0.6298, Acc.seat: 0.8700, Acc.fence: 0.5914, Acc.desk: 0.7065, Acc.rock: 0.6026, Acc.wardrobe: 0.6731, Acc.lamp: 0.8083, Acc.bathtub: 0.8703, Acc.railing: 0.5569, Acc.cushion: 0.7598, Acc.base: 0.4079, Acc.box: 0.4057, Acc.column: 0.5929, Acc.signboard: 0.5727, Acc.chest of drawers: 0.6559, Acc.counter: 0.4640, Acc.sand: 0.4326, Acc.sink: 0.8389, Acc.skyscraper: 0.5878, Acc.fireplace: 0.8996, Acc.refrigerator: 0.8900, Acc.grandstand: 0.6814, Acc.path: 0.4383, Acc.stairs: 0.4418, Acc.runway: 0.9577, Acc.case: 0.5801, Acc.pool table: 0.9722, Acc.pillow: 0.7315, Acc.screen door: 0.8666, Acc.stairway: 0.4458, Acc.river: 0.2077, Acc.bridge: 0.8790, Acc.bookcase: 0.5409, Acc.blind: 0.4811, Acc.coffee table: 0.8329, Acc.toilet: 0.9157, Acc.flower: 0.4958, Acc.book: 0.7311, Acc.hill: 0.1490, Acc.bench: 0.7008, Acc.countertop: 0.7383, Acc.stove: 0.9033, Acc.palm: 0.7742, Acc.kitchen island: 0.8087, Acc.computer: 0.6934, Acc.swivel chair: 0.6581, Acc.boat: 0.8659, Acc.bar: 0.7575, Acc.arcade machine: 0.3125, Acc.hovel: 0.1586, Acc.bus: 0.9620, Acc.towel: 0.8362, Acc.light: 0.7660, Acc.truck: 0.5313, Acc.tower: 0.4002, Acc.chandelier: 0.8259, Acc.awning: 0.4954, Acc.streetlight: 0.5233, Acc.booth: 0.6352, Acc.television receiver: 0.8653, Acc.airplane: 0.6686, Acc.dirt track: 0.1159, Acc.apparel: 0.4589, Acc.pole: 0.5095, Acc.land: 0.0616, Acc.bannister: 0.2657, Acc.escalator: 0.3019, Acc.ottoman: 0.7064, Acc.bottle: 0.6293, Acc.buffet: 0.5311, Acc.poster: 0.3790, Acc.stage: 0.3216, Acc.van: 0.6928, Acc.ship: 0.1073, Acc.fountain: 0.2391, Acc.conveyer belt: 0.8579, Acc.canopy: 0.4023, Acc.washer: 0.7794, Acc.plaything: 0.3475, Acc.swimming pool: 0.7233, Acc.stool: 0.6314, Acc.barrel: 0.7449, Acc.basket: 0.5431, Acc.waterfall: 0.5165, Acc.tent: 0.9787, Acc.bag: 0.2672, Acc.minibike: 0.8768, Acc.cradle: 0.9769, Acc.oven: 0.6440, Acc.ball: 0.4211, Acc.food: 0.8027, Acc.step: 0.1227, Acc.tank: 0.5435, Acc.trade name: 0.3886, Acc.microwave: 0.9392, Acc.pot: 0.4359, Acc.animal: 0.6372, Acc.bicycle: 0.8083, Acc.lake: 0.0010, Acc.dishwasher: 0.8404, Acc.screen: 0.9038, Acc.blanket: 0.3573, Acc.sculpture: 0.8528, Acc.hood: 0.8744, Acc.sconce: 0.6816, Acc.vase: 0.6721, Acc.traffic light: 0.6239, Acc.tray: 0.3480, Acc.ashcan: 0.6531, Acc.fan: 0.8288, Acc.pier: 0.1622, Acc.crt screen: 0.2453, Acc.plate: 0.7201, Acc.monitor: 0.1407, Acc.bulletin board: 0.6565, Acc.shower: 0.2268, Acc.radiator: 0.8166, Acc.glass: 0.2339, Acc.clock: 0.6397, Acc.flag: 0.5162 2023-11-27 02:48:34,603 - mmseg - INFO - Iter [140050/160000] lr: 4.757e-07, eta: 2:05:32, time: 0.704, data_time: 0.341, memory: 36416, decode.loss_cls: 0.3558, decode.loss_mask: 0.5771, decode.loss_dice: 0.8587, decode.d0.loss_cls: 2.2091, decode.d0.loss_mask: 0.6528, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.6201, decode.d1.loss_dice: 0.9350, decode.d2.loss_cls: 0.4466, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.9035, decode.d3.loss_cls: 0.4113, decode.d3.loss_mask: 0.5891, decode.d3.loss_dice: 0.8757, decode.d4.loss_cls: 0.3883, decode.d4.loss_mask: 0.5870, decode.d4.loss_dice: 0.8712, decode.d5.loss_cls: 0.3836, decode.d5.loss_mask: 0.5854, decode.d5.loss_dice: 0.8713, decode.d6.loss_cls: 0.3739, decode.d6.loss_mask: 0.5805, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.3632, decode.d7.loss_mask: 0.5800, decode.d7.loss_dice: 0.8629, decode.d8.loss_cls: 0.3594, decode.d8.loss_mask: 0.5781, decode.d8.loss_dice: 0.8617, loss: 20.6955, grad_norm: 121.1221 2023-11-27 02:48:53,515 - mmseg - INFO - Iter [140100/160000] lr: 4.745e-07, eta: 2:05:13, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3834, decode.loss_mask: 0.5582, decode.loss_dice: 0.8668, decode.d0.loss_cls: 2.2856, decode.d0.loss_mask: 0.6276, decode.d0.loss_dice: 1.0353, decode.d1.loss_cls: 0.5823, decode.d1.loss_mask: 0.5941, decode.d1.loss_dice: 0.9481, decode.d2.loss_cls: 0.4834, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.9082, decode.d3.loss_cls: 0.4300, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8869, decode.d4.loss_cls: 0.4130, decode.d4.loss_mask: 0.5707, decode.d4.loss_dice: 0.8837, decode.d5.loss_cls: 0.4103, decode.d5.loss_mask: 0.5676, decode.d5.loss_dice: 0.8778, decode.d6.loss_cls: 0.4001, decode.d6.loss_mask: 0.5645, decode.d6.loss_dice: 0.8664, decode.d7.loss_cls: 0.3885, decode.d7.loss_mask: 0.5625, decode.d7.loss_dice: 0.8655, decode.d8.loss_cls: 0.3889, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8655, loss: 20.9261, grad_norm: 128.0448 2023-11-27 02:49:11,817 - mmseg - INFO - Iter [140150/160000] lr: 4.733e-07, eta: 2:04:55, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3617, decode.loss_mask: 0.5693, decode.loss_dice: 0.8520, decode.d0.loss_cls: 2.2876, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 1.0173, decode.d1.loss_cls: 0.5664, decode.d1.loss_mask: 0.6088, decode.d1.loss_dice: 0.9381, decode.d2.loss_cls: 0.4618, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.8920, decode.d3.loss_cls: 0.4282, decode.d3.loss_mask: 0.5764, decode.d3.loss_dice: 0.8683, decode.d4.loss_cls: 0.4079, decode.d4.loss_mask: 0.5761, decode.d4.loss_dice: 0.8654, decode.d5.loss_cls: 0.3795, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.8655, decode.d6.loss_cls: 0.3766, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8596, decode.d7.loss_cls: 0.3601, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8576, decode.d8.loss_cls: 0.3612, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8561, loss: 20.7039, grad_norm: 116.2907 2023-11-27 02:49:32,350 - mmseg - INFO - Iter [140200/160000] lr: 4.722e-07, eta: 2:04:36, time: 0.411, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3710, decode.loss_mask: 0.5624, decode.loss_dice: 0.8704, decode.d0.loss_cls: 2.2530, decode.d0.loss_mask: 0.6294, decode.d0.loss_dice: 1.0398, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.5998, decode.d1.loss_dice: 0.9560, decode.d2.loss_cls: 0.4843, decode.d2.loss_mask: 0.5833, decode.d2.loss_dice: 0.9156, decode.d3.loss_cls: 0.4353, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.4086, decode.d4.loss_mask: 0.5718, decode.d4.loss_dice: 0.8887, decode.d5.loss_cls: 0.3970, decode.d5.loss_mask: 0.5677, decode.d5.loss_dice: 0.8867, decode.d6.loss_cls: 0.3970, decode.d6.loss_mask: 0.5661, decode.d6.loss_dice: 0.8770, decode.d7.loss_cls: 0.3828, decode.d7.loss_mask: 0.5640, decode.d7.loss_dice: 0.8764, decode.d8.loss_cls: 0.3779, decode.d8.loss_mask: 0.5623, decode.d8.loss_dice: 0.8769, loss: 20.9256, grad_norm: 116.3196 2023-11-27 02:49:50,667 - mmseg - INFO - Iter [140250/160000] lr: 4.710e-07, eta: 2:04:17, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3775, decode.loss_mask: 0.5861, decode.loss_dice: 0.8562, decode.d0.loss_cls: 2.2612, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.0249, decode.d1.loss_cls: 0.5675, decode.d1.loss_mask: 0.6257, decode.d1.loss_dice: 0.9416, decode.d2.loss_cls: 0.4792, decode.d2.loss_mask: 0.6079, decode.d2.loss_dice: 0.8978, decode.d3.loss_cls: 0.4448, decode.d3.loss_mask: 0.5984, decode.d3.loss_dice: 0.8710, decode.d4.loss_cls: 0.4174, decode.d4.loss_mask: 0.5939, decode.d4.loss_dice: 0.8696, decode.d5.loss_cls: 0.4077, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.8680, decode.d6.loss_cls: 0.3975, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8589, decode.d7.loss_cls: 0.3777, decode.d7.loss_mask: 0.5879, decode.d7.loss_dice: 0.8633, decode.d8.loss_cls: 0.3776, decode.d8.loss_mask: 0.5863, decode.d8.loss_dice: 0.8583, loss: 21.0417, grad_norm: 123.0894 2023-11-27 02:50:08,934 - mmseg - INFO - Iter [140300/160000] lr: 4.698e-07, eta: 2:03:58, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3743, decode.loss_mask: 0.5835, decode.loss_dice: 0.8675, decode.d0.loss_cls: 2.2431, decode.d0.loss_mask: 0.6419, decode.d0.loss_dice: 1.0277, decode.d1.loss_cls: 0.5679, decode.d1.loss_mask: 0.6184, decode.d1.loss_dice: 0.9461, decode.d2.loss_cls: 0.4644, decode.d2.loss_mask: 0.6002, decode.d2.loss_dice: 0.9090, decode.d3.loss_cls: 0.4250, decode.d3.loss_mask: 0.5943, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.4039, decode.d4.loss_mask: 0.5942, decode.d4.loss_dice: 0.8879, decode.d5.loss_cls: 0.3941, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8839, decode.d6.loss_cls: 0.3819, decode.d6.loss_mask: 0.5850, decode.d6.loss_dice: 0.8722, decode.d7.loss_cls: 0.3753, decode.d7.loss_mask: 0.5842, decode.d7.loss_dice: 0.8738, decode.d8.loss_cls: 0.3783, decode.d8.loss_mask: 0.5832, decode.d8.loss_dice: 0.8729, loss: 21.0089, grad_norm: 122.5054 2023-11-27 02:50:27,376 - mmseg - INFO - Iter [140350/160000] lr: 4.686e-07, eta: 2:03:39, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3736, decode.loss_mask: 0.5667, decode.loss_dice: 0.8732, decode.d0.loss_cls: 2.2853, decode.d0.loss_mask: 0.6251, decode.d0.loss_dice: 1.0361, decode.d1.loss_cls: 0.5800, decode.d1.loss_mask: 0.5928, decode.d1.loss_dice: 0.9455, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.9137, decode.d3.loss_cls: 0.4356, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.8869, decode.d4.loss_cls: 0.4131, decode.d4.loss_mask: 0.5717, decode.d4.loss_dice: 0.8820, decode.d5.loss_cls: 0.3994, decode.d5.loss_mask: 0.5687, decode.d5.loss_dice: 0.8858, decode.d6.loss_cls: 0.3843, decode.d6.loss_mask: 0.5695, decode.d6.loss_dice: 0.8776, decode.d7.loss_cls: 0.3842, decode.d7.loss_mask: 0.5670, decode.d7.loss_dice: 0.8766, decode.d8.loss_cls: 0.3782, decode.d8.loss_mask: 0.5661, decode.d8.loss_dice: 0.8744, loss: 20.9461, grad_norm: 124.6136 2023-11-27 02:50:45,578 - mmseg - INFO - Iter [140400/160000] lr: 4.674e-07, eta: 2:03:20, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3781, decode.loss_mask: 0.5403, decode.loss_dice: 0.8601, decode.d0.loss_cls: 2.2621, decode.d0.loss_mask: 0.5931, decode.d0.loss_dice: 1.0183, decode.d1.loss_cls: 0.5786, decode.d1.loss_mask: 0.5714, decode.d1.loss_dice: 0.9346, decode.d2.loss_cls: 0.4736, decode.d2.loss_mask: 0.5541, decode.d2.loss_dice: 0.8940, decode.d3.loss_cls: 0.4283, decode.d3.loss_mask: 0.5503, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4137, decode.d4.loss_mask: 0.5486, decode.d4.loss_dice: 0.8718, decode.d5.loss_cls: 0.3957, decode.d5.loss_mask: 0.5459, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.3831, decode.d6.loss_mask: 0.5456, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.3839, decode.d7.loss_mask: 0.5419, decode.d7.loss_dice: 0.8605, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5410, decode.d8.loss_dice: 0.8613, loss: 20.5228, grad_norm: 121.5476 2023-11-27 02:51:04,110 - mmseg - INFO - Iter [140450/160000] lr: 4.662e-07, eta: 2:03:01, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3908, decode.loss_mask: 0.5809, decode.loss_dice: 0.8987, decode.d0.loss_cls: 2.2576, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 1.0723, decode.d1.loss_cls: 0.5948, decode.d1.loss_mask: 0.6202, decode.d1.loss_dice: 0.9776, decode.d2.loss_cls: 0.4965, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.9457, decode.d3.loss_cls: 0.4483, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.9152, decode.d4.loss_cls: 0.4367, decode.d4.loss_mask: 0.5908, decode.d4.loss_dice: 0.9120, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5904, decode.d5.loss_dice: 0.9136, decode.d6.loss_cls: 0.4084, decode.d6.loss_mask: 0.5862, decode.d6.loss_dice: 0.9040, decode.d7.loss_cls: 0.4098, decode.d7.loss_mask: 0.5827, decode.d7.loss_dice: 0.8992, decode.d8.loss_cls: 0.4041, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.8985, loss: 21.5843, grad_norm: 143.7856 2023-11-27 02:51:22,617 - mmseg - INFO - Iter [140500/160000] lr: 4.650e-07, eta: 2:02:42, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3570, decode.loss_mask: 0.5544, decode.loss_dice: 0.8609, decode.d0.loss_cls: 2.2180, decode.d0.loss_mask: 0.6223, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5476, decode.d1.loss_mask: 0.5893, decode.d1.loss_dice: 0.9380, decode.d2.loss_cls: 0.4543, decode.d2.loss_mask: 0.5713, decode.d2.loss_dice: 0.8998, decode.d3.loss_cls: 0.4227, decode.d3.loss_mask: 0.5651, decode.d3.loss_dice: 0.8762, decode.d4.loss_cls: 0.3967, decode.d4.loss_mask: 0.5649, decode.d4.loss_dice: 0.8733, decode.d5.loss_cls: 0.3814, decode.d5.loss_mask: 0.5632, decode.d5.loss_dice: 0.8726, decode.d6.loss_cls: 0.3799, decode.d6.loss_mask: 0.5570, decode.d6.loss_dice: 0.8642, decode.d7.loss_cls: 0.3699, decode.d7.loss_mask: 0.5550, decode.d7.loss_dice: 0.8630, decode.d8.loss_cls: 0.3630, decode.d8.loss_mask: 0.5549, decode.d8.loss_dice: 0.8649, loss: 20.5186, grad_norm: 112.6365 2023-11-27 02:51:40,944 - mmseg - INFO - Iter [140550/160000] lr: 4.638e-07, eta: 2:02:23, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3527, decode.loss_mask: 0.5800, decode.loss_dice: 0.8744, decode.d0.loss_cls: 2.2699, decode.d0.loss_mask: 0.6493, decode.d0.loss_dice: 1.0388, decode.d1.loss_cls: 0.5642, decode.d1.loss_mask: 0.6113, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4570, decode.d2.loss_mask: 0.5971, decode.d2.loss_dice: 0.9139, decode.d3.loss_cls: 0.4155, decode.d3.loss_mask: 0.5887, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.3909, decode.d4.loss_mask: 0.5864, decode.d4.loss_dice: 0.8826, decode.d5.loss_cls: 0.3775, decode.d5.loss_mask: 0.5817, decode.d5.loss_dice: 0.8840, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8746, decode.d7.loss_cls: 0.3515, decode.d7.loss_mask: 0.5812, decode.d7.loss_dice: 0.8750, decode.d8.loss_cls: 0.3494, decode.d8.loss_mask: 0.5805, decode.d8.loss_dice: 0.8763, loss: 20.8906, grad_norm: 118.5151 2023-11-27 02:51:59,331 - mmseg - INFO - Iter [140600/160000] lr: 4.626e-07, eta: 2:02:04, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3618, decode.loss_mask: 0.5604, decode.loss_dice: 0.8726, decode.d0.loss_cls: 2.2741, decode.d0.loss_mask: 0.6270, decode.d0.loss_dice: 1.0352, decode.d1.loss_cls: 0.5553, decode.d1.loss_mask: 0.5937, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4602, decode.d2.loss_mask: 0.5776, decode.d2.loss_dice: 0.9104, decode.d3.loss_cls: 0.4170, decode.d3.loss_mask: 0.5704, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4031, decode.d4.loss_mask: 0.5663, decode.d4.loss_dice: 0.8809, decode.d5.loss_cls: 0.3860, decode.d5.loss_mask: 0.5659, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.3785, decode.d6.loss_mask: 0.5655, decode.d6.loss_dice: 0.8760, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5643, decode.d7.loss_dice: 0.8727, decode.d8.loss_cls: 0.3640, decode.d8.loss_mask: 0.5605, decode.d8.loss_dice: 0.8754, loss: 20.7534, grad_norm: 115.2712 2023-11-27 02:52:17,569 - mmseg - INFO - Iter [140650/160000] lr: 4.614e-07, eta: 2:01:45, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3922, decode.loss_mask: 0.5830, decode.loss_dice: 0.8873, decode.d0.loss_cls: 2.2948, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 1.0522, decode.d1.loss_cls: 0.5848, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9711, decode.d2.loss_cls: 0.4860, decode.d2.loss_mask: 0.6099, decode.d2.loss_dice: 0.9315, decode.d3.loss_cls: 0.4501, decode.d3.loss_mask: 0.5989, decode.d3.loss_dice: 0.9064, decode.d4.loss_cls: 0.4256, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.9013, decode.d5.loss_cls: 0.4146, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.9026, decode.d6.loss_cls: 0.4031, decode.d6.loss_mask: 0.5893, decode.d6.loss_dice: 0.8930, decode.d7.loss_cls: 0.3966, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8921, decode.d8.loss_cls: 0.3915, decode.d8.loss_mask: 0.5847, decode.d8.loss_dice: 0.8899, loss: 21.4881, grad_norm: 137.7136 2023-11-27 02:52:35,788 - mmseg - INFO - Iter [140700/160000] lr: 4.602e-07, eta: 2:01:26, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3842, decode.loss_mask: 0.5699, decode.loss_dice: 0.8564, decode.d0.loss_cls: 2.2625, decode.d0.loss_mask: 0.6474, decode.d0.loss_dice: 1.0252, decode.d1.loss_cls: 0.5732, decode.d1.loss_mask: 0.6141, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4906, decode.d2.loss_mask: 0.5951, decode.d2.loss_dice: 0.8968, decode.d3.loss_cls: 0.4466, decode.d3.loss_mask: 0.5839, decode.d3.loss_dice: 0.8727, decode.d4.loss_cls: 0.4261, decode.d4.loss_mask: 0.5803, decode.d4.loss_dice: 0.8687, decode.d5.loss_cls: 0.4086, decode.d5.loss_mask: 0.5767, decode.d5.loss_dice: 0.8649, decode.d6.loss_cls: 0.4012, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8605, decode.d7.loss_cls: 0.3908, decode.d7.loss_mask: 0.5716, decode.d7.loss_dice: 0.8630, decode.d8.loss_cls: 0.3874, decode.d8.loss_mask: 0.5703, decode.d8.loss_dice: 0.8575, loss: 20.9575, grad_norm: 112.1798 2023-11-27 02:52:54,266 - mmseg - INFO - Iter [140750/160000] lr: 4.590e-07, eta: 2:01:07, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3629, decode.loss_mask: 0.5657, decode.loss_dice: 0.8560, decode.d0.loss_cls: 2.2122, decode.d0.loss_mask: 0.6416, decode.d0.loss_dice: 1.0121, decode.d1.loss_cls: 0.5511, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9318, decode.d2.loss_cls: 0.4597, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.8916, decode.d3.loss_cls: 0.4158, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8716, decode.d4.loss_cls: 0.4002, decode.d4.loss_mask: 0.5744, decode.d4.loss_dice: 0.8686, decode.d5.loss_cls: 0.3801, decode.d5.loss_mask: 0.5743, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.3762, decode.d6.loss_mask: 0.5712, decode.d6.loss_dice: 0.8596, decode.d7.loss_cls: 0.3633, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8597, decode.d8.loss_cls: 0.3670, decode.d8.loss_mask: 0.5662, decode.d8.loss_dice: 0.8573, loss: 20.5833, grad_norm: 122.9560 2023-11-27 02:53:12,604 - mmseg - INFO - Iter [140800/160000] lr: 4.578e-07, eta: 2:00:48, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3610, decode.loss_mask: 0.5729, decode.loss_dice: 0.8486, decode.d0.loss_cls: 2.2990, decode.d0.loss_mask: 0.6414, decode.d0.loss_dice: 1.0168, decode.d1.loss_cls: 0.5597, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9343, decode.d2.loss_cls: 0.4548, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.8929, decode.d3.loss_cls: 0.4134, decode.d3.loss_mask: 0.5866, decode.d3.loss_dice: 0.8663, decode.d4.loss_cls: 0.3961, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8585, decode.d5.loss_cls: 0.3764, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8625, decode.d6.loss_cls: 0.3689, decode.d6.loss_mask: 0.5787, decode.d6.loss_dice: 0.8588, decode.d7.loss_cls: 0.3662, decode.d7.loss_mask: 0.5758, decode.d7.loss_dice: 0.8514, decode.d8.loss_cls: 0.3598, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8506, loss: 20.6857, grad_norm: 124.2605 2023-11-27 02:53:31,078 - mmseg - INFO - Iter [140850/160000] lr: 4.567e-07, eta: 2:00:30, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3747, decode.loss_mask: 0.5623, decode.loss_dice: 0.8619, decode.d0.loss_cls: 2.2087, decode.d0.loss_mask: 0.6256, decode.d0.loss_dice: 1.0240, decode.d1.loss_cls: 0.5486, decode.d1.loss_mask: 0.5941, decode.d1.loss_dice: 0.9457, decode.d2.loss_cls: 0.4655, decode.d2.loss_mask: 0.5821, decode.d2.loss_dice: 0.9075, decode.d3.loss_cls: 0.4280, decode.d3.loss_mask: 0.5750, decode.d3.loss_dice: 0.8780, decode.d4.loss_cls: 0.4066, decode.d4.loss_mask: 0.5714, decode.d4.loss_dice: 0.8737, decode.d5.loss_cls: 0.3980, decode.d5.loss_mask: 0.5668, decode.d5.loss_dice: 0.8714, decode.d6.loss_cls: 0.3782, decode.d6.loss_mask: 0.5643, decode.d6.loss_dice: 0.8616, decode.d7.loss_cls: 0.3748, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8625, decode.d8.loss_cls: 0.3795, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8620, loss: 20.6773, grad_norm: 112.7763 2023-11-27 02:53:49,360 - mmseg - INFO - Iter [140900/160000] lr: 4.555e-07, eta: 2:00:11, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3488, decode.loss_mask: 0.5814, decode.loss_dice: 0.8687, decode.d0.loss_cls: 2.1929, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5461, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9513, decode.d2.loss_cls: 0.4541, decode.d2.loss_mask: 0.5996, decode.d2.loss_dice: 0.9097, decode.d3.loss_cls: 0.4129, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8874, decode.d4.loss_cls: 0.3951, decode.d4.loss_mask: 0.5882, decode.d4.loss_dice: 0.8820, decode.d5.loss_cls: 0.3802, decode.d5.loss_mask: 0.5846, decode.d5.loss_dice: 0.8802, decode.d6.loss_cls: 0.3729, decode.d6.loss_mask: 0.5804, decode.d6.loss_dice: 0.8702, decode.d7.loss_cls: 0.3600, decode.d7.loss_mask: 0.5814, decode.d7.loss_dice: 0.8695, decode.d8.loss_cls: 0.3606, decode.d8.loss_mask: 0.5779, decode.d8.loss_dice: 0.8718, loss: 20.7877, grad_norm: 111.8475 2023-11-27 02:54:08,106 - mmseg - INFO - Iter [140950/160000] lr: 4.543e-07, eta: 1:59:52, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3753, decode.loss_mask: 0.5702, decode.loss_dice: 0.8779, decode.d0.loss_cls: 2.2370, decode.d0.loss_mask: 0.6303, decode.d0.loss_dice: 1.0375, decode.d1.loss_cls: 0.5765, decode.d1.loss_mask: 0.6011, decode.d1.loss_dice: 0.9574, decode.d2.loss_cls: 0.4758, decode.d2.loss_mask: 0.5878, decode.d2.loss_dice: 0.9227, decode.d3.loss_cls: 0.4336, decode.d3.loss_mask: 0.5807, decode.d3.loss_dice: 0.9024, decode.d4.loss_cls: 0.4185, decode.d4.loss_mask: 0.5759, decode.d4.loss_dice: 0.8969, decode.d5.loss_cls: 0.3999, decode.d5.loss_mask: 0.5731, decode.d5.loss_dice: 0.8952, decode.d6.loss_cls: 0.3925, decode.d6.loss_mask: 0.5708, decode.d6.loss_dice: 0.8841, decode.d7.loss_cls: 0.3867, decode.d7.loss_mask: 0.5683, decode.d7.loss_dice: 0.8810, decode.d8.loss_cls: 0.3876, decode.d8.loss_mask: 0.5694, decode.d8.loss_dice: 0.8816, loss: 21.0478, grad_norm: 112.1996 2023-11-27 02:54:27,937 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 02:54:27,937 - mmseg - INFO - Iter [141000/160000] lr: 4.531e-07, eta: 1:59:33, time: 0.397, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3415, decode.loss_mask: 0.5606, decode.loss_dice: 0.8390, decode.d0.loss_cls: 2.2254, decode.d0.loss_mask: 0.6328, decode.d0.loss_dice: 1.0043, decode.d1.loss_cls: 0.5317, decode.d1.loss_mask: 0.6042, decode.d1.loss_dice: 0.9209, decode.d2.loss_cls: 0.4488, decode.d2.loss_mask: 0.5832, decode.d2.loss_dice: 0.8825, decode.d3.loss_cls: 0.4075, decode.d3.loss_mask: 0.5744, decode.d3.loss_dice: 0.8548, decode.d4.loss_cls: 0.3816, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8542, decode.d5.loss_cls: 0.3636, decode.d5.loss_mask: 0.5681, decode.d5.loss_dice: 0.8517, decode.d6.loss_cls: 0.3592, decode.d6.loss_mask: 0.5637, decode.d6.loss_dice: 0.8417, decode.d7.loss_cls: 0.3512, decode.d7.loss_mask: 0.5621, decode.d7.loss_dice: 0.8405, decode.d8.loss_cls: 0.3385, decode.d8.loss_mask: 0.5625, decode.d8.loss_dice: 0.8389, loss: 20.2595, grad_norm: 132.4196 2023-11-27 02:54:47,648 - mmseg - INFO - Iter [141050/160000] lr: 4.519e-07, eta: 1:59:14, time: 0.394, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3488, decode.loss_mask: 0.5443, decode.loss_dice: 0.8519, decode.d0.loss_cls: 2.2332, decode.d0.loss_mask: 0.6098, decode.d0.loss_dice: 1.0170, decode.d1.loss_cls: 0.5355, decode.d1.loss_mask: 0.5831, decode.d1.loss_dice: 0.9269, decode.d2.loss_cls: 0.4351, decode.d2.loss_mask: 0.5682, decode.d2.loss_dice: 0.8902, decode.d3.loss_cls: 0.4001, decode.d3.loss_mask: 0.5602, decode.d3.loss_dice: 0.8689, decode.d4.loss_cls: 0.3781, decode.d4.loss_mask: 0.5563, decode.d4.loss_dice: 0.8692, decode.d5.loss_cls: 0.3674, decode.d5.loss_mask: 0.5536, decode.d5.loss_dice: 0.8664, decode.d6.loss_cls: 0.3657, decode.d6.loss_mask: 0.5506, decode.d6.loss_dice: 0.8522, decode.d7.loss_cls: 0.3490, decode.d7.loss_mask: 0.5491, decode.d7.loss_dice: 0.8556, decode.d8.loss_cls: 0.3475, decode.d8.loss_mask: 0.5469, decode.d8.loss_dice: 0.8522, loss: 20.2329, grad_norm: 130.5106 2023-11-27 02:55:06,207 - mmseg - INFO - Iter [141100/160000] lr: 4.507e-07, eta: 1:58:55, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3587, decode.loss_mask: 0.5512, decode.loss_dice: 0.8598, decode.d0.loss_cls: 2.2547, decode.d0.loss_mask: 0.6129, decode.d0.loss_dice: 1.0175, decode.d1.loss_cls: 0.5616, decode.d1.loss_mask: 0.5835, decode.d1.loss_dice: 0.9353, decode.d2.loss_cls: 0.4530, decode.d2.loss_mask: 0.5714, decode.d2.loss_dice: 0.9011, decode.d3.loss_cls: 0.4188, decode.d3.loss_mask: 0.5656, decode.d3.loss_dice: 0.8776, decode.d4.loss_cls: 0.3934, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8772, decode.d5.loss_cls: 0.3791, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8733, decode.d6.loss_cls: 0.3701, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.8650, decode.d7.loss_cls: 0.3683, decode.d7.loss_mask: 0.5520, decode.d7.loss_dice: 0.8628, decode.d8.loss_cls: 0.3708, decode.d8.loss_mask: 0.5506, decode.d8.loss_dice: 0.8627, loss: 20.5220, grad_norm: 114.1127 2023-11-27 02:55:24,881 - mmseg - INFO - Iter [141150/160000] lr: 4.495e-07, eta: 1:58:36, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3843, decode.loss_mask: 0.5679, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.2831, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 1.0339, decode.d1.loss_cls: 0.5877, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9429, decode.d2.loss_cls: 0.4794, decode.d2.loss_mask: 0.5896, decode.d2.loss_dice: 0.9053, decode.d3.loss_cls: 0.4374, decode.d3.loss_mask: 0.5808, decode.d3.loss_dice: 0.8799, decode.d4.loss_cls: 0.4135, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8751, decode.d5.loss_cls: 0.4032, decode.d5.loss_mask: 0.5756, decode.d5.loss_dice: 0.8748, decode.d6.loss_cls: 0.3979, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8646, decode.d7.loss_cls: 0.3865, decode.d7.loss_mask: 0.5720, decode.d7.loss_dice: 0.8649, decode.d8.loss_cls: 0.3814, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8643, loss: 20.9780, grad_norm: 128.7446 2023-11-27 02:55:43,392 - mmseg - INFO - Iter [141200/160000] lr: 4.483e-07, eta: 1:58:17, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3639, decode.loss_mask: 0.5676, decode.loss_dice: 0.8531, decode.d0.loss_cls: 2.1932, decode.d0.loss_mask: 0.6388, decode.d0.loss_dice: 1.0149, decode.d1.loss_cls: 0.5593, decode.d1.loss_mask: 0.6006, decode.d1.loss_dice: 0.9228, decode.d2.loss_cls: 0.4649, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.8918, decode.d3.loss_cls: 0.4274, decode.d3.loss_mask: 0.5793, decode.d3.loss_dice: 0.8715, decode.d4.loss_cls: 0.4070, decode.d4.loss_mask: 0.5749, decode.d4.loss_dice: 0.8653, decode.d5.loss_cls: 0.3905, decode.d5.loss_mask: 0.5709, decode.d5.loss_dice: 0.8582, decode.d6.loss_cls: 0.3847, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8580, decode.d7.loss_cls: 0.3740, decode.d7.loss_mask: 0.5695, decode.d7.loss_dice: 0.8571, decode.d8.loss_cls: 0.3649, decode.d8.loss_mask: 0.5687, decode.d8.loss_dice: 0.8528, loss: 20.6045, grad_norm: 127.3920 2023-11-27 02:56:02,807 - mmseg - INFO - Iter [141250/160000] lr: 4.471e-07, eta: 1:57:59, time: 0.388, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3464, decode.loss_mask: 0.5684, decode.loss_dice: 0.8404, decode.d0.loss_cls: 2.2285, decode.d0.loss_mask: 0.6284, decode.d0.loss_dice: 1.0012, decode.d1.loss_cls: 0.5430, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 0.9220, decode.d2.loss_cls: 0.4450, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.8842, decode.d3.loss_cls: 0.4071, decode.d3.loss_mask: 0.5797, decode.d3.loss_dice: 0.8572, decode.d4.loss_cls: 0.3897, decode.d4.loss_mask: 0.5744, decode.d4.loss_dice: 0.8526, decode.d5.loss_cls: 0.3728, decode.d5.loss_mask: 0.5748, decode.d5.loss_dice: 0.8535, decode.d6.loss_cls: 0.3612, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8475, decode.d7.loss_cls: 0.3593, decode.d7.loss_mask: 0.5703, decode.d7.loss_dice: 0.8414, decode.d8.loss_cls: 0.3498, decode.d8.loss_mask: 0.5686, decode.d8.loss_dice: 0.8387, loss: 20.3650, grad_norm: 124.5907 2023-11-27 02:56:22,055 - mmseg - INFO - Iter [141300/160000] lr: 4.459e-07, eta: 1:57:40, time: 0.385, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3766, decode.loss_mask: 0.5890, decode.loss_dice: 0.8731, decode.d0.loss_cls: 2.2495, decode.d0.loss_mask: 0.6610, decode.d0.loss_dice: 1.0268, decode.d1.loss_cls: 0.5790, decode.d1.loss_mask: 0.6232, decode.d1.loss_dice: 0.9443, decode.d2.loss_cls: 0.4884, decode.d2.loss_mask: 0.6036, decode.d2.loss_dice: 0.9077, decode.d3.loss_cls: 0.4425, decode.d3.loss_mask: 0.5977, decode.d3.loss_dice: 0.8846, decode.d4.loss_cls: 0.4180, decode.d4.loss_mask: 0.5954, decode.d4.loss_dice: 0.8849, decode.d5.loss_cls: 0.4038, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.8826, decode.d6.loss_cls: 0.3935, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.8742, decode.d7.loss_cls: 0.3851, decode.d7.loss_mask: 0.5905, decode.d7.loss_dice: 0.8716, decode.d8.loss_cls: 0.3790, decode.d8.loss_mask: 0.5887, decode.d8.loss_dice: 0.8708, loss: 21.1691, grad_norm: 136.2788 2023-11-27 02:56:40,296 - mmseg - INFO - Iter [141350/160000] lr: 4.447e-07, eta: 1:57:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3620, decode.loss_mask: 0.5649, decode.loss_dice: 0.8769, decode.d0.loss_cls: 2.2198, decode.d0.loss_mask: 0.6278, decode.d0.loss_dice: 1.0339, decode.d1.loss_cls: 0.5258, decode.d1.loss_mask: 0.6002, decode.d1.loss_dice: 0.9483, decode.d2.loss_cls: 0.4500, decode.d2.loss_mask: 0.5833, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.4176, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8920, decode.d4.loss_cls: 0.3978, decode.d4.loss_mask: 0.5703, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.3842, decode.d5.loss_mask: 0.5692, decode.d5.loss_dice: 0.8874, decode.d6.loss_cls: 0.3811, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8769, decode.d7.loss_cls: 0.3628, decode.d7.loss_mask: 0.5645, decode.d7.loss_dice: 0.8735, decode.d8.loss_cls: 0.3586, decode.d8.loss_mask: 0.5652, decode.d8.loss_dice: 0.8761, loss: 20.7280, grad_norm: 134.9018 2023-11-27 02:56:58,716 - mmseg - INFO - Iter [141400/160000] lr: 4.435e-07, eta: 1:57:02, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3839, decode.loss_mask: 0.5604, decode.loss_dice: 0.8356, decode.d0.loss_cls: 2.2202, decode.d0.loss_mask: 0.6205, decode.d0.loss_dice: 0.9979, decode.d1.loss_cls: 0.5644, decode.d1.loss_mask: 0.5951, decode.d1.loss_dice: 0.9150, decode.d2.loss_cls: 0.4848, decode.d2.loss_mask: 0.5794, decode.d2.loss_dice: 0.8820, decode.d3.loss_cls: 0.4489, decode.d3.loss_mask: 0.5709, decode.d3.loss_dice: 0.8548, decode.d4.loss_cls: 0.4234, decode.d4.loss_mask: 0.5657, decode.d4.loss_dice: 0.8490, decode.d5.loss_cls: 0.4148, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.8498, decode.d6.loss_cls: 0.3974, decode.d6.loss_mask: 0.5654, decode.d6.loss_dice: 0.8385, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8399, decode.d8.loss_cls: 0.3873, decode.d8.loss_mask: 0.5615, decode.d8.loss_dice: 0.8410, loss: 20.5667, grad_norm: 126.0950 2023-11-27 02:57:17,055 - mmseg - INFO - Iter [141450/160000] lr: 4.423e-07, eta: 1:56:43, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3984, decode.loss_mask: 0.5581, decode.loss_dice: 0.8764, decode.d0.loss_cls: 2.2909, decode.d0.loss_mask: 0.6195, decode.d0.loss_dice: 1.0540, decode.d1.loss_cls: 0.6004, decode.d1.loss_mask: 0.5921, decode.d1.loss_dice: 0.9621, decode.d2.loss_cls: 0.5018, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4547, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4381, decode.d4.loss_mask: 0.5683, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4271, decode.d5.loss_mask: 0.5661, decode.d5.loss_dice: 0.8914, decode.d6.loss_cls: 0.4073, decode.d6.loss_mask: 0.5621, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.4024, decode.d7.loss_mask: 0.5606, decode.d7.loss_dice: 0.8839, decode.d8.loss_cls: 0.4035, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.8824, loss: 21.2014, grad_norm: 146.3799 2023-11-27 02:57:37,824 - mmseg - INFO - Iter [141500/160000] lr: 4.412e-07, eta: 1:56:24, time: 0.415, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3921, decode.loss_mask: 0.5628, decode.loss_dice: 0.8531, decode.d0.loss_cls: 2.2304, decode.d0.loss_mask: 0.6359, decode.d0.loss_dice: 1.0312, decode.d1.loss_cls: 0.5802, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4947, decode.d2.loss_mask: 0.5832, decode.d2.loss_dice: 0.8978, decode.d3.loss_cls: 0.4478, decode.d3.loss_mask: 0.5748, decode.d3.loss_dice: 0.8701, decode.d4.loss_cls: 0.4237, decode.d4.loss_mask: 0.5731, decode.d4.loss_dice: 0.8727, decode.d5.loss_cls: 0.4179, decode.d5.loss_mask: 0.5713, decode.d5.loss_dice: 0.8716, decode.d6.loss_cls: 0.4022, decode.d6.loss_mask: 0.5663, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3875, decode.d7.loss_mask: 0.5649, decode.d7.loss_dice: 0.8583, decode.d8.loss_cls: 0.3924, decode.d8.loss_mask: 0.5637, decode.d8.loss_dice: 0.8570, loss: 20.8752, grad_norm: 131.3163 2023-11-27 02:57:56,155 - mmseg - INFO - Iter [141550/160000] lr: 4.400e-07, eta: 1:56:05, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3644, decode.loss_mask: 0.5560, decode.loss_dice: 0.8632, decode.d0.loss_cls: 2.2389, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 1.0220, decode.d1.loss_cls: 0.5587, decode.d1.loss_mask: 0.5920, decode.d1.loss_dice: 0.9410, decode.d2.loss_cls: 0.4616, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.9032, decode.d3.loss_cls: 0.4116, decode.d3.loss_mask: 0.5710, decode.d3.loss_dice: 0.8833, decode.d4.loss_cls: 0.3924, decode.d4.loss_mask: 0.5677, decode.d4.loss_dice: 0.8768, decode.d5.loss_cls: 0.3775, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.3785, decode.d6.loss_mask: 0.5590, decode.d6.loss_dice: 0.8677, decode.d7.loss_cls: 0.3743, decode.d7.loss_mask: 0.5567, decode.d7.loss_dice: 0.8649, decode.d8.loss_cls: 0.3593, decode.d8.loss_mask: 0.5558, decode.d8.loss_dice: 0.8626, loss: 20.5939, grad_norm: 113.1945 2023-11-27 02:58:14,638 - mmseg - INFO - Iter [141600/160000] lr: 4.388e-07, eta: 1:55:46, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3505, decode.loss_mask: 0.5575, decode.loss_dice: 0.8674, decode.d0.loss_cls: 2.1990, decode.d0.loss_mask: 0.6200, decode.d0.loss_dice: 1.0250, decode.d1.loss_cls: 0.5501, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9463, decode.d2.loss_cls: 0.4404, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.9070, decode.d3.loss_cls: 0.4037, decode.d3.loss_mask: 0.5656, decode.d3.loss_dice: 0.8793, decode.d4.loss_cls: 0.3880, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8791, decode.d5.loss_cls: 0.3773, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8808, decode.d6.loss_cls: 0.3634, decode.d6.loss_mask: 0.5578, decode.d6.loss_dice: 0.8705, decode.d7.loss_cls: 0.3590, decode.d7.loss_mask: 0.5573, decode.d7.loss_dice: 0.8693, decode.d8.loss_cls: 0.3537, decode.d8.loss_mask: 0.5567, decode.d8.loss_dice: 0.8684, loss: 20.4812, grad_norm: 121.3282 2023-11-27 02:58:33,078 - mmseg - INFO - Iter [141650/160000] lr: 4.376e-07, eta: 1:55:27, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3576, decode.loss_mask: 0.5468, decode.loss_dice: 0.8466, decode.d0.loss_cls: 2.2615, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0141, decode.d1.loss_cls: 0.5774, decode.d1.loss_mask: 0.5839, decode.d1.loss_dice: 0.9314, decode.d2.loss_cls: 0.4559, decode.d2.loss_mask: 0.5652, decode.d2.loss_dice: 0.8894, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.5593, decode.d3.loss_dice: 0.8661, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5558, decode.d4.loss_dice: 0.8579, decode.d5.loss_cls: 0.3881, decode.d5.loss_mask: 0.5515, decode.d5.loss_dice: 0.8572, decode.d6.loss_cls: 0.3705, decode.d6.loss_mask: 0.5488, decode.d6.loss_dice: 0.8554, decode.d7.loss_cls: 0.3634, decode.d7.loss_mask: 0.5471, decode.d7.loss_dice: 0.8536, decode.d8.loss_cls: 0.3614, decode.d8.loss_mask: 0.5466, decode.d8.loss_dice: 0.8462, loss: 20.3895, grad_norm: 126.7821 2023-11-27 02:58:51,871 - mmseg - INFO - Iter [141700/160000] lr: 4.364e-07, eta: 1:55:09, time: 0.376, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3750, decode.loss_mask: 0.5653, decode.loss_dice: 0.8639, decode.d0.loss_cls: 2.2175, decode.d0.loss_mask: 0.6301, decode.d0.loss_dice: 1.0302, decode.d1.loss_cls: 0.5573, decode.d1.loss_mask: 0.6006, decode.d1.loss_dice: 0.9466, decode.d2.loss_cls: 0.4713, decode.d2.loss_mask: 0.5845, decode.d2.loss_dice: 0.9095, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.5771, decode.d3.loss_dice: 0.8826, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5744, decode.d4.loss_dice: 0.8780, decode.d5.loss_cls: 0.3938, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8777, decode.d6.loss_cls: 0.3859, decode.d6.loss_mask: 0.5694, decode.d6.loss_dice: 0.8665, decode.d7.loss_cls: 0.3806, decode.d7.loss_mask: 0.5658, decode.d7.loss_dice: 0.8677, decode.d8.loss_cls: 0.3782, decode.d8.loss_mask: 0.5646, decode.d8.loss_dice: 0.8642, loss: 20.7967, grad_norm: 141.1053 2023-11-27 02:59:10,294 - mmseg - INFO - Iter [141750/160000] lr: 4.352e-07, eta: 1:54:50, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3766, decode.loss_mask: 0.5671, decode.loss_dice: 0.8823, decode.d0.loss_cls: 2.3026, decode.d0.loss_mask: 0.6371, decode.d0.loss_dice: 1.0506, decode.d1.loss_cls: 0.5861, decode.d1.loss_mask: 0.6041, decode.d1.loss_dice: 0.9684, decode.d2.loss_cls: 0.4902, decode.d2.loss_mask: 0.5851, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4396, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4127, decode.d4.loss_mask: 0.5749, decode.d4.loss_dice: 0.9020, decode.d5.loss_cls: 0.3990, decode.d5.loss_mask: 0.5730, decode.d5.loss_dice: 0.8965, decode.d6.loss_cls: 0.3849, decode.d6.loss_mask: 0.5715, decode.d6.loss_dice: 0.8886, decode.d7.loss_cls: 0.3778, decode.d7.loss_mask: 0.5683, decode.d7.loss_dice: 0.8841, decode.d8.loss_cls: 0.3733, decode.d8.loss_mask: 0.5672, decode.d8.loss_dice: 0.8826, loss: 21.1538, grad_norm: 117.9660 2023-11-27 02:59:28,826 - mmseg - INFO - Iter [141800/160000] lr: 4.340e-07, eta: 1:54:31, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3569, decode.loss_mask: 0.5582, decode.loss_dice: 0.8461, decode.d0.loss_cls: 2.2121, decode.d0.loss_mask: 0.6359, decode.d0.loss_dice: 1.0203, decode.d1.loss_cls: 0.5499, decode.d1.loss_mask: 0.5997, decode.d1.loss_dice: 0.9285, decode.d2.loss_cls: 0.4551, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8914, decode.d3.loss_cls: 0.4201, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8650, decode.d4.loss_cls: 0.3992, decode.d4.loss_mask: 0.5656, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.3836, decode.d5.loss_mask: 0.5652, decode.d5.loss_dice: 0.8608, decode.d6.loss_cls: 0.3755, decode.d6.loss_mask: 0.5596, decode.d6.loss_dice: 0.8465, decode.d7.loss_cls: 0.3696, decode.d7.loss_mask: 0.5579, decode.d7.loss_dice: 0.8457, decode.d8.loss_cls: 0.3626, decode.d8.loss_mask: 0.5569, decode.d8.loss_dice: 0.8491, loss: 20.4460, grad_norm: 115.0876 2023-11-27 02:59:47,134 - mmseg - INFO - Iter [141850/160000] lr: 4.328e-07, eta: 1:54:12, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3831, decode.loss_mask: 0.5424, decode.loss_dice: 0.8743, decode.d0.loss_cls: 2.2935, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 1.0525, decode.d1.loss_cls: 0.5659, decode.d1.loss_mask: 0.5779, decode.d1.loss_dice: 0.9600, decode.d2.loss_cls: 0.4789, decode.d2.loss_mask: 0.5642, decode.d2.loss_dice: 0.9158, decode.d3.loss_cls: 0.4347, decode.d3.loss_mask: 0.5552, decode.d3.loss_dice: 0.8897, decode.d4.loss_cls: 0.4161, decode.d4.loss_mask: 0.5514, decode.d4.loss_dice: 0.8887, decode.d5.loss_cls: 0.4070, decode.d5.loss_mask: 0.5489, decode.d5.loss_dice: 0.8867, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.5460, decode.d6.loss_dice: 0.8756, decode.d7.loss_cls: 0.3872, decode.d7.loss_mask: 0.5440, decode.d7.loss_dice: 0.8762, decode.d8.loss_cls: 0.3813, decode.d8.loss_mask: 0.5443, decode.d8.loss_dice: 0.8726, loss: 20.8190, grad_norm: 112.3186 2023-11-27 03:00:05,562 - mmseg - INFO - Iter [141900/160000] lr: 4.316e-07, eta: 1:53:53, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5611, decode.loss_dice: 0.8551, decode.d0.loss_cls: 2.2188, decode.d0.loss_mask: 0.6335, decode.d0.loss_dice: 1.0121, decode.d1.loss_cls: 0.5654, decode.d1.loss_mask: 0.5988, decode.d1.loss_dice: 0.9296, decode.d2.loss_cls: 0.4663, decode.d2.loss_mask: 0.5818, decode.d2.loss_dice: 0.8887, decode.d3.loss_cls: 0.4204, decode.d3.loss_mask: 0.5773, decode.d3.loss_dice: 0.8712, decode.d4.loss_cls: 0.3966, decode.d4.loss_mask: 0.5725, decode.d4.loss_dice: 0.8682, decode.d5.loss_cls: 0.3825, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.8604, decode.d6.loss_cls: 0.3664, decode.d6.loss_mask: 0.5653, decode.d6.loss_dice: 0.8571, decode.d7.loss_cls: 0.3674, decode.d7.loss_mask: 0.5642, decode.d7.loss_dice: 0.8573, decode.d8.loss_cls: 0.3579, decode.d8.loss_mask: 0.5628, decode.d8.loss_dice: 0.8543, loss: 20.5363, grad_norm: 139.2482 2023-11-27 03:00:23,965 - mmseg - INFO - Iter [141950/160000] lr: 4.304e-07, eta: 1:53:34, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3633, decode.loss_mask: 0.5577, decode.loss_dice: 0.8328, decode.d0.loss_cls: 2.2310, decode.d0.loss_mask: 0.6259, decode.d0.loss_dice: 1.0034, decode.d1.loss_cls: 0.5424, decode.d1.loss_mask: 0.5941, decode.d1.loss_dice: 0.9101, decode.d2.loss_cls: 0.4485, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8751, decode.d3.loss_cls: 0.4049, decode.d3.loss_mask: 0.5702, decode.d3.loss_dice: 0.8498, decode.d4.loss_cls: 0.3871, decode.d4.loss_mask: 0.5661, decode.d4.loss_dice: 0.8462, decode.d5.loss_cls: 0.3703, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8450, decode.d6.loss_cls: 0.3687, decode.d6.loss_mask: 0.5623, decode.d6.loss_dice: 0.8389, decode.d7.loss_cls: 0.3634, decode.d7.loss_mask: 0.5601, decode.d7.loss_dice: 0.8322, decode.d8.loss_cls: 0.3650, decode.d8.loss_mask: 0.5595, decode.d8.loss_dice: 0.8339, loss: 20.2472, grad_norm: 127.0490 2023-11-27 03:00:42,485 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:00:42,486 - mmseg - INFO - Iter [142000/160000] lr: 4.292e-07, eta: 1:53:15, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3971, decode.loss_mask: 0.5710, decode.loss_dice: 0.8801, decode.d0.loss_cls: 2.2778, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0397, decode.d1.loss_cls: 0.5652, decode.d1.loss_mask: 0.6098, decode.d1.loss_dice: 0.9657, decode.d2.loss_cls: 0.5001, decode.d2.loss_mask: 0.5899, decode.d2.loss_dice: 0.9229, decode.d3.loss_cls: 0.4481, decode.d3.loss_mask: 0.5841, decode.d3.loss_dice: 0.8995, decode.d4.loss_cls: 0.4320, decode.d4.loss_mask: 0.5787, decode.d4.loss_dice: 0.8964, decode.d5.loss_cls: 0.4190, decode.d5.loss_mask: 0.5766, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.4116, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8865, decode.d7.loss_cls: 0.4015, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8814, decode.d8.loss_cls: 0.3985, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8805, loss: 21.2589, grad_norm: 109.6772 2023-11-27 03:01:00,735 - mmseg - INFO - Iter [142050/160000] lr: 4.280e-07, eta: 1:52:56, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3717, decode.loss_mask: 0.5493, decode.loss_dice: 0.8702, decode.d0.loss_cls: 2.3284, decode.d0.loss_mask: 0.6205, decode.d0.loss_dice: 1.0455, decode.d1.loss_cls: 0.5774, decode.d1.loss_mask: 0.5813, decode.d1.loss_dice: 0.9551, decode.d2.loss_cls: 0.4901, decode.d2.loss_mask: 0.5642, decode.d2.loss_dice: 0.9179, decode.d3.loss_cls: 0.4372, decode.d3.loss_mask: 0.5568, decode.d3.loss_dice: 0.8909, decode.d4.loss_cls: 0.4182, decode.d4.loss_mask: 0.5546, decode.d4.loss_dice: 0.8848, decode.d5.loss_cls: 0.4087, decode.d5.loss_mask: 0.5536, decode.d5.loss_dice: 0.8808, decode.d6.loss_cls: 0.3947, decode.d6.loss_mask: 0.5497, decode.d6.loss_dice: 0.8737, decode.d7.loss_cls: 0.3804, decode.d7.loss_mask: 0.5510, decode.d7.loss_dice: 0.8756, decode.d8.loss_cls: 0.3749, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.8729, loss: 20.8791, grad_norm: 122.2802 2023-11-27 03:01:19,375 - mmseg - INFO - Iter [142100/160000] lr: 4.268e-07, eta: 1:52:37, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3857, decode.loss_mask: 0.5609, decode.loss_dice: 0.8547, decode.d0.loss_cls: 2.2328, decode.d0.loss_mask: 0.6239, decode.d0.loss_dice: 1.0280, decode.d1.loss_cls: 0.5716, decode.d1.loss_mask: 0.5945, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4824, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.9029, decode.d3.loss_cls: 0.4403, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8763, decode.d4.loss_cls: 0.4184, decode.d4.loss_mask: 0.5696, decode.d4.loss_dice: 0.8756, decode.d5.loss_cls: 0.4038, decode.d5.loss_mask: 0.5662, decode.d5.loss_dice: 0.8727, decode.d6.loss_cls: 0.3959, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3864, decode.d7.loss_mask: 0.5608, decode.d7.loss_dice: 0.8610, decode.d8.loss_cls: 0.3872, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.8601, loss: 20.7935, grad_norm: 136.1238 2023-11-27 03:01:37,765 - mmseg - INFO - Iter [142150/160000] lr: 4.257e-07, eta: 1:52:18, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3757, decode.loss_mask: 0.5596, decode.loss_dice: 0.8661, decode.d0.loss_cls: 2.2897, decode.d0.loss_mask: 0.6193, decode.d0.loss_dice: 1.0313, decode.d1.loss_cls: 0.5708, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9434, decode.d2.loss_cls: 0.4759, decode.d2.loss_mask: 0.5751, decode.d2.loss_dice: 0.9120, decode.d3.loss_cls: 0.4414, decode.d3.loss_mask: 0.5723, decode.d3.loss_dice: 0.8886, decode.d4.loss_cls: 0.4153, decode.d4.loss_mask: 0.5671, decode.d4.loss_dice: 0.8836, decode.d5.loss_cls: 0.4055, decode.d5.loss_mask: 0.5667, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.3950, decode.d6.loss_mask: 0.5646, decode.d6.loss_dice: 0.8712, decode.d7.loss_cls: 0.3846, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8686, decode.d8.loss_cls: 0.3741, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8683, loss: 20.8793, grad_norm: 116.1851 2023-11-27 03:01:56,019 - mmseg - INFO - Iter [142200/160000] lr: 4.245e-07, eta: 1:51:59, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3681, decode.loss_mask: 0.5703, decode.loss_dice: 0.8666, decode.d0.loss_cls: 2.2708, decode.d0.loss_mask: 0.6345, decode.d0.loss_dice: 1.0278, decode.d1.loss_cls: 0.5648, decode.d1.loss_mask: 0.6066, decode.d1.loss_dice: 0.9429, decode.d2.loss_cls: 0.4672, decode.d2.loss_mask: 0.5916, decode.d2.loss_dice: 0.9109, decode.d3.loss_cls: 0.4239, decode.d3.loss_mask: 0.5822, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4040, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8785, decode.d5.loss_cls: 0.3954, decode.d5.loss_mask: 0.5766, decode.d5.loss_dice: 0.8778, decode.d6.loss_cls: 0.3849, decode.d6.loss_mask: 0.5759, decode.d6.loss_dice: 0.8683, decode.d7.loss_cls: 0.3773, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8655, decode.d8.loss_cls: 0.3743, decode.d8.loss_mask: 0.5716, decode.d8.loss_dice: 0.8708, loss: 20.8862, grad_norm: 109.7907 2023-11-27 03:02:14,166 - mmseg - INFO - Iter [142250/160000] lr: 4.233e-07, eta: 1:51:40, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3921, decode.loss_mask: 0.5568, decode.loss_dice: 0.8678, decode.d0.loss_cls: 2.2657, decode.d0.loss_mask: 0.6326, decode.d0.loss_dice: 1.0435, decode.d1.loss_cls: 0.5704, decode.d1.loss_mask: 0.5967, decode.d1.loss_dice: 0.9469, decode.d2.loss_cls: 0.4981, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.9037, decode.d3.loss_cls: 0.4501, decode.d3.loss_mask: 0.5677, decode.d3.loss_dice: 0.8815, decode.d4.loss_cls: 0.4295, decode.d4.loss_mask: 0.5655, decode.d4.loss_dice: 0.8801, decode.d5.loss_cls: 0.4122, decode.d5.loss_mask: 0.5601, decode.d5.loss_dice: 0.8803, decode.d6.loss_cls: 0.4058, decode.d6.loss_mask: 0.5607, decode.d6.loss_dice: 0.8777, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5587, decode.d7.loss_dice: 0.8714, decode.d8.loss_cls: 0.3930, decode.d8.loss_mask: 0.5573, decode.d8.loss_dice: 0.8708, loss: 20.9670, grad_norm: 117.5024 2023-11-27 03:02:32,360 - mmseg - INFO - Iter [142300/160000] lr: 4.221e-07, eta: 1:51:21, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3606, decode.loss_mask: 0.5606, decode.loss_dice: 0.8610, decode.d0.loss_cls: 2.2157, decode.d0.loss_mask: 0.6285, decode.d0.loss_dice: 1.0229, decode.d1.loss_cls: 0.5493, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.9393, decode.d2.loss_cls: 0.4685, decode.d2.loss_mask: 0.5802, decode.d2.loss_dice: 0.8973, decode.d3.loss_cls: 0.4208, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8751, decode.d4.loss_cls: 0.4013, decode.d4.loss_mask: 0.5719, decode.d4.loss_dice: 0.8728, decode.d5.loss_cls: 0.3875, decode.d5.loss_mask: 0.5693, decode.d5.loss_dice: 0.8739, decode.d6.loss_cls: 0.3771, decode.d6.loss_mask: 0.5653, decode.d6.loss_dice: 0.8651, decode.d7.loss_cls: 0.3719, decode.d7.loss_mask: 0.5629, decode.d7.loss_dice: 0.8639, decode.d8.loss_cls: 0.3608, decode.d8.loss_mask: 0.5617, decode.d8.loss_dice: 0.8649, loss: 20.6255, grad_norm: 113.6391 2023-11-27 03:02:50,781 - mmseg - INFO - Iter [142350/160000] lr: 4.209e-07, eta: 1:51:02, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3723, decode.loss_mask: 0.5787, decode.loss_dice: 0.8582, decode.d0.loss_cls: 2.2570, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 1.0261, decode.d1.loss_cls: 0.5532, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9372, decode.d2.loss_cls: 0.4750, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.8987, decode.d3.loss_cls: 0.4325, decode.d3.loss_mask: 0.5878, decode.d3.loss_dice: 0.8754, decode.d4.loss_cls: 0.4084, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.8747, decode.d5.loss_cls: 0.3914, decode.d5.loss_mask: 0.5833, decode.d5.loss_dice: 0.8695, decode.d6.loss_cls: 0.3848, decode.d6.loss_mask: 0.5809, decode.d6.loss_dice: 0.8637, decode.d7.loss_cls: 0.3728, decode.d7.loss_mask: 0.5796, decode.d7.loss_dice: 0.8596, decode.d8.loss_cls: 0.3732, decode.d8.loss_mask: 0.5789, decode.d8.loss_dice: 0.8618, loss: 20.8623, grad_norm: 119.3689 2023-11-27 03:03:09,246 - mmseg - INFO - Iter [142400/160000] lr: 4.197e-07, eta: 1:50:43, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3985, decode.loss_mask: 0.5414, decode.loss_dice: 0.8719, decode.d0.loss_cls: 2.2853, decode.d0.loss_mask: 0.6060, decode.d0.loss_dice: 1.0504, decode.d1.loss_cls: 0.6071, decode.d1.loss_mask: 0.5787, decode.d1.loss_dice: 0.9594, decode.d2.loss_cls: 0.4956, decode.d2.loss_mask: 0.5632, decode.d2.loss_dice: 0.9157, decode.d3.loss_cls: 0.4595, decode.d3.loss_mask: 0.5544, decode.d3.loss_dice: 0.8836, decode.d4.loss_cls: 0.4263, decode.d4.loss_mask: 0.5524, decode.d4.loss_dice: 0.8857, decode.d5.loss_cls: 0.4213, decode.d5.loss_mask: 0.5479, decode.d5.loss_dice: 0.8828, decode.d6.loss_cls: 0.4061, decode.d6.loss_mask: 0.5466, decode.d6.loss_dice: 0.8800, decode.d7.loss_cls: 0.3992, decode.d7.loss_mask: 0.5446, decode.d7.loss_dice: 0.8765, decode.d8.loss_cls: 0.4016, decode.d8.loss_mask: 0.5412, decode.d8.loss_dice: 0.8766, loss: 20.9596, grad_norm: 115.7190 2023-11-27 03:03:27,450 - mmseg - INFO - Iter [142450/160000] lr: 4.185e-07, eta: 1:50:25, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3682, decode.loss_mask: 0.5617, decode.loss_dice: 0.8644, decode.d0.loss_cls: 2.2830, decode.d0.loss_mask: 0.6214, decode.d0.loss_dice: 1.0273, decode.d1.loss_cls: 0.5810, decode.d1.loss_mask: 0.5945, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4719, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.9024, decode.d3.loss_cls: 0.4274, decode.d3.loss_mask: 0.5711, decode.d3.loss_dice: 0.8834, decode.d4.loss_cls: 0.4071, decode.d4.loss_mask: 0.5726, decode.d4.loss_dice: 0.8796, decode.d5.loss_cls: 0.3970, decode.d5.loss_mask: 0.5701, decode.d5.loss_dice: 0.8758, decode.d6.loss_cls: 0.3842, decode.d6.loss_mask: 0.5657, decode.d6.loss_dice: 0.8662, decode.d7.loss_cls: 0.3791, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8641, decode.d8.loss_cls: 0.3711, decode.d8.loss_mask: 0.5617, decode.d8.loss_dice: 0.8648, loss: 20.7990, grad_norm: 113.7494 2023-11-27 03:03:46,197 - mmseg - INFO - Iter [142500/160000] lr: 4.173e-07, eta: 1:50:06, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3864, decode.loss_mask: 0.5723, decode.loss_dice: 0.8493, decode.d0.loss_cls: 2.2270, decode.d0.loss_mask: 0.6368, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5693, decode.d1.loss_mask: 0.6131, decode.d1.loss_dice: 0.9315, decode.d2.loss_cls: 0.4824, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.8939, decode.d3.loss_cls: 0.4362, decode.d3.loss_mask: 0.5868, decode.d3.loss_dice: 0.8709, decode.d4.loss_cls: 0.4239, decode.d4.loss_mask: 0.5822, decode.d4.loss_dice: 0.8674, decode.d5.loss_cls: 0.4048, decode.d5.loss_mask: 0.5808, decode.d5.loss_dice: 0.8630, decode.d6.loss_cls: 0.4008, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8571, decode.d7.loss_cls: 0.3897, decode.d7.loss_mask: 0.5741, decode.d7.loss_dice: 0.8518, decode.d8.loss_cls: 0.3857, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8536, loss: 20.8424, grad_norm: 142.0509 2023-11-27 03:04:06,726 - mmseg - INFO - Iter [142550/160000] lr: 4.161e-07, eta: 1:49:47, time: 0.411, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3569, decode.loss_mask: 0.5794, decode.loss_dice: 0.8679, decode.d0.loss_cls: 2.2486, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 1.0415, decode.d1.loss_cls: 0.5440, decode.d1.loss_mask: 0.6190, decode.d1.loss_dice: 0.9530, decode.d2.loss_cls: 0.4539, decode.d2.loss_mask: 0.5991, decode.d2.loss_dice: 0.9088, decode.d3.loss_cls: 0.4206, decode.d3.loss_mask: 0.5902, decode.d3.loss_dice: 0.8824, decode.d4.loss_cls: 0.3952, decode.d4.loss_mask: 0.5893, decode.d4.loss_dice: 0.8793, decode.d5.loss_cls: 0.3892, decode.d5.loss_mask: 0.5866, decode.d5.loss_dice: 0.8796, decode.d6.loss_cls: 0.3791, decode.d6.loss_mask: 0.5833, decode.d6.loss_dice: 0.8689, decode.d7.loss_cls: 0.3664, decode.d7.loss_mask: 0.5811, decode.d7.loss_dice: 0.8656, decode.d8.loss_cls: 0.3559, decode.d8.loss_mask: 0.5810, decode.d8.loss_dice: 0.8679, loss: 20.8799, grad_norm: 119.1535 2023-11-27 03:04:27,199 - mmseg - INFO - Iter [142600/160000] lr: 4.149e-07, eta: 1:49:28, time: 0.410, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3657, decode.loss_mask: 0.5665, decode.loss_dice: 0.8667, decode.d0.loss_cls: 2.2880, decode.d0.loss_mask: 0.6292, decode.d0.loss_dice: 1.0318, decode.d1.loss_cls: 0.5694, decode.d1.loss_mask: 0.6007, decode.d1.loss_dice: 0.9461, decode.d2.loss_cls: 0.4741, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.9014, decode.d3.loss_cls: 0.4256, decode.d3.loss_mask: 0.5772, decode.d3.loss_dice: 0.8807, decode.d4.loss_cls: 0.4027, decode.d4.loss_mask: 0.5755, decode.d4.loss_dice: 0.8783, decode.d5.loss_cls: 0.3929, decode.d5.loss_mask: 0.5727, decode.d5.loss_dice: 0.8762, decode.d6.loss_cls: 0.3867, decode.d6.loss_mask: 0.5687, decode.d6.loss_dice: 0.8651, decode.d7.loss_cls: 0.3709, decode.d7.loss_mask: 0.5679, decode.d7.loss_dice: 0.8657, decode.d8.loss_cls: 0.3706, decode.d8.loss_mask: 0.5670, decode.d8.loss_dice: 0.8679, loss: 20.8370, grad_norm: 119.6435 2023-11-27 03:04:45,474 - mmseg - INFO - Iter [142650/160000] lr: 4.137e-07, eta: 1:49:09, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3632, decode.loss_mask: 0.5485, decode.loss_dice: 0.8440, decode.d0.loss_cls: 2.2563, decode.d0.loss_mask: 0.6132, decode.d0.loss_dice: 1.0073, decode.d1.loss_cls: 0.5544, decode.d1.loss_mask: 0.5830, decode.d1.loss_dice: 0.9247, decode.d2.loss_cls: 0.4610, decode.d2.loss_mask: 0.5648, decode.d2.loss_dice: 0.8865, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.5570, decode.d3.loss_dice: 0.8582, decode.d4.loss_cls: 0.3949, decode.d4.loss_mask: 0.5543, decode.d4.loss_dice: 0.8589, decode.d5.loss_cls: 0.3819, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8577, decode.d6.loss_cls: 0.3747, decode.d6.loss_mask: 0.5515, decode.d6.loss_dice: 0.8470, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5501, decode.d7.loss_dice: 0.8426, decode.d8.loss_cls: 0.3680, decode.d8.loss_mask: 0.5489, decode.d8.loss_dice: 0.8424, loss: 20.3345, grad_norm: 117.9359 2023-11-27 03:05:03,800 - mmseg - INFO - Iter [142700/160000] lr: 4.125e-07, eta: 1:48:50, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3441, decode.loss_mask: 0.5693, decode.loss_dice: 0.8445, decode.d0.loss_cls: 2.2236, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 1.0033, decode.d1.loss_cls: 0.5224, decode.d1.loss_mask: 0.6065, decode.d1.loss_dice: 0.9229, decode.d2.loss_cls: 0.4332, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.8848, decode.d3.loss_cls: 0.3923, decode.d3.loss_mask: 0.5791, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.3805, decode.d4.loss_mask: 0.5787, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.3589, decode.d5.loss_mask: 0.5764, decode.d5.loss_dice: 0.8586, decode.d6.loss_cls: 0.3547, decode.d6.loss_mask: 0.5722, decode.d6.loss_dice: 0.8519, decode.d7.loss_cls: 0.3437, decode.d7.loss_mask: 0.5723, decode.d7.loss_dice: 0.8509, decode.d8.loss_cls: 0.3395, decode.d8.loss_mask: 0.5713, decode.d8.loss_dice: 0.8516, loss: 20.3329, grad_norm: 125.3771 2023-11-27 03:05:24,469 - mmseg - INFO - Iter [142750/160000] lr: 4.114e-07, eta: 1:48:32, time: 0.413, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3822, decode.loss_mask: 0.5555, decode.loss_dice: 0.8716, decode.d0.loss_cls: 2.2459, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 1.0338, decode.d1.loss_cls: 0.5836, decode.d1.loss_mask: 0.5892, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.5730, decode.d2.loss_dice: 0.9099, decode.d3.loss_cls: 0.4361, decode.d3.loss_mask: 0.5655, decode.d3.loss_dice: 0.8871, decode.d4.loss_cls: 0.4239, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8848, decode.d5.loss_cls: 0.3994, decode.d5.loss_mask: 0.5609, decode.d5.loss_dice: 0.8851, decode.d6.loss_cls: 0.3898, decode.d6.loss_mask: 0.5578, decode.d6.loss_dice: 0.8744, decode.d7.loss_cls: 0.3846, decode.d7.loss_mask: 0.5570, decode.d7.loss_dice: 0.8797, decode.d8.loss_cls: 0.3825, decode.d8.loss_mask: 0.5563, decode.d8.loss_dice: 0.8753, loss: 20.8662, grad_norm: 101.1915 2023-11-27 03:05:42,985 - mmseg - INFO - Iter [142800/160000] lr: 4.102e-07, eta: 1:48:13, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3409, decode.loss_mask: 0.5627, decode.loss_dice: 0.8452, decode.d0.loss_cls: 2.1776, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 0.9935, decode.d1.loss_cls: 0.5334, decode.d1.loss_mask: 0.5975, decode.d1.loss_dice: 0.9090, decode.d2.loss_cls: 0.4386, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8764, decode.d3.loss_cls: 0.3956, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8579, decode.d4.loss_cls: 0.3787, decode.d4.loss_mask: 0.5700, decode.d4.loss_dice: 0.8560, decode.d5.loss_cls: 0.3535, decode.d5.loss_mask: 0.5687, decode.d5.loss_dice: 0.8572, decode.d6.loss_cls: 0.3544, decode.d6.loss_mask: 0.5662, decode.d6.loss_dice: 0.8477, decode.d7.loss_cls: 0.3437, decode.d7.loss_mask: 0.5651, decode.d7.loss_dice: 0.8460, decode.d8.loss_cls: 0.3404, decode.d8.loss_mask: 0.5637, decode.d8.loss_dice: 0.8478, loss: 20.1714, grad_norm: 108.7941 2023-11-27 03:06:01,209 - mmseg - INFO - Iter [142850/160000] lr: 4.090e-07, eta: 1:47:54, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3296, decode.loss_mask: 0.5778, decode.loss_dice: 0.8466, decode.d0.loss_cls: 2.1941, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 1.0006, decode.d1.loss_cls: 0.5122, decode.d1.loss_mask: 0.6117, decode.d1.loss_dice: 0.9249, decode.d2.loss_cls: 0.4240, decode.d2.loss_mask: 0.5954, decode.d2.loss_dice: 0.8884, decode.d3.loss_cls: 0.3827, decode.d3.loss_mask: 0.5878, decode.d3.loss_dice: 0.8658, decode.d4.loss_cls: 0.3670, decode.d4.loss_mask: 0.5841, decode.d4.loss_dice: 0.8605, decode.d5.loss_cls: 0.3434, decode.d5.loss_mask: 0.5839, decode.d5.loss_dice: 0.8613, decode.d6.loss_cls: 0.3407, decode.d6.loss_mask: 0.5808, decode.d6.loss_dice: 0.8489, decode.d7.loss_cls: 0.3355, decode.d7.loss_mask: 0.5826, decode.d7.loss_dice: 0.8484, decode.d8.loss_cls: 0.3333, decode.d8.loss_mask: 0.5784, decode.d8.loss_dice: 0.8501, loss: 20.2749, grad_norm: 120.8332 2023-11-27 03:06:19,685 - mmseg - INFO - Iter [142900/160000] lr: 4.078e-07, eta: 1:47:35, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3495, decode.loss_mask: 0.5597, decode.loss_dice: 0.8597, decode.d0.loss_cls: 2.1915, decode.d0.loss_mask: 0.6199, decode.d0.loss_dice: 1.0090, decode.d1.loss_cls: 0.5254, decode.d1.loss_mask: 0.5894, decode.d1.loss_dice: 0.9314, decode.d2.loss_cls: 0.4411, decode.d2.loss_mask: 0.5753, decode.d2.loss_dice: 0.8993, decode.d3.loss_cls: 0.3948, decode.d3.loss_mask: 0.5699, decode.d3.loss_dice: 0.8727, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.8759, decode.d5.loss_cls: 0.3731, decode.d5.loss_mask: 0.5632, decode.d5.loss_dice: 0.8723, decode.d6.loss_cls: 0.3588, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8656, decode.d7.loss_cls: 0.3482, decode.d7.loss_mask: 0.5635, decode.d7.loss_dice: 0.8594, decode.d8.loss_cls: 0.3464, decode.d8.loss_mask: 0.5610, decode.d8.loss_dice: 0.8601, loss: 20.3455, grad_norm: 117.7057 2023-11-27 03:06:38,037 - mmseg - INFO - Iter [142950/160000] lr: 4.066e-07, eta: 1:47:16, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3445, decode.loss_mask: 0.5464, decode.loss_dice: 0.8604, decode.d0.loss_cls: 2.2132, decode.d0.loss_mask: 0.6094, decode.d0.loss_dice: 1.0219, decode.d1.loss_cls: 0.5437, decode.d1.loss_mask: 0.5833, decode.d1.loss_dice: 0.9337, decode.d2.loss_cls: 0.4480, decode.d2.loss_mask: 0.5670, decode.d2.loss_dice: 0.9005, decode.d3.loss_cls: 0.4101, decode.d3.loss_mask: 0.5585, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.3838, decode.d4.loss_mask: 0.5573, decode.d4.loss_dice: 0.8718, decode.d5.loss_cls: 0.3643, decode.d5.loss_mask: 0.5566, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.3583, decode.d6.loss_mask: 0.5517, decode.d6.loss_dice: 0.8675, decode.d7.loss_cls: 0.3448, decode.d7.loss_mask: 0.5524, decode.d7.loss_dice: 0.8669, decode.d8.loss_cls: 0.3401, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8651, loss: 20.3247, grad_norm: 125.6157 2023-11-27 03:06:56,389 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:06:56,390 - mmseg - INFO - Iter [143000/160000] lr: 4.054e-07, eta: 1:46:57, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3651, decode.loss_mask: 0.5791, decode.loss_dice: 0.8596, decode.d0.loss_cls: 2.1826, decode.d0.loss_mask: 0.6509, decode.d0.loss_dice: 1.0165, decode.d1.loss_cls: 0.5395, decode.d1.loss_mask: 0.6164, decode.d1.loss_dice: 0.9389, decode.d2.loss_cls: 0.4528, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.8993, decode.d3.loss_cls: 0.4089, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.8740, decode.d4.loss_cls: 0.4009, decode.d4.loss_mask: 0.5882, decode.d4.loss_dice: 0.8708, decode.d5.loss_cls: 0.3801, decode.d5.loss_mask: 0.5857, decode.d5.loss_dice: 0.8698, decode.d6.loss_cls: 0.3717, decode.d6.loss_mask: 0.5821, decode.d6.loss_dice: 0.8610, decode.d7.loss_cls: 0.3657, decode.d7.loss_mask: 0.5801, decode.d7.loss_dice: 0.8616, decode.d8.loss_cls: 0.3666, decode.d8.loss_mask: 0.5774, decode.d8.loss_dice: 0.8600, loss: 20.6959, grad_norm: 130.7368 2023-11-27 03:07:14,725 - mmseg - INFO - Iter [143050/160000] lr: 4.042e-07, eta: 1:46:38, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3784, decode.loss_mask: 0.5748, decode.loss_dice: 0.8629, decode.d0.loss_cls: 2.2022, decode.d0.loss_mask: 0.6387, decode.d0.loss_dice: 1.0261, decode.d1.loss_cls: 0.5692, decode.d1.loss_mask: 0.6080, decode.d1.loss_dice: 0.9516, decode.d2.loss_cls: 0.4635, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9116, decode.d3.loss_cls: 0.4282, decode.d3.loss_mask: 0.5822, decode.d3.loss_dice: 0.8799, decode.d4.loss_cls: 0.4103, decode.d4.loss_mask: 0.5809, decode.d4.loss_dice: 0.8790, decode.d5.loss_cls: 0.4001, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.8777, decode.d6.loss_cls: 0.3899, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8677, decode.d7.loss_cls: 0.3784, decode.d7.loss_mask: 0.5767, decode.d7.loss_dice: 0.8712, decode.d8.loss_cls: 0.3759, decode.d8.loss_mask: 0.5762, decode.d8.loss_dice: 0.8702, loss: 20.8808, grad_norm: 115.1983 2023-11-27 03:07:33,064 - mmseg - INFO - Iter [143100/160000] lr: 4.030e-07, eta: 1:46:19, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3983, decode.loss_mask: 0.5424, decode.loss_dice: 0.8346, decode.d0.loss_cls: 2.3044, decode.d0.loss_mask: 0.6068, decode.d0.loss_dice: 1.0081, decode.d1.loss_cls: 0.5896, decode.d1.loss_mask: 0.5762, decode.d1.loss_dice: 0.9142, decode.d2.loss_cls: 0.5000, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.8795, decode.d3.loss_cls: 0.4569, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8559, decode.d4.loss_cls: 0.4320, decode.d4.loss_mask: 0.5502, decode.d4.loss_dice: 0.8522, decode.d5.loss_cls: 0.4217, decode.d5.loss_mask: 0.5495, decode.d5.loss_dice: 0.8496, decode.d6.loss_cls: 0.4152, decode.d6.loss_mask: 0.5458, decode.d6.loss_dice: 0.8397, decode.d7.loss_cls: 0.3994, decode.d7.loss_mask: 0.5461, decode.d7.loss_dice: 0.8366, decode.d8.loss_cls: 0.4003, decode.d8.loss_mask: 0.5441, decode.d8.loss_dice: 0.8384, loss: 20.6012, grad_norm: 122.9817 2023-11-27 03:07:51,276 - mmseg - INFO - Iter [143150/160000] lr: 4.018e-07, eta: 1:46:00, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3794, decode.loss_mask: 0.5645, decode.loss_dice: 0.8584, decode.d0.loss_cls: 2.2539, decode.d0.loss_mask: 0.6365, decode.d0.loss_dice: 1.0257, decode.d1.loss_cls: 0.5744, decode.d1.loss_mask: 0.6019, decode.d1.loss_dice: 0.9456, decode.d2.loss_cls: 0.4790, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9048, decode.d3.loss_cls: 0.4385, decode.d3.loss_mask: 0.5746, decode.d3.loss_dice: 0.8720, decode.d4.loss_cls: 0.4118, decode.d4.loss_mask: 0.5728, decode.d4.loss_dice: 0.8733, decode.d5.loss_cls: 0.4022, decode.d5.loss_mask: 0.5704, decode.d5.loss_dice: 0.8748, decode.d6.loss_cls: 0.3883, decode.d6.loss_mask: 0.5697, decode.d6.loss_dice: 0.8656, decode.d7.loss_cls: 0.3830, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8625, decode.d8.loss_cls: 0.3804, decode.d8.loss_mask: 0.5668, decode.d8.loss_dice: 0.8616, loss: 20.8448, grad_norm: 140.4434 2023-11-27 03:08:09,731 - mmseg - INFO - Iter [143200/160000] lr: 4.006e-07, eta: 1:45:41, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3564, decode.loss_mask: 0.5588, decode.loss_dice: 0.8616, decode.d0.loss_cls: 2.2645, decode.d0.loss_mask: 0.6255, decode.d0.loss_dice: 1.0218, decode.d1.loss_cls: 0.5339, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.9396, decode.d2.loss_cls: 0.4505, decode.d2.loss_mask: 0.5806, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4113, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8807, decode.d4.loss_cls: 0.3897, decode.d4.loss_mask: 0.5712, decode.d4.loss_dice: 0.8806, decode.d5.loss_cls: 0.3825, decode.d5.loss_mask: 0.5645, decode.d5.loss_dice: 0.8780, decode.d6.loss_cls: 0.3716, decode.d6.loss_mask: 0.5630, decode.d6.loss_dice: 0.8666, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5587, decode.d7.loss_dice: 0.8622, decode.d8.loss_cls: 0.3598, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8658, loss: 20.5963, grad_norm: 127.6541 2023-11-27 03:08:28,119 - mmseg - INFO - Iter [143250/160000] lr: 3.994e-07, eta: 1:45:22, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3640, decode.loss_mask: 0.5757, decode.loss_dice: 0.8763, decode.d0.loss_cls: 2.2389, decode.d0.loss_mask: 0.6421, decode.d0.loss_dice: 1.0485, decode.d1.loss_cls: 0.5608, decode.d1.loss_mask: 0.6123, decode.d1.loss_dice: 0.9623, decode.d2.loss_cls: 0.4621, decode.d2.loss_mask: 0.5965, decode.d2.loss_dice: 0.9192, decode.d3.loss_cls: 0.4209, decode.d3.loss_mask: 0.5867, decode.d3.loss_dice: 0.8954, decode.d4.loss_cls: 0.3941, decode.d4.loss_mask: 0.5878, decode.d4.loss_dice: 0.8956, decode.d5.loss_cls: 0.3855, decode.d5.loss_mask: 0.5840, decode.d5.loss_dice: 0.8933, decode.d6.loss_cls: 0.3747, decode.d6.loss_mask: 0.5804, decode.d6.loss_dice: 0.8865, decode.d7.loss_cls: 0.3637, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8839, decode.d8.loss_cls: 0.3611, decode.d8.loss_mask: 0.5776, decode.d8.loss_dice: 0.8804, loss: 20.9882, grad_norm: 119.7375 2023-11-27 03:08:46,594 - mmseg - INFO - Iter [143300/160000] lr: 3.982e-07, eta: 1:45:03, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3599, decode.loss_mask: 0.5540, decode.loss_dice: 0.8434, decode.d0.loss_cls: 2.1969, decode.d0.loss_mask: 0.6274, decode.d0.loss_dice: 1.0065, decode.d1.loss_cls: 0.5643, decode.d1.loss_mask: 0.5943, decode.d1.loss_dice: 0.9295, decode.d2.loss_cls: 0.4594, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.8875, decode.d3.loss_cls: 0.4176, decode.d3.loss_mask: 0.5693, decode.d3.loss_dice: 0.8581, decode.d4.loss_cls: 0.4000, decode.d4.loss_mask: 0.5662, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.3815, decode.d5.loss_mask: 0.5609, decode.d5.loss_dice: 0.8591, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5586, decode.d6.loss_dice: 0.8461, decode.d7.loss_cls: 0.3630, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8477, decode.d8.loss_cls: 0.3607, decode.d8.loss_mask: 0.5562, decode.d8.loss_dice: 0.8460, loss: 20.3767, grad_norm: 111.9543 2023-11-27 03:09:06,279 - mmseg - INFO - Iter [143350/160000] lr: 3.970e-07, eta: 1:44:45, time: 0.393, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3768, decode.loss_mask: 0.5569, decode.loss_dice: 0.8754, decode.d0.loss_cls: 2.2833, decode.d0.loss_mask: 0.6275, decode.d0.loss_dice: 1.0512, decode.d1.loss_cls: 0.5657, decode.d1.loss_mask: 0.5960, decode.d1.loss_dice: 0.9539, decode.d2.loss_cls: 0.4717, decode.d2.loss_mask: 0.5798, decode.d2.loss_dice: 0.9176, decode.d3.loss_cls: 0.4314, decode.d3.loss_mask: 0.5715, decode.d3.loss_dice: 0.8933, decode.d4.loss_cls: 0.4107, decode.d4.loss_mask: 0.5679, decode.d4.loss_dice: 0.8870, decode.d5.loss_cls: 0.3961, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8884, decode.d6.loss_cls: 0.3856, decode.d6.loss_mask: 0.5606, decode.d6.loss_dice: 0.8803, decode.d7.loss_cls: 0.3798, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8778, decode.d8.loss_cls: 0.3698, decode.d8.loss_mask: 0.5589, decode.d8.loss_dice: 0.8802, loss: 20.9193, grad_norm: 127.6859 2023-11-27 03:09:26,196 - mmseg - INFO - Iter [143400/160000] lr: 3.959e-07, eta: 1:44:26, time: 0.399, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3669, decode.loss_mask: 0.5630, decode.loss_dice: 0.8715, decode.d0.loss_cls: 2.2421, decode.d0.loss_mask: 0.6336, decode.d0.loss_dice: 1.0328, decode.d1.loss_cls: 0.5578, decode.d1.loss_mask: 0.6002, decode.d1.loss_dice: 0.9476, decode.d2.loss_cls: 0.4662, decode.d2.loss_mask: 0.5827, decode.d2.loss_dice: 0.9111, decode.d3.loss_cls: 0.4201, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.8882, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5714, decode.d4.loss_dice: 0.8827, decode.d5.loss_cls: 0.3871, decode.d5.loss_mask: 0.5687, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.3765, decode.d6.loss_mask: 0.5648, decode.d6.loss_dice: 0.8757, decode.d7.loss_cls: 0.3672, decode.d7.loss_mask: 0.5640, decode.d7.loss_dice: 0.8725, decode.d8.loss_cls: 0.3665, decode.d8.loss_mask: 0.5613, decode.d8.loss_dice: 0.8721, loss: 20.7756, grad_norm: 133.1658 2023-11-27 03:09:44,410 - mmseg - INFO - Iter [143450/160000] lr: 3.947e-07, eta: 1:44:07, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3681, decode.loss_mask: 0.5789, decode.loss_dice: 0.8677, decode.d0.loss_cls: 2.2695, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 1.0349, decode.d1.loss_cls: 0.5565, decode.d1.loss_mask: 0.6140, decode.d1.loss_dice: 0.9554, decode.d2.loss_cls: 0.4742, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9149, decode.d3.loss_cls: 0.4273, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.8834, decode.d4.loss_cls: 0.4053, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8811, decode.d5.loss_cls: 0.3934, decode.d5.loss_mask: 0.5838, decode.d5.loss_dice: 0.8830, decode.d6.loss_cls: 0.3857, decode.d6.loss_mask: 0.5803, decode.d6.loss_dice: 0.8706, decode.d7.loss_cls: 0.3784, decode.d7.loss_mask: 0.5787, decode.d7.loss_dice: 0.8718, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5781, decode.d8.loss_dice: 0.8702, loss: 20.9840, grad_norm: 123.8249 2023-11-27 03:10:02,663 - mmseg - INFO - Iter [143500/160000] lr: 3.935e-07, eta: 1:43:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3686, decode.loss_mask: 0.5597, decode.loss_dice: 0.8754, decode.d0.loss_cls: 2.2808, decode.d0.loss_mask: 0.6278, decode.d0.loss_dice: 1.0513, decode.d1.loss_cls: 0.5712, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.4799, decode.d2.loss_mask: 0.5774, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4384, decode.d3.loss_mask: 0.5693, decode.d3.loss_dice: 0.8932, decode.d4.loss_cls: 0.4120, decode.d4.loss_mask: 0.5661, decode.d4.loss_dice: 0.8903, decode.d5.loss_cls: 0.4000, decode.d5.loss_mask: 0.5645, decode.d5.loss_dice: 0.8850, decode.d6.loss_cls: 0.3879, decode.d6.loss_mask: 0.5632, decode.d6.loss_dice: 0.8760, decode.d7.loss_cls: 0.3750, decode.d7.loss_mask: 0.5607, decode.d7.loss_dice: 0.8771, decode.d8.loss_cls: 0.3699, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.8763, loss: 20.9319, grad_norm: 121.6467 2023-11-27 03:10:20,877 - mmseg - INFO - Iter [143550/160000] lr: 3.923e-07, eta: 1:43:29, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3845, decode.loss_mask: 0.5684, decode.loss_dice: 0.8697, decode.d0.loss_cls: 2.2351, decode.d0.loss_mask: 0.6300, decode.d0.loss_dice: 1.0435, decode.d1.loss_cls: 0.5811, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.9539, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9115, decode.d3.loss_cls: 0.4607, decode.d3.loss_mask: 0.5787, decode.d3.loss_dice: 0.8897, decode.d4.loss_cls: 0.4386, decode.d4.loss_mask: 0.5758, decode.d4.loss_dice: 0.8868, decode.d5.loss_cls: 0.4113, decode.d5.loss_mask: 0.5729, decode.d5.loss_dice: 0.8806, decode.d6.loss_cls: 0.4029, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8725, decode.d7.loss_cls: 0.3959, decode.d7.loss_mask: 0.5690, decode.d7.loss_dice: 0.8716, decode.d8.loss_cls: 0.3838, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8697, loss: 21.0804, grad_norm: 119.8728 2023-11-27 03:10:39,116 - mmseg - INFO - Iter [143600/160000] lr: 3.911e-07, eta: 1:43:10, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3935, decode.loss_mask: 0.5556, decode.loss_dice: 0.8647, decode.d0.loss_cls: 2.2640, decode.d0.loss_mask: 0.6299, decode.d0.loss_dice: 1.0478, decode.d1.loss_cls: 0.5913, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4963, decode.d2.loss_mask: 0.5791, decode.d2.loss_dice: 0.9036, decode.d3.loss_cls: 0.4532, decode.d3.loss_mask: 0.5695, decode.d3.loss_dice: 0.8805, decode.d4.loss_cls: 0.4331, decode.d4.loss_mask: 0.5661, decode.d4.loss_dice: 0.8830, decode.d5.loss_cls: 0.4175, decode.d5.loss_mask: 0.5634, decode.d5.loss_dice: 0.8796, decode.d6.loss_cls: 0.4112, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.4079, decode.d7.loss_mask: 0.5572, decode.d7.loss_dice: 0.8650, decode.d8.loss_cls: 0.3973, decode.d8.loss_mask: 0.5563, decode.d8.loss_dice: 0.8670, loss: 21.0104, grad_norm: 115.6258 2023-11-27 03:10:57,554 - mmseg - INFO - Iter [143650/160000] lr: 3.899e-07, eta: 1:42:51, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3605, decode.loss_mask: 0.5681, decode.loss_dice: 0.8566, decode.d0.loss_cls: 2.3289, decode.d0.loss_mask: 0.6404, decode.d0.loss_dice: 1.0252, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.6018, decode.d1.loss_dice: 0.9361, decode.d2.loss_cls: 0.4777, decode.d2.loss_mask: 0.5901, decode.d2.loss_dice: 0.8965, decode.d3.loss_cls: 0.4267, decode.d3.loss_mask: 0.5761, decode.d3.loss_dice: 0.8693, decode.d4.loss_cls: 0.4133, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8692, decode.d5.loss_cls: 0.3978, decode.d5.loss_mask: 0.5726, decode.d5.loss_dice: 0.8661, decode.d6.loss_cls: 0.3770, decode.d6.loss_mask: 0.5692, decode.d6.loss_dice: 0.8596, decode.d7.loss_cls: 0.3698, decode.d7.loss_mask: 0.5693, decode.d7.loss_dice: 0.8564, decode.d8.loss_cls: 0.3636, decode.d8.loss_mask: 0.5681, decode.d8.loss_dice: 0.8578, loss: 20.7980, grad_norm: 126.2376 2023-11-27 03:11:16,082 - mmseg - INFO - Iter [143700/160000] lr: 3.887e-07, eta: 1:42:32, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3565, decode.loss_mask: 0.5597, decode.loss_dice: 0.8467, decode.d0.loss_cls: 2.2698, decode.d0.loss_mask: 0.6251, decode.d0.loss_dice: 1.0118, decode.d1.loss_cls: 0.5513, decode.d1.loss_mask: 0.5991, decode.d1.loss_dice: 0.9351, decode.d2.loss_cls: 0.4773, decode.d2.loss_mask: 0.5796, decode.d2.loss_dice: 0.8917, decode.d3.loss_cls: 0.4247, decode.d3.loss_mask: 0.5709, decode.d3.loss_dice: 0.8659, decode.d4.loss_cls: 0.4011, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8657, decode.d5.loss_cls: 0.3882, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8588, decode.d6.loss_cls: 0.3744, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8520, decode.d7.loss_cls: 0.3630, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8502, decode.d8.loss_cls: 0.3626, decode.d8.loss_mask: 0.5594, decode.d8.loss_dice: 0.8499, loss: 20.5480, grad_norm: 122.8519 2023-11-27 03:11:34,676 - mmseg - INFO - Iter [143750/160000] lr: 3.875e-07, eta: 1:42:13, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3645, decode.loss_mask: 0.5716, decode.loss_dice: 0.8911, decode.d0.loss_cls: 2.2942, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 1.0706, decode.d1.loss_cls: 0.5848, decode.d1.loss_mask: 0.6095, decode.d1.loss_dice: 0.9784, decode.d2.loss_cls: 0.4725, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.9383, decode.d3.loss_cls: 0.4242, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.9077, decode.d4.loss_cls: 0.4050, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.9116, decode.d5.loss_cls: 0.3902, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.9066, decode.d6.loss_cls: 0.3822, decode.d6.loss_mask: 0.5750, decode.d6.loss_dice: 0.8928, decode.d7.loss_cls: 0.3621, decode.d7.loss_mask: 0.5743, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.3638, decode.d8.loss_mask: 0.5720, decode.d8.loss_dice: 0.8897, loss: 21.2078, grad_norm: 121.2621 2023-11-27 03:11:53,045 - mmseg - INFO - Iter [143800/160000] lr: 3.863e-07, eta: 1:41:54, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3531, decode.loss_mask: 0.5629, decode.loss_dice: 0.8644, decode.d0.loss_cls: 2.2551, decode.d0.loss_mask: 0.6319, decode.d0.loss_dice: 1.0333, decode.d1.loss_cls: 0.5423, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9442, decode.d2.loss_cls: 0.4518, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.9036, decode.d3.loss_cls: 0.4121, decode.d3.loss_mask: 0.5736, decode.d3.loss_dice: 0.8806, decode.d4.loss_cls: 0.3890, decode.d4.loss_mask: 0.5709, decode.d4.loss_dice: 0.8777, decode.d5.loss_cls: 0.3770, decode.d5.loss_mask: 0.5667, decode.d5.loss_dice: 0.8775, decode.d6.loss_cls: 0.3682, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8682, decode.d7.loss_cls: 0.3610, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8692, decode.d8.loss_cls: 0.3586, decode.d8.loss_mask: 0.5642, decode.d8.loss_dice: 0.8675, loss: 20.6359, grad_norm: 122.4816 2023-11-27 03:12:11,252 - mmseg - INFO - Iter [143850/160000] lr: 3.851e-07, eta: 1:41:35, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3484, decode.loss_mask: 0.5613, decode.loss_dice: 0.8224, decode.d0.loss_cls: 2.1592, decode.d0.loss_mask: 0.6318, decode.d0.loss_dice: 0.9904, decode.d1.loss_cls: 0.5156, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9060, decode.d2.loss_cls: 0.4372, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8677, decode.d3.loss_cls: 0.3927, decode.d3.loss_mask: 0.5761, decode.d3.loss_dice: 0.8386, decode.d4.loss_cls: 0.3753, decode.d4.loss_mask: 0.5733, decode.d4.loss_dice: 0.8398, decode.d5.loss_cls: 0.3698, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.8333, decode.d6.loss_cls: 0.3571, decode.d6.loss_mask: 0.5668, decode.d6.loss_dice: 0.8254, decode.d7.loss_cls: 0.3539, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8249, decode.d8.loss_cls: 0.3487, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8224, loss: 20.0216, grad_norm: 121.5164 2023-11-27 03:12:30,107 - mmseg - INFO - Iter [143900/160000] lr: 3.839e-07, eta: 1:41:17, time: 0.377, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3973, decode.loss_mask: 0.5537, decode.loss_dice: 0.8850, decode.d0.loss_cls: 2.3140, decode.d0.loss_mask: 0.6202, decode.d0.loss_dice: 1.0565, decode.d1.loss_cls: 0.6045, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.9659, decode.d2.loss_cls: 0.4972, decode.d2.loss_mask: 0.5751, decode.d2.loss_dice: 0.9241, decode.d3.loss_cls: 0.4594, decode.d3.loss_mask: 0.5647, decode.d3.loss_dice: 0.8985, decode.d4.loss_cls: 0.4342, decode.d4.loss_mask: 0.5617, decode.d4.loss_dice: 0.8971, decode.d5.loss_cls: 0.4222, decode.d5.loss_mask: 0.5606, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4122, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8860, decode.d7.loss_cls: 0.4018, decode.d7.loss_mask: 0.5563, decode.d7.loss_dice: 0.8880, decode.d8.loss_cls: 0.3980, decode.d8.loss_mask: 0.5548, decode.d8.loss_dice: 0.8870, loss: 21.2208, grad_norm: 123.5757 2023-11-27 03:12:48,455 - mmseg - INFO - Iter [143950/160000] lr: 3.827e-07, eta: 1:40:58, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3561, decode.loss_mask: 0.5542, decode.loss_dice: 0.8256, decode.d0.loss_cls: 2.1840, decode.d0.loss_mask: 0.6169, decode.d0.loss_dice: 0.9805, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.9004, decode.d2.loss_cls: 0.4502, decode.d2.loss_mask: 0.5691, decode.d2.loss_dice: 0.8628, decode.d3.loss_cls: 0.4057, decode.d3.loss_mask: 0.5655, decode.d3.loss_dice: 0.8385, decode.d4.loss_cls: 0.3884, decode.d4.loss_mask: 0.5618, decode.d4.loss_dice: 0.8367, decode.d5.loss_cls: 0.3707, decode.d5.loss_mask: 0.5593, decode.d5.loss_dice: 0.8361, decode.d6.loss_cls: 0.3656, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8296, decode.d7.loss_cls: 0.3576, decode.d7.loss_mask: 0.5568, decode.d7.loss_dice: 0.8316, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5547, decode.d8.loss_dice: 0.8268, loss: 20.0194, grad_norm: 129.5786 2023-11-27 03:13:09,009 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:13:09,009 - mmseg - INFO - Iter [144000/160000] lr: 3.815e-07, eta: 1:40:39, time: 0.411, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3617, decode.loss_mask: 0.5513, decode.loss_dice: 0.8503, decode.d0.loss_cls: 2.2770, decode.d0.loss_mask: 0.6177, decode.d0.loss_dice: 1.0154, decode.d1.loss_cls: 0.5578, decode.d1.loss_mask: 0.5941, decode.d1.loss_dice: 0.9350, decode.d2.loss_cls: 0.4613, decode.d2.loss_mask: 0.5714, decode.d2.loss_dice: 0.8907, decode.d3.loss_cls: 0.4217, decode.d3.loss_mask: 0.5643, decode.d3.loss_dice: 0.8674, decode.d4.loss_cls: 0.3948, decode.d4.loss_mask: 0.5594, decode.d4.loss_dice: 0.8645, decode.d5.loss_cls: 0.3825, decode.d5.loss_mask: 0.5575, decode.d5.loss_dice: 0.8626, decode.d6.loss_cls: 0.3777, decode.d6.loss_mask: 0.5545, decode.d6.loss_dice: 0.8527, decode.d7.loss_cls: 0.3709, decode.d7.loss_mask: 0.5523, decode.d7.loss_dice: 0.8512, decode.d8.loss_cls: 0.3644, decode.d8.loss_mask: 0.5529, decode.d8.loss_dice: 0.8515, loss: 20.4865, grad_norm: 120.9213 2023-11-27 03:13:27,604 - mmseg - INFO - Iter [144050/160000] lr: 3.804e-07, eta: 1:40:20, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3335, decode.loss_mask: 0.5579, decode.loss_dice: 0.8283, decode.d0.loss_cls: 2.2250, decode.d0.loss_mask: 0.6279, decode.d0.loss_dice: 0.9920, decode.d1.loss_cls: 0.5270, decode.d1.loss_mask: 0.5931, decode.d1.loss_dice: 0.9091, decode.d2.loss_cls: 0.4324, decode.d2.loss_mask: 0.5767, decode.d2.loss_dice: 0.8679, decode.d3.loss_cls: 0.3946, decode.d3.loss_mask: 0.5689, decode.d3.loss_dice: 0.8460, decode.d4.loss_cls: 0.3736, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8446, decode.d5.loss_cls: 0.3619, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8437, decode.d6.loss_cls: 0.3502, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8342, decode.d7.loss_cls: 0.3409, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8305, decode.d8.loss_cls: 0.3374, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8303, loss: 20.0390, grad_norm: 132.9087 2023-11-27 03:13:45,996 - mmseg - INFO - Iter [144100/160000] lr: 3.792e-07, eta: 1:40:01, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3748, decode.loss_mask: 0.5899, decode.loss_dice: 0.8802, decode.d0.loss_cls: 2.2396, decode.d0.loss_mask: 0.6503, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5379, decode.d1.loss_mask: 0.6231, decode.d1.loss_dice: 0.9533, decode.d2.loss_cls: 0.4759, decode.d2.loss_mask: 0.6051, decode.d2.loss_dice: 0.9186, decode.d3.loss_cls: 0.4254, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.8950, decode.d4.loss_cls: 0.4107, decode.d4.loss_mask: 0.5942, decode.d4.loss_dice: 0.8964, decode.d5.loss_cls: 0.4001, decode.d5.loss_mask: 0.5931, decode.d5.loss_dice: 0.8879, decode.d6.loss_cls: 0.3873, decode.d6.loss_mask: 0.5939, decode.d6.loss_dice: 0.8808, decode.d7.loss_cls: 0.3782, decode.d7.loss_mask: 0.5906, decode.d7.loss_dice: 0.8787, decode.d8.loss_cls: 0.3752, decode.d8.loss_mask: 0.5899, decode.d8.loss_dice: 0.8771, loss: 21.1403, grad_norm: 129.2313 2023-11-27 03:14:04,648 - mmseg - INFO - Iter [144150/160000] lr: 3.780e-07, eta: 1:39:42, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3702, decode.loss_mask: 0.5376, decode.loss_dice: 0.8519, decode.d0.loss_cls: 2.2279, decode.d0.loss_mask: 0.6053, decode.d0.loss_dice: 1.0166, decode.d1.loss_cls: 0.5753, decode.d1.loss_mask: 0.5753, decode.d1.loss_dice: 0.9354, decode.d2.loss_cls: 0.4696, decode.d2.loss_mask: 0.5577, decode.d2.loss_dice: 0.8980, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.5472, decode.d3.loss_dice: 0.8724, decode.d4.loss_cls: 0.4123, decode.d4.loss_mask: 0.5454, decode.d4.loss_dice: 0.8697, decode.d5.loss_cls: 0.3916, decode.d5.loss_mask: 0.5426, decode.d5.loss_dice: 0.8654, decode.d6.loss_cls: 0.3825, decode.d6.loss_mask: 0.5406, decode.d6.loss_dice: 0.8580, decode.d7.loss_cls: 0.3706, decode.d7.loss_mask: 0.5414, decode.d7.loss_dice: 0.8570, decode.d8.loss_cls: 0.3689, decode.d8.loss_mask: 0.5399, decode.d8.loss_dice: 0.8545, loss: 20.4137, grad_norm: 120.6372 2023-11-27 03:14:22,879 - mmseg - INFO - Iter [144200/160000] lr: 3.768e-07, eta: 1:39:23, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3491, decode.loss_mask: 0.5492, decode.loss_dice: 0.8308, decode.d0.loss_cls: 2.1924, decode.d0.loss_mask: 0.6144, decode.d0.loss_dice: 0.9953, decode.d1.loss_cls: 0.5393, decode.d1.loss_mask: 0.5850, decode.d1.loss_dice: 0.9074, decode.d2.loss_cls: 0.4474, decode.d2.loss_mask: 0.5687, decode.d2.loss_dice: 0.8707, decode.d3.loss_cls: 0.4130, decode.d3.loss_mask: 0.5583, decode.d3.loss_dice: 0.8459, decode.d4.loss_cls: 0.3811, decode.d4.loss_mask: 0.5579, decode.d4.loss_dice: 0.8444, decode.d5.loss_cls: 0.3685, decode.d5.loss_mask: 0.5550, decode.d5.loss_dice: 0.8383, decode.d6.loss_cls: 0.3646, decode.d6.loss_mask: 0.5525, decode.d6.loss_dice: 0.8326, decode.d7.loss_cls: 0.3568, decode.d7.loss_mask: 0.5513, decode.d7.loss_dice: 0.8319, decode.d8.loss_cls: 0.3522, decode.d8.loss_mask: 0.5506, decode.d8.loss_dice: 0.8288, loss: 20.0332, grad_norm: 112.5813 2023-11-27 03:14:41,170 - mmseg - INFO - Iter [144250/160000] lr: 3.756e-07, eta: 1:39:04, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3868, decode.loss_mask: 0.5611, decode.loss_dice: 0.8512, decode.d0.loss_cls: 2.2810, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 1.0119, decode.d1.loss_cls: 0.5677, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9325, decode.d2.loss_cls: 0.4893, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8909, decode.d3.loss_cls: 0.4438, decode.d3.loss_mask: 0.5702, decode.d3.loss_dice: 0.8654, decode.d4.loss_cls: 0.4233, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8651, decode.d5.loss_cls: 0.4145, decode.d5.loss_mask: 0.5658, decode.d5.loss_dice: 0.8622, decode.d6.loss_cls: 0.4032, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.8556, decode.d7.loss_cls: 0.3988, decode.d7.loss_mask: 0.5620, decode.d7.loss_dice: 0.8549, decode.d8.loss_cls: 0.3914, decode.d8.loss_mask: 0.5612, decode.d8.loss_dice: 0.8532, loss: 20.7957, grad_norm: 128.9206 2023-11-27 03:14:59,383 - mmseg - INFO - Iter [144300/160000] lr: 3.744e-07, eta: 1:38:45, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3732, decode.loss_mask: 0.5578, decode.loss_dice: 0.8704, decode.d0.loss_cls: 2.2180, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 1.0490, decode.d1.loss_cls: 0.5684, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9569, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.5811, decode.d2.loss_dice: 0.9171, decode.d3.loss_cls: 0.4360, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.8927, decode.d4.loss_cls: 0.4215, decode.d4.loss_mask: 0.5685, decode.d4.loss_dice: 0.8856, decode.d5.loss_cls: 0.3978, decode.d5.loss_mask: 0.5674, decode.d5.loss_dice: 0.8848, decode.d6.loss_cls: 0.3943, decode.d6.loss_mask: 0.5620, decode.d6.loss_dice: 0.8761, decode.d7.loss_cls: 0.3880, decode.d7.loss_mask: 0.5580, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.3844, decode.d8.loss_mask: 0.5571, decode.d8.loss_dice: 0.8743, loss: 20.8974, grad_norm: 132.4724 2023-11-27 03:15:17,596 - mmseg - INFO - Iter [144350/160000] lr: 3.732e-07, eta: 1:38:26, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3774, decode.loss_mask: 0.5629, decode.loss_dice: 0.8526, decode.d0.loss_cls: 2.2183, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 1.0155, decode.d1.loss_cls: 0.5678, decode.d1.loss_mask: 0.6012, decode.d1.loss_dice: 0.9292, decode.d2.loss_cls: 0.4773, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4385, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8702, decode.d4.loss_cls: 0.4157, decode.d4.loss_mask: 0.5677, decode.d4.loss_dice: 0.8658, decode.d5.loss_cls: 0.4024, decode.d5.loss_mask: 0.5670, decode.d5.loss_dice: 0.8669, decode.d6.loss_cls: 0.3956, decode.d6.loss_mask: 0.5648, decode.d6.loss_dice: 0.8580, decode.d7.loss_cls: 0.3893, decode.d7.loss_mask: 0.5637, decode.d7.loss_dice: 0.8534, decode.d8.loss_cls: 0.3877, decode.d8.loss_mask: 0.5633, decode.d8.loss_dice: 0.8532, loss: 20.7044, grad_norm: 116.8892 2023-11-27 03:15:35,783 - mmseg - INFO - Iter [144400/160000] lr: 3.720e-07, eta: 1:38:08, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3539, decode.loss_mask: 0.5547, decode.loss_dice: 0.8751, decode.d0.loss_cls: 2.2062, decode.d0.loss_mask: 0.6175, decode.d0.loss_dice: 1.0389, decode.d1.loss_cls: 0.5487, decode.d1.loss_mask: 0.5887, decode.d1.loss_dice: 0.9562, decode.d2.loss_cls: 0.4617, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.9206, decode.d3.loss_cls: 0.4200, decode.d3.loss_mask: 0.5674, decode.d3.loss_dice: 0.8919, decode.d4.loss_cls: 0.3922, decode.d4.loss_mask: 0.5642, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.3797, decode.d5.loss_mask: 0.5626, decode.d5.loss_dice: 0.8851, decode.d6.loss_cls: 0.3758, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8762, decode.d7.loss_cls: 0.3620, decode.d7.loss_mask: 0.5568, decode.d7.loss_dice: 0.8762, decode.d8.loss_cls: 0.3582, decode.d8.loss_mask: 0.5553, decode.d8.loss_dice: 0.8758, loss: 20.6433, grad_norm: 108.7259 2023-11-27 03:15:54,259 - mmseg - INFO - Iter [144450/160000] lr: 3.708e-07, eta: 1:37:49, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3569, decode.loss_mask: 0.5695, decode.loss_dice: 0.8564, decode.d0.loss_cls: 2.1861, decode.d0.loss_mask: 0.6446, decode.d0.loss_dice: 1.0264, decode.d1.loss_cls: 0.5343, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9401, decode.d2.loss_cls: 0.4494, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9014, decode.d3.loss_cls: 0.4087, decode.d3.loss_mask: 0.5808, decode.d3.loss_dice: 0.8736, decode.d4.loss_cls: 0.3906, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8725, decode.d5.loss_cls: 0.3770, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8694, decode.d6.loss_cls: 0.3653, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8617, decode.d7.loss_cls: 0.3537, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8598, decode.d8.loss_cls: 0.3509, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8574, loss: 20.5655, grad_norm: 127.2827 2023-11-27 03:16:12,583 - mmseg - INFO - Iter [144500/160000] lr: 3.696e-07, eta: 1:37:30, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3447, decode.loss_mask: 0.5689, decode.loss_dice: 0.8450, decode.d0.loss_cls: 2.2425, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 1.0077, decode.d1.loss_cls: 0.5423, decode.d1.loss_mask: 0.5961, decode.d1.loss_dice: 0.9190, decode.d2.loss_cls: 0.4519, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8828, decode.d3.loss_cls: 0.4094, decode.d3.loss_mask: 0.5756, decode.d3.loss_dice: 0.8589, decode.d4.loss_cls: 0.3921, decode.d4.loss_mask: 0.5755, decode.d4.loss_dice: 0.8580, decode.d5.loss_cls: 0.3712, decode.d5.loss_mask: 0.5728, decode.d5.loss_dice: 0.8567, decode.d6.loss_cls: 0.3601, decode.d6.loss_mask: 0.5708, decode.d6.loss_dice: 0.8509, decode.d7.loss_cls: 0.3504, decode.d7.loss_mask: 0.5694, decode.d7.loss_dice: 0.8500, decode.d8.loss_cls: 0.3487, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8511, loss: 20.4066, grad_norm: 112.2694 2023-11-27 03:16:31,221 - mmseg - INFO - Iter [144550/160000] lr: 3.684e-07, eta: 1:37:11, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3462, decode.loss_mask: 0.5569, decode.loss_dice: 0.8445, decode.d0.loss_cls: 2.2550, decode.d0.loss_mask: 0.6218, decode.d0.loss_dice: 1.0034, decode.d1.loss_cls: 0.5459, decode.d1.loss_mask: 0.5912, decode.d1.loss_dice: 0.9159, decode.d2.loss_cls: 0.4495, decode.d2.loss_mask: 0.5726, decode.d2.loss_dice: 0.8814, decode.d3.loss_cls: 0.4148, decode.d3.loss_mask: 0.5667, decode.d3.loss_dice: 0.8567, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8596, decode.d5.loss_cls: 0.3657, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8567, decode.d6.loss_cls: 0.3615, decode.d6.loss_mask: 0.5594, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.3500, decode.d7.loss_mask: 0.5580, decode.d7.loss_dice: 0.8491, decode.d8.loss_cls: 0.3461, decode.d8.loss_mask: 0.5569, decode.d8.loss_dice: 0.8457, loss: 20.2930, grad_norm: 111.7688 2023-11-27 03:16:49,374 - mmseg - INFO - Iter [144600/160000] lr: 3.672e-07, eta: 1:36:52, time: 0.363, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3762, decode.loss_mask: 0.5645, decode.loss_dice: 0.8620, decode.d0.loss_cls: 2.2537, decode.d0.loss_mask: 0.6224, decode.d0.loss_dice: 1.0293, decode.d1.loss_cls: 0.5713, decode.d1.loss_mask: 0.5994, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4751, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.9093, decode.d3.loss_cls: 0.4356, decode.d3.loss_mask: 0.5746, decode.d3.loss_dice: 0.8780, decode.d4.loss_cls: 0.4120, decode.d4.loss_mask: 0.5711, decode.d4.loss_dice: 0.8772, decode.d5.loss_cls: 0.3885, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8772, decode.d6.loss_cls: 0.3823, decode.d6.loss_mask: 0.5663, decode.d6.loss_dice: 0.8681, decode.d7.loss_cls: 0.3799, decode.d7.loss_mask: 0.5634, decode.d7.loss_dice: 0.8674, decode.d8.loss_cls: 0.3761, decode.d8.loss_mask: 0.5638, decode.d8.loss_dice: 0.8685, loss: 20.8077, grad_norm: 126.8689 2023-11-27 03:17:07,765 - mmseg - INFO - Iter [144650/160000] lr: 3.660e-07, eta: 1:36:33, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3752, decode.loss_mask: 0.5651, decode.loss_dice: 0.8887, decode.d0.loss_cls: 2.2885, decode.d0.loss_mask: 0.6237, decode.d0.loss_dice: 1.0529, decode.d1.loss_cls: 0.5700, decode.d1.loss_mask: 0.5962, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4822, decode.d2.loss_mask: 0.5828, decode.d2.loss_dice: 0.9280, decode.d3.loss_cls: 0.4374, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.9032, decode.d4.loss_cls: 0.4112, decode.d4.loss_mask: 0.5739, decode.d4.loss_dice: 0.9033, decode.d5.loss_cls: 0.3956, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.9021, decode.d6.loss_cls: 0.3919, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8948, decode.d7.loss_cls: 0.3782, decode.d7.loss_mask: 0.5663, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.3705, decode.d8.loss_mask: 0.5641, decode.d8.loss_dice: 0.8907, loss: 21.1113, grad_norm: 120.8247 2023-11-27 03:17:26,092 - mmseg - INFO - Iter [144700/160000] lr: 3.649e-07, eta: 1:36:14, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3532, decode.loss_mask: 0.5678, decode.loss_dice: 0.8436, decode.d0.loss_cls: 2.1848, decode.d0.loss_mask: 0.6360, decode.d0.loss_dice: 1.0097, decode.d1.loss_cls: 0.5354, decode.d1.loss_mask: 0.6029, decode.d1.loss_dice: 0.9214, decode.d2.loss_cls: 0.4509, decode.d2.loss_mask: 0.5899, decode.d2.loss_dice: 0.8931, decode.d3.loss_cls: 0.4138, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8583, decode.d4.loss_cls: 0.3920, decode.d4.loss_mask: 0.5756, decode.d4.loss_dice: 0.8562, decode.d5.loss_cls: 0.3790, decode.d5.loss_mask: 0.5725, decode.d5.loss_dice: 0.8550, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8487, decode.d7.loss_cls: 0.3544, decode.d7.loss_mask: 0.5671, decode.d7.loss_dice: 0.8506, decode.d8.loss_cls: 0.3511, decode.d8.loss_mask: 0.5680, decode.d8.loss_dice: 0.8474, loss: 20.3963, grad_norm: 133.6029 2023-11-27 03:17:44,275 - mmseg - INFO - Iter [144750/160000] lr: 3.637e-07, eta: 1:35:55, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3693, decode.loss_mask: 0.5757, decode.loss_dice: 0.8782, decode.d0.loss_cls: 2.2375, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 1.0401, decode.d1.loss_cls: 0.5670, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9571, decode.d2.loss_cls: 0.4666, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9250, decode.d3.loss_cls: 0.4213, decode.d3.loss_mask: 0.5874, decode.d3.loss_dice: 0.8959, decode.d4.loss_cls: 0.4114, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8925, decode.d5.loss_cls: 0.3982, decode.d5.loss_mask: 0.5812, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.3845, decode.d6.loss_mask: 0.5805, decode.d6.loss_dice: 0.8794, decode.d7.loss_cls: 0.3718, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8827, decode.d8.loss_cls: 0.3730, decode.d8.loss_mask: 0.5752, decode.d8.loss_dice: 0.8765, loss: 21.0250, grad_norm: 119.0265 2023-11-27 03:18:02,473 - mmseg - INFO - Iter [144800/160000] lr: 3.625e-07, eta: 1:35:36, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3295, decode.loss_mask: 0.5625, decode.loss_dice: 0.8890, decode.d0.loss_cls: 2.1820, decode.d0.loss_mask: 0.6238, decode.d0.loss_dice: 1.0519, decode.d1.loss_cls: 0.5228, decode.d1.loss_mask: 0.5913, decode.d1.loss_dice: 0.9719, decode.d2.loss_cls: 0.4380, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.9301, decode.d3.loss_cls: 0.3829, decode.d3.loss_mask: 0.5705, decode.d3.loss_dice: 0.9033, decode.d4.loss_cls: 0.3694, decode.d4.loss_mask: 0.5690, decode.d4.loss_dice: 0.9016, decode.d5.loss_cls: 0.3482, decode.d5.loss_mask: 0.5672, decode.d5.loss_dice: 0.9030, decode.d6.loss_cls: 0.3428, decode.d6.loss_mask: 0.5670, decode.d6.loss_dice: 0.8942, decode.d7.loss_cls: 0.3387, decode.d7.loss_mask: 0.5647, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.3320, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8900, loss: 20.5687, grad_norm: 112.2958 2023-11-27 03:18:20,881 - mmseg - INFO - Iter [144850/160000] lr: 3.613e-07, eta: 1:35:17, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3574, decode.loss_mask: 0.5529, decode.loss_dice: 0.8711, decode.d0.loss_cls: 2.2650, decode.d0.loss_mask: 0.6189, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5658, decode.d1.loss_mask: 0.5882, decode.d1.loss_dice: 0.9522, decode.d2.loss_cls: 0.4616, decode.d2.loss_mask: 0.5735, decode.d2.loss_dice: 0.9132, decode.d3.loss_cls: 0.4317, decode.d3.loss_mask: 0.5617, decode.d3.loss_dice: 0.8832, decode.d4.loss_cls: 0.4045, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8821, decode.d5.loss_cls: 0.3789, decode.d5.loss_mask: 0.5605, decode.d5.loss_dice: 0.8832, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.8753, decode.d7.loss_cls: 0.3644, decode.d7.loss_mask: 0.5527, decode.d7.loss_dice: 0.8743, decode.d8.loss_cls: 0.3589, decode.d8.loss_mask: 0.5537, decode.d8.loss_dice: 0.8706, loss: 20.6758, grad_norm: 113.1947 2023-11-27 03:18:39,166 - mmseg - INFO - Iter [144900/160000] lr: 3.601e-07, eta: 1:34:58, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3505, decode.loss_mask: 0.5743, decode.loss_dice: 0.8432, decode.d0.loss_cls: 2.2186, decode.d0.loss_mask: 0.6352, decode.d0.loss_dice: 1.0009, decode.d1.loss_cls: 0.5440, decode.d1.loss_mask: 0.6065, decode.d1.loss_dice: 0.9211, decode.d2.loss_cls: 0.4579, decode.d2.loss_mask: 0.5886, decode.d2.loss_dice: 0.8830, decode.d3.loss_cls: 0.4203, decode.d3.loss_mask: 0.5812, decode.d3.loss_dice: 0.8555, decode.d4.loss_cls: 0.3933, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8556, decode.d5.loss_cls: 0.3843, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8514, decode.d6.loss_cls: 0.3771, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8482, decode.d7.loss_cls: 0.3568, decode.d7.loss_mask: 0.5750, decode.d7.loss_dice: 0.8441, decode.d8.loss_cls: 0.3517, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8438, loss: 20.4684, grad_norm: 124.7103 2023-11-27 03:18:57,713 - mmseg - INFO - Iter [144950/160000] lr: 3.589e-07, eta: 1:34:39, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3661, decode.loss_mask: 0.5633, decode.loss_dice: 0.8476, decode.d0.loss_cls: 2.3005, decode.d0.loss_mask: 0.6349, decode.d0.loss_dice: 1.0191, decode.d1.loss_cls: 0.5567, decode.d1.loss_mask: 0.6030, decode.d1.loss_dice: 0.9303, decode.d2.loss_cls: 0.4763, decode.d2.loss_mask: 0.5810, decode.d2.loss_dice: 0.8886, decode.d3.loss_cls: 0.4290, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.8607, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5735, decode.d4.loss_dice: 0.8630, decode.d5.loss_cls: 0.4000, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8582, decode.d6.loss_cls: 0.3832, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3741, decode.d7.loss_mask: 0.5650, decode.d7.loss_dice: 0.8510, decode.d8.loss_cls: 0.3643, decode.d8.loss_mask: 0.5654, decode.d8.loss_dice: 0.8496, loss: 20.6687, grad_norm: 129.1993 2023-11-27 03:19:16,473 - mmseg - INFO - Saving checkpoint at 145000 iterations 2023-11-27 03:19:18,156 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:19:18,156 - mmseg - INFO - Iter [145000/160000] lr: 3.577e-07, eta: 1:34:21, time: 0.409, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3740, decode.loss_mask: 0.5666, decode.loss_dice: 0.8653, decode.d0.loss_cls: 2.2228, decode.d0.loss_mask: 0.6273, decode.d0.loss_dice: 1.0275, decode.d1.loss_cls: 0.5905, decode.d1.loss_mask: 0.5996, decode.d1.loss_dice: 0.9418, decode.d2.loss_cls: 0.4901, decode.d2.loss_mask: 0.5822, decode.d2.loss_dice: 0.9086, decode.d3.loss_cls: 0.4363, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.8829, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5738, decode.d4.loss_dice: 0.8798, decode.d5.loss_cls: 0.3948, decode.d5.loss_mask: 0.5714, decode.d5.loss_dice: 0.8748, decode.d6.loss_cls: 0.3891, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3771, decode.d7.loss_mask: 0.5652, decode.d7.loss_dice: 0.8661, decode.d8.loss_cls: 0.3778, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8649, loss: 20.8414, grad_norm: 114.0688 2023-11-27 03:19:34,721 - mmseg - INFO - per class results: 2023-11-27 03:19:34,726 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.79 | 86.58 | | building | 82.48 | 90.96 | | sky | 94.82 | 97.61 | | floor | 83.76 | 90.88 | | tree | 75.35 | 87.24 | | ceiling | 83.83 | 92.04 | | road | 85.7 | 91.79 | | bed | 89.97 | 95.12 | | windowpane | 61.57 | 77.91 | | grass | 66.65 | 80.19 | | cabinet | 61.41 | 74.81 | | sidewalk | 69.84 | 82.47 | | person | 83.92 | 92.23 | | earth | 37.08 | 51.7 | | door | 53.37 | 71.15 | | table | 64.32 | 80.15 | | mountain | 58.85 | 77.64 | | plant | 51.04 | 65.63 | | curtain | 75.85 | 89.02 | | chair | 61.23 | 74.69 | | car | 87.2 | 93.94 | | water | 57.63 | 80.61 | | painting | 72.2 | 86.04 | | sofa | 71.79 | 86.08 | | shelf | 43.41 | 60.83 | | house | 43.1 | 71.45 | | sea | 61.45 | 76.24 | | mirror | 67.62 | 80.1 | | rug | 66.55 | 77.63 | | field | 28.5 | 38.88 | | armchair | 49.41 | 67.81 | | seat | 61.7 | 84.85 | | fence | 44.78 | 60.54 | | desk | 49.43 | 72.88 | | rock | 45.57 | 56.72 | | wardrobe | 53.24 | 66.05 | | lamp | 70.7 | 82.55 | | bathtub | 72.02 | 86.98 | | railing | 33.78 | 52.52 | | cushion | 67.06 | 80.91 | | base | 32.49 | 48.86 | | box | 27.28 | 39.23 | | column | 42.74 | 57.56 | | signboard | 36.95 | 55.11 | | chest of drawers | 37.38 | 62.86 | | counter | 32.69 | 45.18 | | sand | 40.4 | 57.65 | | sink | 72.08 | 84.03 | | skyscraper | 34.81 | 40.02 | | fireplace | 69.38 | 90.44 | | refrigerator | 79.7 | 87.72 | | grandstand | 38.57 | 69.4 | | path | 30.02 | 47.19 | | stairs | 32.88 | 41.61 | | runway | 75.25 | 97.08 | | case | 43.82 | 55.09 | | pool table | 94.83 | 97.33 | | pillow | 62.18 | 70.06 | | screen door | 47.73 | 70.41 | | stairway | 33.21 | 43.5 | | river | 16.03 | 19.52 | | bridge | 73.01 | 88.33 | | bookcase | 36.45 | 55.68 | | blind | 41.25 | 53.61 | | coffee table | 63.45 | 82.92 | | toilet | 87.73 | 91.52 | | flower | 37.94 | 56.13 | | book | 51.14 | 67.03 | | hill | 7.67 | 14.62 | | bench | 55.97 | 68.67 | | countertop | 55.6 | 75.89 | | stove | 80.75 | 86.67 | | palm | 54.16 | 77.35 | | kitchen island | 45.46 | 81.68 | | computer | 63.75 | 71.02 | | swivel chair | 45.19 | 64.33 | | boat | 59.9 | 86.89 | | bar | 61.33 | 76.98 | | arcade machine | 28.11 | 32.33 | | hovel | 11.74 | 15.94 | | bus | 89.28 | 95.44 | | towel | 70.96 | 83.93 | | light | 63.12 | 78.95 | | truck | 39.18 | 51.49 | | tower | 29.07 | 40.46 | | chandelier | 70.53 | 82.95 | | awning | 40.1 | 52.14 | | streetlight | 34.78 | 54.2 | | booth | 50.14 | 61.43 | | television receiver | 75.75 | 86.32 | | airplane | 58.01 | 67.3 | | dirt track | 5.81 | 10.89 | | apparel | 31.55 | 51.74 | | pole | 29.3 | 45.16 | | land | 2.92 | 5.88 | | bannister | 14.97 | 27.05 | | escalator | 34.99 | 42.37 | | ottoman | 55.85 | 67.67 | | bottle | 38.71 | 65.63 | | buffet | 42.52 | 53.23 | | poster | 36.41 | 46.92 | | stage | 14.36 | 31.4 | | van | 50.53 | 70.05 | | ship | 13.6 | 14.05 | | fountain | 22.11 | 23.21 | | conveyer belt | 67.3 | 86.37 | | canopy | 28.23 | 35.59 | | washer | 72.41 | 77.22 | | plaything | 43.0 | 62.92 | | swimming pool | 61.13 | 80.62 | | stool | 50.15 | 72.13 | | barrel | 56.37 | 74.47 | | basket | 34.85 | 54.85 | | waterfall | 36.15 | 54.02 | | tent | 94.81 | 98.0 | | bag | 15.96 | 25.35 | | minibike | 72.54 | 87.87 | | cradle | 86.52 | 97.72 | | oven | 59.71 | 72.36 | | ball | 46.17 | 50.46 | | food | 64.23 | 79.02 | | step | 17.45 | 21.64 | | tank | 59.43 | 65.62 | | trade name | 28.75 | 35.33 | | microwave | 86.56 | 93.3 | | pot | 36.94 | 43.89 | | animal | 62.45 | 63.85 | | bicycle | 58.15 | 81.66 | | lake | 13.76 | 14.86 | | dishwasher | 77.73 | 84.17 | | screen | 61.19 | 92.9 | | blanket | 30.72 | 37.47 | | sculpture | 66.49 | 86.82 | | hood | 68.37 | 83.27 | | sconce | 55.56 | 72.25 | | vase | 48.93 | 67.93 | | traffic light | 38.35 | 67.74 | | tray | 17.91 | 30.16 | | ashcan | 41.39 | 66.02 | | fan | 66.28 | 82.35 | | pier | 15.07 | 55.67 | | crt screen | 3.89 | 13.91 | | plate | 55.12 | 75.16 | | monitor | 10.63 | 13.93 | | bulletin board | 45.81 | 64.56 | | shower | 6.75 | 25.0 | | radiator | 67.95 | 81.68 | | glass | 21.69 | 23.9 | | clock | 43.25 | 60.62 | | flag | 48.34 | 53.25 | +---------------------+-------+-------+ 2023-11-27 03:19:34,726 - mmseg - INFO - Summary: 2023-11-27 03:19:34,726 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 83.6 | 51.11 | 64.79 | +------+-------+-------+ 2023-11-27 03:19:34,737 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_125000.pth was removed 2023-11-27 03:19:36,207 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_145000.pth. 2023-11-27 03:19:36,208 - mmseg - INFO - Best mIoU is 0.5111 at 145000 iter. 2023-11-27 03:19:36,208 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:19:36,208 - mmseg - INFO - Iter(val) [250] aAcc: 0.8360, mIoU: 0.5111, mAcc: 0.6479, IoU.wall: 0.7779, IoU.building: 0.8248, IoU.sky: 0.9482, IoU.floor: 0.8376, IoU.tree: 0.7535, IoU.ceiling: 0.8383, IoU.road: 0.8570, IoU.bed : 0.8997, IoU.windowpane: 0.6157, IoU.grass: 0.6665, IoU.cabinet: 0.6141, IoU.sidewalk: 0.6984, IoU.person: 0.8392, IoU.earth: 0.3708, IoU.door: 0.5337, IoU.table: 0.6432, IoU.mountain: 0.5885, IoU.plant: 0.5104, IoU.curtain: 0.7585, IoU.chair: 0.6123, IoU.car: 0.8720, IoU.water: 0.5763, IoU.painting: 0.7220, IoU.sofa: 0.7179, IoU.shelf: 0.4341, IoU.house: 0.4310, IoU.sea: 0.6145, IoU.mirror: 0.6762, IoU.rug: 0.6655, IoU.field: 0.2850, IoU.armchair: 0.4941, IoU.seat: 0.6170, IoU.fence: 0.4478, IoU.desk: 0.4943, IoU.rock: 0.4557, IoU.wardrobe: 0.5324, IoU.lamp: 0.7070, IoU.bathtub: 0.7202, IoU.railing: 0.3378, IoU.cushion: 0.6706, IoU.base: 0.3249, IoU.box: 0.2728, IoU.column: 0.4274, IoU.signboard: 0.3695, IoU.chest of drawers: 0.3738, IoU.counter: 0.3269, IoU.sand: 0.4040, IoU.sink: 0.7208, IoU.skyscraper: 0.3481, IoU.fireplace: 0.6938, IoU.refrigerator: 0.7970, IoU.grandstand: 0.3857, IoU.path: 0.3002, IoU.stairs: 0.3288, IoU.runway: 0.7525, IoU.case: 0.4382, IoU.pool table: 0.9483, IoU.pillow: 0.6218, IoU.screen door: 0.4773, IoU.stairway: 0.3321, IoU.river: 0.1603, IoU.bridge: 0.7301, IoU.bookcase: 0.3645, IoU.blind: 0.4125, IoU.coffee table: 0.6345, IoU.toilet: 0.8773, IoU.flower: 0.3794, IoU.book: 0.5114, IoU.hill: 0.0767, IoU.bench: 0.5597, IoU.countertop: 0.5560, IoU.stove: 0.8075, IoU.palm: 0.5416, IoU.kitchen island: 0.4546, IoU.computer: 0.6375, IoU.swivel chair: 0.4519, IoU.boat: 0.5990, IoU.bar: 0.6133, IoU.arcade machine: 0.2811, IoU.hovel: 0.1174, IoU.bus: 0.8928, IoU.towel: 0.7096, IoU.light: 0.6312, IoU.truck: 0.3918, IoU.tower: 0.2907, IoU.chandelier: 0.7053, IoU.awning: 0.4010, IoU.streetlight: 0.3478, IoU.booth: 0.5014, IoU.television receiver: 0.7575, IoU.airplane: 0.5801, IoU.dirt track: 0.0581, IoU.apparel: 0.3155, IoU.pole: 0.2930, IoU.land: 0.0292, IoU.bannister: 0.1497, IoU.escalator: 0.3499, IoU.ottoman: 0.5585, IoU.bottle: 0.3871, IoU.buffet: 0.4252, IoU.poster: 0.3641, IoU.stage: 0.1436, IoU.van: 0.5053, IoU.ship: 0.1360, IoU.fountain: 0.2211, IoU.conveyer belt: 0.6730, IoU.canopy: 0.2823, IoU.washer: 0.7241, IoU.plaything: 0.4300, IoU.swimming pool: 0.6113, IoU.stool: 0.5015, IoU.barrel: 0.5637, IoU.basket: 0.3485, IoU.waterfall: 0.3615, IoU.tent: 0.9481, IoU.bag: 0.1596, IoU.minibike: 0.7254, IoU.cradle: 0.8652, IoU.oven: 0.5971, IoU.ball: 0.4617, IoU.food: 0.6423, IoU.step: 0.1745, IoU.tank: 0.5943, IoU.trade name: 0.2875, IoU.microwave: 0.8656, IoU.pot: 0.3694, IoU.animal: 0.6245, IoU.bicycle: 0.5815, IoU.lake: 0.1376, IoU.dishwasher: 0.7773, IoU.screen: 0.6119, IoU.blanket: 0.3072, IoU.sculpture: 0.6649, IoU.hood: 0.6837, IoU.sconce: 0.5556, IoU.vase: 0.4893, IoU.traffic light: 0.3835, IoU.tray: 0.1791, IoU.ashcan: 0.4139, IoU.fan: 0.6628, IoU.pier: 0.1507, IoU.crt screen: 0.0389, IoU.plate: 0.5512, IoU.monitor: 0.1063, IoU.bulletin board: 0.4581, IoU.shower: 0.0675, IoU.radiator: 0.6795, IoU.glass: 0.2169, IoU.clock: 0.4325, IoU.flag: 0.4834, Acc.wall: 0.8658, Acc.building: 0.9096, Acc.sky: 0.9761, Acc.floor: 0.9088, Acc.tree: 0.8724, Acc.ceiling: 0.9204, Acc.road: 0.9179, Acc.bed : 0.9512, Acc.windowpane: 0.7791, Acc.grass: 0.8019, Acc.cabinet: 0.7481, Acc.sidewalk: 0.8247, Acc.person: 0.9223, Acc.earth: 0.5170, Acc.door: 0.7115, Acc.table: 0.8015, Acc.mountain: 0.7764, Acc.plant: 0.6563, Acc.curtain: 0.8902, Acc.chair: 0.7469, Acc.car: 0.9394, Acc.water: 0.8061, Acc.painting: 0.8604, Acc.sofa: 0.8608, Acc.shelf: 0.6083, Acc.house: 0.7145, Acc.sea: 0.7624, Acc.mirror: 0.8010, Acc.rug: 0.7763, Acc.field: 0.3888, Acc.armchair: 0.6781, Acc.seat: 0.8485, Acc.fence: 0.6054, Acc.desk: 0.7288, Acc.rock: 0.5672, Acc.wardrobe: 0.6605, Acc.lamp: 0.8255, Acc.bathtub: 0.8698, Acc.railing: 0.5252, Acc.cushion: 0.8091, Acc.base: 0.4886, Acc.box: 0.3923, Acc.column: 0.5756, Acc.signboard: 0.5511, Acc.chest of drawers: 0.6286, Acc.counter: 0.4518, Acc.sand: 0.5765, Acc.sink: 0.8403, Acc.skyscraper: 0.4002, Acc.fireplace: 0.9044, Acc.refrigerator: 0.8772, Acc.grandstand: 0.6940, Acc.path: 0.4719, Acc.stairs: 0.4161, Acc.runway: 0.9708, Acc.case: 0.5509, Acc.pool table: 0.9733, Acc.pillow: 0.7006, Acc.screen door: 0.7041, Acc.stairway: 0.4350, Acc.river: 0.1952, Acc.bridge: 0.8833, Acc.bookcase: 0.5568, Acc.blind: 0.5361, Acc.coffee table: 0.8292, Acc.toilet: 0.9152, Acc.flower: 0.5613, Acc.book: 0.6703, Acc.hill: 0.1462, Acc.bench: 0.6867, Acc.countertop: 0.7589, Acc.stove: 0.8667, Acc.palm: 0.7735, Acc.kitchen island: 0.8168, Acc.computer: 0.7102, Acc.swivel chair: 0.6433, Acc.boat: 0.8689, Acc.bar: 0.7698, Acc.arcade machine: 0.3233, Acc.hovel: 0.1594, Acc.bus: 0.9544, Acc.towel: 0.8393, Acc.light: 0.7895, Acc.truck: 0.5149, Acc.tower: 0.4046, Acc.chandelier: 0.8295, Acc.awning: 0.5214, Acc.streetlight: 0.5420, Acc.booth: 0.6143, Acc.television receiver: 0.8632, Acc.airplane: 0.6730, Acc.dirt track: 0.1089, Acc.apparel: 0.5174, Acc.pole: 0.4516, Acc.land: 0.0588, Acc.bannister: 0.2705, Acc.escalator: 0.4237, Acc.ottoman: 0.6767, Acc.bottle: 0.6563, Acc.buffet: 0.5323, Acc.poster: 0.4692, Acc.stage: 0.3140, Acc.van: 0.7005, Acc.ship: 0.1405, Acc.fountain: 0.2321, Acc.conveyer belt: 0.8637, Acc.canopy: 0.3559, Acc.washer: 0.7722, Acc.plaything: 0.6292, Acc.swimming pool: 0.8062, Acc.stool: 0.7213, Acc.barrel: 0.7447, Acc.basket: 0.5485, Acc.waterfall: 0.5402, Acc.tent: 0.9800, Acc.bag: 0.2535, Acc.minibike: 0.8787, Acc.cradle: 0.9772, Acc.oven: 0.7236, Acc.ball: 0.5046, Acc.food: 0.7902, Acc.step: 0.2164, Acc.tank: 0.6562, Acc.trade name: 0.3533, Acc.microwave: 0.9330, Acc.pot: 0.4389, Acc.animal: 0.6385, Acc.bicycle: 0.8166, Acc.lake: 0.1486, Acc.dishwasher: 0.8417, Acc.screen: 0.9290, Acc.blanket: 0.3747, Acc.sculpture: 0.8682, Acc.hood: 0.8327, Acc.sconce: 0.7225, Acc.vase: 0.6793, Acc.traffic light: 0.6774, Acc.tray: 0.3016, Acc.ashcan: 0.6602, Acc.fan: 0.8235, Acc.pier: 0.5567, Acc.crt screen: 0.1391, Acc.plate: 0.7516, Acc.monitor: 0.1393, Acc.bulletin board: 0.6456, Acc.shower: 0.2500, Acc.radiator: 0.8168, Acc.glass: 0.2390, Acc.clock: 0.6062, Acc.flag: 0.5325 2023-11-27 03:19:55,496 - mmseg - INFO - Iter [145050/160000] lr: 3.565e-07, eta: 1:34:04, time: 0.746, data_time: 0.370, memory: 36416, decode.loss_cls: 0.3655, decode.loss_mask: 0.5385, decode.loss_dice: 0.8309, decode.d0.loss_cls: 2.2293, decode.d0.loss_mask: 0.6025, decode.d0.loss_dice: 1.0069, decode.d1.loss_cls: 0.5401, decode.d1.loss_mask: 0.5741, decode.d1.loss_dice: 0.9158, decode.d2.loss_cls: 0.4612, decode.d2.loss_mask: 0.5579, decode.d2.loss_dice: 0.8731, decode.d3.loss_cls: 0.4212, decode.d3.loss_mask: 0.5491, decode.d3.loss_dice: 0.8514, decode.d4.loss_cls: 0.4040, decode.d4.loss_mask: 0.5483, decode.d4.loss_dice: 0.8463, decode.d5.loss_cls: 0.3895, decode.d5.loss_mask: 0.5486, decode.d5.loss_dice: 0.8455, decode.d6.loss_cls: 0.3695, decode.d6.loss_mask: 0.5455, decode.d6.loss_dice: 0.8409, decode.d7.loss_cls: 0.3664, decode.d7.loss_mask: 0.5431, decode.d7.loss_dice: 0.8380, decode.d8.loss_cls: 0.3642, decode.d8.loss_mask: 0.5411, decode.d8.loss_dice: 0.8388, loss: 20.1472, grad_norm: 115.2133 2023-11-27 03:20:15,833 - mmseg - INFO - Iter [145100/160000] lr: 3.553e-07, eta: 1:33:45, time: 0.407, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3735, decode.loss_mask: 0.5407, decode.loss_dice: 0.8348, decode.d0.loss_cls: 2.2531, decode.d0.loss_mask: 0.6054, decode.d0.loss_dice: 1.0039, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.5766, decode.d1.loss_dice: 0.9276, decode.d2.loss_cls: 0.4685, decode.d2.loss_mask: 0.5613, decode.d2.loss_dice: 0.8915, decode.d3.loss_cls: 0.4247, decode.d3.loss_mask: 0.5540, decode.d3.loss_dice: 0.8585, decode.d4.loss_cls: 0.4119, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.8564, decode.d5.loss_cls: 0.3945, decode.d5.loss_mask: 0.5500, decode.d5.loss_dice: 0.8509, decode.d6.loss_cls: 0.3834, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.8456, decode.d7.loss_cls: 0.3807, decode.d7.loss_mask: 0.5437, decode.d7.loss_dice: 0.8426, decode.d8.loss_cls: 0.3811, decode.d8.loss_mask: 0.5423, decode.d8.loss_dice: 0.8385, loss: 20.3545, grad_norm: 124.2123 2023-11-27 03:20:34,706 - mmseg - INFO - Iter [145150/160000] lr: 3.541e-07, eta: 1:33:26, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.4102, decode.loss_mask: 0.5838, decode.loss_dice: 0.9117, decode.d0.loss_cls: 2.2825, decode.d0.loss_mask: 0.6562, decode.d0.loss_dice: 1.0965, decode.d1.loss_cls: 0.6019, decode.d1.loss_mask: 0.6217, decode.d1.loss_dice: 1.0006, decode.d2.loss_cls: 0.5237, decode.d2.loss_mask: 0.6050, decode.d2.loss_dice: 0.9552, decode.d3.loss_cls: 0.4629, decode.d3.loss_mask: 0.5986, decode.d3.loss_dice: 0.9269, decode.d4.loss_cls: 0.4397, decode.d4.loss_mask: 0.5953, decode.d4.loss_dice: 0.9297, decode.d5.loss_cls: 0.4316, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.9239, decode.d6.loss_cls: 0.4291, decode.d6.loss_mask: 0.5855, decode.d6.loss_dice: 0.9169, decode.d7.loss_cls: 0.4208, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.9151, decode.d8.loss_cls: 0.4160, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.9126, loss: 21.9131, grad_norm: 120.2276 2023-11-27 03:20:52,990 - mmseg - INFO - Iter [145200/160000] lr: 3.529e-07, eta: 1:33:07, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3840, decode.loss_mask: 0.5907, decode.loss_dice: 0.8898, decode.d0.loss_cls: 2.2484, decode.d0.loss_mask: 0.6610, decode.d0.loss_dice: 1.0649, decode.d1.loss_cls: 0.5756, decode.d1.loss_mask: 0.6311, decode.d1.loss_dice: 0.9823, decode.d2.loss_cls: 0.4822, decode.d2.loss_mask: 0.6136, decode.d2.loss_dice: 0.9410, decode.d3.loss_cls: 0.4509, decode.d3.loss_mask: 0.6002, decode.d3.loss_dice: 0.9040, decode.d4.loss_cls: 0.4260, decode.d4.loss_mask: 0.5978, decode.d4.loss_dice: 0.9045, decode.d5.loss_cls: 0.4136, decode.d5.loss_mask: 0.5949, decode.d5.loss_dice: 0.9005, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5925, decode.d6.loss_dice: 0.8933, decode.d7.loss_cls: 0.3862, decode.d7.loss_mask: 0.5915, decode.d7.loss_dice: 0.8903, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5915, decode.d8.loss_dice: 0.8925, loss: 21.4712, grad_norm: 128.7875 2023-11-27 03:21:13,678 - mmseg - INFO - Iter [145250/160000] lr: 3.517e-07, eta: 1:32:48, time: 0.414, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3560, decode.loss_mask: 0.5565, decode.loss_dice: 0.8439, decode.d0.loss_cls: 2.2128, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 1.0127, decode.d1.loss_cls: 0.5266, decode.d1.loss_mask: 0.5980, decode.d1.loss_dice: 0.9238, decode.d2.loss_cls: 0.4356, decode.d2.loss_mask: 0.5787, decode.d2.loss_dice: 0.8885, decode.d3.loss_cls: 0.4058, decode.d3.loss_mask: 0.5692, decode.d3.loss_dice: 0.8639, decode.d4.loss_cls: 0.3948, decode.d4.loss_mask: 0.5652, decode.d4.loss_dice: 0.8611, decode.d5.loss_cls: 0.3834, decode.d5.loss_mask: 0.5629, decode.d5.loss_dice: 0.8503, decode.d6.loss_cls: 0.3715, decode.d6.loss_mask: 0.5592, decode.d6.loss_dice: 0.8484, decode.d7.loss_cls: 0.3682, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.8451, decode.d8.loss_cls: 0.3665, decode.d8.loss_mask: 0.5562, decode.d8.loss_dice: 0.8427, loss: 20.3320, grad_norm: 114.4219 2023-11-27 03:21:31,896 - mmseg - INFO - Iter [145300/160000] lr: 3.505e-07, eta: 1:32:30, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3697, decode.loss_mask: 0.5485, decode.loss_dice: 0.8555, decode.d0.loss_cls: 2.2801, decode.d0.loss_mask: 0.6104, decode.d0.loss_dice: 1.0194, decode.d1.loss_cls: 0.5453, decode.d1.loss_mask: 0.5872, decode.d1.loss_dice: 0.9415, decode.d2.loss_cls: 0.4687, decode.d2.loss_mask: 0.5681, decode.d2.loss_dice: 0.9050, decode.d3.loss_cls: 0.4160, decode.d3.loss_mask: 0.5613, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.3991, decode.d4.loss_mask: 0.5602, decode.d4.loss_dice: 0.8785, decode.d5.loss_cls: 0.3824, decode.d5.loss_mask: 0.5575, decode.d5.loss_dice: 0.8724, decode.d6.loss_cls: 0.3742, decode.d6.loss_mask: 0.5548, decode.d6.loss_dice: 0.8639, decode.d7.loss_cls: 0.3636, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8625, decode.d8.loss_cls: 0.3625, decode.d8.loss_mask: 0.5508, decode.d8.loss_dice: 0.8596, loss: 20.5532, grad_norm: 113.1823 2023-11-27 03:21:50,644 - mmseg - INFO - Iter [145350/160000] lr: 3.494e-07, eta: 1:32:11, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3571, decode.loss_mask: 0.5548, decode.loss_dice: 0.8191, decode.d0.loss_cls: 2.2068, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 0.9740, decode.d1.loss_cls: 0.5484, decode.d1.loss_mask: 0.5867, decode.d1.loss_dice: 0.8929, decode.d2.loss_cls: 0.4548, decode.d2.loss_mask: 0.5715, decode.d2.loss_dice: 0.8563, decode.d3.loss_cls: 0.4110, decode.d3.loss_mask: 0.5666, decode.d3.loss_dice: 0.8346, decode.d4.loss_cls: 0.3881, decode.d4.loss_mask: 0.5641, decode.d4.loss_dice: 0.8330, decode.d5.loss_cls: 0.3785, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8267, decode.d6.loss_cls: 0.3713, decode.d6.loss_mask: 0.5572, decode.d6.loss_dice: 0.8186, decode.d7.loss_cls: 0.3656, decode.d7.loss_mask: 0.5568, decode.d7.loss_dice: 0.8167, decode.d8.loss_cls: 0.3617, decode.d8.loss_mask: 0.5571, decode.d8.loss_dice: 0.8223, loss: 20.0335, grad_norm: 123.1990 2023-11-27 03:22:09,090 - mmseg - INFO - Iter [145400/160000] lr: 3.482e-07, eta: 1:31:52, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3650, decode.loss_mask: 0.5720, decode.loss_dice: 0.8681, decode.d0.loss_cls: 2.2570, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.5693, decode.d1.loss_mask: 0.6118, decode.d1.loss_dice: 0.9541, decode.d2.loss_cls: 0.4824, decode.d2.loss_mask: 0.5937, decode.d2.loss_dice: 0.9155, decode.d3.loss_cls: 0.4330, decode.d3.loss_mask: 0.5851, decode.d3.loss_dice: 0.8896, decode.d4.loss_cls: 0.4015, decode.d4.loss_mask: 0.5829, decode.d4.loss_dice: 0.8890, decode.d5.loss_cls: 0.3973, decode.d5.loss_mask: 0.5792, decode.d5.loss_dice: 0.8796, decode.d6.loss_cls: 0.3787, decode.d6.loss_mask: 0.5744, decode.d6.loss_dice: 0.8739, decode.d7.loss_cls: 0.3664, decode.d7.loss_mask: 0.5741, decode.d7.loss_dice: 0.8760, decode.d8.loss_cls: 0.3714, decode.d8.loss_mask: 0.5713, decode.d8.loss_dice: 0.8666, loss: 20.9636, grad_norm: 105.6240 2023-11-27 03:22:27,591 - mmseg - INFO - Iter [145450/160000] lr: 3.470e-07, eta: 1:31:33, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3586, decode.loss_mask: 0.5545, decode.loss_dice: 0.8580, decode.d0.loss_cls: 2.2415, decode.d0.loss_mask: 0.6192, decode.d0.loss_dice: 1.0203, decode.d1.loss_cls: 0.5495, decode.d1.loss_mask: 0.5877, decode.d1.loss_dice: 0.9412, decode.d2.loss_cls: 0.4673, decode.d2.loss_mask: 0.5727, decode.d2.loss_dice: 0.9030, decode.d3.loss_cls: 0.4301, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.8731, decode.d4.loss_cls: 0.4029, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8729, decode.d5.loss_cls: 0.3872, decode.d5.loss_mask: 0.5589, decode.d5.loss_dice: 0.8684, decode.d6.loss_cls: 0.3769, decode.d6.loss_mask: 0.5584, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5583, decode.d7.loss_dice: 0.8647, decode.d8.loss_cls: 0.3593, decode.d8.loss_mask: 0.5563, decode.d8.loss_dice: 0.8621, loss: 20.5599, grad_norm: 111.7962 2023-11-27 03:22:45,888 - mmseg - INFO - Iter [145500/160000] lr: 3.458e-07, eta: 1:31:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3687, decode.loss_mask: 0.5645, decode.loss_dice: 0.8562, decode.d0.loss_cls: 2.2490, decode.d0.loss_mask: 0.6298, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.5665, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9454, decode.d2.loss_cls: 0.4583, decode.d2.loss_mask: 0.5839, decode.d2.loss_dice: 0.9034, decode.d3.loss_cls: 0.4257, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8761, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5757, decode.d4.loss_dice: 0.8745, decode.d5.loss_cls: 0.3875, decode.d5.loss_mask: 0.5722, decode.d5.loss_dice: 0.8696, decode.d6.loss_cls: 0.3756, decode.d6.loss_mask: 0.5699, decode.d6.loss_dice: 0.8656, decode.d7.loss_cls: 0.3657, decode.d7.loss_mask: 0.5692, decode.d7.loss_dice: 0.8613, decode.d8.loss_cls: 0.3619, decode.d8.loss_mask: 0.5661, decode.d8.loss_dice: 0.8621, loss: 20.7138, grad_norm: 113.9325 2023-11-27 03:23:04,053 - mmseg - INFO - Iter [145550/160000] lr: 3.446e-07, eta: 1:30:55, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3659, decode.loss_mask: 0.5734, decode.loss_dice: 0.8719, decode.d0.loss_cls: 2.2430, decode.d0.loss_mask: 0.6415, decode.d0.loss_dice: 1.0348, decode.d1.loss_cls: 0.5786, decode.d1.loss_mask: 0.6066, decode.d1.loss_dice: 0.9459, decode.d2.loss_cls: 0.4782, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.9107, decode.d3.loss_cls: 0.4258, decode.d3.loss_mask: 0.5892, decode.d3.loss_dice: 0.8853, decode.d4.loss_cls: 0.4003, decode.d4.loss_mask: 0.5824, decode.d4.loss_dice: 0.8876, decode.d5.loss_cls: 0.3918, decode.d5.loss_mask: 0.5807, decode.d5.loss_dice: 0.8852, decode.d6.loss_cls: 0.3777, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8756, decode.d7.loss_cls: 0.3696, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8776, decode.d8.loss_cls: 0.3635, decode.d8.loss_mask: 0.5738, decode.d8.loss_dice: 0.8774, loss: 20.9374, grad_norm: 119.5121 2023-11-27 03:23:22,310 - mmseg - INFO - Iter [145600/160000] lr: 3.434e-07, eta: 1:30:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3675, decode.loss_mask: 0.5606, decode.loss_dice: 0.8441, decode.d0.loss_cls: 2.2363, decode.d0.loss_mask: 0.6312, decode.d0.loss_dice: 1.0138, decode.d1.loss_cls: 0.5551, decode.d1.loss_mask: 0.6031, decode.d1.loss_dice: 0.9294, decode.d2.loss_cls: 0.4814, decode.d2.loss_mask: 0.5838, decode.d2.loss_dice: 0.8872, decode.d3.loss_cls: 0.4350, decode.d3.loss_mask: 0.5729, decode.d3.loss_dice: 0.8561, decode.d4.loss_cls: 0.4130, decode.d4.loss_mask: 0.5714, decode.d4.loss_dice: 0.8565, decode.d5.loss_cls: 0.4075, decode.d5.loss_mask: 0.5683, decode.d5.loss_dice: 0.8524, decode.d6.loss_cls: 0.3949, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8495, decode.d7.loss_cls: 0.3780, decode.d7.loss_mask: 0.5627, decode.d7.loss_dice: 0.8490, decode.d8.loss_cls: 0.3681, decode.d8.loss_mask: 0.5629, decode.d8.loss_dice: 0.8500, loss: 20.6052, grad_norm: 112.9370 2023-11-27 03:23:40,787 - mmseg - INFO - Iter [145650/160000] lr: 3.422e-07, eta: 1:30:17, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3767, decode.loss_mask: 0.5605, decode.loss_dice: 0.8623, decode.d0.loss_cls: 2.2463, decode.d0.loss_mask: 0.6254, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.5682, decode.d1.loss_mask: 0.5970, decode.d1.loss_dice: 0.9438, decode.d2.loss_cls: 0.4699, decode.d2.loss_mask: 0.5789, decode.d2.loss_dice: 0.9071, decode.d3.loss_cls: 0.4368, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.8764, decode.d4.loss_cls: 0.4208, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8751, decode.d5.loss_cls: 0.3991, decode.d5.loss_mask: 0.5636, decode.d5.loss_dice: 0.8730, decode.d6.loss_cls: 0.3917, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.8614, decode.d7.loss_cls: 0.3826, decode.d7.loss_mask: 0.5606, decode.d7.loss_dice: 0.8663, decode.d8.loss_cls: 0.3804, decode.d8.loss_mask: 0.5589, decode.d8.loss_dice: 0.8588, loss: 20.7804, grad_norm: 118.8982 2023-11-27 03:23:58,972 - mmseg - INFO - Iter [145700/160000] lr: 3.410e-07, eta: 1:29:58, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3768, decode.loss_mask: 0.5861, decode.loss_dice: 0.8818, decode.d0.loss_cls: 2.2585, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 1.0427, decode.d1.loss_cls: 0.5704, decode.d1.loss_mask: 0.6224, decode.d1.loss_dice: 0.9650, decode.d2.loss_cls: 0.4775, decode.d2.loss_mask: 0.6042, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4353, decode.d3.loss_mask: 0.5953, decode.d3.loss_dice: 0.8937, decode.d4.loss_cls: 0.4121, decode.d4.loss_mask: 0.5955, decode.d4.loss_dice: 0.8943, decode.d5.loss_cls: 0.3973, decode.d5.loss_mask: 0.5926, decode.d5.loss_dice: 0.8954, decode.d6.loss_cls: 0.3899, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8862, decode.d7.loss_cls: 0.3838, decode.d7.loss_mask: 0.5881, decode.d7.loss_dice: 0.8834, decode.d8.loss_cls: 0.3812, decode.d8.loss_mask: 0.5865, decode.d8.loss_dice: 0.8813, loss: 21.2404, grad_norm: 123.0598 2023-11-27 03:24:17,506 - mmseg - INFO - Iter [145750/160000] lr: 3.398e-07, eta: 1:29:39, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3817, decode.loss_mask: 0.5656, decode.loss_dice: 0.8637, decode.d0.loss_cls: 2.2194, decode.d0.loss_mask: 0.6327, decode.d0.loss_dice: 1.0327, decode.d1.loss_cls: 0.5794, decode.d1.loss_mask: 0.5983, decode.d1.loss_dice: 0.9376, decode.d2.loss_cls: 0.4817, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4367, decode.d3.loss_mask: 0.5723, decode.d3.loss_dice: 0.8765, decode.d4.loss_cls: 0.4145, decode.d4.loss_mask: 0.5722, decode.d4.loss_dice: 0.8771, decode.d5.loss_cls: 0.4012, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8722, decode.d6.loss_cls: 0.3975, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8644, decode.d7.loss_cls: 0.3908, decode.d7.loss_mask: 0.5648, decode.d7.loss_dice: 0.8670, decode.d8.loss_cls: 0.3813, decode.d8.loss_mask: 0.5657, decode.d8.loss_dice: 0.8664, loss: 20.8330, grad_norm: 111.8300 2023-11-27 03:24:35,899 - mmseg - INFO - Iter [145800/160000] lr: 3.386e-07, eta: 1:29:20, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3434, decode.loss_mask: 0.5790, decode.loss_dice: 0.8579, decode.d0.loss_cls: 2.2336, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 1.0181, decode.d1.loss_cls: 0.5462, decode.d1.loss_mask: 0.6162, decode.d1.loss_dice: 0.9321, decode.d2.loss_cls: 0.4462, decode.d2.loss_mask: 0.5985, decode.d2.loss_dice: 0.8948, decode.d3.loss_cls: 0.4091, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8699, decode.d4.loss_cls: 0.3904, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8646, decode.d5.loss_cls: 0.3695, decode.d5.loss_mask: 0.5841, decode.d5.loss_dice: 0.8664, decode.d6.loss_cls: 0.3637, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8541, decode.d7.loss_cls: 0.3518, decode.d7.loss_mask: 0.5811, decode.d7.loss_dice: 0.8620, decode.d8.loss_cls: 0.3476, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8585, loss: 20.6146, grad_norm: 112.7272 2023-11-27 03:24:54,415 - mmseg - INFO - Iter [145850/160000] lr: 3.374e-07, eta: 1:29:01, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3452, decode.loss_mask: 0.5452, decode.loss_dice: 0.8657, decode.d0.loss_cls: 2.2720, decode.d0.loss_mask: 0.6114, decode.d0.loss_dice: 1.0277, decode.d1.loss_cls: 0.5319, decode.d1.loss_mask: 0.5832, decode.d1.loss_dice: 0.9431, decode.d2.loss_cls: 0.4433, decode.d2.loss_mask: 0.5650, decode.d2.loss_dice: 0.9049, decode.d3.loss_cls: 0.4025, decode.d3.loss_mask: 0.5547, decode.d3.loss_dice: 0.8769, decode.d4.loss_cls: 0.3758, decode.d4.loss_mask: 0.5534, decode.d4.loss_dice: 0.8723, decode.d5.loss_cls: 0.3681, decode.d5.loss_mask: 0.5506, decode.d5.loss_dice: 0.8738, decode.d6.loss_cls: 0.3635, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8642, decode.d7.loss_cls: 0.3477, decode.d7.loss_mask: 0.5469, decode.d7.loss_dice: 0.8650, decode.d8.loss_cls: 0.3436, decode.d8.loss_mask: 0.5451, decode.d8.loss_dice: 0.8664, loss: 20.3560, grad_norm: 117.6733 2023-11-27 03:25:12,885 - mmseg - INFO - Iter [145900/160000] lr: 3.362e-07, eta: 1:28:42, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3652, decode.loss_mask: 0.5568, decode.loss_dice: 0.8522, decode.d0.loss_cls: 2.2847, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 1.0177, decode.d1.loss_cls: 0.5570, decode.d1.loss_mask: 0.5919, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4763, decode.d2.loss_mask: 0.5785, decode.d2.loss_dice: 0.8916, decode.d3.loss_cls: 0.4320, decode.d3.loss_mask: 0.5658, decode.d3.loss_dice: 0.8666, decode.d4.loss_cls: 0.4155, decode.d4.loss_mask: 0.5599, decode.d4.loss_dice: 0.8610, decode.d5.loss_cls: 0.3941, decode.d5.loss_mask: 0.5610, decode.d5.loss_dice: 0.8641, decode.d6.loss_cls: 0.3824, decode.d6.loss_mask: 0.5609, decode.d6.loss_dice: 0.8549, decode.d7.loss_cls: 0.3716, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.8532, decode.d8.loss_cls: 0.3661, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8554, loss: 20.6174, grad_norm: 118.4081 2023-11-27 03:25:31,154 - mmseg - INFO - Iter [145950/160000] lr: 3.350e-07, eta: 1:28:24, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3458, decode.loss_mask: 0.5589, decode.loss_dice: 0.8476, decode.d0.loss_cls: 2.2194, decode.d0.loss_mask: 0.6171, decode.d0.loss_dice: 1.0049, decode.d1.loss_cls: 0.5489, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4541, decode.d2.loss_mask: 0.5798, decode.d2.loss_dice: 0.8885, decode.d3.loss_cls: 0.4123, decode.d3.loss_mask: 0.5674, decode.d3.loss_dice: 0.8643, decode.d4.loss_cls: 0.3943, decode.d4.loss_mask: 0.5645, decode.d4.loss_dice: 0.8592, decode.d5.loss_cls: 0.3739, decode.d5.loss_mask: 0.5630, decode.d5.loss_dice: 0.8605, decode.d6.loss_cls: 0.3628, decode.d6.loss_mask: 0.5625, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.3559, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8514, decode.d8.loss_cls: 0.3583, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8514, loss: 20.3498, grad_norm: 130.0903 2023-11-27 03:25:49,424 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:25:49,424 - mmseg - INFO - Iter [146000/160000] lr: 3.339e-07, eta: 1:28:05, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3588, decode.loss_mask: 0.5861, decode.loss_dice: 0.8836, decode.d0.loss_cls: 2.1876, decode.d0.loss_mask: 0.6592, decode.d0.loss_dice: 1.0545, decode.d1.loss_cls: 0.5343, decode.d1.loss_mask: 0.6204, decode.d1.loss_dice: 0.9664, decode.d2.loss_cls: 0.4586, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.9253, decode.d3.loss_cls: 0.4135, decode.d3.loss_mask: 0.5962, decode.d3.loss_dice: 0.8952, decode.d4.loss_cls: 0.3935, decode.d4.loss_mask: 0.5948, decode.d4.loss_dice: 0.8977, decode.d5.loss_cls: 0.3899, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.8893, decode.d6.loss_cls: 0.3735, decode.d6.loss_mask: 0.5873, decode.d6.loss_dice: 0.8831, decode.d7.loss_cls: 0.3649, decode.d7.loss_mask: 0.5876, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.3603, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8878, loss: 21.0145, grad_norm: 136.2554 2023-11-27 03:26:07,925 - mmseg - INFO - Iter [146050/160000] lr: 3.327e-07, eta: 1:27:46, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3727, decode.loss_mask: 0.5414, decode.loss_dice: 0.8455, decode.d0.loss_cls: 2.2561, decode.d0.loss_mask: 0.6001, decode.d0.loss_dice: 1.0078, decode.d1.loss_cls: 0.5554, decode.d1.loss_mask: 0.5713, decode.d1.loss_dice: 0.9191, decode.d2.loss_cls: 0.4624, decode.d2.loss_mask: 0.5574, decode.d2.loss_dice: 0.8838, decode.d3.loss_cls: 0.4285, decode.d3.loss_mask: 0.5494, decode.d3.loss_dice: 0.8628, decode.d4.loss_cls: 0.4025, decode.d4.loss_mask: 0.5485, decode.d4.loss_dice: 0.8604, decode.d5.loss_cls: 0.3958, decode.d5.loss_mask: 0.5458, decode.d5.loss_dice: 0.8596, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5462, decode.d6.loss_dice: 0.8502, decode.d7.loss_cls: 0.3814, decode.d7.loss_mask: 0.5429, decode.d7.loss_dice: 0.8463, decode.d8.loss_cls: 0.3689, decode.d8.loss_mask: 0.5425, decode.d8.loss_dice: 0.8489, loss: 20.3317, grad_norm: 121.0293 2023-11-27 03:26:26,203 - mmseg - INFO - Iter [146100/160000] lr: 3.315e-07, eta: 1:27:27, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3806, decode.loss_mask: 0.5746, decode.loss_dice: 0.8767, decode.d0.loss_cls: 2.2427, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 1.0455, decode.d1.loss_cls: 0.5677, decode.d1.loss_mask: 0.6101, decode.d1.loss_dice: 0.9682, decode.d2.loss_cls: 0.4821, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.9237, decode.d3.loss_cls: 0.4418, decode.d3.loss_mask: 0.5864, decode.d3.loss_dice: 0.8931, decode.d4.loss_cls: 0.4209, decode.d4.loss_mask: 0.5840, decode.d4.loss_dice: 0.8924, decode.d5.loss_cls: 0.4019, decode.d5.loss_mask: 0.5830, decode.d5.loss_dice: 0.8919, decode.d6.loss_cls: 0.4030, decode.d6.loss_mask: 0.5776, decode.d6.loss_dice: 0.8815, decode.d7.loss_cls: 0.3926, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8825, decode.d8.loss_cls: 0.3820, decode.d8.loss_mask: 0.5738, decode.d8.loss_dice: 0.8794, loss: 21.1573, grad_norm: 126.6284 2023-11-27 03:26:44,731 - mmseg - INFO - Iter [146150/160000] lr: 3.303e-07, eta: 1:27:08, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3667, decode.loss_mask: 0.5503, decode.loss_dice: 0.8542, decode.d0.loss_cls: 2.2260, decode.d0.loss_mask: 0.6145, decode.d0.loss_dice: 1.0146, decode.d1.loss_cls: 0.5609, decode.d1.loss_mask: 0.5832, decode.d1.loss_dice: 0.9241, decode.d2.loss_cls: 0.4703, decode.d2.loss_mask: 0.5725, decode.d2.loss_dice: 0.8961, decode.d3.loss_cls: 0.4323, decode.d3.loss_mask: 0.5650, decode.d3.loss_dice: 0.8670, decode.d4.loss_cls: 0.4112, decode.d4.loss_mask: 0.5610, decode.d4.loss_dice: 0.8688, decode.d5.loss_cls: 0.3976, decode.d5.loss_mask: 0.5591, decode.d5.loss_dice: 0.8676, decode.d6.loss_cls: 0.3863, decode.d6.loss_mask: 0.5542, decode.d6.loss_dice: 0.8583, decode.d7.loss_cls: 0.3700, decode.d7.loss_mask: 0.5525, decode.d7.loss_dice: 0.8612, decode.d8.loss_cls: 0.3692, decode.d8.loss_mask: 0.5503, decode.d8.loss_dice: 0.8584, loss: 20.5233, grad_norm: 119.5620 2023-11-27 03:27:03,171 - mmseg - INFO - Iter [146200/160000] lr: 3.291e-07, eta: 1:26:49, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3796, decode.loss_mask: 0.5582, decode.loss_dice: 0.8682, decode.d0.loss_cls: 2.2434, decode.d0.loss_mask: 0.6192, decode.d0.loss_dice: 1.0356, decode.d1.loss_cls: 0.5807, decode.d1.loss_mask: 0.5910, decode.d1.loss_dice: 0.9448, decode.d2.loss_cls: 0.4858, decode.d2.loss_mask: 0.5764, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4516, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8886, decode.d4.loss_cls: 0.4365, decode.d4.loss_mask: 0.5635, decode.d4.loss_dice: 0.8843, decode.d5.loss_cls: 0.4153, decode.d5.loss_mask: 0.5625, decode.d5.loss_dice: 0.8811, decode.d6.loss_cls: 0.4065, decode.d6.loss_mask: 0.5570, decode.d6.loss_dice: 0.8714, decode.d7.loss_cls: 0.3902, decode.d7.loss_mask: 0.5572, decode.d7.loss_dice: 0.8732, decode.d8.loss_cls: 0.3828, decode.d8.loss_mask: 0.5567, decode.d8.loss_dice: 0.8703, loss: 20.9051, grad_norm: 114.4638 2023-11-27 03:27:21,716 - mmseg - INFO - Iter [146250/160000] lr: 3.279e-07, eta: 1:26:30, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3432, decode.loss_mask: 0.5618, decode.loss_dice: 0.8383, decode.d0.loss_cls: 2.2527, decode.d0.loss_mask: 0.6267, decode.d0.loss_dice: 0.9995, decode.d1.loss_cls: 0.5367, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.9262, decode.d2.loss_cls: 0.4424, decode.d2.loss_mask: 0.5819, decode.d2.loss_dice: 0.8841, decode.d3.loss_cls: 0.3982, decode.d3.loss_mask: 0.5753, decode.d3.loss_dice: 0.8621, decode.d4.loss_cls: 0.3734, decode.d4.loss_mask: 0.5704, decode.d4.loss_dice: 0.8583, decode.d5.loss_cls: 0.3615, decode.d5.loss_mask: 0.5688, decode.d5.loss_dice: 0.8544, decode.d6.loss_cls: 0.3595, decode.d6.loss_mask: 0.5668, decode.d6.loss_dice: 0.8439, decode.d7.loss_cls: 0.3463, decode.d7.loss_mask: 0.5650, decode.d7.loss_dice: 0.8441, decode.d8.loss_cls: 0.3438, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8418, loss: 20.2931, grad_norm: 118.0768 2023-11-27 03:27:41,289 - mmseg - INFO - Iter [146300/160000] lr: 3.267e-07, eta: 1:26:11, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3566, decode.loss_mask: 0.5678, decode.loss_dice: 0.8590, decode.d0.loss_cls: 2.1969, decode.d0.loss_mask: 0.6306, decode.d0.loss_dice: 1.0257, decode.d1.loss_cls: 0.5447, decode.d1.loss_mask: 0.6022, decode.d1.loss_dice: 0.9417, decode.d2.loss_cls: 0.4615, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8999, decode.d3.loss_cls: 0.4116, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8775, decode.d4.loss_cls: 0.3948, decode.d4.loss_mask: 0.5756, decode.d4.loss_dice: 0.8731, decode.d5.loss_cls: 0.3786, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8738, decode.d6.loss_cls: 0.3656, decode.d6.loss_mask: 0.5718, decode.d6.loss_dice: 0.8641, decode.d7.loss_cls: 0.3606, decode.d7.loss_mask: 0.5719, decode.d7.loss_dice: 0.8648, decode.d8.loss_cls: 0.3525, decode.d8.loss_mask: 0.5711, decode.d8.loss_dice: 0.8635, loss: 20.5986, grad_norm: 133.6592 2023-11-27 03:27:59,515 - mmseg - INFO - Iter [146350/160000] lr: 3.255e-07, eta: 1:25:52, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3883, decode.loss_mask: 0.5535, decode.loss_dice: 0.8877, decode.d0.loss_cls: 2.2634, decode.d0.loss_mask: 0.6218, decode.d0.loss_dice: 1.0615, decode.d1.loss_cls: 0.5793, decode.d1.loss_mask: 0.5882, decode.d1.loss_dice: 0.9715, decode.d2.loss_cls: 0.4918, decode.d2.loss_mask: 0.5710, decode.d2.loss_dice: 0.9270, decode.d3.loss_cls: 0.4362, decode.d3.loss_mask: 0.5661, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4161, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.9063, decode.d5.loss_cls: 0.4012, decode.d5.loss_mask: 0.5630, decode.d5.loss_dice: 0.9076, decode.d6.loss_cls: 0.3949, decode.d6.loss_mask: 0.5579, decode.d6.loss_dice: 0.8937, decode.d7.loss_cls: 0.3893, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8925, decode.d8.loss_cls: 0.3929, decode.d8.loss_mask: 0.5541, decode.d8.loss_dice: 0.8903, loss: 21.0892, grad_norm: 110.3188 2023-11-27 03:28:17,906 - mmseg - INFO - Iter [146400/160000] lr: 3.243e-07, eta: 1:25:33, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3574, decode.loss_mask: 0.5354, decode.loss_dice: 0.8506, decode.d0.loss_cls: 2.2524, decode.d0.loss_mask: 0.6002, decode.d0.loss_dice: 1.0120, decode.d1.loss_cls: 0.5580, decode.d1.loss_mask: 0.5693, decode.d1.loss_dice: 0.9204, decode.d2.loss_cls: 0.4570, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8855, decode.d3.loss_cls: 0.4146, decode.d3.loss_mask: 0.5437, decode.d3.loss_dice: 0.8639, decode.d4.loss_cls: 0.3960, decode.d4.loss_mask: 0.5401, decode.d4.loss_dice: 0.8610, decode.d5.loss_cls: 0.3785, decode.d5.loss_mask: 0.5403, decode.d5.loss_dice: 0.8615, decode.d6.loss_cls: 0.3698, decode.d6.loss_mask: 0.5375, decode.d6.loss_dice: 0.8492, decode.d7.loss_cls: 0.3599, decode.d7.loss_mask: 0.5356, decode.d7.loss_dice: 0.8504, decode.d8.loss_cls: 0.3613, decode.d8.loss_mask: 0.5358, decode.d8.loss_dice: 0.8519, loss: 20.2014, grad_norm: 130.5817 2023-11-27 03:28:36,225 - mmseg - INFO - Iter [146450/160000] lr: 3.231e-07, eta: 1:25:14, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3238, decode.loss_mask: 0.5558, decode.loss_dice: 0.8337, decode.d0.loss_cls: 2.1935, decode.d0.loss_mask: 0.6197, decode.d0.loss_dice: 0.9950, decode.d1.loss_cls: 0.5210, decode.d1.loss_mask: 0.5868, decode.d1.loss_dice: 0.9037, decode.d2.loss_cls: 0.4272, decode.d2.loss_mask: 0.5726, decode.d2.loss_dice: 0.8694, decode.d3.loss_cls: 0.3812, decode.d3.loss_mask: 0.5651, decode.d3.loss_dice: 0.8473, decode.d4.loss_cls: 0.3622, decode.d4.loss_mask: 0.5653, decode.d4.loss_dice: 0.8465, decode.d5.loss_cls: 0.3526, decode.d5.loss_mask: 0.5610, decode.d5.loss_dice: 0.8425, decode.d6.loss_cls: 0.3459, decode.d6.loss_mask: 0.5576, decode.d6.loss_dice: 0.8342, decode.d7.loss_cls: 0.3402, decode.d7.loss_mask: 0.5568, decode.d7.loss_dice: 0.8310, decode.d8.loss_cls: 0.3275, decode.d8.loss_mask: 0.5566, decode.d8.loss_dice: 0.8332, loss: 19.9089, grad_norm: 113.0573 2023-11-27 03:28:54,739 - mmseg - INFO - Iter [146500/160000] lr: 3.219e-07, eta: 1:24:56, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3645, decode.loss_mask: 0.5857, decode.loss_dice: 0.8465, decode.d0.loss_cls: 2.2553, decode.d0.loss_mask: 0.6508, decode.d0.loss_dice: 1.0207, decode.d1.loss_cls: 0.5768, decode.d1.loss_mask: 0.6218, decode.d1.loss_dice: 0.9310, decode.d2.loss_cls: 0.4801, decode.d2.loss_mask: 0.6071, decode.d2.loss_dice: 0.8937, decode.d3.loss_cls: 0.4325, decode.d3.loss_mask: 0.5988, decode.d3.loss_dice: 0.8695, decode.d4.loss_cls: 0.4026, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.8682, decode.d5.loss_cls: 0.3871, decode.d5.loss_mask: 0.5930, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.3761, decode.d6.loss_mask: 0.5889, decode.d6.loss_dice: 0.8555, decode.d7.loss_cls: 0.3624, decode.d7.loss_mask: 0.5876, decode.d7.loss_dice: 0.8543, decode.d8.loss_cls: 0.3586, decode.d8.loss_mask: 0.5872, decode.d8.loss_dice: 0.8513, loss: 20.8720, grad_norm: 123.2386 2023-11-27 03:29:15,332 - mmseg - INFO - Iter [146550/160000] lr: 3.207e-07, eta: 1:24:37, time: 0.412, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3607, decode.loss_mask: 0.5564, decode.loss_dice: 0.8654, decode.d0.loss_cls: 2.2517, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 1.0361, decode.d1.loss_cls: 0.5528, decode.d1.loss_mask: 0.5950, decode.d1.loss_dice: 0.9419, decode.d2.loss_cls: 0.4589, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.9070, decode.d3.loss_cls: 0.4172, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8849, decode.d4.loss_cls: 0.3933, decode.d4.loss_mask: 0.5662, decode.d4.loss_dice: 0.8789, decode.d5.loss_cls: 0.3777, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8778, decode.d6.loss_cls: 0.3712, decode.d6.loss_mask: 0.5616, decode.d6.loss_dice: 0.8709, decode.d7.loss_cls: 0.3696, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8713, decode.d8.loss_cls: 0.3643, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8691, loss: 20.6543, grad_norm: 126.4313 2023-11-27 03:29:33,750 - mmseg - INFO - Iter [146600/160000] lr: 3.195e-07, eta: 1:24:18, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3516, decode.loss_mask: 0.5540, decode.loss_dice: 0.8385, decode.d0.loss_cls: 2.2209, decode.d0.loss_mask: 0.6255, decode.d0.loss_dice: 0.9905, decode.d1.loss_cls: 0.5443, decode.d1.loss_mask: 0.5943, decode.d1.loss_dice: 0.9207, decode.d2.loss_cls: 0.4499, decode.d2.loss_mask: 0.5783, decode.d2.loss_dice: 0.8813, decode.d3.loss_cls: 0.4040, decode.d3.loss_mask: 0.5682, decode.d3.loss_dice: 0.8553, decode.d4.loss_cls: 0.3841, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.8519, decode.d5.loss_cls: 0.3737, decode.d5.loss_mask: 0.5646, decode.d5.loss_dice: 0.8553, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5586, decode.d6.loss_dice: 0.8439, decode.d7.loss_cls: 0.3577, decode.d7.loss_mask: 0.5580, decode.d7.loss_dice: 0.8469, decode.d8.loss_cls: 0.3557, decode.d8.loss_mask: 0.5540, decode.d8.loss_dice: 0.8423, loss: 20.2564, grad_norm: 134.4595 2023-11-27 03:29:52,177 - mmseg - INFO - Iter [146650/160000] lr: 3.184e-07, eta: 1:23:59, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3431, decode.loss_mask: 0.5682, decode.loss_dice: 0.8587, decode.d0.loss_cls: 2.1891, decode.d0.loss_mask: 0.6286, decode.d0.loss_dice: 1.0131, decode.d1.loss_cls: 0.5373, decode.d1.loss_mask: 0.6056, decode.d1.loss_dice: 0.9284, decode.d2.loss_cls: 0.4442, decode.d2.loss_mask: 0.5909, decode.d2.loss_dice: 0.8998, decode.d3.loss_cls: 0.4085, decode.d3.loss_mask: 0.5830, decode.d3.loss_dice: 0.8724, decode.d4.loss_cls: 0.3774, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8713, decode.d5.loss_cls: 0.3673, decode.d5.loss_mask: 0.5765, decode.d5.loss_dice: 0.8672, decode.d6.loss_cls: 0.3594, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8616, decode.d7.loss_cls: 0.3534, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8582, decode.d8.loss_cls: 0.3447, decode.d8.loss_mask: 0.5681, decode.d8.loss_dice: 0.8599, loss: 20.4554, grad_norm: 119.0453 2023-11-27 03:30:10,389 - mmseg - INFO - Iter [146700/160000] lr: 3.172e-07, eta: 1:23:40, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3764, decode.loss_mask: 0.5602, decode.loss_dice: 0.8620, decode.d0.loss_cls: 2.2456, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 1.0240, decode.d1.loss_cls: 0.5582, decode.d1.loss_mask: 0.5939, decode.d1.loss_dice: 0.9393, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4394, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8782, decode.d4.loss_cls: 0.4137, decode.d4.loss_mask: 0.5693, decode.d4.loss_dice: 0.8775, decode.d5.loss_cls: 0.3995, decode.d5.loss_mask: 0.5668, decode.d5.loss_dice: 0.8744, decode.d6.loss_cls: 0.3926, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8664, decode.d7.loss_cls: 0.3775, decode.d7.loss_mask: 0.5634, decode.d7.loss_dice: 0.8669, decode.d8.loss_cls: 0.3752, decode.d8.loss_mask: 0.5604, decode.d8.loss_dice: 0.8664, loss: 20.7618, grad_norm: 116.2309 2023-11-27 03:30:28,820 - mmseg - INFO - Iter [146750/160000] lr: 3.160e-07, eta: 1:23:21, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3447, decode.loss_mask: 0.5423, decode.loss_dice: 0.8414, decode.d0.loss_cls: 2.2163, decode.d0.loss_mask: 0.6048, decode.d0.loss_dice: 0.9931, decode.d1.loss_cls: 0.5271, decode.d1.loss_mask: 0.5748, decode.d1.loss_dice: 0.9179, decode.d2.loss_cls: 0.4414, decode.d2.loss_mask: 0.5628, decode.d2.loss_dice: 0.8809, decode.d3.loss_cls: 0.3995, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.8539, decode.d4.loss_cls: 0.3780, decode.d4.loss_mask: 0.5505, decode.d4.loss_dice: 0.8565, decode.d5.loss_cls: 0.3625, decode.d5.loss_mask: 0.5492, decode.d5.loss_dice: 0.8523, decode.d6.loss_cls: 0.3554, decode.d6.loss_mask: 0.5458, decode.d6.loss_dice: 0.8483, decode.d7.loss_cls: 0.3542, decode.d7.loss_mask: 0.5449, decode.d7.loss_dice: 0.8462, decode.d8.loss_cls: 0.3554, decode.d8.loss_mask: 0.5428, decode.d8.loss_dice: 0.8386, loss: 20.0342, grad_norm: 113.6814 2023-11-27 03:30:47,108 - mmseg - INFO - Iter [146800/160000] lr: 3.148e-07, eta: 1:23:02, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3703, decode.loss_mask: 0.5527, decode.loss_dice: 0.8485, decode.d0.loss_cls: 2.2501, decode.d0.loss_mask: 0.6153, decode.d0.loss_dice: 1.0055, decode.d1.loss_cls: 0.5712, decode.d1.loss_mask: 0.5845, decode.d1.loss_dice: 0.9290, decode.d2.loss_cls: 0.4664, decode.d2.loss_mask: 0.5709, decode.d2.loss_dice: 0.8912, decode.d3.loss_cls: 0.4280, decode.d3.loss_mask: 0.5597, decode.d3.loss_dice: 0.8629, decode.d4.loss_cls: 0.4050, decode.d4.loss_mask: 0.5574, decode.d4.loss_dice: 0.8635, decode.d5.loss_cls: 0.4046, decode.d5.loss_mask: 0.5570, decode.d5.loss_dice: 0.8581, decode.d6.loss_cls: 0.3829, decode.d6.loss_mask: 0.5554, decode.d6.loss_dice: 0.8551, decode.d7.loss_cls: 0.3719, decode.d7.loss_mask: 0.5548, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3701, decode.d8.loss_mask: 0.5537, decode.d8.loss_dice: 0.8530, loss: 20.5021, grad_norm: 108.6282 2023-11-27 03:31:05,419 - mmseg - INFO - Iter [146850/160000] lr: 3.136e-07, eta: 1:22:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3460, decode.loss_mask: 0.5344, decode.loss_dice: 0.8524, decode.d0.loss_cls: 2.2834, decode.d0.loss_mask: 0.6011, decode.d0.loss_dice: 1.0229, decode.d1.loss_cls: 0.5290, decode.d1.loss_mask: 0.5752, decode.d1.loss_dice: 0.9482, decode.d2.loss_cls: 0.4515, decode.d2.loss_mask: 0.5574, decode.d2.loss_dice: 0.9049, decode.d3.loss_cls: 0.4171, decode.d3.loss_mask: 0.5449, decode.d3.loss_dice: 0.8755, decode.d4.loss_cls: 0.3909, decode.d4.loss_mask: 0.5430, decode.d4.loss_dice: 0.8665, decode.d5.loss_cls: 0.3709, decode.d5.loss_mask: 0.5416, decode.d5.loss_dice: 0.8693, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5390, decode.d6.loss_dice: 0.8580, decode.d7.loss_cls: 0.3575, decode.d7.loss_mask: 0.5365, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3497, decode.d8.loss_mask: 0.5365, decode.d8.loss_dice: 0.8547, loss: 20.2827, grad_norm: 109.2514 2023-11-27 03:31:23,834 - mmseg - INFO - Iter [146900/160000] lr: 3.124e-07, eta: 1:22:24, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3774, decode.loss_mask: 0.5653, decode.loss_dice: 0.8772, decode.d0.loss_cls: 2.2860, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 1.0492, decode.d1.loss_cls: 0.5790, decode.d1.loss_mask: 0.5989, decode.d1.loss_dice: 0.9625, decode.d2.loss_cls: 0.4720, decode.d2.loss_mask: 0.5871, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4290, decode.d3.loss_mask: 0.5785, decode.d3.loss_dice: 0.8935, decode.d4.loss_cls: 0.4115, decode.d4.loss_mask: 0.5747, decode.d4.loss_dice: 0.8918, decode.d5.loss_cls: 0.3890, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8928, decode.d6.loss_cls: 0.3886, decode.d6.loss_mask: 0.5698, decode.d6.loss_dice: 0.8823, decode.d7.loss_cls: 0.3861, decode.d7.loss_mask: 0.5673, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.3807, decode.d8.loss_mask: 0.5655, decode.d8.loss_dice: 0.8738, loss: 21.0368, grad_norm: 132.7575 2023-11-27 03:31:42,101 - mmseg - INFO - Iter [146950/160000] lr: 3.112e-07, eta: 1:22:05, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3301, decode.loss_mask: 0.5471, decode.loss_dice: 0.8362, decode.d0.loss_cls: 2.2219, decode.d0.loss_mask: 0.6082, decode.d0.loss_dice: 1.0009, decode.d1.loss_cls: 0.5274, decode.d1.loss_mask: 0.5775, decode.d1.loss_dice: 0.9100, decode.d2.loss_cls: 0.4431, decode.d2.loss_mask: 0.5647, decode.d2.loss_dice: 0.8737, decode.d3.loss_cls: 0.3935, decode.d3.loss_mask: 0.5595, decode.d3.loss_dice: 0.8533, decode.d4.loss_cls: 0.3678, decode.d4.loss_mask: 0.5561, decode.d4.loss_dice: 0.8498, decode.d5.loss_cls: 0.3596, decode.d5.loss_mask: 0.5547, decode.d5.loss_dice: 0.8478, decode.d6.loss_cls: 0.3471, decode.d6.loss_mask: 0.5510, decode.d6.loss_dice: 0.8392, decode.d7.loss_cls: 0.3461, decode.d7.loss_mask: 0.5488, decode.d7.loss_dice: 0.8406, decode.d8.loss_cls: 0.3339, decode.d8.loss_mask: 0.5476, decode.d8.loss_dice: 0.8409, loss: 19.9781, grad_norm: 102.7256 2023-11-27 03:32:00,513 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:32:00,513 - mmseg - INFO - Iter [147000/160000] lr: 3.100e-07, eta: 1:21:47, time: 0.370, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3839, decode.loss_mask: 0.5885, decode.loss_dice: 0.8805, decode.d0.loss_cls: 2.3042, decode.d0.loss_mask: 0.6543, decode.d0.loss_dice: 1.0430, decode.d1.loss_cls: 0.5959, decode.d1.loss_mask: 0.6267, decode.d1.loss_dice: 0.9650, decode.d2.loss_cls: 0.4914, decode.d2.loss_mask: 0.6100, decode.d2.loss_dice: 0.9201, decode.d3.loss_cls: 0.4441, decode.d3.loss_mask: 0.6015, decode.d3.loss_dice: 0.8990, decode.d4.loss_cls: 0.4246, decode.d4.loss_mask: 0.6001, decode.d4.loss_dice: 0.8972, decode.d5.loss_cls: 0.4137, decode.d5.loss_mask: 0.5956, decode.d5.loss_dice: 0.8910, decode.d6.loss_cls: 0.4070, decode.d6.loss_mask: 0.5905, decode.d6.loss_dice: 0.8793, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5900, decode.d7.loss_dice: 0.8817, decode.d8.loss_cls: 0.3837, decode.d8.loss_mask: 0.5885, decode.d8.loss_dice: 0.8815, loss: 21.4245, grad_norm: 129.5411 2023-11-27 03:32:18,860 - mmseg - INFO - Iter [147050/160000] lr: 3.088e-07, eta: 1:21:28, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3685, decode.loss_mask: 0.5439, decode.loss_dice: 0.8425, decode.d0.loss_cls: 2.2356, decode.d0.loss_mask: 0.6143, decode.d0.loss_dice: 1.0234, decode.d1.loss_cls: 0.5533, decode.d1.loss_mask: 0.5851, decode.d1.loss_dice: 0.9305, decode.d2.loss_cls: 0.4680, decode.d2.loss_mask: 0.5704, decode.d2.loss_dice: 0.8921, decode.d3.loss_cls: 0.4205, decode.d3.loss_mask: 0.5595, decode.d3.loss_dice: 0.8658, decode.d4.loss_cls: 0.4051, decode.d4.loss_mask: 0.5548, decode.d4.loss_dice: 0.8632, decode.d5.loss_cls: 0.3934, decode.d5.loss_mask: 0.5518, decode.d5.loss_dice: 0.8532, decode.d6.loss_cls: 0.3855, decode.d6.loss_mask: 0.5505, decode.d6.loss_dice: 0.8493, decode.d7.loss_cls: 0.3699, decode.d7.loss_mask: 0.5470, decode.d7.loss_dice: 0.8473, decode.d8.loss_cls: 0.3680, decode.d8.loss_mask: 0.5452, decode.d8.loss_dice: 0.8450, loss: 20.4028, grad_norm: 113.3637 2023-11-27 03:32:37,147 - mmseg - INFO - Iter [147100/160000] lr: 3.076e-07, eta: 1:21:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3686, decode.loss_mask: 0.5970, decode.loss_dice: 0.8894, decode.d0.loss_cls: 2.1896, decode.d0.loss_mask: 0.6619, decode.d0.loss_dice: 1.0467, decode.d1.loss_cls: 0.5375, decode.d1.loss_mask: 0.6303, decode.d1.loss_dice: 0.9648, decode.d2.loss_cls: 0.4587, decode.d2.loss_mask: 0.6109, decode.d2.loss_dice: 0.9273, decode.d3.loss_cls: 0.4182, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.3994, decode.d4.loss_mask: 0.6044, decode.d4.loss_dice: 0.9025, decode.d5.loss_cls: 0.3870, decode.d5.loss_mask: 0.6012, decode.d5.loss_dice: 0.9008, decode.d6.loss_cls: 0.3822, decode.d6.loss_mask: 0.5993, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.3700, decode.d7.loss_mask: 0.5989, decode.d7.loss_dice: 0.8925, decode.d8.loss_cls: 0.3697, decode.d8.loss_mask: 0.5957, decode.d8.loss_dice: 0.8918, loss: 21.1969, grad_norm: 139.0287 2023-11-27 03:32:55,610 - mmseg - INFO - Iter [147150/160000] lr: 3.064e-07, eta: 1:20:50, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3825, decode.loss_mask: 0.5345, decode.loss_dice: 0.8433, decode.d0.loss_cls: 2.3311, decode.d0.loss_mask: 0.6094, decode.d0.loss_dice: 1.0232, decode.d1.loss_cls: 0.5936, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.9294, decode.d2.loss_cls: 0.4877, decode.d2.loss_mask: 0.5577, decode.d2.loss_dice: 0.8973, decode.d3.loss_cls: 0.4401, decode.d3.loss_mask: 0.5474, decode.d3.loss_dice: 0.8710, decode.d4.loss_cls: 0.4197, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.8647, decode.d5.loss_cls: 0.4116, decode.d5.loss_mask: 0.5406, decode.d5.loss_dice: 0.8551, decode.d6.loss_cls: 0.4005, decode.d6.loss_mask: 0.5395, decode.d6.loss_dice: 0.8471, decode.d7.loss_cls: 0.3887, decode.d7.loss_mask: 0.5375, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3801, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.8485, loss: 20.5915, grad_norm: 158.7067 2023-11-27 03:33:14,064 - mmseg - INFO - Iter [147200/160000] lr: 3.052e-07, eta: 1:20:31, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3632, decode.loss_mask: 0.5737, decode.loss_dice: 0.8832, decode.d0.loss_cls: 2.2554, decode.d0.loss_mask: 0.6432, decode.d0.loss_dice: 1.0389, decode.d1.loss_cls: 0.5557, decode.d1.loss_mask: 0.6092, decode.d1.loss_dice: 0.9566, decode.d2.loss_cls: 0.4622, decode.d2.loss_mask: 0.5889, decode.d2.loss_dice: 0.9209, decode.d3.loss_cls: 0.4181, decode.d3.loss_mask: 0.5826, decode.d3.loss_dice: 0.8989, decode.d4.loss_cls: 0.4047, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8939, decode.d5.loss_cls: 0.3854, decode.d5.loss_mask: 0.5773, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.3782, decode.d6.loss_mask: 0.5785, decode.d6.loss_dice: 0.8894, decode.d7.loss_cls: 0.3741, decode.d7.loss_mask: 0.5748, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.3668, decode.d8.loss_mask: 0.5747, decode.d8.loss_dice: 0.8845, loss: 20.9885, grad_norm: 131.4742 2023-11-27 03:33:32,348 - mmseg - INFO - Iter [147250/160000] lr: 3.040e-07, eta: 1:20:12, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3469, decode.loss_mask: 0.5390, decode.loss_dice: 0.8304, decode.d0.loss_cls: 2.2226, decode.d0.loss_mask: 0.5963, decode.d0.loss_dice: 0.9878, decode.d1.loss_cls: 0.5396, decode.d1.loss_mask: 0.5719, decode.d1.loss_dice: 0.9058, decode.d2.loss_cls: 0.4502, decode.d2.loss_mask: 0.5554, decode.d2.loss_dice: 0.8704, decode.d3.loss_cls: 0.4166, decode.d3.loss_mask: 0.5496, decode.d3.loss_dice: 0.8480, decode.d4.loss_cls: 0.3854, decode.d4.loss_mask: 0.5473, decode.d4.loss_dice: 0.8443, decode.d5.loss_cls: 0.3721, decode.d5.loss_mask: 0.5441, decode.d5.loss_dice: 0.8388, decode.d6.loss_cls: 0.3704, decode.d6.loss_mask: 0.5432, decode.d6.loss_dice: 0.8330, decode.d7.loss_cls: 0.3546, decode.d7.loss_mask: 0.5412, decode.d7.loss_dice: 0.8318, decode.d8.loss_cls: 0.3458, decode.d8.loss_mask: 0.5408, decode.d8.loss_dice: 0.8315, loss: 19.9547, grad_norm: 121.0374 2023-11-27 03:33:50,810 - mmseg - INFO - Iter [147300/160000] lr: 3.029e-07, eta: 1:19:53, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3830, decode.loss_mask: 0.5652, decode.loss_dice: 0.8871, decode.d0.loss_cls: 2.2636, decode.d0.loss_mask: 0.6309, decode.d0.loss_dice: 1.0490, decode.d1.loss_cls: 0.5837, decode.d1.loss_mask: 0.5999, decode.d1.loss_dice: 0.9650, decode.d2.loss_cls: 0.4908, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9232, decode.d3.loss_cls: 0.4443, decode.d3.loss_mask: 0.5771, decode.d3.loss_dice: 0.8972, decode.d4.loss_cls: 0.4231, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8958, decode.d5.loss_cls: 0.4141, decode.d5.loss_mask: 0.5732, decode.d5.loss_dice: 0.8981, decode.d6.loss_cls: 0.3973, decode.d6.loss_mask: 0.5703, decode.d6.loss_dice: 0.8935, decode.d7.loss_cls: 0.3868, decode.d7.loss_mask: 0.5677, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.3881, decode.d8.loss_mask: 0.5664, decode.d8.loss_dice: 0.8889, loss: 21.1722, grad_norm: 119.5951 2023-11-27 03:34:08,986 - mmseg - INFO - Iter [147350/160000] lr: 3.017e-07, eta: 1:19:34, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3575, decode.loss_mask: 0.5561, decode.loss_dice: 0.8339, decode.d0.loss_cls: 2.2067, decode.d0.loss_mask: 0.6297, decode.d0.loss_dice: 1.0001, decode.d1.loss_cls: 0.5315, decode.d1.loss_mask: 0.5936, decode.d1.loss_dice: 0.9123, decode.d2.loss_cls: 0.4560, decode.d2.loss_mask: 0.5748, decode.d2.loss_dice: 0.8731, decode.d3.loss_cls: 0.4228, decode.d3.loss_mask: 0.5662, decode.d3.loss_dice: 0.8501, decode.d4.loss_cls: 0.3906, decode.d4.loss_mask: 0.5654, decode.d4.loss_dice: 0.8491, decode.d5.loss_cls: 0.3816, decode.d5.loss_mask: 0.5632, decode.d5.loss_dice: 0.8445, decode.d6.loss_cls: 0.3676, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8377, decode.d7.loss_cls: 0.3591, decode.d7.loss_mask: 0.5569, decode.d7.loss_dice: 0.8407, decode.d8.loss_cls: 0.3555, decode.d8.loss_mask: 0.5568, decode.d8.loss_dice: 0.8387, loss: 20.2311, grad_norm: 106.7098 2023-11-27 03:34:27,706 - mmseg - INFO - Iter [147400/160000] lr: 3.005e-07, eta: 1:19:15, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3575, decode.loss_mask: 0.5370, decode.loss_dice: 0.8679, decode.d0.loss_cls: 2.2619, decode.d0.loss_mask: 0.5990, decode.d0.loss_dice: 1.0337, decode.d1.loss_cls: 0.5499, decode.d1.loss_mask: 0.5655, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4579, decode.d2.loss_mask: 0.5538, decode.d2.loss_dice: 0.9030, decode.d3.loss_cls: 0.4259, decode.d3.loss_mask: 0.5472, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.3953, decode.d4.loss_mask: 0.5451, decode.d4.loss_dice: 0.8800, decode.d5.loss_cls: 0.3858, decode.d5.loss_mask: 0.5422, decode.d5.loss_dice: 0.8755, decode.d6.loss_cls: 0.3711, decode.d6.loss_mask: 0.5410, decode.d6.loss_dice: 0.8728, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5387, decode.d7.loss_dice: 0.8673, decode.d8.loss_cls: 0.3645, decode.d8.loss_mask: 0.5367, decode.d8.loss_dice: 0.8677, loss: 20.4388, grad_norm: 111.6328 2023-11-27 03:34:45,943 - mmseg - INFO - Iter [147450/160000] lr: 2.993e-07, eta: 1:18:56, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3646, decode.loss_mask: 0.5512, decode.loss_dice: 0.8450, decode.d0.loss_cls: 2.2443, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 1.0152, decode.d1.loss_cls: 0.5680, decode.d1.loss_mask: 0.5852, decode.d1.loss_dice: 0.9248, decode.d2.loss_cls: 0.4840, decode.d2.loss_mask: 0.5690, decode.d2.loss_dice: 0.8848, decode.d3.loss_cls: 0.4331, decode.d3.loss_mask: 0.5643, decode.d3.loss_dice: 0.8614, decode.d4.loss_cls: 0.4026, decode.d4.loss_mask: 0.5597, decode.d4.loss_dice: 0.8605, decode.d5.loss_cls: 0.3927, decode.d5.loss_mask: 0.5609, decode.d5.loss_dice: 0.8559, decode.d6.loss_cls: 0.3796, decode.d6.loss_mask: 0.5584, decode.d6.loss_dice: 0.8474, decode.d7.loss_cls: 0.3669, decode.d7.loss_mask: 0.5531, decode.d7.loss_dice: 0.8478, decode.d8.loss_cls: 0.3683, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8450, loss: 20.4689, grad_norm: 130.0592 2023-11-27 03:35:04,235 - mmseg - INFO - Iter [147500/160000] lr: 2.981e-07, eta: 1:18:37, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3595, decode.loss_mask: 0.5564, decode.loss_dice: 0.8572, decode.d0.loss_cls: 2.2275, decode.d0.loss_mask: 0.6208, decode.d0.loss_dice: 1.0236, decode.d1.loss_cls: 0.5508, decode.d1.loss_mask: 0.5918, decode.d1.loss_dice: 0.9407, decode.d2.loss_cls: 0.4726, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4279, decode.d3.loss_mask: 0.5655, decode.d3.loss_dice: 0.8775, decode.d4.loss_cls: 0.4003, decode.d4.loss_mask: 0.5647, decode.d4.loss_dice: 0.8762, decode.d5.loss_cls: 0.3931, decode.d5.loss_mask: 0.5633, decode.d5.loss_dice: 0.8682, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5603, decode.d6.loss_dice: 0.8606, decode.d7.loss_cls: 0.3644, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8624, decode.d8.loss_cls: 0.3634, decode.d8.loss_mask: 0.5578, decode.d8.loss_dice: 0.8597, loss: 20.5765, grad_norm: 114.8358 2023-11-27 03:35:22,913 - mmseg - INFO - Iter [147550/160000] lr: 2.969e-07, eta: 1:18:18, time: 0.374, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3512, decode.loss_mask: 0.5684, decode.loss_dice: 0.8544, decode.d0.loss_cls: 2.1722, decode.d0.loss_mask: 0.6407, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5230, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9378, decode.d2.loss_cls: 0.4361, decode.d2.loss_mask: 0.5923, decode.d2.loss_dice: 0.8967, decode.d3.loss_cls: 0.4023, decode.d3.loss_mask: 0.5792, decode.d3.loss_dice: 0.8742, decode.d4.loss_cls: 0.3795, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.3644, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8656, decode.d6.loss_cls: 0.3530, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8621, decode.d7.loss_cls: 0.3459, decode.d7.loss_mask: 0.5710, decode.d7.loss_dice: 0.8544, decode.d8.loss_cls: 0.3445, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8547, loss: 20.4190, grad_norm: 110.9756 2023-11-27 03:35:41,879 - mmseg - INFO - Iter [147600/160000] lr: 2.957e-07, eta: 1:18:00, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3668, decode.loss_mask: 0.5665, decode.loss_dice: 0.8839, decode.d0.loss_cls: 2.2697, decode.d0.loss_mask: 0.6444, decode.d0.loss_dice: 1.0584, decode.d1.loss_cls: 0.5645, decode.d1.loss_mask: 0.6076, decode.d1.loss_dice: 0.9756, decode.d2.loss_cls: 0.4722, decode.d2.loss_mask: 0.5918, decode.d2.loss_dice: 0.9336, decode.d3.loss_cls: 0.4272, decode.d3.loss_mask: 0.5845, decode.d3.loss_dice: 0.9043, decode.d4.loss_cls: 0.4067, decode.d4.loss_mask: 0.5803, decode.d4.loss_dice: 0.9005, decode.d5.loss_cls: 0.3892, decode.d5.loss_mask: 0.5763, decode.d5.loss_dice: 0.8995, decode.d6.loss_cls: 0.3817, decode.d6.loss_mask: 0.5739, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.3718, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8846, decode.d8.loss_cls: 0.3671, decode.d8.loss_mask: 0.5688, decode.d8.loss_dice: 0.8831, loss: 21.0936, grad_norm: 119.2877 2023-11-27 03:36:00,196 - mmseg - INFO - Iter [147650/160000] lr: 2.945e-07, eta: 1:17:41, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3335, decode.loss_mask: 0.5745, decode.loss_dice: 0.8450, decode.d0.loss_cls: 2.1841, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 1.0021, decode.d1.loss_cls: 0.5266, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9221, decode.d2.loss_cls: 0.4458, decode.d2.loss_mask: 0.5951, decode.d2.loss_dice: 0.8843, decode.d3.loss_cls: 0.4053, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.8600, decode.d4.loss_cls: 0.3851, decode.d4.loss_mask: 0.5806, decode.d4.loss_dice: 0.8555, decode.d5.loss_cls: 0.3634, decode.d5.loss_mask: 0.5790, decode.d5.loss_dice: 0.8534, decode.d6.loss_cls: 0.3502, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8491, decode.d7.loss_cls: 0.3440, decode.d7.loss_mask: 0.5745, decode.d7.loss_dice: 0.8483, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5718, decode.d8.loss_dice: 0.8444, loss: 20.3400, grad_norm: 123.5557 2023-11-27 03:36:18,631 - mmseg - INFO - Iter [147700/160000] lr: 2.933e-07, eta: 1:17:22, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3659, decode.loss_mask: 0.5879, decode.loss_dice: 0.8676, decode.d0.loss_cls: 2.2190, decode.d0.loss_mask: 0.6552, decode.d0.loss_dice: 1.0358, decode.d1.loss_cls: 0.5541, decode.d1.loss_mask: 0.6233, decode.d1.loss_dice: 0.9487, decode.d2.loss_cls: 0.4728, decode.d2.loss_mask: 0.6055, decode.d2.loss_dice: 0.9133, decode.d3.loss_cls: 0.4283, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4096, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.8786, decode.d5.loss_cls: 0.3828, decode.d5.loss_mask: 0.5935, decode.d5.loss_dice: 0.8813, decode.d6.loss_cls: 0.3824, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8716, decode.d7.loss_cls: 0.3789, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8687, decode.d8.loss_cls: 0.3623, decode.d8.loss_mask: 0.5901, decode.d8.loss_dice: 0.8690, loss: 21.0050, grad_norm: 139.2315 2023-11-27 03:36:36,886 - mmseg - INFO - Iter [147750/160000] lr: 2.921e-07, eta: 1:17:03, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3783, decode.loss_mask: 0.5718, decode.loss_dice: 0.8656, decode.d0.loss_cls: 2.2520, decode.d0.loss_mask: 0.6438, decode.d0.loss_dice: 1.0312, decode.d1.loss_cls: 0.5711, decode.d1.loss_mask: 0.6069, decode.d1.loss_dice: 0.9514, decode.d2.loss_cls: 0.4778, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4410, decode.d3.loss_mask: 0.5818, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.4238, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8792, decode.d5.loss_cls: 0.4025, decode.d5.loss_mask: 0.5771, decode.d5.loss_dice: 0.8795, decode.d6.loss_cls: 0.3920, decode.d6.loss_mask: 0.5736, decode.d6.loss_dice: 0.8714, decode.d7.loss_cls: 0.3845, decode.d7.loss_mask: 0.5713, decode.d7.loss_dice: 0.8688, decode.d8.loss_cls: 0.3781, decode.d8.loss_mask: 0.5715, decode.d8.loss_dice: 0.8710, loss: 20.9830, grad_norm: 114.6391 2023-11-27 03:36:57,782 - mmseg - INFO - Iter [147800/160000] lr: 2.909e-07, eta: 1:16:44, time: 0.418, data_time: 0.057, memory: 36416, decode.loss_cls: 0.3456, decode.loss_mask: 0.5607, decode.loss_dice: 0.8477, decode.d0.loss_cls: 2.2609, decode.d0.loss_mask: 0.6163, decode.d0.loss_dice: 1.0033, decode.d1.loss_cls: 0.5480, decode.d1.loss_mask: 0.5908, decode.d1.loss_dice: 0.9146, decode.d2.loss_cls: 0.4496, decode.d2.loss_mask: 0.5782, decode.d2.loss_dice: 0.8854, decode.d3.loss_cls: 0.4107, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8595, decode.d4.loss_cls: 0.3863, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8534, decode.d5.loss_cls: 0.3743, decode.d5.loss_mask: 0.5646, decode.d5.loss_dice: 0.8511, decode.d6.loss_cls: 0.3628, decode.d6.loss_mask: 0.5632, decode.d6.loss_dice: 0.8469, decode.d7.loss_cls: 0.3522, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.8448, decode.d8.loss_cls: 0.3521, decode.d8.loss_mask: 0.5611, decode.d8.loss_dice: 0.8490, loss: 20.3292, grad_norm: 114.0691 2023-11-27 03:37:16,107 - mmseg - INFO - Iter [147850/160000] lr: 2.897e-07, eta: 1:16:25, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3825, decode.loss_mask: 0.5609, decode.loss_dice: 0.8519, decode.d0.loss_cls: 2.3165, decode.d0.loss_mask: 0.6285, decode.d0.loss_dice: 1.0331, decode.d1.loss_cls: 0.5903, decode.d1.loss_mask: 0.6007, decode.d1.loss_dice: 0.9423, decode.d2.loss_cls: 0.4825, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4463, decode.d3.loss_mask: 0.5733, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4213, decode.d4.loss_mask: 0.5736, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.4045, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.8697, decode.d6.loss_cls: 0.3981, decode.d6.loss_mask: 0.5650, decode.d6.loss_dice: 0.8583, decode.d7.loss_cls: 0.3875, decode.d7.loss_mask: 0.5622, decode.d7.loss_dice: 0.8567, decode.d8.loss_cls: 0.3847, decode.d8.loss_mask: 0.5624, decode.d8.loss_dice: 0.8553, loss: 20.9107, grad_norm: 125.0111 2023-11-27 03:37:34,532 - mmseg - INFO - Iter [147900/160000] lr: 2.885e-07, eta: 1:16:06, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3926, decode.loss_mask: 0.5450, decode.loss_dice: 0.8496, decode.d0.loss_cls: 2.3220, decode.d0.loss_mask: 0.6105, decode.d0.loss_dice: 1.0167, decode.d1.loss_cls: 0.6020, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.9358, decode.d2.loss_cls: 0.5004, decode.d2.loss_mask: 0.5645, decode.d2.loss_dice: 0.8936, decode.d3.loss_cls: 0.4579, decode.d3.loss_mask: 0.5546, decode.d3.loss_dice: 0.8638, decode.d4.loss_cls: 0.4340, decode.d4.loss_mask: 0.5517, decode.d4.loss_dice: 0.8631, decode.d5.loss_cls: 0.4113, decode.d5.loss_mask: 0.5506, decode.d5.loss_dice: 0.8635, decode.d6.loss_cls: 0.4050, decode.d6.loss_mask: 0.5468, decode.d6.loss_dice: 0.8569, decode.d7.loss_cls: 0.3955, decode.d7.loss_mask: 0.5444, decode.d7.loss_dice: 0.8536, decode.d8.loss_cls: 0.3954, decode.d8.loss_mask: 0.5434, decode.d8.loss_dice: 0.8544, loss: 20.7615, grad_norm: 113.4048 2023-11-27 03:37:52,752 - mmseg - INFO - Iter [147950/160000] lr: 2.874e-07, eta: 1:15:47, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3137, decode.loss_mask: 0.5602, decode.loss_dice: 0.8443, decode.d0.loss_cls: 2.2251, decode.d0.loss_mask: 0.6247, decode.d0.loss_dice: 1.0021, decode.d1.loss_cls: 0.5169, decode.d1.loss_mask: 0.5917, decode.d1.loss_dice: 0.9204, decode.d2.loss_cls: 0.4251, decode.d2.loss_mask: 0.5744, decode.d2.loss_dice: 0.8883, decode.d3.loss_cls: 0.3828, decode.d3.loss_mask: 0.5655, decode.d3.loss_dice: 0.8591, decode.d4.loss_cls: 0.3537, decode.d4.loss_mask: 0.5649, decode.d4.loss_dice: 0.8600, decode.d5.loss_cls: 0.3469, decode.d5.loss_mask: 0.5654, decode.d5.loss_dice: 0.8577, decode.d6.loss_cls: 0.3282, decode.d6.loss_mask: 0.5639, decode.d6.loss_dice: 0.8535, decode.d7.loss_cls: 0.3217, decode.d7.loss_mask: 0.5613, decode.d7.loss_dice: 0.8522, decode.d8.loss_cls: 0.3212, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8493, loss: 20.0556, grad_norm: 123.0021 2023-11-27 03:38:10,935 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:38:10,935 - mmseg - INFO - Iter [148000/160000] lr: 2.862e-07, eta: 1:15:28, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3758, decode.loss_mask: 0.5696, decode.loss_dice: 0.8794, decode.d0.loss_cls: 2.2892, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 1.0540, decode.d1.loss_cls: 0.5856, decode.d1.loss_mask: 0.6086, decode.d1.loss_dice: 0.9685, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.5905, decode.d2.loss_dice: 0.9244, decode.d3.loss_cls: 0.4346, decode.d3.loss_mask: 0.5839, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4161, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8974, decode.d5.loss_cls: 0.4057, decode.d5.loss_mask: 0.5764, decode.d5.loss_dice: 0.8942, decode.d6.loss_cls: 0.3918, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8868, decode.d7.loss_cls: 0.3910, decode.d7.loss_mask: 0.5705, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.3793, decode.d8.loss_mask: 0.5710, decode.d8.loss_dice: 0.8795, loss: 21.1901, grad_norm: 133.5141 2023-11-27 03:38:29,381 - mmseg - INFO - Iter [148050/160000] lr: 2.850e-07, eta: 1:15:10, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3475, decode.loss_mask: 0.5726, decode.loss_dice: 0.8511, decode.d0.loss_cls: 2.2276, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 1.0177, decode.d1.loss_cls: 0.5415, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4564, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.8954, decode.d3.loss_cls: 0.4168, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.8693, decode.d4.loss_cls: 0.3936, decode.d4.loss_mask: 0.5818, decode.d4.loss_dice: 0.8683, decode.d5.loss_cls: 0.3776, decode.d5.loss_mask: 0.5779, decode.d5.loss_dice: 0.8627, decode.d6.loss_cls: 0.3680, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8560, decode.d7.loss_cls: 0.3594, decode.d7.loss_mask: 0.5748, decode.d7.loss_dice: 0.8544, decode.d8.loss_cls: 0.3508, decode.d8.loss_mask: 0.5743, decode.d8.loss_dice: 0.8566, loss: 20.5980, grad_norm: 122.0341 2023-11-27 03:38:47,721 - mmseg - INFO - Iter [148100/160000] lr: 2.838e-07, eta: 1:14:51, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3483, decode.loss_mask: 0.5435, decode.loss_dice: 0.8569, decode.d0.loss_cls: 2.2004, decode.d0.loss_mask: 0.6095, decode.d0.loss_dice: 1.0103, decode.d1.loss_cls: 0.5267, decode.d1.loss_mask: 0.5785, decode.d1.loss_dice: 0.9267, decode.d2.loss_cls: 0.4380, decode.d2.loss_mask: 0.5631, decode.d2.loss_dice: 0.8929, decode.d3.loss_cls: 0.4047, decode.d3.loss_mask: 0.5535, decode.d3.loss_dice: 0.8697, decode.d4.loss_cls: 0.3838, decode.d4.loss_mask: 0.5501, decode.d4.loss_dice: 0.8639, decode.d5.loss_cls: 0.3738, decode.d5.loss_mask: 0.5506, decode.d5.loss_dice: 0.8673, decode.d6.loss_cls: 0.3649, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.3519, decode.d7.loss_mask: 0.5466, decode.d7.loss_dice: 0.8582, decode.d8.loss_cls: 0.3517, decode.d8.loss_mask: 0.5440, decode.d8.loss_dice: 0.8604, loss: 20.1959, grad_norm: 127.2187 2023-11-27 03:39:06,097 - mmseg - INFO - Iter [148150/160000] lr: 2.826e-07, eta: 1:14:32, time: 0.369, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3442, decode.loss_mask: 0.5603, decode.loss_dice: 0.8369, decode.d0.loss_cls: 2.2594, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 0.9960, decode.d1.loss_cls: 0.5334, decode.d1.loss_mask: 0.5886, decode.d1.loss_dice: 0.9114, decode.d2.loss_cls: 0.4541, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.8717, decode.d3.loss_cls: 0.4122, decode.d3.loss_mask: 0.5695, decode.d3.loss_dice: 0.8527, decode.d4.loss_cls: 0.3906, decode.d4.loss_mask: 0.5654, decode.d4.loss_dice: 0.8466, decode.d5.loss_cls: 0.3714, decode.d5.loss_mask: 0.5648, decode.d5.loss_dice: 0.8447, decode.d6.loss_cls: 0.3610, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.8356, decode.d7.loss_cls: 0.3561, decode.d7.loss_mask: 0.5622, decode.d7.loss_dice: 0.8389, decode.d8.loss_cls: 0.3475, decode.d8.loss_mask: 0.5613, decode.d8.loss_dice: 0.8333, loss: 20.2265, grad_norm: 121.2231 2023-11-27 03:39:24,431 - mmseg - INFO - Iter [148200/160000] lr: 2.814e-07, eta: 1:14:13, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3544, decode.loss_mask: 0.5656, decode.loss_dice: 0.8545, decode.d0.loss_cls: 2.2180, decode.d0.loss_mask: 0.6271, decode.d0.loss_dice: 1.0222, decode.d1.loss_cls: 0.5273, decode.d1.loss_mask: 0.5978, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4587, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8975, decode.d3.loss_cls: 0.4113, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8718, decode.d4.loss_cls: 0.3947, decode.d4.loss_mask: 0.5697, decode.d4.loss_dice: 0.8651, decode.d5.loss_cls: 0.3781, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.3651, decode.d6.loss_mask: 0.5669, decode.d6.loss_dice: 0.8623, decode.d7.loss_cls: 0.3584, decode.d7.loss_mask: 0.5667, decode.d7.loss_dice: 0.8633, decode.d8.loss_cls: 0.3622, decode.d8.loss_mask: 0.5672, decode.d8.loss_dice: 0.8597, loss: 20.5197, grad_norm: 117.0329 2023-11-27 03:39:42,838 - mmseg - INFO - Iter [148250/160000] lr: 2.802e-07, eta: 1:13:54, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3490, decode.loss_mask: 0.5598, decode.loss_dice: 0.8409, decode.d0.loss_cls: 2.2053, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 1.0103, decode.d1.loss_cls: 0.5302, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.9255, decode.d2.loss_cls: 0.4463, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8868, decode.d3.loss_cls: 0.4036, decode.d3.loss_mask: 0.5705, decode.d3.loss_dice: 0.8624, decode.d4.loss_cls: 0.3828, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8575, decode.d5.loss_cls: 0.3757, decode.d5.loss_mask: 0.5655, decode.d5.loss_dice: 0.8520, decode.d6.loss_cls: 0.3561, decode.d6.loss_mask: 0.5648, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3563, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8442, decode.d8.loss_cls: 0.3493, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8466, loss: 20.2956, grad_norm: 115.0981 2023-11-27 03:40:01,168 - mmseg - INFO - Iter [148300/160000] lr: 2.790e-07, eta: 1:13:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3613, decode.loss_mask: 0.5585, decode.loss_dice: 0.8479, decode.d0.loss_cls: 2.2731, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5519, decode.d1.loss_mask: 0.5952, decode.d1.loss_dice: 0.9266, decode.d2.loss_cls: 0.4605, decode.d2.loss_mask: 0.5770, decode.d2.loss_dice: 0.8857, decode.d3.loss_cls: 0.4174, decode.d3.loss_mask: 0.5695, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.3994, decode.d4.loss_mask: 0.5676, decode.d4.loss_dice: 0.8568, decode.d5.loss_cls: 0.3913, decode.d5.loss_mask: 0.5631, decode.d5.loss_dice: 0.8542, decode.d6.loss_cls: 0.3789, decode.d6.loss_mask: 0.5639, decode.d6.loss_dice: 0.8484, decode.d7.loss_cls: 0.3711, decode.d7.loss_mask: 0.5603, decode.d7.loss_dice: 0.8515, decode.d8.loss_cls: 0.3602, decode.d8.loss_mask: 0.5597, decode.d8.loss_dice: 0.8524, loss: 20.5053, grad_norm: 131.2618 2023-11-27 03:40:19,402 - mmseg - INFO - Iter [148350/160000] lr: 2.778e-07, eta: 1:13:16, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3850, decode.loss_mask: 0.5500, decode.loss_dice: 0.8595, decode.d0.loss_cls: 2.2397, decode.d0.loss_mask: 0.6236, decode.d0.loss_dice: 1.0427, decode.d1.loss_cls: 0.5888, decode.d1.loss_mask: 0.5879, decode.d1.loss_dice: 0.9499, decode.d2.loss_cls: 0.4875, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.9062, decode.d3.loss_cls: 0.4486, decode.d3.loss_mask: 0.5624, decode.d3.loss_dice: 0.8737, decode.d4.loss_cls: 0.4331, decode.d4.loss_mask: 0.5582, decode.d4.loss_dice: 0.8711, decode.d5.loss_cls: 0.4140, decode.d5.loss_mask: 0.5571, decode.d5.loss_dice: 0.8697, decode.d6.loss_cls: 0.4001, decode.d6.loss_mask: 0.5557, decode.d6.loss_dice: 0.8623, decode.d7.loss_cls: 0.3900, decode.d7.loss_mask: 0.5512, decode.d7.loss_dice: 0.8578, decode.d8.loss_cls: 0.3851, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8588, loss: 20.7931, grad_norm: 129.2101 2023-11-27 03:40:37,634 - mmseg - INFO - Iter [148400/160000] lr: 2.766e-07, eta: 1:12:57, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3683, decode.loss_mask: 0.5513, decode.loss_dice: 0.8452, decode.d0.loss_cls: 2.2267, decode.d0.loss_mask: 0.6223, decode.d0.loss_dice: 1.0162, decode.d1.loss_cls: 0.5642, decode.d1.loss_mask: 0.5923, decode.d1.loss_dice: 0.9301, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.5763, decode.d2.loss_dice: 0.8925, decode.d3.loss_cls: 0.4264, decode.d3.loss_mask: 0.5646, decode.d3.loss_dice: 0.8654, decode.d4.loss_cls: 0.4012, decode.d4.loss_mask: 0.5630, decode.d4.loss_dice: 0.8605, decode.d5.loss_cls: 0.3943, decode.d5.loss_mask: 0.5596, decode.d5.loss_dice: 0.8610, decode.d6.loss_cls: 0.3895, decode.d6.loss_mask: 0.5545, decode.d6.loss_dice: 0.8523, decode.d7.loss_cls: 0.3708, decode.d7.loss_mask: 0.5528, decode.d7.loss_dice: 0.8514, decode.d8.loss_cls: 0.3674, decode.d8.loss_mask: 0.5525, decode.d8.loss_dice: 0.8492, loss: 20.4961, grad_norm: 119.8077 2023-11-27 03:40:56,040 - mmseg - INFO - Iter [148450/160000] lr: 2.754e-07, eta: 1:12:38, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3648, decode.loss_mask: 0.5459, decode.loss_dice: 0.8623, decode.d0.loss_cls: 2.2972, decode.d0.loss_mask: 0.6107, decode.d0.loss_dice: 1.0316, decode.d1.loss_cls: 0.5512, decode.d1.loss_mask: 0.5823, decode.d1.loss_dice: 0.9514, decode.d2.loss_cls: 0.4671, decode.d2.loss_mask: 0.5637, decode.d2.loss_dice: 0.9110, decode.d3.loss_cls: 0.4315, decode.d3.loss_mask: 0.5549, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.4133, decode.d4.loss_mask: 0.5528, decode.d4.loss_dice: 0.8794, decode.d5.loss_cls: 0.3947, decode.d5.loss_mask: 0.5493, decode.d5.loss_dice: 0.8766, decode.d6.loss_cls: 0.3885, decode.d6.loss_mask: 0.5472, decode.d6.loss_dice: 0.8697, decode.d7.loss_cls: 0.3722, decode.d7.loss_mask: 0.5463, decode.d7.loss_dice: 0.8668, decode.d8.loss_cls: 0.3679, decode.d8.loss_mask: 0.5460, decode.d8.loss_dice: 0.8689, loss: 20.6494, grad_norm: 117.5854 2023-11-27 03:41:14,449 - mmseg - INFO - Iter [148500/160000] lr: 2.742e-07, eta: 1:12:19, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3527, decode.loss_mask: 0.5694, decode.loss_dice: 0.8636, decode.d0.loss_cls: 2.2346, decode.d0.loss_mask: 0.6396, decode.d0.loss_dice: 1.0309, decode.d1.loss_cls: 0.5537, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4674, decode.d2.loss_mask: 0.5854, decode.d2.loss_dice: 0.8983, decode.d3.loss_cls: 0.4171, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8767, decode.d4.loss_cls: 0.3893, decode.d4.loss_mask: 0.5735, decode.d4.loss_dice: 0.8750, decode.d5.loss_cls: 0.3751, decode.d5.loss_mask: 0.5724, decode.d5.loss_dice: 0.8738, decode.d6.loss_cls: 0.3672, decode.d6.loss_mask: 0.5697, decode.d6.loss_dice: 0.8643, decode.d7.loss_cls: 0.3570, decode.d7.loss_mask: 0.5686, decode.d7.loss_dice: 0.8665, decode.d8.loss_cls: 0.3599, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.8632, loss: 20.6589, grad_norm: 123.1721 2023-11-27 03:41:34,047 - mmseg - INFO - Iter [148550/160000] lr: 2.730e-07, eta: 1:12:01, time: 0.392, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3586, decode.loss_mask: 0.5507, decode.loss_dice: 0.8651, decode.d0.loss_cls: 2.2366, decode.d0.loss_mask: 0.6077, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5574, decode.d1.loss_mask: 0.5845, decode.d1.loss_dice: 0.9419, decode.d2.loss_cls: 0.4636, decode.d2.loss_mask: 0.5665, decode.d2.loss_dice: 0.9017, decode.d3.loss_cls: 0.4264, decode.d3.loss_mask: 0.5635, decode.d3.loss_dice: 0.8790, decode.d4.loss_cls: 0.4015, decode.d4.loss_mask: 0.5601, decode.d4.loss_dice: 0.8779, decode.d5.loss_cls: 0.3845, decode.d5.loss_mask: 0.5567, decode.d5.loss_dice: 0.8770, decode.d6.loss_cls: 0.3755, decode.d6.loss_mask: 0.5533, decode.d6.loss_dice: 0.8678, decode.d7.loss_cls: 0.3599, decode.d7.loss_mask: 0.5525, decode.d7.loss_dice: 0.8708, decode.d8.loss_cls: 0.3572, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8680, loss: 20.5351, grad_norm: 115.3034 2023-11-27 03:41:52,396 - mmseg - INFO - Iter [148600/160000] lr: 2.719e-07, eta: 1:11:42, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3548, decode.loss_mask: 0.5596, decode.loss_dice: 0.8416, decode.d0.loss_cls: 2.2277, decode.d0.loss_mask: 0.6313, decode.d0.loss_dice: 0.9941, decode.d1.loss_cls: 0.5331, decode.d1.loss_mask: 0.5928, decode.d1.loss_dice: 0.9191, decode.d2.loss_cls: 0.4425, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8781, decode.d3.loss_cls: 0.4043, decode.d3.loss_mask: 0.5724, decode.d3.loss_dice: 0.8539, decode.d4.loss_cls: 0.3803, decode.d4.loss_mask: 0.5718, decode.d4.loss_dice: 0.8558, decode.d5.loss_cls: 0.3759, decode.d5.loss_mask: 0.5654, decode.d5.loss_dice: 0.8511, decode.d6.loss_cls: 0.3607, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.8454, decode.d7.loss_cls: 0.3620, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8433, decode.d8.loss_cls: 0.3569, decode.d8.loss_mask: 0.5595, decode.d8.loss_dice: 0.8448, loss: 20.2821, grad_norm: 131.4861 2023-11-27 03:42:10,876 - mmseg - INFO - Iter [148650/160000] lr: 2.707e-07, eta: 1:11:23, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3691, decode.loss_mask: 0.5543, decode.loss_dice: 0.8474, decode.d0.loss_cls: 2.2310, decode.d0.loss_mask: 0.6169, decode.d0.loss_dice: 1.0096, decode.d1.loss_cls: 0.5514, decode.d1.loss_mask: 0.5908, decode.d1.loss_dice: 0.9210, decode.d2.loss_cls: 0.4550, decode.d2.loss_mask: 0.5713, decode.d2.loss_dice: 0.8912, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.5616, decode.d3.loss_dice: 0.8607, decode.d4.loss_cls: 0.4105, decode.d4.loss_mask: 0.5632, decode.d4.loss_dice: 0.8570, decode.d5.loss_cls: 0.3879, decode.d5.loss_mask: 0.5638, decode.d5.loss_dice: 0.8624, decode.d6.loss_cls: 0.3804, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.8530, decode.d7.loss_cls: 0.3694, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8530, decode.d8.loss_cls: 0.3679, decode.d8.loss_mask: 0.5555, decode.d8.loss_dice: 0.8489, loss: 20.4498, grad_norm: 118.6156 2023-11-27 03:42:29,253 - mmseg - INFO - Iter [148700/160000] lr: 2.695e-07, eta: 1:11:04, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3734, decode.loss_mask: 0.5800, decode.loss_dice: 0.8681, decode.d0.loss_cls: 2.2428, decode.d0.loss_mask: 0.6446, decode.d0.loss_dice: 1.0407, decode.d1.loss_cls: 0.5653, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9545, decode.d2.loss_cls: 0.4768, decode.d2.loss_mask: 0.5919, decode.d2.loss_dice: 0.9105, decode.d3.loss_cls: 0.4309, decode.d3.loss_mask: 0.5891, decode.d3.loss_dice: 0.8800, decode.d4.loss_cls: 0.4054, decode.d4.loss_mask: 0.5858, decode.d4.loss_dice: 0.8849, decode.d5.loss_cls: 0.3872, decode.d5.loss_mask: 0.5842, decode.d5.loss_dice: 0.8840, decode.d6.loss_cls: 0.3842, decode.d6.loss_mask: 0.5816, decode.d6.loss_dice: 0.8725, decode.d7.loss_cls: 0.3747, decode.d7.loss_mask: 0.5813, decode.d7.loss_dice: 0.8727, decode.d8.loss_cls: 0.3742, decode.d8.loss_mask: 0.5810, decode.d8.loss_dice: 0.8677, loss: 20.9856, grad_norm: 125.6713 2023-11-27 03:42:47,611 - mmseg - INFO - Iter [148750/160000] lr: 2.683e-07, eta: 1:10:45, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3458, decode.loss_mask: 0.5536, decode.loss_dice: 0.8558, decode.d0.loss_cls: 2.2311, decode.d0.loss_mask: 0.6301, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5539, decode.d1.loss_mask: 0.5878, decode.d1.loss_dice: 0.9363, decode.d2.loss_cls: 0.4534, decode.d2.loss_mask: 0.5728, decode.d2.loss_dice: 0.9006, decode.d3.loss_cls: 0.4047, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8684, decode.d4.loss_cls: 0.3870, decode.d4.loss_mask: 0.5619, decode.d4.loss_dice: 0.8696, decode.d5.loss_cls: 0.3719, decode.d5.loss_mask: 0.5583, decode.d5.loss_dice: 0.8663, decode.d6.loss_cls: 0.3591, decode.d6.loss_mask: 0.5566, decode.d6.loss_dice: 0.8585, decode.d7.loss_cls: 0.3501, decode.d7.loss_mask: 0.5553, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3518, decode.d8.loss_mask: 0.5538, decode.d8.loss_dice: 0.8557, loss: 20.4049, grad_norm: 130.9544 2023-11-27 03:43:05,900 - mmseg - INFO - Iter [148800/160000] lr: 2.671e-07, eta: 1:10:26, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3597, decode.loss_mask: 0.5611, decode.loss_dice: 0.8823, decode.d0.loss_cls: 2.2290, decode.d0.loss_mask: 0.6314, decode.d0.loss_dice: 1.0588, decode.d1.loss_cls: 0.5452, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9684, decode.d2.loss_cls: 0.4546, decode.d2.loss_mask: 0.5782, decode.d2.loss_dice: 0.9239, decode.d3.loss_cls: 0.4125, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4025, decode.d4.loss_mask: 0.5675, decode.d4.loss_dice: 0.8974, decode.d5.loss_cls: 0.3835, decode.d5.loss_mask: 0.5660, decode.d5.loss_dice: 0.8951, decode.d6.loss_cls: 0.3760, decode.d6.loss_mask: 0.5635, decode.d6.loss_dice: 0.8866, decode.d7.loss_cls: 0.3634, decode.d7.loss_mask: 0.5625, decode.d7.loss_dice: 0.8850, decode.d8.loss_cls: 0.3607, decode.d8.loss_mask: 0.5616, decode.d8.loss_dice: 0.8854, loss: 20.8306, grad_norm: 134.6462 2023-11-27 03:43:24,303 - mmseg - INFO - Iter [148850/160000] lr: 2.659e-07, eta: 1:10:07, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3778, decode.loss_mask: 0.5676, decode.loss_dice: 0.8501, decode.d0.loss_cls: 2.2273, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0213, decode.d1.loss_cls: 0.5636, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9322, decode.d2.loss_cls: 0.4792, decode.d2.loss_mask: 0.5859, decode.d2.loss_dice: 0.8928, decode.d3.loss_cls: 0.4313, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.4154, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8626, decode.d5.loss_cls: 0.3984, decode.d5.loss_mask: 0.5754, decode.d5.loss_dice: 0.8601, decode.d6.loss_cls: 0.3881, decode.d6.loss_mask: 0.5717, decode.d6.loss_dice: 0.8562, decode.d7.loss_cls: 0.3818, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8505, decode.d8.loss_cls: 0.3821, decode.d8.loss_mask: 0.5686, decode.d8.loss_dice: 0.8538, loss: 20.7342, grad_norm: 129.6235 2023-11-27 03:43:42,535 - mmseg - INFO - Iter [148900/160000] lr: 2.647e-07, eta: 1:09:48, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3652, decode.loss_mask: 0.5798, decode.loss_dice: 0.8652, decode.d0.loss_cls: 2.2383, decode.d0.loss_mask: 0.6502, decode.d0.loss_dice: 1.0415, decode.d1.loss_cls: 0.5533, decode.d1.loss_mask: 0.6144, decode.d1.loss_dice: 0.9546, decode.d2.loss_cls: 0.4702, decode.d2.loss_mask: 0.6029, decode.d2.loss_dice: 0.9118, decode.d3.loss_cls: 0.4272, decode.d3.loss_mask: 0.5935, decode.d3.loss_dice: 0.8835, decode.d4.loss_cls: 0.4078, decode.d4.loss_mask: 0.5892, decode.d4.loss_dice: 0.8791, decode.d5.loss_cls: 0.3938, decode.d5.loss_mask: 0.5880, decode.d5.loss_dice: 0.8773, decode.d6.loss_cls: 0.3833, decode.d6.loss_mask: 0.5861, decode.d6.loss_dice: 0.8699, decode.d7.loss_cls: 0.3686, decode.d7.loss_mask: 0.5838, decode.d7.loss_dice: 0.8693, decode.d8.loss_cls: 0.3653, decode.d8.loss_mask: 0.5828, decode.d8.loss_dice: 0.8655, loss: 20.9613, grad_norm: 130.6404 2023-11-27 03:44:01,247 - mmseg - INFO - Iter [148950/160000] lr: 2.635e-07, eta: 1:09:29, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3597, decode.loss_mask: 0.5466, decode.loss_dice: 0.8422, decode.d0.loss_cls: 2.2341, decode.d0.loss_mask: 0.6069, decode.d0.loss_dice: 1.0166, decode.d1.loss_cls: 0.5528, decode.d1.loss_mask: 0.5844, decode.d1.loss_dice: 0.9265, decode.d2.loss_cls: 0.4569, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8825, decode.d3.loss_cls: 0.4183, decode.d3.loss_mask: 0.5598, decode.d3.loss_dice: 0.8593, decode.d4.loss_cls: 0.3988, decode.d4.loss_mask: 0.5541, decode.d4.loss_dice: 0.8575, decode.d5.loss_cls: 0.3823, decode.d5.loss_mask: 0.5508, decode.d5.loss_dice: 0.8559, decode.d6.loss_cls: 0.3715, decode.d6.loss_mask: 0.5487, decode.d6.loss_dice: 0.8454, decode.d7.loss_cls: 0.3630, decode.d7.loss_mask: 0.5472, decode.d7.loss_dice: 0.8450, decode.d8.loss_cls: 0.3616, decode.d8.loss_mask: 0.5461, decode.d8.loss_dice: 0.8432, loss: 20.2865, grad_norm: 118.7322 2023-11-27 03:44:19,847 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:44:19,847 - mmseg - INFO - Iter [149000/160000] lr: 2.623e-07, eta: 1:09:10, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3666, decode.loss_mask: 0.5602, decode.loss_dice: 0.8607, decode.d0.loss_cls: 2.2328, decode.d0.loss_mask: 0.6355, decode.d0.loss_dice: 1.0355, decode.d1.loss_cls: 0.5437, decode.d1.loss_mask: 0.6016, decode.d1.loss_dice: 0.9445, decode.d2.loss_cls: 0.4579, decode.d2.loss_mask: 0.5861, decode.d2.loss_dice: 0.9062, decode.d3.loss_cls: 0.4291, decode.d3.loss_mask: 0.5747, decode.d3.loss_dice: 0.8728, decode.d4.loss_cls: 0.4067, decode.d4.loss_mask: 0.5716, decode.d4.loss_dice: 0.8738, decode.d5.loss_cls: 0.3983, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8744, decode.d6.loss_cls: 0.3851, decode.d6.loss_mask: 0.5650, decode.d6.loss_dice: 0.8607, decode.d7.loss_cls: 0.3762, decode.d7.loss_mask: 0.5637, decode.d7.loss_dice: 0.8631, decode.d8.loss_cls: 0.3720, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8653, loss: 20.7130, grad_norm: 125.8826 2023-11-27 03:44:40,936 - mmseg - INFO - Iter [149050/160000] lr: 2.611e-07, eta: 1:08:52, time: 0.422, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3584, decode.loss_mask: 0.5740, decode.loss_dice: 0.8555, decode.d0.loss_cls: 2.2405, decode.d0.loss_mask: 0.6431, decode.d0.loss_dice: 1.0197, decode.d1.loss_cls: 0.5451, decode.d1.loss_mask: 0.6148, decode.d1.loss_dice: 0.9360, decode.d2.loss_cls: 0.4513, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.8991, decode.d3.loss_cls: 0.4202, decode.d3.loss_mask: 0.5859, decode.d3.loss_dice: 0.8702, decode.d4.loss_cls: 0.3956, decode.d4.loss_mask: 0.5825, decode.d4.loss_dice: 0.8701, decode.d5.loss_cls: 0.3871, decode.d5.loss_mask: 0.5824, decode.d5.loss_dice: 0.8682, decode.d6.loss_cls: 0.3743, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8561, decode.d7.loss_cls: 0.3689, decode.d7.loss_mask: 0.5772, decode.d7.loss_dice: 0.8622, decode.d8.loss_cls: 0.3610, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8572, loss: 20.7105, grad_norm: 136.2555 2023-11-27 03:44:59,544 - mmseg - INFO - Iter [149100/160000] lr: 2.599e-07, eta: 1:08:33, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3507, decode.loss_mask: 0.5563, decode.loss_dice: 0.8916, decode.d0.loss_cls: 2.1816, decode.d0.loss_mask: 0.6140, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.5415, decode.d1.loss_mask: 0.5875, decode.d1.loss_dice: 0.9678, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.5712, decode.d2.loss_dice: 0.9260, decode.d3.loss_cls: 0.4167, decode.d3.loss_mask: 0.5644, decode.d3.loss_dice: 0.9048, decode.d4.loss_cls: 0.3919, decode.d4.loss_mask: 0.5588, decode.d4.loss_dice: 0.9024, decode.d5.loss_cls: 0.3788, decode.d5.loss_mask: 0.5599, decode.d5.loss_dice: 0.9010, decode.d6.loss_cls: 0.3671, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8944, decode.d7.loss_cls: 0.3547, decode.d7.loss_mask: 0.5580, decode.d7.loss_dice: 0.8952, decode.d8.loss_cls: 0.3550, decode.d8.loss_mask: 0.5558, decode.d8.loss_dice: 0.8926, loss: 20.6980, grad_norm: 107.5533 2023-11-27 03:45:18,125 - mmseg - INFO - Iter [149150/160000] lr: 2.587e-07, eta: 1:08:14, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3386, decode.loss_mask: 0.5681, decode.loss_dice: 0.8337, decode.d0.loss_cls: 2.1670, decode.d0.loss_mask: 0.6375, decode.d0.loss_dice: 0.9969, decode.d1.loss_cls: 0.5283, decode.d1.loss_mask: 0.6052, decode.d1.loss_dice: 0.9078, decode.d2.loss_cls: 0.4376, decode.d2.loss_mask: 0.5858, decode.d2.loss_dice: 0.8736, decode.d3.loss_cls: 0.3948, decode.d3.loss_mask: 0.5792, decode.d3.loss_dice: 0.8513, decode.d4.loss_cls: 0.3733, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8466, decode.d5.loss_cls: 0.3563, decode.d5.loss_mask: 0.5781, decode.d5.loss_dice: 0.8509, decode.d6.loss_cls: 0.3524, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8366, decode.d7.loss_cls: 0.3444, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8345, decode.d8.loss_cls: 0.3399, decode.d8.loss_mask: 0.5705, decode.d8.loss_dice: 0.8371, loss: 20.1500, grad_norm: 116.1733 2023-11-27 03:45:36,584 - mmseg - INFO - Iter [149200/160000] lr: 2.576e-07, eta: 1:07:55, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3588, decode.loss_mask: 0.5456, decode.loss_dice: 0.8517, decode.d0.loss_cls: 2.2157, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0145, decode.d1.loss_cls: 0.5404, decode.d1.loss_mask: 0.5811, decode.d1.loss_dice: 0.9302, decode.d2.loss_cls: 0.4636, decode.d2.loss_mask: 0.5635, decode.d2.loss_dice: 0.8918, decode.d3.loss_cls: 0.4191, decode.d3.loss_mask: 0.5553, decode.d3.loss_dice: 0.8641, decode.d4.loss_cls: 0.4043, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8669, decode.d5.loss_cls: 0.3841, decode.d5.loss_mask: 0.5538, decode.d5.loss_dice: 0.8629, decode.d6.loss_cls: 0.3738, decode.d6.loss_mask: 0.5494, decode.d6.loss_dice: 0.8534, decode.d7.loss_cls: 0.3649, decode.d7.loss_mask: 0.5465, decode.d7.loss_dice: 0.8484, decode.d8.loss_cls: 0.3598, decode.d8.loss_mask: 0.5453, decode.d8.loss_dice: 0.8518, loss: 20.3287, grad_norm: 128.8121 2023-11-27 03:45:55,067 - mmseg - INFO - Iter [149250/160000] lr: 2.564e-07, eta: 1:07:36, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3594, decode.loss_mask: 0.5424, decode.loss_dice: 0.8413, decode.d0.loss_cls: 2.2491, decode.d0.loss_mask: 0.6054, decode.d0.loss_dice: 1.0165, decode.d1.loss_cls: 0.5553, decode.d1.loss_mask: 0.5759, decode.d1.loss_dice: 0.9281, decode.d2.loss_cls: 0.4536, decode.d2.loss_mask: 0.5607, decode.d2.loss_dice: 0.8872, decode.d3.loss_cls: 0.4211, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8628, decode.d4.loss_cls: 0.4007, decode.d4.loss_mask: 0.5530, decode.d4.loss_dice: 0.8624, decode.d5.loss_cls: 0.3827, decode.d5.loss_mask: 0.5490, decode.d5.loss_dice: 0.8557, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5476, decode.d6.loss_dice: 0.8527, decode.d7.loss_cls: 0.3698, decode.d7.loss_mask: 0.5444, decode.d7.loss_dice: 0.8492, decode.d8.loss_cls: 0.3661, decode.d8.loss_mask: 0.5421, decode.d8.loss_dice: 0.8470, loss: 20.3096, grad_norm: 131.7370 2023-11-27 03:46:13,764 - mmseg - INFO - Iter [149300/160000] lr: 2.552e-07, eta: 1:07:17, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3591, decode.loss_mask: 0.5629, decode.loss_dice: 0.8700, decode.d0.loss_cls: 2.2349, decode.d0.loss_mask: 0.6358, decode.d0.loss_dice: 1.0360, decode.d1.loss_cls: 0.5534, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9596, decode.d2.loss_cls: 0.4665, decode.d2.loss_mask: 0.5793, decode.d2.loss_dice: 0.9107, decode.d3.loss_cls: 0.4211, decode.d3.loss_mask: 0.5694, decode.d3.loss_dice: 0.8846, decode.d4.loss_cls: 0.4022, decode.d4.loss_mask: 0.5688, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.3959, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8794, decode.d6.loss_cls: 0.3773, decode.d6.loss_mask: 0.5629, decode.d6.loss_dice: 0.8728, decode.d7.loss_cls: 0.3663, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8773, decode.d8.loss_cls: 0.3633, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8725, loss: 20.7566, grad_norm: 105.5675 2023-11-27 03:46:32,613 - mmseg - INFO - Iter [149350/160000] lr: 2.540e-07, eta: 1:06:58, time: 0.377, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3500, decode.loss_mask: 0.5483, decode.loss_dice: 0.8418, decode.d0.loss_cls: 2.1714, decode.d0.loss_mask: 0.6086, decode.d0.loss_dice: 0.9938, decode.d1.loss_cls: 0.5360, decode.d1.loss_mask: 0.5781, decode.d1.loss_dice: 0.9168, decode.d2.loss_cls: 0.4520, decode.d2.loss_mask: 0.5632, decode.d2.loss_dice: 0.8820, decode.d3.loss_cls: 0.4092, decode.d3.loss_mask: 0.5586, decode.d3.loss_dice: 0.8563, decode.d4.loss_cls: 0.3838, decode.d4.loss_mask: 0.5567, decode.d4.loss_dice: 0.8480, decode.d5.loss_cls: 0.3743, decode.d5.loss_mask: 0.5541, decode.d5.loss_dice: 0.8506, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5529, decode.d6.loss_dice: 0.8440, decode.d7.loss_cls: 0.3576, decode.d7.loss_mask: 0.5509, decode.d7.loss_dice: 0.8451, decode.d8.loss_cls: 0.3543, decode.d8.loss_mask: 0.5495, decode.d8.loss_dice: 0.8426, loss: 20.0966, grad_norm: 112.0892 2023-11-27 03:46:51,135 - mmseg - INFO - Iter [149400/160000] lr: 2.528e-07, eta: 1:06:40, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3408, decode.loss_mask: 0.5626, decode.loss_dice: 0.8447, decode.d0.loss_cls: 2.2080, decode.d0.loss_mask: 0.6367, decode.d0.loss_dice: 0.9999, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.9185, decode.d2.loss_cls: 0.4314, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8861, decode.d3.loss_cls: 0.3983, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.8646, decode.d4.loss_cls: 0.3762, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8620, decode.d5.loss_cls: 0.3649, decode.d5.loss_mask: 0.5672, decode.d5.loss_dice: 0.8536, decode.d6.loss_cls: 0.3581, decode.d6.loss_mask: 0.5655, decode.d6.loss_dice: 0.8539, decode.d7.loss_cls: 0.3518, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.8455, decode.d8.loss_cls: 0.3466, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8481, loss: 20.2607, grad_norm: 129.6275 2023-11-27 03:47:09,902 - mmseg - INFO - Iter [149450/160000] lr: 2.516e-07, eta: 1:06:21, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3713, decode.loss_mask: 0.5712, decode.loss_dice: 0.8598, decode.d0.loss_cls: 2.2149, decode.d0.loss_mask: 0.6471, decode.d0.loss_dice: 1.0267, decode.d1.loss_cls: 0.5758, decode.d1.loss_mask: 0.6093, decode.d1.loss_dice: 0.9449, decode.d2.loss_cls: 0.4851, decode.d2.loss_mask: 0.5918, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4338, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8761, decode.d4.loss_cls: 0.4110, decode.d4.loss_mask: 0.5814, decode.d4.loss_dice: 0.8720, decode.d5.loss_cls: 0.3949, decode.d5.loss_mask: 0.5805, decode.d5.loss_dice: 0.8738, decode.d6.loss_cls: 0.3903, decode.d6.loss_mask: 0.5758, decode.d6.loss_dice: 0.8570, decode.d7.loss_cls: 0.3824, decode.d7.loss_mask: 0.5741, decode.d7.loss_dice: 0.8597, decode.d8.loss_cls: 0.3778, decode.d8.loss_mask: 0.5747, decode.d8.loss_dice: 0.8596, loss: 20.8626, grad_norm: 125.8814 2023-11-27 03:47:28,358 - mmseg - INFO - Iter [149500/160000] lr: 2.504e-07, eta: 1:06:02, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3658, decode.loss_mask: 0.5721, decode.loss_dice: 0.8654, decode.d0.loss_cls: 2.2777, decode.d0.loss_mask: 0.6392, decode.d0.loss_dice: 1.0292, decode.d1.loss_cls: 0.5764, decode.d1.loss_mask: 0.6077, decode.d1.loss_dice: 0.9471, decode.d2.loss_cls: 0.4706, decode.d2.loss_mask: 0.5958, decode.d2.loss_dice: 0.9086, decode.d3.loss_cls: 0.4318, decode.d3.loss_mask: 0.5877, decode.d3.loss_dice: 0.8849, decode.d4.loss_cls: 0.4073, decode.d4.loss_mask: 0.5836, decode.d4.loss_dice: 0.8857, decode.d5.loss_cls: 0.3889, decode.d5.loss_mask: 0.5820, decode.d5.loss_dice: 0.8804, decode.d6.loss_cls: 0.3868, decode.d6.loss_mask: 0.5790, decode.d6.loss_dice: 0.8748, decode.d7.loss_cls: 0.3739, decode.d7.loss_mask: 0.5752, decode.d7.loss_dice: 0.8714, decode.d8.loss_cls: 0.3731, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8674, loss: 20.9627, grad_norm: 118.9313 2023-11-27 03:47:47,053 - mmseg - INFO - Iter [149550/160000] lr: 2.492e-07, eta: 1:05:43, time: 0.374, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3520, decode.loss_mask: 0.5623, decode.loss_dice: 0.8484, decode.d0.loss_cls: 2.2771, decode.d0.loss_mask: 0.6403, decode.d0.loss_dice: 1.0251, decode.d1.loss_cls: 0.5630, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.9286, decode.d2.loss_cls: 0.4656, decode.d2.loss_mask: 0.5859, decode.d2.loss_dice: 0.8944, decode.d3.loss_cls: 0.4193, decode.d3.loss_mask: 0.5746, decode.d3.loss_dice: 0.8658, decode.d4.loss_cls: 0.3959, decode.d4.loss_mask: 0.5725, decode.d4.loss_dice: 0.8661, decode.d5.loss_cls: 0.3854, decode.d5.loss_mask: 0.5679, decode.d5.loss_dice: 0.8626, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5657, decode.d6.loss_dice: 0.8506, decode.d7.loss_cls: 0.3686, decode.d7.loss_mask: 0.5637, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3530, decode.d8.loss_mask: 0.5632, decode.d8.loss_dice: 0.8492, loss: 20.5929, grad_norm: 131.0782 2023-11-27 03:48:05,464 - mmseg - INFO - Iter [149600/160000] lr: 2.480e-07, eta: 1:05:24, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3664, decode.loss_mask: 0.5316, decode.loss_dice: 0.8446, decode.d0.loss_cls: 2.2178, decode.d0.loss_mask: 0.5918, decode.d0.loss_dice: 1.0019, decode.d1.loss_cls: 0.5619, decode.d1.loss_mask: 0.5635, decode.d1.loss_dice: 0.9201, decode.d2.loss_cls: 0.4639, decode.d2.loss_mask: 0.5503, decode.d2.loss_dice: 0.8798, decode.d3.loss_cls: 0.4279, decode.d3.loss_mask: 0.5402, decode.d3.loss_dice: 0.8534, decode.d4.loss_cls: 0.4040, decode.d4.loss_mask: 0.5400, decode.d4.loss_dice: 0.8507, decode.d5.loss_cls: 0.3907, decode.d5.loss_mask: 0.5371, decode.d5.loss_dice: 0.8521, decode.d6.loss_cls: 0.3896, decode.d6.loss_mask: 0.5352, decode.d6.loss_dice: 0.8440, decode.d7.loss_cls: 0.3759, decode.d7.loss_mask: 0.5330, decode.d7.loss_dice: 0.8438, decode.d8.loss_cls: 0.3723, decode.d8.loss_mask: 0.5318, decode.d8.loss_dice: 0.8436, loss: 20.1589, grad_norm: 118.2385 2023-11-27 03:48:23,831 - mmseg - INFO - Iter [149650/160000] lr: 2.468e-07, eta: 1:05:05, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3827, decode.loss_mask: 0.5774, decode.loss_dice: 0.8774, decode.d0.loss_cls: 2.2596, decode.d0.loss_mask: 0.6426, decode.d0.loss_dice: 1.0447, decode.d1.loss_cls: 0.5860, decode.d1.loss_mask: 0.6070, decode.d1.loss_dice: 0.9604, decode.d2.loss_cls: 0.4912, decode.d2.loss_mask: 0.5966, decode.d2.loss_dice: 0.9201, decode.d3.loss_cls: 0.4420, decode.d3.loss_mask: 0.5900, decode.d3.loss_dice: 0.8999, decode.d4.loss_cls: 0.4262, decode.d4.loss_mask: 0.5889, decode.d4.loss_dice: 0.8937, decode.d5.loss_cls: 0.4114, decode.d5.loss_mask: 0.5852, decode.d5.loss_dice: 0.8909, decode.d6.loss_cls: 0.3991, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8828, decode.d7.loss_cls: 0.3937, decode.d7.loss_mask: 0.5779, decode.d7.loss_dice: 0.8797, decode.d8.loss_cls: 0.3870, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.8801, loss: 21.2336, grad_norm: 132.3237 2023-11-27 03:48:43,644 - mmseg - INFO - Iter [149700/160000] lr: 2.456e-07, eta: 1:04:46, time: 0.396, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3673, decode.loss_mask: 0.5531, decode.loss_dice: 0.8508, decode.d0.loss_cls: 2.2603, decode.d0.loss_mask: 0.6232, decode.d0.loss_dice: 1.0248, decode.d1.loss_cls: 0.5570, decode.d1.loss_mask: 0.5860, decode.d1.loss_dice: 0.9303, decode.d2.loss_cls: 0.4653, decode.d2.loss_mask: 0.5695, decode.d2.loss_dice: 0.8862, decode.d3.loss_cls: 0.4161, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8643, decode.d4.loss_cls: 0.3934, decode.d4.loss_mask: 0.5635, decode.d4.loss_dice: 0.8651, decode.d5.loss_cls: 0.3815, decode.d5.loss_mask: 0.5593, decode.d5.loss_dice: 0.8591, decode.d6.loss_cls: 0.3843, decode.d6.loss_mask: 0.5572, decode.d6.loss_dice: 0.8504, decode.d7.loss_cls: 0.3645, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8529, decode.d8.loss_cls: 0.3676, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8555, loss: 20.4799, grad_norm: 116.5529 2023-11-27 03:49:02,406 - mmseg - INFO - Iter [149750/160000] lr: 2.444e-07, eta: 1:04:27, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3342, decode.loss_mask: 0.5493, decode.loss_dice: 0.8234, decode.d0.loss_cls: 2.2527, decode.d0.loss_mask: 0.6128, decode.d0.loss_dice: 0.9859, decode.d1.loss_cls: 0.5180, decode.d1.loss_mask: 0.5805, decode.d1.loss_dice: 0.9043, decode.d2.loss_cls: 0.4355, decode.d2.loss_mask: 0.5672, decode.d2.loss_dice: 0.8643, decode.d3.loss_cls: 0.3981, decode.d3.loss_mask: 0.5557, decode.d3.loss_dice: 0.8361, decode.d4.loss_cls: 0.3743, decode.d4.loss_mask: 0.5517, decode.d4.loss_dice: 0.8298, decode.d5.loss_cls: 0.3613, decode.d5.loss_mask: 0.5513, decode.d5.loss_dice: 0.8299, decode.d6.loss_cls: 0.3517, decode.d6.loss_mask: 0.5492, decode.d6.loss_dice: 0.8231, decode.d7.loss_cls: 0.3464, decode.d7.loss_mask: 0.5488, decode.d7.loss_dice: 0.8200, decode.d8.loss_cls: 0.3432, decode.d8.loss_mask: 0.5494, decode.d8.loss_dice: 0.8247, loss: 19.8727, grad_norm: 151.8862 2023-11-27 03:49:20,915 - mmseg - INFO - Iter [149800/160000] lr: 2.432e-07, eta: 1:04:08, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3565, decode.loss_mask: 0.5697, decode.loss_dice: 0.8829, decode.d0.loss_cls: 2.2217, decode.d0.loss_mask: 0.6354, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5648, decode.d1.loss_mask: 0.6042, decode.d1.loss_dice: 0.9602, decode.d2.loss_cls: 0.4781, decode.d2.loss_mask: 0.5868, decode.d2.loss_dice: 0.9167, decode.d3.loss_cls: 0.4262, decode.d3.loss_mask: 0.5782, decode.d3.loss_dice: 0.8947, decode.d4.loss_cls: 0.4091, decode.d4.loss_mask: 0.5718, decode.d4.loss_dice: 0.8877, decode.d5.loss_cls: 0.3851, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8929, decode.d6.loss_cls: 0.3739, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8847, decode.d7.loss_cls: 0.3683, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8815, decode.d8.loss_cls: 0.3685, decode.d8.loss_mask: 0.5691, decode.d8.loss_dice: 0.8822, loss: 20.9044, grad_norm: 121.8430 2023-11-27 03:49:39,651 - mmseg - INFO - Iter [149850/160000] lr: 2.421e-07, eta: 1:03:50, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3400, decode.loss_mask: 0.5625, decode.loss_dice: 0.8391, decode.d0.loss_cls: 2.1898, decode.d0.loss_mask: 0.6306, decode.d0.loss_dice: 0.9944, decode.d1.loss_cls: 0.5303, decode.d1.loss_mask: 0.6006, decode.d1.loss_dice: 0.9187, decode.d2.loss_cls: 0.4423, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.8827, decode.d3.loss_cls: 0.3957, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8550, decode.d4.loss_cls: 0.3760, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8506, decode.d5.loss_cls: 0.3747, decode.d5.loss_mask: 0.5655, decode.d5.loss_dice: 0.8512, decode.d6.loss_cls: 0.3599, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8424, decode.d7.loss_cls: 0.3487, decode.d7.loss_mask: 0.5629, decode.d7.loss_dice: 0.8450, decode.d8.loss_cls: 0.3417, decode.d8.loss_mask: 0.5604, decode.d8.loss_dice: 0.8428, loss: 20.1941, grad_norm: 126.9898 2023-11-27 03:49:58,118 - mmseg - INFO - Iter [149900/160000] lr: 2.409e-07, eta: 1:03:31, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3496, decode.loss_mask: 0.5370, decode.loss_dice: 0.8368, decode.d0.loss_cls: 2.2275, decode.d0.loss_mask: 0.6055, decode.d0.loss_dice: 1.0000, decode.d1.loss_cls: 0.5605, decode.d1.loss_mask: 0.5736, decode.d1.loss_dice: 0.9127, decode.d2.loss_cls: 0.4587, decode.d2.loss_mask: 0.5578, decode.d2.loss_dice: 0.8813, decode.d3.loss_cls: 0.4152, decode.d3.loss_mask: 0.5502, decode.d3.loss_dice: 0.8529, decode.d4.loss_cls: 0.3920, decode.d4.loss_mask: 0.5474, decode.d4.loss_dice: 0.8510, decode.d5.loss_cls: 0.3697, decode.d5.loss_mask: 0.5459, decode.d5.loss_dice: 0.8507, decode.d6.loss_cls: 0.3680, decode.d6.loss_mask: 0.5421, decode.d6.loss_dice: 0.8412, decode.d7.loss_cls: 0.3593, decode.d7.loss_mask: 0.5390, decode.d7.loss_dice: 0.8387, decode.d8.loss_cls: 0.3477, decode.d8.loss_mask: 0.5385, decode.d8.loss_dice: 0.8364, loss: 20.0868, grad_norm: 118.7461 2023-11-27 03:50:16,713 - mmseg - INFO - Iter [149950/160000] lr: 2.397e-07, eta: 1:03:12, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3522, decode.loss_mask: 0.5508, decode.loss_dice: 0.8504, decode.d0.loss_cls: 2.2133, decode.d0.loss_mask: 0.6118, decode.d0.loss_dice: 1.0075, decode.d1.loss_cls: 0.5409, decode.d1.loss_mask: 0.5787, decode.d1.loss_dice: 0.9291, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8877, decode.d3.loss_cls: 0.4101, decode.d3.loss_mask: 0.5603, decode.d3.loss_dice: 0.8654, decode.d4.loss_cls: 0.3843, decode.d4.loss_mask: 0.5577, decode.d4.loss_dice: 0.8644, decode.d5.loss_cls: 0.3674, decode.d5.loss_mask: 0.5563, decode.d5.loss_dice: 0.8639, decode.d6.loss_cls: 0.3630, decode.d6.loss_mask: 0.5539, decode.d6.loss_dice: 0.8546, decode.d7.loss_cls: 0.3524, decode.d7.loss_mask: 0.5529, decode.d7.loss_dice: 0.8534, decode.d8.loss_cls: 0.3531, decode.d8.loss_mask: 0.5511, decode.d8.loss_dice: 0.8510, loss: 20.2586, grad_norm: 116.7900 2023-11-27 03:50:35,193 - mmseg - INFO - Saving checkpoint at 150000 iterations 2023-11-27 03:50:36,874 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:50:36,874 - mmseg - INFO - Iter [150000/160000] lr: 2.385e-07, eta: 1:02:53, time: 0.403, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3446, decode.loss_mask: 0.5496, decode.loss_dice: 0.8476, decode.d0.loss_cls: 2.2473, decode.d0.loss_mask: 0.6214, decode.d0.loss_dice: 1.0137, decode.d1.loss_cls: 0.5463, decode.d1.loss_mask: 0.5850, decode.d1.loss_dice: 0.9287, decode.d2.loss_cls: 0.4511, decode.d2.loss_mask: 0.5691, decode.d2.loss_dice: 0.8945, decode.d3.loss_cls: 0.4075, decode.d3.loss_mask: 0.5623, decode.d3.loss_dice: 0.8658, decode.d4.loss_cls: 0.3880, decode.d4.loss_mask: 0.5590, decode.d4.loss_dice: 0.8616, decode.d5.loss_cls: 0.3691, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8613, decode.d6.loss_cls: 0.3605, decode.d6.loss_mask: 0.5538, decode.d6.loss_dice: 0.8540, decode.d7.loss_cls: 0.3450, decode.d7.loss_mask: 0.5533, decode.d7.loss_dice: 0.8514, decode.d8.loss_cls: 0.3501, decode.d8.loss_mask: 0.5511, decode.d8.loss_dice: 0.8510, loss: 20.3009, grad_norm: 105.4479 2023-11-27 03:50:53,495 - mmseg - INFO - per class results: 2023-11-27 03:50:53,500 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.6 | 86.23 | | building | 82.83 | 90.97 | | sky | 94.88 | 97.33 | | floor | 83.11 | 90.81 | | tree | 75.59 | 87.81 | | ceiling | 83.92 | 91.96 | | road | 85.23 | 91.2 | | bed | 89.89 | 95.13 | | windowpane | 61.19 | 78.19 | | grass | 66.16 | 78.53 | | cabinet | 59.57 | 73.26 | | sidewalk | 69.02 | 82.11 | | person | 83.99 | 92.28 | | earth | 38.84 | 56.11 | | door | 53.85 | 72.69 | | table | 64.82 | 80.26 | | mountain | 60.87 | 78.01 | | plant | 51.21 | 65.0 | | curtain | 75.7 | 88.47 | | chair | 60.64 | 73.42 | | car | 86.49 | 93.96 | | water | 57.26 | 80.13 | | painting | 71.5 | 88.44 | | sofa | 72.24 | 88.27 | | shelf | 43.53 | 60.55 | | house | 44.65 | 72.08 | | sea | 61.52 | 76.39 | | mirror | 68.14 | 80.21 | | rug | 66.81 | 78.22 | | field | 28.13 | 42.94 | | armchair | 47.37 | 63.51 | | seat | 63.24 | 86.13 | | fence | 44.61 | 60.18 | | desk | 52.1 | 71.88 | | rock | 46.69 | 57.62 | | wardrobe | 49.97 | 71.26 | | lamp | 70.18 | 81.09 | | bathtub | 72.61 | 86.52 | | railing | 36.25 | 55.24 | | cushion | 65.6 | 77.79 | | base | 30.2 | 46.32 | | box | 27.43 | 41.78 | | column | 41.3 | 58.23 | | signboard | 37.77 | 56.16 | | chest of drawers | 37.56 | 66.02 | | counter | 33.47 | 46.9 | | sand | 30.93 | 43.22 | | sink | 72.43 | 84.65 | | skyscraper | 41.05 | 47.33 | | fireplace | 71.89 | 91.02 | | refrigerator | 80.28 | 89.65 | | grandstand | 39.91 | 69.63 | | path | 30.0 | 45.88 | | stairs | 35.52 | 45.87 | | runway | 74.79 | 97.29 | | case | 41.95 | 54.4 | | pool table | 94.86 | 97.37 | | pillow | 61.84 | 71.72 | | screen door | 49.28 | 69.7 | | stairway | 35.45 | 44.18 | | river | 16.28 | 19.56 | | bridge | 73.11 | 88.45 | | bookcase | 42.65 | 58.17 | | blind | 40.5 | 49.76 | | coffee table | 62.47 | 83.01 | | toilet | 88.31 | 91.46 | | flower | 35.33 | 51.59 | | book | 51.56 | 72.23 | | hill | 7.69 | 14.55 | | bench | 54.46 | 64.95 | | countertop | 56.67 | 75.58 | | stove | 85.26 | 91.75 | | palm | 53.45 | 75.12 | | kitchen island | 45.12 | 81.89 | | computer | 64.99 | 72.37 | | swivel chair | 44.91 | 64.66 | | boat | 59.67 | 82.4 | | bar | 61.83 | 75.82 | | arcade machine | 28.4 | 31.52 | | hovel | 11.68 | 15.92 | | bus | 84.27 | 96.18 | | towel | 71.24 | 83.99 | | light | 62.19 | 77.71 | | truck | 39.37 | 51.3 | | tower | 28.09 | 40.26 | | chandelier | 71.43 | 83.5 | | awning | 37.64 | 51.76 | | streetlight | 34.3 | 51.12 | | booth | 48.52 | 53.86 | | television receiver | 75.73 | 86.45 | | airplane | 60.28 | 66.61 | | dirt track | 7.53 | 11.18 | | apparel | 30.71 | 50.36 | | pole | 29.38 | 46.8 | | land | 3.68 | 5.68 | | bannister | 15.1 | 26.5 | | escalator | 25.21 | 29.4 | | ottoman | 50.71 | 70.58 | | bottle | 38.46 | 67.24 | | buffet | 40.96 | 53.9 | | poster | 39.83 | 54.21 | | stage | 13.96 | 31.59 | | van | 50.51 | 68.86 | | ship | 10.92 | 11.3 | | fountain | 21.91 | 22.92 | | conveyer belt | 67.76 | 86.49 | | canopy | 30.23 | 38.39 | | washer | 72.15 | 77.1 | | plaything | 24.97 | 37.35 | | swimming pool | 48.5 | 73.65 | | stool | 46.84 | 72.2 | | barrel | 63.76 | 74.38 | | basket | 33.78 | 53.36 | | waterfall | 63.08 | 95.22 | | tent | 94.57 | 97.91 | | bag | 14.98 | 23.08 | | minibike | 68.32 | 87.97 | | cradle | 86.74 | 97.7 | | oven | 62.33 | 70.62 | | ball | 21.47 | 23.56 | | food | 66.14 | 80.44 | | step | 16.14 | 23.11 | | tank | 54.87 | 65.85 | | trade name | 32.0 | 39.76 | | microwave | 86.75 | 94.87 | | pot | 37.28 | 44.31 | | animal | 66.69 | 68.26 | | bicycle | 60.4 | 82.1 | | lake | 0.35 | 0.35 | | dishwasher | 77.34 | 83.93 | | screen | 64.24 | 92.93 | | blanket | 33.21 | 41.24 | | sculpture | 61.8 | 85.89 | | hood | 71.15 | 88.36 | | sconce | 57.06 | 70.98 | | vase | 48.16 | 66.61 | | traffic light | 39.36 | 65.74 | | tray | 17.49 | 31.47 | | ashcan | 43.57 | 63.39 | | fan | 64.44 | 81.63 | | pier | 32.37 | 40.74 | | crt screen | 3.81 | 13.18 | | plate | 59.01 | 74.09 | | monitor | 4.06 | 4.98 | | bulletin board | 45.45 | 64.99 | | shower | 13.63 | 27.4 | | radiator | 71.75 | 83.47 | | glass | 20.59 | 22.61 | | clock | 45.29 | 62.01 | | flag | 48.06 | 52.23 | +---------------------+-------+-------+ 2023-11-27 03:50:53,500 - mmseg - INFO - Summary: 2023-11-27 03:50:53,500 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.56 | 51.03 | 64.46 | +-------+-------+-------+ 2023-11-27 03:50:53,501 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:50:53,501 - mmseg - INFO - Iter(val) [250] aAcc: 0.8356, mIoU: 0.5103, mAcc: 0.6446, IoU.wall: 0.7760, IoU.building: 0.8283, IoU.sky: 0.9488, IoU.floor: 0.8311, IoU.tree: 0.7559, IoU.ceiling: 0.8392, IoU.road: 0.8523, IoU.bed : 0.8989, IoU.windowpane: 0.6119, IoU.grass: 0.6616, IoU.cabinet: 0.5957, IoU.sidewalk: 0.6902, IoU.person: 0.8399, IoU.earth: 0.3884, IoU.door: 0.5385, IoU.table: 0.6482, IoU.mountain: 0.6087, IoU.plant: 0.5121, IoU.curtain: 0.7570, IoU.chair: 0.6064, IoU.car: 0.8649, IoU.water: 0.5726, IoU.painting: 0.7150, IoU.sofa: 0.7224, IoU.shelf: 0.4353, IoU.house: 0.4465, IoU.sea: 0.6152, IoU.mirror: 0.6814, IoU.rug: 0.6681, IoU.field: 0.2813, IoU.armchair: 0.4737, IoU.seat: 0.6324, IoU.fence: 0.4461, IoU.desk: 0.5210, IoU.rock: 0.4669, IoU.wardrobe: 0.4997, IoU.lamp: 0.7018, IoU.bathtub: 0.7261, IoU.railing: 0.3625, IoU.cushion: 0.6560, IoU.base: 0.3020, IoU.box: 0.2743, IoU.column: 0.4130, IoU.signboard: 0.3777, IoU.chest of drawers: 0.3756, IoU.counter: 0.3347, IoU.sand: 0.3093, IoU.sink: 0.7243, IoU.skyscraper: 0.4105, IoU.fireplace: 0.7189, IoU.refrigerator: 0.8028, IoU.grandstand: 0.3991, IoU.path: 0.3000, IoU.stairs: 0.3552, IoU.runway: 0.7479, IoU.case: 0.4195, IoU.pool table: 0.9486, IoU.pillow: 0.6184, IoU.screen door: 0.4928, IoU.stairway: 0.3545, IoU.river: 0.1628, IoU.bridge: 0.7311, IoU.bookcase: 0.4265, IoU.blind: 0.4050, IoU.coffee table: 0.6247, IoU.toilet: 0.8831, IoU.flower: 0.3533, IoU.book: 0.5156, IoU.hill: 0.0769, IoU.bench: 0.5446, IoU.countertop: 0.5667, IoU.stove: 0.8526, IoU.palm: 0.5345, IoU.kitchen island: 0.4512, IoU.computer: 0.6499, IoU.swivel chair: 0.4491, IoU.boat: 0.5967, IoU.bar: 0.6183, IoU.arcade machine: 0.2840, IoU.hovel: 0.1168, IoU.bus: 0.8427, IoU.towel: 0.7124, IoU.light: 0.6219, IoU.truck: 0.3937, IoU.tower: 0.2809, IoU.chandelier: 0.7143, IoU.awning: 0.3764, IoU.streetlight: 0.3430, IoU.booth: 0.4852, IoU.television receiver: 0.7573, IoU.airplane: 0.6028, IoU.dirt track: 0.0753, IoU.apparel: 0.3071, IoU.pole: 0.2938, IoU.land: 0.0368, IoU.bannister: 0.1510, IoU.escalator: 0.2521, IoU.ottoman: 0.5071, IoU.bottle: 0.3846, IoU.buffet: 0.4096, IoU.poster: 0.3983, IoU.stage: 0.1396, IoU.van: 0.5051, IoU.ship: 0.1092, IoU.fountain: 0.2191, IoU.conveyer belt: 0.6776, IoU.canopy: 0.3023, IoU.washer: 0.7215, IoU.plaything: 0.2497, IoU.swimming pool: 0.4850, IoU.stool: 0.4684, IoU.barrel: 0.6376, IoU.basket: 0.3378, IoU.waterfall: 0.6308, IoU.tent: 0.9457, IoU.bag: 0.1498, IoU.minibike: 0.6832, IoU.cradle: 0.8674, IoU.oven: 0.6233, IoU.ball: 0.2147, IoU.food: 0.6614, IoU.step: 0.1614, IoU.tank: 0.5487, IoU.trade name: 0.3200, IoU.microwave: 0.8675, IoU.pot: 0.3728, IoU.animal: 0.6669, IoU.bicycle: 0.6040, IoU.lake: 0.0035, IoU.dishwasher: 0.7734, IoU.screen: 0.6424, IoU.blanket: 0.3321, IoU.sculpture: 0.6180, IoU.hood: 0.7115, IoU.sconce: 0.5706, IoU.vase: 0.4816, IoU.traffic light: 0.3936, IoU.tray: 0.1749, IoU.ashcan: 0.4357, IoU.fan: 0.6444, IoU.pier: 0.3237, IoU.crt screen: 0.0381, IoU.plate: 0.5901, IoU.monitor: 0.0406, IoU.bulletin board: 0.4545, IoU.shower: 0.1363, IoU.radiator: 0.7175, IoU.glass: 0.2059, IoU.clock: 0.4529, IoU.flag: 0.4806, Acc.wall: 0.8623, Acc.building: 0.9097, Acc.sky: 0.9733, Acc.floor: 0.9081, Acc.tree: 0.8781, Acc.ceiling: 0.9196, Acc.road: 0.9120, Acc.bed : 0.9513, Acc.windowpane: 0.7819, Acc.grass: 0.7853, Acc.cabinet: 0.7326, Acc.sidewalk: 0.8211, Acc.person: 0.9228, Acc.earth: 0.5611, Acc.door: 0.7269, Acc.table: 0.8026, Acc.mountain: 0.7801, Acc.plant: 0.6500, Acc.curtain: 0.8847, Acc.chair: 0.7342, Acc.car: 0.9396, Acc.water: 0.8013, Acc.painting: 0.8844, Acc.sofa: 0.8827, Acc.shelf: 0.6055, Acc.house: 0.7208, Acc.sea: 0.7639, Acc.mirror: 0.8021, Acc.rug: 0.7822, Acc.field: 0.4294, Acc.armchair: 0.6351, Acc.seat: 0.8613, Acc.fence: 0.6018, Acc.desk: 0.7188, Acc.rock: 0.5762, Acc.wardrobe: 0.7126, Acc.lamp: 0.8109, Acc.bathtub: 0.8652, Acc.railing: 0.5524, Acc.cushion: 0.7779, Acc.base: 0.4632, Acc.box: 0.4178, Acc.column: 0.5823, Acc.signboard: 0.5616, Acc.chest of drawers: 0.6602, Acc.counter: 0.4690, Acc.sand: 0.4322, Acc.sink: 0.8465, Acc.skyscraper: 0.4733, Acc.fireplace: 0.9102, Acc.refrigerator: 0.8965, Acc.grandstand: 0.6963, Acc.path: 0.4588, Acc.stairs: 0.4587, Acc.runway: 0.9729, Acc.case: 0.5440, Acc.pool table: 0.9737, Acc.pillow: 0.7172, Acc.screen door: 0.6970, Acc.stairway: 0.4418, Acc.river: 0.1956, Acc.bridge: 0.8845, Acc.bookcase: 0.5817, Acc.blind: 0.4976, Acc.coffee table: 0.8301, Acc.toilet: 0.9146, Acc.flower: 0.5159, Acc.book: 0.7223, Acc.hill: 0.1455, Acc.bench: 0.6495, Acc.countertop: 0.7558, Acc.stove: 0.9175, Acc.palm: 0.7512, Acc.kitchen island: 0.8189, Acc.computer: 0.7237, Acc.swivel chair: 0.6466, Acc.boat: 0.8240, Acc.bar: 0.7582, Acc.arcade machine: 0.3152, Acc.hovel: 0.1592, Acc.bus: 0.9618, Acc.towel: 0.8399, Acc.light: 0.7771, Acc.truck: 0.5130, Acc.tower: 0.4026, Acc.chandelier: 0.8350, Acc.awning: 0.5176, Acc.streetlight: 0.5112, Acc.booth: 0.5386, Acc.television receiver: 0.8645, Acc.airplane: 0.6661, Acc.dirt track: 0.1118, Acc.apparel: 0.5036, Acc.pole: 0.4680, Acc.land: 0.0568, Acc.bannister: 0.2650, Acc.escalator: 0.2940, Acc.ottoman: 0.7058, Acc.bottle: 0.6724, Acc.buffet: 0.5390, Acc.poster: 0.5421, Acc.stage: 0.3159, Acc.van: 0.6886, Acc.ship: 0.1130, Acc.fountain: 0.2292, Acc.conveyer belt: 0.8649, Acc.canopy: 0.3839, Acc.washer: 0.7710, Acc.plaything: 0.3735, Acc.swimming pool: 0.7365, Acc.stool: 0.7220, Acc.barrel: 0.7438, Acc.basket: 0.5336, Acc.waterfall: 0.9522, Acc.tent: 0.9791, Acc.bag: 0.2308, Acc.minibike: 0.8797, Acc.cradle: 0.9770, Acc.oven: 0.7062, Acc.ball: 0.2356, Acc.food: 0.8044, Acc.step: 0.2311, Acc.tank: 0.6585, Acc.trade name: 0.3976, Acc.microwave: 0.9487, Acc.pot: 0.4431, Acc.animal: 0.6826, Acc.bicycle: 0.8210, Acc.lake: 0.0035, Acc.dishwasher: 0.8393, Acc.screen: 0.9293, Acc.blanket: 0.4124, Acc.sculpture: 0.8589, Acc.hood: 0.8836, Acc.sconce: 0.7098, Acc.vase: 0.6661, Acc.traffic light: 0.6574, Acc.tray: 0.3147, Acc.ashcan: 0.6339, Acc.fan: 0.8163, Acc.pier: 0.4074, Acc.crt screen: 0.1318, Acc.plate: 0.7409, Acc.monitor: 0.0498, Acc.bulletin board: 0.6499, Acc.shower: 0.2740, Acc.radiator: 0.8347, Acc.glass: 0.2261, Acc.clock: 0.6201, Acc.flag: 0.5223 2023-11-27 03:51:11,917 - mmseg - INFO - Iter [150050/160000] lr: 2.373e-07, eta: 1:02:35, time: 0.701, data_time: 0.342, memory: 36416, decode.loss_cls: 0.3672, decode.loss_mask: 0.5906, decode.loss_dice: 0.8745, decode.d0.loss_cls: 2.2454, decode.d0.loss_mask: 0.6601, decode.d0.loss_dice: 1.0421, decode.d1.loss_cls: 0.5578, decode.d1.loss_mask: 0.6245, decode.d1.loss_dice: 0.9517, decode.d2.loss_cls: 0.4697, decode.d2.loss_mask: 0.6095, decode.d2.loss_dice: 0.9145, decode.d3.loss_cls: 0.4218, decode.d3.loss_mask: 0.6034, decode.d3.loss_dice: 0.8925, decode.d4.loss_cls: 0.4020, decode.d4.loss_mask: 0.6001, decode.d4.loss_dice: 0.8871, decode.d5.loss_cls: 0.3976, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.8862, decode.d6.loss_cls: 0.3825, decode.d6.loss_mask: 0.5940, decode.d6.loss_dice: 0.8791, decode.d7.loss_cls: 0.3724, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.8758, decode.d8.loss_cls: 0.3621, decode.d8.loss_mask: 0.5929, decode.d8.loss_dice: 0.8775, loss: 21.1237, grad_norm: 132.1911 2023-11-27 03:51:30,509 - mmseg - INFO - Iter [150100/160000] lr: 2.361e-07, eta: 1:02:16, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3657, decode.loss_mask: 0.5559, decode.loss_dice: 0.8422, decode.d0.loss_cls: 2.2302, decode.d0.loss_mask: 0.6231, decode.d0.loss_dice: 1.0022, decode.d1.loss_cls: 0.5545, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9151, decode.d2.loss_cls: 0.4586, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.8811, decode.d3.loss_cls: 0.4252, decode.d3.loss_mask: 0.5676, decode.d3.loss_dice: 0.8543, decode.d4.loss_cls: 0.4018, decode.d4.loss_mask: 0.5658, decode.d4.loss_dice: 0.8565, decode.d5.loss_cls: 0.3951, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8462, decode.d6.loss_cls: 0.3805, decode.d6.loss_mask: 0.5595, decode.d6.loss_dice: 0.8457, decode.d7.loss_cls: 0.3681, decode.d7.loss_mask: 0.5577, decode.d7.loss_dice: 0.8412, decode.d8.loss_cls: 0.3692, decode.d8.loss_mask: 0.5557, decode.d8.loss_dice: 0.8405, loss: 20.3859, grad_norm: 129.7247 2023-11-27 03:51:49,771 - mmseg - INFO - Iter [150150/160000] lr: 2.349e-07, eta: 1:01:58, time: 0.385, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3517, decode.loss_mask: 0.5677, decode.loss_dice: 0.8754, decode.d0.loss_cls: 2.2704, decode.d0.loss_mask: 0.6332, decode.d0.loss_dice: 1.0375, decode.d1.loss_cls: 0.5559, decode.d1.loss_mask: 0.6037, decode.d1.loss_dice: 0.9497, decode.d2.loss_cls: 0.4701, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.9176, decode.d3.loss_cls: 0.4149, decode.d3.loss_mask: 0.5788, decode.d3.loss_dice: 0.8947, decode.d4.loss_cls: 0.3902, decode.d4.loss_mask: 0.5753, decode.d4.loss_dice: 0.8916, decode.d5.loss_cls: 0.3765, decode.d5.loss_mask: 0.5747, decode.d5.loss_dice: 0.8887, decode.d6.loss_cls: 0.3696, decode.d6.loss_mask: 0.5707, decode.d6.loss_dice: 0.8773, decode.d7.loss_cls: 0.3594, decode.d7.loss_mask: 0.5681, decode.d7.loss_dice: 0.8782, decode.d8.loss_cls: 0.3489, decode.d8.loss_mask: 0.5680, decode.d8.loss_dice: 0.8768, loss: 20.8221, grad_norm: 120.9275 2023-11-27 03:52:08,683 - mmseg - INFO - Iter [150200/160000] lr: 2.337e-07, eta: 1:01:39, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3804, decode.loss_mask: 0.5677, decode.loss_dice: 0.8721, decode.d0.loss_cls: 2.2518, decode.d0.loss_mask: 0.6386, decode.d0.loss_dice: 1.0469, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.6001, decode.d1.loss_dice: 0.9522, decode.d2.loss_cls: 0.4788, decode.d2.loss_mask: 0.5840, decode.d2.loss_dice: 0.9112, decode.d3.loss_cls: 0.4381, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8829, decode.d4.loss_cls: 0.4158, decode.d4.loss_mask: 0.5759, decode.d4.loss_dice: 0.8834, decode.d5.loss_cls: 0.4009, decode.d5.loss_mask: 0.5741, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.3937, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8739, decode.d7.loss_cls: 0.3856, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8736, decode.d8.loss_cls: 0.3803, decode.d8.loss_mask: 0.5690, decode.d8.loss_dice: 0.8731, loss: 20.9735, grad_norm: 115.6341 2023-11-27 03:52:27,436 - mmseg - INFO - Iter [150250/160000] lr: 2.325e-07, eta: 1:01:20, time: 0.375, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3388, decode.loss_mask: 0.5509, decode.loss_dice: 0.8261, decode.d0.loss_cls: 2.2099, decode.d0.loss_mask: 0.6102, decode.d0.loss_dice: 0.9872, decode.d1.loss_cls: 0.5392, decode.d1.loss_mask: 0.5810, decode.d1.loss_dice: 0.9035, decode.d2.loss_cls: 0.4381, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8732, decode.d3.loss_cls: 0.4068, decode.d3.loss_mask: 0.5599, decode.d3.loss_dice: 0.8460, decode.d4.loss_cls: 0.3907, decode.d4.loss_mask: 0.5577, decode.d4.loss_dice: 0.8388, decode.d5.loss_cls: 0.3722, decode.d5.loss_mask: 0.5560, decode.d5.loss_dice: 0.8393, decode.d6.loss_cls: 0.3629, decode.d6.loss_mask: 0.5544, decode.d6.loss_dice: 0.8309, decode.d7.loss_cls: 0.3504, decode.d7.loss_mask: 0.5527, decode.d7.loss_dice: 0.8284, decode.d8.loss_cls: 0.3486, decode.d8.loss_mask: 0.5510, decode.d8.loss_dice: 0.8298, loss: 20.0022, grad_norm: 117.8804 2023-11-27 03:52:47,882 - mmseg - INFO - Iter [150300/160000] lr: 2.313e-07, eta: 1:01:01, time: 0.409, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3572, decode.loss_mask: 0.5827, decode.loss_dice: 0.8555, decode.d0.loss_cls: 2.2158, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0110, decode.d1.loss_cls: 0.5517, decode.d1.loss_mask: 0.6230, decode.d1.loss_dice: 0.9289, decode.d2.loss_cls: 0.4569, decode.d2.loss_mask: 0.6085, decode.d2.loss_dice: 0.8943, decode.d3.loss_cls: 0.4199, decode.d3.loss_mask: 0.5969, decode.d3.loss_dice: 0.8704, decode.d4.loss_cls: 0.4096, decode.d4.loss_mask: 0.5940, decode.d4.loss_dice: 0.8663, decode.d5.loss_cls: 0.3862, decode.d5.loss_mask: 0.5899, decode.d5.loss_dice: 0.8635, decode.d6.loss_cls: 0.3743, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8545, decode.d7.loss_cls: 0.3607, decode.d7.loss_mask: 0.5842, decode.d7.loss_dice: 0.8532, decode.d8.loss_cls: 0.3570, decode.d8.loss_mask: 0.5826, decode.d8.loss_dice: 0.8546, loss: 20.7400, grad_norm: 140.0034 2023-11-27 03:53:06,324 - mmseg - INFO - Iter [150350/160000] lr: 2.301e-07, eta: 1:00:42, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3424, decode.loss_mask: 0.5408, decode.loss_dice: 0.8322, decode.d0.loss_cls: 2.2157, decode.d0.loss_mask: 0.6076, decode.d0.loss_dice: 0.9825, decode.d1.loss_cls: 0.5395, decode.d1.loss_mask: 0.5762, decode.d1.loss_dice: 0.9073, decode.d2.loss_cls: 0.4356, decode.d2.loss_mask: 0.5609, decode.d2.loss_dice: 0.8741, decode.d3.loss_cls: 0.4016, decode.d3.loss_mask: 0.5525, decode.d3.loss_dice: 0.8512, decode.d4.loss_cls: 0.3738, decode.d4.loss_mask: 0.5501, decode.d4.loss_dice: 0.8513, decode.d5.loss_cls: 0.3555, decode.d5.loss_mask: 0.5489, decode.d5.loss_dice: 0.8474, decode.d6.loss_cls: 0.3540, decode.d6.loss_mask: 0.5453, decode.d6.loss_dice: 0.8374, decode.d7.loss_cls: 0.3410, decode.d7.loss_mask: 0.5434, decode.d7.loss_dice: 0.8412, decode.d8.loss_cls: 0.3358, decode.d8.loss_mask: 0.5437, decode.d8.loss_dice: 0.8374, loss: 19.9262, grad_norm: 117.4213 2023-11-27 03:53:24,655 - mmseg - INFO - Iter [150400/160000] lr: 2.289e-07, eta: 1:00:23, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3484, decode.loss_mask: 0.5613, decode.loss_dice: 0.8334, decode.d0.loss_cls: 2.2191, decode.d0.loss_mask: 0.6279, decode.d0.loss_dice: 0.9884, decode.d1.loss_cls: 0.5265, decode.d1.loss_mask: 0.5975, decode.d1.loss_dice: 0.9077, decode.d2.loss_cls: 0.4421, decode.d2.loss_mask: 0.5780, decode.d2.loss_dice: 0.8718, decode.d3.loss_cls: 0.3991, decode.d3.loss_mask: 0.5724, decode.d3.loss_dice: 0.8485, decode.d4.loss_cls: 0.3751, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8492, decode.d5.loss_cls: 0.3662, decode.d5.loss_mask: 0.5655, decode.d5.loss_dice: 0.8434, decode.d6.loss_cls: 0.3568, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8386, decode.d7.loss_cls: 0.3478, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8329, decode.d8.loss_cls: 0.3458, decode.d8.loss_mask: 0.5612, decode.d8.loss_dice: 0.8342, loss: 20.1337, grad_norm: 141.3889 2023-11-27 03:53:42,823 - mmseg - INFO - Iter [150450/160000] lr: 2.277e-07, eta: 1:00:04, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5611, decode.loss_dice: 0.8607, decode.d0.loss_cls: 2.2161, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 1.0383, decode.d1.loss_cls: 0.5610, decode.d1.loss_mask: 0.5977, decode.d1.loss_dice: 0.9465, decode.d2.loss_cls: 0.4639, decode.d2.loss_mask: 0.5810, decode.d2.loss_dice: 0.9047, decode.d3.loss_cls: 0.4061, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8805, decode.d4.loss_cls: 0.3852, decode.d4.loss_mask: 0.5710, decode.d4.loss_dice: 0.8790, decode.d5.loss_cls: 0.3704, decode.d5.loss_mask: 0.5698, decode.d5.loss_dice: 0.8819, decode.d6.loss_cls: 0.3648, decode.d6.loss_mask: 0.5689, decode.d6.loss_dice: 0.8666, decode.d7.loss_cls: 0.3568, decode.d7.loss_mask: 0.5632, decode.d7.loss_dice: 0.8640, decode.d8.loss_cls: 0.3527, decode.d8.loss_mask: 0.5634, decode.d8.loss_dice: 0.8657, loss: 20.6035, grad_norm: 113.1186 2023-11-27 03:54:01,344 - mmseg - INFO - Iter [150500/160000] lr: 2.266e-07, eta: 0:59:45, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3634, decode.loss_mask: 0.5948, decode.loss_dice: 0.8854, decode.d0.loss_cls: 2.2167, decode.d0.loss_mask: 0.6747, decode.d0.loss_dice: 1.0618, decode.d1.loss_cls: 0.5570, decode.d1.loss_mask: 0.6351, decode.d1.loss_dice: 0.9711, decode.d2.loss_cls: 0.4771, decode.d2.loss_mask: 0.6123, decode.d2.loss_dice: 0.9275, decode.d3.loss_cls: 0.4234, decode.d3.loss_mask: 0.6057, decode.d3.loss_dice: 0.9065, decode.d4.loss_cls: 0.4010, decode.d4.loss_mask: 0.6038, decode.d4.loss_dice: 0.9014, decode.d5.loss_cls: 0.3926, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.8955, decode.d6.loss_cls: 0.3776, decode.d6.loss_mask: 0.5982, decode.d6.loss_dice: 0.8909, decode.d7.loss_cls: 0.3670, decode.d7.loss_mask: 0.5955, decode.d7.loss_dice: 0.8858, decode.d8.loss_cls: 0.3640, decode.d8.loss_mask: 0.5959, decode.d8.loss_dice: 0.8857, loss: 21.2675, grad_norm: 123.2387 2023-11-27 03:54:19,856 - mmseg - INFO - Iter [150550/160000] lr: 2.254e-07, eta: 0:59:26, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3534, decode.loss_mask: 0.5406, decode.loss_dice: 0.8521, decode.d0.loss_cls: 2.2508, decode.d0.loss_mask: 0.6147, decode.d0.loss_dice: 1.0283, decode.d1.loss_cls: 0.5658, decode.d1.loss_mask: 0.5814, decode.d1.loss_dice: 0.9405, decode.d2.loss_cls: 0.4787, decode.d2.loss_mask: 0.5619, decode.d2.loss_dice: 0.8990, decode.d3.loss_cls: 0.4246, decode.d3.loss_mask: 0.5514, decode.d3.loss_dice: 0.8674, decode.d4.loss_cls: 0.3990, decode.d4.loss_mask: 0.5509, decode.d4.loss_dice: 0.8691, decode.d5.loss_cls: 0.3861, decode.d5.loss_mask: 0.5463, decode.d5.loss_dice: 0.8624, decode.d6.loss_cls: 0.3764, decode.d6.loss_mask: 0.5426, decode.d6.loss_dice: 0.8561, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.8511, decode.d8.loss_cls: 0.3567, decode.d8.loss_mask: 0.5390, decode.d8.loss_dice: 0.8518, loss: 20.4000, grad_norm: 121.1039 2023-11-27 03:54:38,181 - mmseg - INFO - Iter [150600/160000] lr: 2.242e-07, eta: 0:59:08, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3721, decode.loss_mask: 0.5832, decode.loss_dice: 0.8639, decode.d0.loss_cls: 2.2642, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 1.0283, decode.d1.loss_cls: 0.5725, decode.d1.loss_mask: 0.6224, decode.d1.loss_dice: 0.9503, decode.d2.loss_cls: 0.4783, decode.d2.loss_mask: 0.6074, decode.d2.loss_dice: 0.9145, decode.d3.loss_cls: 0.4339, decode.d3.loss_mask: 0.5959, decode.d3.loss_dice: 0.8860, decode.d4.loss_cls: 0.4063, decode.d4.loss_mask: 0.5899, decode.d4.loss_dice: 0.8781, decode.d5.loss_cls: 0.3929, decode.d5.loss_mask: 0.5907, decode.d5.loss_dice: 0.8824, decode.d6.loss_cls: 0.3846, decode.d6.loss_mask: 0.5881, decode.d6.loss_dice: 0.8698, decode.d7.loss_cls: 0.3741, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8706, decode.d8.loss_cls: 0.3753, decode.d8.loss_mask: 0.5835, decode.d8.loss_dice: 0.8662, loss: 21.0628, grad_norm: 119.8331 2023-11-27 03:54:57,081 - mmseg - INFO - Iter [150650/160000] lr: 2.230e-07, eta: 0:58:49, time: 0.378, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3562, decode.loss_mask: 0.5649, decode.loss_dice: 0.8462, decode.d0.loss_cls: 2.2310, decode.d0.loss_mask: 0.6324, decode.d0.loss_dice: 1.0170, decode.d1.loss_cls: 0.5398, decode.d1.loss_mask: 0.5984, decode.d1.loss_dice: 0.9338, decode.d2.loss_cls: 0.4446, decode.d2.loss_mask: 0.5805, decode.d2.loss_dice: 0.8913, decode.d3.loss_cls: 0.4098, decode.d3.loss_mask: 0.5762, decode.d3.loss_dice: 0.8656, decode.d4.loss_cls: 0.3907, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.8626, decode.d5.loss_cls: 0.3745, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.8641, decode.d6.loss_cls: 0.3691, decode.d6.loss_mask: 0.5688, decode.d6.loss_dice: 0.8523, decode.d7.loss_cls: 0.3588, decode.d7.loss_mask: 0.5687, decode.d7.loss_dice: 0.8506, decode.d8.loss_cls: 0.3575, decode.d8.loss_mask: 0.5678, decode.d8.loss_dice: 0.8498, loss: 20.4643, grad_norm: 124.0842 2023-11-27 03:55:15,407 - mmseg - INFO - Iter [150700/160000] lr: 2.218e-07, eta: 0:58:30, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3379, decode.loss_mask: 0.5807, decode.loss_dice: 0.8840, decode.d0.loss_cls: 2.1972, decode.d0.loss_mask: 0.6565, decode.d0.loss_dice: 1.0370, decode.d1.loss_cls: 0.5348, decode.d1.loss_mask: 0.6117, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4452, decode.d2.loss_mask: 0.5983, decode.d2.loss_dice: 0.9211, decode.d3.loss_cls: 0.3966, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8964, decode.d4.loss_cls: 0.3789, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8906, decode.d5.loss_cls: 0.3645, decode.d5.loss_mask: 0.5846, decode.d5.loss_dice: 0.8993, decode.d6.loss_cls: 0.3464, decode.d6.loss_mask: 0.5825, decode.d6.loss_dice: 0.8866, decode.d7.loss_cls: 0.3425, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.3409, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8861, loss: 20.7779, grad_norm: 123.0710 2023-11-27 03:55:34,996 - mmseg - INFO - Iter [150750/160000] lr: 2.206e-07, eta: 0:58:11, time: 0.391, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3456, decode.loss_mask: 0.5521, decode.loss_dice: 0.8414, decode.d0.loss_cls: 2.2337, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 1.0055, decode.d1.loss_cls: 0.5433, decode.d1.loss_mask: 0.5879, decode.d1.loss_dice: 0.9285, decode.d2.loss_cls: 0.4439, decode.d2.loss_mask: 0.5689, decode.d2.loss_dice: 0.8875, decode.d3.loss_cls: 0.3946, decode.d3.loss_mask: 0.5615, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.3816, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.8547, decode.d5.loss_cls: 0.3668, decode.d5.loss_mask: 0.5590, decode.d5.loss_dice: 0.8574, decode.d6.loss_cls: 0.3594, decode.d6.loss_mask: 0.5560, decode.d6.loss_dice: 0.8457, decode.d7.loss_cls: 0.3543, decode.d7.loss_mask: 0.5536, decode.d7.loss_dice: 0.8443, decode.d8.loss_cls: 0.3464, decode.d8.loss_mask: 0.5538, decode.d8.loss_dice: 0.8462, loss: 20.2133, grad_norm: 115.2287 2023-11-27 03:55:53,371 - mmseg - INFO - Iter [150800/160000] lr: 2.194e-07, eta: 0:57:52, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3503, decode.loss_mask: 0.5513, decode.loss_dice: 0.8627, decode.d0.loss_cls: 2.2591, decode.d0.loss_mask: 0.6144, decode.d0.loss_dice: 1.0207, decode.d1.loss_cls: 0.5512, decode.d1.loss_mask: 0.5839, decode.d1.loss_dice: 0.9461, decode.d2.loss_cls: 0.4550, decode.d2.loss_mask: 0.5684, decode.d2.loss_dice: 0.9051, decode.d3.loss_cls: 0.4052, decode.d3.loss_mask: 0.5589, decode.d3.loss_dice: 0.8786, decode.d4.loss_cls: 0.3794, decode.d4.loss_mask: 0.5591, decode.d4.loss_dice: 0.8736, decode.d5.loss_cls: 0.3685, decode.d5.loss_mask: 0.5563, decode.d5.loss_dice: 0.8713, decode.d6.loss_cls: 0.3607, decode.d6.loss_mask: 0.5563, decode.d6.loss_dice: 0.8666, decode.d7.loss_cls: 0.3495, decode.d7.loss_mask: 0.5534, decode.d7.loss_dice: 0.8622, decode.d8.loss_cls: 0.3480, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8637, loss: 20.4316, grad_norm: 107.4795 2023-11-27 03:56:11,589 - mmseg - INFO - Iter [150850/160000] lr: 2.182e-07, eta: 0:57:33, time: 0.364, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3533, decode.loss_mask: 0.5430, decode.loss_dice: 0.8356, decode.d0.loss_cls: 2.2170, decode.d0.loss_mask: 0.5994, decode.d0.loss_dice: 0.9971, decode.d1.loss_cls: 0.5393, decode.d1.loss_mask: 0.5721, decode.d1.loss_dice: 0.9136, decode.d2.loss_cls: 0.4503, decode.d2.loss_mask: 0.5594, decode.d2.loss_dice: 0.8751, decode.d3.loss_cls: 0.4068, decode.d3.loss_mask: 0.5510, decode.d3.loss_dice: 0.8506, decode.d4.loss_cls: 0.3874, decode.d4.loss_mask: 0.5500, decode.d4.loss_dice: 0.8489, decode.d5.loss_cls: 0.3714, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.8438, decode.d6.loss_cls: 0.3644, decode.d6.loss_mask: 0.5467, decode.d6.loss_dice: 0.8370, decode.d7.loss_cls: 0.3584, decode.d7.loss_mask: 0.5443, decode.d7.loss_dice: 0.8371, decode.d8.loss_cls: 0.3541, decode.d8.loss_mask: 0.5432, decode.d8.loss_dice: 0.8390, loss: 20.0364, grad_norm: 115.3010 2023-11-27 03:56:29,959 - mmseg - INFO - Iter [150900/160000] lr: 2.170e-07, eta: 0:57:14, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3440, decode.loss_mask: 0.5690, decode.loss_dice: 0.8375, decode.d0.loss_cls: 2.2637, decode.d0.loss_mask: 0.6409, decode.d0.loss_dice: 1.0104, decode.d1.loss_cls: 0.5459, decode.d1.loss_mask: 0.6056, decode.d1.loss_dice: 0.9189, decode.d2.loss_cls: 0.4594, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.8773, decode.d3.loss_cls: 0.4120, decode.d3.loss_mask: 0.5801, decode.d3.loss_dice: 0.8506, decode.d4.loss_cls: 0.3871, decode.d4.loss_mask: 0.5761, decode.d4.loss_dice: 0.8488, decode.d5.loss_cls: 0.3702, decode.d5.loss_mask: 0.5731, decode.d5.loss_dice: 0.8493, decode.d6.loss_cls: 0.3582, decode.d6.loss_mask: 0.5726, decode.d6.loss_dice: 0.8419, decode.d7.loss_cls: 0.3503, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8379, decode.d8.loss_cls: 0.3429, decode.d8.loss_mask: 0.5687, decode.d8.loss_dice: 0.8401, loss: 20.3898, grad_norm: 124.6742 2023-11-27 03:56:48,383 - mmseg - INFO - Iter [150950/160000] lr: 2.158e-07, eta: 0:56:55, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3545, decode.loss_mask: 0.5528, decode.loss_dice: 0.8317, decode.d0.loss_cls: 2.2206, decode.d0.loss_mask: 0.6095, decode.d0.loss_dice: 0.9897, decode.d1.loss_cls: 0.5364, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9073, decode.d2.loss_cls: 0.4434, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8696, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8510, decode.d4.loss_cls: 0.3932, decode.d4.loss_mask: 0.5643, decode.d4.loss_dice: 0.8500, decode.d5.loss_cls: 0.3749, decode.d5.loss_mask: 0.5601, decode.d5.loss_dice: 0.8402, decode.d6.loss_cls: 0.3690, decode.d6.loss_mask: 0.5577, decode.d6.loss_dice: 0.8358, decode.d7.loss_cls: 0.3562, decode.d7.loss_mask: 0.5559, decode.d7.loss_dice: 0.8342, decode.d8.loss_cls: 0.3541, decode.d8.loss_mask: 0.5538, decode.d8.loss_dice: 0.8337, loss: 20.1393, grad_norm: 107.2821 2023-11-27 03:57:06,700 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 03:57:06,701 - mmseg - INFO - Iter [151000/160000] lr: 2.146e-07, eta: 0:56:36, time: 0.368, data_time: 0.011, memory: 36416, decode.loss_cls: 0.3371, decode.loss_mask: 0.5862, decode.loss_dice: 0.8826, decode.d0.loss_cls: 2.1930, decode.d0.loss_mask: 0.6512, decode.d0.loss_dice: 1.0371, decode.d1.loss_cls: 0.5444, decode.d1.loss_mask: 0.6162, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4430, decode.d2.loss_mask: 0.6056, decode.d2.loss_dice: 0.9201, decode.d3.loss_cls: 0.4012, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.8937, decode.d4.loss_cls: 0.3788, decode.d4.loss_mask: 0.5945, decode.d4.loss_dice: 0.8956, decode.d5.loss_cls: 0.3645, decode.d5.loss_mask: 0.5930, decode.d5.loss_dice: 0.8907, decode.d6.loss_cls: 0.3516, decode.d6.loss_mask: 0.5891, decode.d6.loss_dice: 0.8869, decode.d7.loss_cls: 0.3499, decode.d7.loss_mask: 0.5886, decode.d7.loss_dice: 0.8795, decode.d8.loss_cls: 0.3365, decode.d8.loss_mask: 0.5864, decode.d8.loss_dice: 0.8833, loss: 20.8366, grad_norm: 120.6233 2023-11-27 03:57:25,128 - mmseg - INFO - Iter [151050/160000] lr: 2.134e-07, eta: 0:56:18, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3532, decode.loss_mask: 0.5445, decode.loss_dice: 0.8473, decode.d0.loss_cls: 2.2036, decode.d0.loss_mask: 0.6128, decode.d0.loss_dice: 1.0025, decode.d1.loss_cls: 0.5537, decode.d1.loss_mask: 0.5765, decode.d1.loss_dice: 0.9186, decode.d2.loss_cls: 0.4501, decode.d2.loss_mask: 0.5618, decode.d2.loss_dice: 0.8783, decode.d3.loss_cls: 0.4196, decode.d3.loss_mask: 0.5547, decode.d3.loss_dice: 0.8596, decode.d4.loss_cls: 0.3986, decode.d4.loss_mask: 0.5515, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.3689, decode.d5.loss_mask: 0.5514, decode.d5.loss_dice: 0.8571, decode.d6.loss_cls: 0.3731, decode.d6.loss_mask: 0.5479, decode.d6.loss_dice: 0.8461, decode.d7.loss_cls: 0.3547, decode.d7.loss_mask: 0.5457, decode.d7.loss_dice: 0.8465, decode.d8.loss_cls: 0.3612, decode.d8.loss_mask: 0.5442, decode.d8.loss_dice: 0.8440, loss: 20.1851, grad_norm: 120.2369 2023-11-27 03:57:43,605 - mmseg - INFO - Iter [151100/160000] lr: 2.122e-07, eta: 0:55:59, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3697, decode.loss_mask: 0.5705, decode.loss_dice: 0.8624, decode.d0.loss_cls: 2.2153, decode.d0.loss_mask: 0.6383, decode.d0.loss_dice: 1.0132, decode.d1.loss_cls: 0.5444, decode.d1.loss_mask: 0.6072, decode.d1.loss_dice: 0.9412, decode.d2.loss_cls: 0.4663, decode.d2.loss_mask: 0.5910, decode.d2.loss_dice: 0.9017, decode.d3.loss_cls: 0.4237, decode.d3.loss_mask: 0.5833, decode.d3.loss_dice: 0.8832, decode.d4.loss_cls: 0.4029, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8811, decode.d5.loss_cls: 0.3874, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8797, decode.d6.loss_cls: 0.3864, decode.d6.loss_mask: 0.5727, decode.d6.loss_dice: 0.8684, decode.d7.loss_cls: 0.3785, decode.d7.loss_mask: 0.5738, decode.d7.loss_dice: 0.8677, decode.d8.loss_cls: 0.3726, decode.d8.loss_mask: 0.5706, decode.d8.loss_dice: 0.8680, loss: 20.7783, grad_norm: 106.7115 2023-11-27 03:58:01,958 - mmseg - INFO - Iter [151150/160000] lr: 2.111e-07, eta: 0:55:40, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3856, decode.loss_mask: 0.5737, decode.loss_dice: 0.8849, decode.d0.loss_cls: 2.2733, decode.d0.loss_mask: 0.6391, decode.d0.loss_dice: 1.0519, decode.d1.loss_cls: 0.5812, decode.d1.loss_mask: 0.6054, decode.d1.loss_dice: 0.9756, decode.d2.loss_cls: 0.4844, decode.d2.loss_mask: 0.5917, decode.d2.loss_dice: 0.9314, decode.d3.loss_cls: 0.4322, decode.d3.loss_mask: 0.5836, decode.d3.loss_dice: 0.9035, decode.d4.loss_cls: 0.4134, decode.d4.loss_mask: 0.5817, decode.d4.loss_dice: 0.9048, decode.d5.loss_cls: 0.3992, decode.d5.loss_mask: 0.5815, decode.d5.loss_dice: 0.9038, decode.d6.loss_cls: 0.3943, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8881, decode.d7.loss_cls: 0.3928, decode.d7.loss_mask: 0.5759, decode.d7.loss_dice: 0.8884, decode.d8.loss_cls: 0.3833, decode.d8.loss_mask: 0.5751, decode.d8.loss_dice: 0.8902, loss: 21.2498, grad_norm: 120.1913 2023-11-27 03:58:20,227 - mmseg - INFO - Iter [151200/160000] lr: 2.099e-07, eta: 0:55:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3651, decode.loss_mask: 0.5524, decode.loss_dice: 0.8531, decode.d0.loss_cls: 2.1924, decode.d0.loss_mask: 0.6147, decode.d0.loss_dice: 1.0185, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.5844, decode.d1.loss_dice: 0.9349, decode.d2.loss_cls: 0.4680, decode.d2.loss_mask: 0.5702, decode.d2.loss_dice: 0.8930, decode.d3.loss_cls: 0.4207, decode.d3.loss_mask: 0.5614, decode.d3.loss_dice: 0.8707, decode.d4.loss_cls: 0.4064, decode.d4.loss_mask: 0.5590, decode.d4.loss_dice: 0.8656, decode.d5.loss_cls: 0.3870, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8641, decode.d6.loss_cls: 0.3770, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.3647, decode.d7.loss_mask: 0.5543, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3638, decode.d8.loss_mask: 0.5527, decode.d8.loss_dice: 0.8539, loss: 20.4374, grad_norm: 123.1887 2023-11-27 03:58:38,676 - mmseg - INFO - Iter [151250/160000] lr: 2.087e-07, eta: 0:55:02, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3487, decode.loss_mask: 0.5402, decode.loss_dice: 0.8320, decode.d0.loss_cls: 2.2018, decode.d0.loss_mask: 0.6059, decode.d0.loss_dice: 1.0010, decode.d1.loss_cls: 0.5482, decode.d1.loss_mask: 0.5742, decode.d1.loss_dice: 0.9017, decode.d2.loss_cls: 0.4506, decode.d2.loss_mask: 0.5585, decode.d2.loss_dice: 0.8699, decode.d3.loss_cls: 0.4182, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8410, decode.d4.loss_cls: 0.3898, decode.d4.loss_mask: 0.5458, decode.d4.loss_dice: 0.8405, decode.d5.loss_cls: 0.3758, decode.d5.loss_mask: 0.5433, decode.d5.loss_dice: 0.8382, decode.d6.loss_cls: 0.3631, decode.d6.loss_mask: 0.5421, decode.d6.loss_dice: 0.8330, decode.d7.loss_cls: 0.3582, decode.d7.loss_mask: 0.5398, decode.d7.loss_dice: 0.8308, decode.d8.loss_cls: 0.3540, decode.d8.loss_mask: 0.5376, decode.d8.loss_dice: 0.8304, loss: 19.9622, grad_norm: 121.5595 2023-11-27 03:58:56,965 - mmseg - INFO - Iter [151300/160000] lr: 2.075e-07, eta: 0:54:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3785, decode.loss_mask: 0.5664, decode.loss_dice: 0.8589, decode.d0.loss_cls: 2.2010, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 1.0153, decode.d1.loss_cls: 0.5655, decode.d1.loss_mask: 0.5980, decode.d1.loss_dice: 0.9338, decode.d2.loss_cls: 0.4691, decode.d2.loss_mask: 0.5861, decode.d2.loss_dice: 0.8925, decode.d3.loss_cls: 0.4442, decode.d3.loss_mask: 0.5753, decode.d3.loss_dice: 0.8704, decode.d4.loss_cls: 0.4117, decode.d4.loss_mask: 0.5731, decode.d4.loss_dice: 0.8701, decode.d5.loss_cls: 0.4024, decode.d5.loss_mask: 0.5740, decode.d5.loss_dice: 0.8662, decode.d6.loss_cls: 0.3952, decode.d6.loss_mask: 0.5675, decode.d6.loss_dice: 0.8552, decode.d7.loss_cls: 0.3827, decode.d7.loss_mask: 0.5684, decode.d7.loss_dice: 0.8567, decode.d8.loss_cls: 0.3827, decode.d8.loss_mask: 0.5677, decode.d8.loss_dice: 0.8588, loss: 20.7189, grad_norm: 125.0773 2023-11-27 03:59:15,127 - mmseg - INFO - Iter [151350/160000] lr: 2.063e-07, eta: 0:54:24, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3492, decode.loss_mask: 0.5525, decode.loss_dice: 0.8508, decode.d0.loss_cls: 2.2393, decode.d0.loss_mask: 0.6184, decode.d0.loss_dice: 1.0060, decode.d1.loss_cls: 0.5273, decode.d1.loss_mask: 0.5868, decode.d1.loss_dice: 0.9225, decode.d2.loss_cls: 0.4383, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.8870, decode.d3.loss_cls: 0.4087, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8686, decode.d4.loss_cls: 0.3855, decode.d4.loss_mask: 0.5587, decode.d4.loss_dice: 0.8662, decode.d5.loss_cls: 0.3723, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8632, decode.d6.loss_cls: 0.3646, decode.d6.loss_mask: 0.5548, decode.d6.loss_dice: 0.8550, decode.d7.loss_cls: 0.3562, decode.d7.loss_mask: 0.5530, decode.d7.loss_dice: 0.8571, decode.d8.loss_cls: 0.3509, decode.d8.loss_mask: 0.5534, decode.d8.loss_dice: 0.8511, loss: 20.2907, grad_norm: 115.8176 2023-11-27 03:59:33,590 - mmseg - INFO - Iter [151400/160000] lr: 2.051e-07, eta: 0:54:05, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3461, decode.loss_mask: 0.5550, decode.loss_dice: 0.8384, decode.d0.loss_cls: 2.2162, decode.d0.loss_mask: 0.6252, decode.d0.loss_dice: 1.0103, decode.d1.loss_cls: 0.5372, decode.d1.loss_mask: 0.5917, decode.d1.loss_dice: 0.9193, decode.d2.loss_cls: 0.4523, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.8790, decode.d3.loss_cls: 0.4046, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8559, decode.d4.loss_cls: 0.3859, decode.d4.loss_mask: 0.5658, decode.d4.loss_dice: 0.8547, decode.d5.loss_cls: 0.3707, decode.d5.loss_mask: 0.5654, decode.d5.loss_dice: 0.8528, decode.d6.loss_cls: 0.3538, decode.d6.loss_mask: 0.5620, decode.d6.loss_dice: 0.8452, decode.d7.loss_cls: 0.3524, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.8436, decode.d8.loss_cls: 0.3434, decode.d8.loss_mask: 0.5554, decode.d8.loss_dice: 0.8395, loss: 20.2221, grad_norm: 119.6814 2023-11-27 03:59:51,996 - mmseg - INFO - Iter [151450/160000] lr: 2.039e-07, eta: 0:53:46, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3808, decode.loss_mask: 0.5476, decode.loss_dice: 0.8765, decode.d0.loss_cls: 2.2742, decode.d0.loss_mask: 0.6160, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.5854, decode.d1.loss_mask: 0.5855, decode.d1.loss_dice: 0.9613, decode.d2.loss_cls: 0.5027, decode.d2.loss_mask: 0.5694, decode.d2.loss_dice: 0.9216, decode.d3.loss_cls: 0.4551, decode.d3.loss_mask: 0.5628, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4214, decode.d4.loss_mask: 0.5584, decode.d4.loss_dice: 0.8926, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.5538, decode.d5.loss_dice: 0.8885, decode.d6.loss_cls: 0.4007, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8823, decode.d7.loss_cls: 0.3938, decode.d7.loss_mask: 0.5477, decode.d7.loss_dice: 0.8776, decode.d8.loss_cls: 0.3894, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8767, loss: 20.9745, grad_norm: 132.5252 2023-11-27 04:00:10,527 - mmseg - INFO - Iter [151500/160000] lr: 2.027e-07, eta: 0:53:27, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3434, decode.loss_mask: 0.5537, decode.loss_dice: 0.8693, decode.d0.loss_cls: 2.2368, decode.d0.loss_mask: 0.6160, decode.d0.loss_dice: 1.0232, decode.d1.loss_cls: 0.5388, decode.d1.loss_mask: 0.5864, decode.d1.loss_dice: 0.9481, decode.d2.loss_cls: 0.4429, decode.d2.loss_mask: 0.5719, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4048, decode.d3.loss_mask: 0.5653, decode.d3.loss_dice: 0.8842, decode.d4.loss_cls: 0.3877, decode.d4.loss_mask: 0.5628, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.3698, decode.d5.loss_mask: 0.5580, decode.d5.loss_dice: 0.8772, decode.d6.loss_cls: 0.3566, decode.d6.loss_mask: 0.5573, decode.d6.loss_dice: 0.8713, decode.d7.loss_cls: 0.3491, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8710, decode.d8.loss_cls: 0.3429, decode.d8.loss_mask: 0.5524, decode.d8.loss_dice: 0.8721, loss: 20.4562, grad_norm: 109.5414 2023-11-27 04:00:28,826 - mmseg - INFO - Iter [151550/160000] lr: 2.015e-07, eta: 0:53:09, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3676, decode.loss_mask: 0.5671, decode.loss_dice: 0.8434, decode.d0.loss_cls: 2.2619, decode.d0.loss_mask: 0.6385, decode.d0.loss_dice: 1.0123, decode.d1.loss_cls: 0.5432, decode.d1.loss_mask: 0.6069, decode.d1.loss_dice: 0.9283, decode.d2.loss_cls: 0.4668, decode.d2.loss_mask: 0.5928, decode.d2.loss_dice: 0.8911, decode.d3.loss_cls: 0.4304, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8610, decode.d4.loss_cls: 0.4058, decode.d4.loss_mask: 0.5794, decode.d4.loss_dice: 0.8613, decode.d5.loss_cls: 0.3924, decode.d5.loss_mask: 0.5762, decode.d5.loss_dice: 0.8584, decode.d6.loss_cls: 0.3842, decode.d6.loss_mask: 0.5726, decode.d6.loss_dice: 0.8462, decode.d7.loss_cls: 0.3789, decode.d7.loss_mask: 0.5711, decode.d7.loss_dice: 0.8476, decode.d8.loss_cls: 0.3742, decode.d8.loss_mask: 0.5688, decode.d8.loss_dice: 0.8465, loss: 20.6549, grad_norm: 137.1997 2023-11-27 04:00:49,507 - mmseg - INFO - Iter [151600/160000] lr: 2.003e-07, eta: 0:52:50, time: 0.414, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3364, decode.loss_mask: 0.5486, decode.loss_dice: 0.8460, decode.d0.loss_cls: 2.2099, decode.d0.loss_mask: 0.6158, decode.d0.loss_dice: 1.0161, decode.d1.loss_cls: 0.5152, decode.d1.loss_mask: 0.5810, decode.d1.loss_dice: 0.9359, decode.d2.loss_cls: 0.4385, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8930, decode.d3.loss_cls: 0.3909, decode.d3.loss_mask: 0.5590, decode.d3.loss_dice: 0.8690, decode.d4.loss_cls: 0.3731, decode.d4.loss_mask: 0.5558, decode.d4.loss_dice: 0.8641, decode.d5.loss_cls: 0.3600, decode.d5.loss_mask: 0.5559, decode.d5.loss_dice: 0.8625, decode.d6.loss_cls: 0.3529, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8528, decode.d7.loss_cls: 0.3423, decode.d7.loss_mask: 0.5484, decode.d7.loss_dice: 0.8542, decode.d8.loss_cls: 0.3389, decode.d8.loss_mask: 0.5489, decode.d8.loss_dice: 0.8511, loss: 20.1354, grad_norm: 116.5001 2023-11-27 04:01:07,786 - mmseg - INFO - Iter [151650/160000] lr: 1.991e-07, eta: 0:52:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3477, decode.loss_mask: 0.5650, decode.loss_dice: 0.8346, decode.d0.loss_cls: 2.1887, decode.d0.loss_mask: 0.6278, decode.d0.loss_dice: 1.0063, decode.d1.loss_cls: 0.5259, decode.d1.loss_mask: 0.5929, decode.d1.loss_dice: 0.9057, decode.d2.loss_cls: 0.4405, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.8778, decode.d3.loss_cls: 0.3968, decode.d3.loss_mask: 0.5766, decode.d3.loss_dice: 0.8534, decode.d4.loss_cls: 0.3784, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.8530, decode.d5.loss_cls: 0.3624, decode.d5.loss_mask: 0.5728, decode.d5.loss_dice: 0.8534, decode.d6.loss_cls: 0.3552, decode.d6.loss_mask: 0.5689, decode.d6.loss_dice: 0.8428, decode.d7.loss_cls: 0.3495, decode.d7.loss_mask: 0.5664, decode.d7.loss_dice: 0.8411, decode.d8.loss_cls: 0.3494, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8395, loss: 20.1930, grad_norm: 135.9472 2023-11-27 04:01:26,226 - mmseg - INFO - Iter [151700/160000] lr: 1.979e-07, eta: 0:52:12, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3383, decode.loss_mask: 0.5419, decode.loss_dice: 0.8469, decode.d0.loss_cls: 2.1693, decode.d0.loss_mask: 0.6046, decode.d0.loss_dice: 1.0099, decode.d1.loss_cls: 0.5213, decode.d1.loss_mask: 0.5726, decode.d1.loss_dice: 0.9267, decode.d2.loss_cls: 0.4223, decode.d2.loss_mask: 0.5590, decode.d2.loss_dice: 0.8910, decode.d3.loss_cls: 0.3950, decode.d3.loss_mask: 0.5529, decode.d3.loss_dice: 0.8629, decode.d4.loss_cls: 0.3734, decode.d4.loss_mask: 0.5502, decode.d4.loss_dice: 0.8628, decode.d5.loss_cls: 0.3576, decode.d5.loss_mask: 0.5488, decode.d5.loss_dice: 0.8617, decode.d6.loss_cls: 0.3467, decode.d6.loss_mask: 0.5463, decode.d6.loss_dice: 0.8536, decode.d7.loss_cls: 0.3363, decode.d7.loss_mask: 0.5451, decode.d7.loss_dice: 0.8481, decode.d8.loss_cls: 0.3380, decode.d8.loss_mask: 0.5415, decode.d8.loss_dice: 0.8494, loss: 19.9738, grad_norm: 116.7289 2023-11-27 04:01:44,490 - mmseg - INFO - Iter [151750/160000] lr: 1.967e-07, eta: 0:51:53, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3517, decode.loss_mask: 0.5581, decode.loss_dice: 0.8614, decode.d0.loss_cls: 2.2256, decode.d0.loss_mask: 0.6282, decode.d0.loss_dice: 1.0340, decode.d1.loss_cls: 0.5524, decode.d1.loss_mask: 0.5899, decode.d1.loss_dice: 0.9423, decode.d2.loss_cls: 0.4691, decode.d2.loss_mask: 0.5717, decode.d2.loss_dice: 0.8941, decode.d3.loss_cls: 0.4189, decode.d3.loss_mask: 0.5686, decode.d3.loss_dice: 0.8746, decode.d4.loss_cls: 0.3914, decode.d4.loss_mask: 0.5632, decode.d4.loss_dice: 0.8715, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8716, decode.d6.loss_cls: 0.3722, decode.d6.loss_mask: 0.5583, decode.d6.loss_dice: 0.8596, decode.d7.loss_cls: 0.3636, decode.d7.loss_mask: 0.5571, decode.d7.loss_dice: 0.8604, decode.d8.loss_cls: 0.3552, decode.d8.loss_mask: 0.5578, decode.d8.loss_dice: 0.8619, loss: 20.5264, grad_norm: 122.7309 2023-11-27 04:02:02,934 - mmseg - INFO - Iter [151800/160000] lr: 1.956e-07, eta: 0:51:34, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3613, decode.loss_mask: 0.5584, decode.loss_dice: 0.8743, decode.d0.loss_cls: 2.2561, decode.d0.loss_mask: 0.6334, decode.d0.loss_dice: 1.0394, decode.d1.loss_cls: 0.5571, decode.d1.loss_mask: 0.6020, decode.d1.loss_dice: 0.9610, decode.d2.loss_cls: 0.4733, decode.d2.loss_mask: 0.5818, decode.d2.loss_dice: 0.9177, decode.d3.loss_cls: 0.4355, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8898, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5682, decode.d4.loss_dice: 0.8941, decode.d5.loss_cls: 0.3874, decode.d5.loss_mask: 0.5644, decode.d5.loss_dice: 0.8920, decode.d6.loss_cls: 0.3829, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8769, decode.d7.loss_cls: 0.3711, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8791, decode.d8.loss_cls: 0.3635, decode.d8.loss_mask: 0.5597, decode.d8.loss_dice: 0.8768, loss: 20.8473, grad_norm: 127.3440 2023-11-27 04:02:21,338 - mmseg - INFO - Iter [151850/160000] lr: 1.944e-07, eta: 0:51:15, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3620, decode.loss_mask: 0.5483, decode.loss_dice: 0.8792, decode.d0.loss_cls: 2.2592, decode.d0.loss_mask: 0.6065, decode.d0.loss_dice: 1.0501, decode.d1.loss_cls: 0.5514, decode.d1.loss_mask: 0.5820, decode.d1.loss_dice: 0.9635, decode.d2.loss_cls: 0.4555, decode.d2.loss_mask: 0.5649, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4180, decode.d3.loss_mask: 0.5574, decode.d3.loss_dice: 0.8970, decode.d4.loss_cls: 0.3965, decode.d4.loss_mask: 0.5570, decode.d4.loss_dice: 0.8992, decode.d5.loss_cls: 0.3894, decode.d5.loss_mask: 0.5541, decode.d5.loss_dice: 0.8947, decode.d6.loss_cls: 0.3743, decode.d6.loss_mask: 0.5525, decode.d6.loss_dice: 0.8858, decode.d7.loss_cls: 0.3693, decode.d7.loss_mask: 0.5495, decode.d7.loss_dice: 0.8839, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8799, loss: 20.7147, grad_norm: 128.9199 2023-11-27 04:02:39,884 - mmseg - INFO - Iter [151900/160000] lr: 1.932e-07, eta: 0:50:56, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3343, decode.loss_mask: 0.5455, decode.loss_dice: 0.8478, decode.d0.loss_cls: 2.2067, decode.d0.loss_mask: 0.6129, decode.d0.loss_dice: 1.0055, decode.d1.loss_cls: 0.5321, decode.d1.loss_mask: 0.5824, decode.d1.loss_dice: 0.9258, decode.d2.loss_cls: 0.4486, decode.d2.loss_mask: 0.5621, decode.d2.loss_dice: 0.8813, decode.d3.loss_cls: 0.4068, decode.d3.loss_mask: 0.5567, decode.d3.loss_dice: 0.8621, decode.d4.loss_cls: 0.3782, decode.d4.loss_mask: 0.5528, decode.d4.loss_dice: 0.8621, decode.d5.loss_cls: 0.3669, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.8580, decode.d6.loss_cls: 0.3555, decode.d6.loss_mask: 0.5497, decode.d6.loss_dice: 0.8559, decode.d7.loss_cls: 0.3463, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.8503, decode.d8.loss_cls: 0.3465, decode.d8.loss_mask: 0.5459, decode.d8.loss_dice: 0.8497, loss: 20.1274, grad_norm: 110.1630 2023-11-27 04:02:58,138 - mmseg - INFO - Iter [151950/160000] lr: 1.920e-07, eta: 0:50:37, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3821, decode.loss_mask: 0.5495, decode.loss_dice: 0.8605, decode.d0.loss_cls: 2.2298, decode.d0.loss_mask: 0.6112, decode.d0.loss_dice: 1.0297, decode.d1.loss_cls: 0.5708, decode.d1.loss_mask: 0.5760, decode.d1.loss_dice: 0.9335, decode.d2.loss_cls: 0.4779, decode.d2.loss_mask: 0.5674, decode.d2.loss_dice: 0.9029, decode.d3.loss_cls: 0.4366, decode.d3.loss_mask: 0.5629, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4221, decode.d4.loss_mask: 0.5618, decode.d4.loss_dice: 0.8764, decode.d5.loss_cls: 0.4086, decode.d5.loss_mask: 0.5547, decode.d5.loss_dice: 0.8704, decode.d6.loss_cls: 0.3901, decode.d6.loss_mask: 0.5511, decode.d6.loss_dice: 0.8620, decode.d7.loss_cls: 0.3877, decode.d7.loss_mask: 0.5514, decode.d7.loss_dice: 0.8616, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.8606, loss: 20.6564, grad_norm: 115.7192 2023-11-27 04:03:16,512 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:03:16,512 - mmseg - INFO - Iter [152000/160000] lr: 1.908e-07, eta: 0:50:19, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3300, decode.loss_mask: 0.5408, decode.loss_dice: 0.8373, decode.d0.loss_cls: 2.2256, decode.d0.loss_mask: 0.6095, decode.d0.loss_dice: 1.0029, decode.d1.loss_cls: 0.5310, decode.d1.loss_mask: 0.5804, decode.d1.loss_dice: 0.9128, decode.d2.loss_cls: 0.4344, decode.d2.loss_mask: 0.5634, decode.d2.loss_dice: 0.8821, decode.d3.loss_cls: 0.3988, decode.d3.loss_mask: 0.5521, decode.d3.loss_dice: 0.8529, decode.d4.loss_cls: 0.3739, decode.d4.loss_mask: 0.5473, decode.d4.loss_dice: 0.8490, decode.d5.loss_cls: 0.3593, decode.d5.loss_mask: 0.5455, decode.d5.loss_dice: 0.8471, decode.d6.loss_cls: 0.3425, decode.d6.loss_mask: 0.5439, decode.d6.loss_dice: 0.8400, decode.d7.loss_cls: 0.3372, decode.d7.loss_mask: 0.5422, decode.d7.loss_dice: 0.8402, decode.d8.loss_cls: 0.3321, decode.d8.loss_mask: 0.5412, decode.d8.loss_dice: 0.8384, loss: 19.9336, grad_norm: 112.3321 2023-11-27 04:03:34,870 - mmseg - INFO - Iter [152050/160000] lr: 1.896e-07, eta: 0:50:00, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3557, decode.loss_mask: 0.5396, decode.loss_dice: 0.8472, decode.d0.loss_cls: 2.2343, decode.d0.loss_mask: 0.6091, decode.d0.loss_dice: 1.0180, decode.d1.loss_cls: 0.5412, decode.d1.loss_mask: 0.5729, decode.d1.loss_dice: 0.9175, decode.d2.loss_cls: 0.4497, decode.d2.loss_mask: 0.5613, decode.d2.loss_dice: 0.8850, decode.d3.loss_cls: 0.4078, decode.d3.loss_mask: 0.5522, decode.d3.loss_dice: 0.8618, decode.d4.loss_cls: 0.3873, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.8587, decode.d5.loss_cls: 0.3771, decode.d5.loss_mask: 0.5492, decode.d5.loss_dice: 0.8536, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5447, decode.d6.loss_dice: 0.8539, decode.d7.loss_cls: 0.3622, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.8507, decode.d8.loss_cls: 0.3624, decode.d8.loss_mask: 0.5396, decode.d8.loss_dice: 0.8442, loss: 20.1978, grad_norm: 109.1439 2023-11-27 04:03:53,218 - mmseg - INFO - Iter [152100/160000] lr: 1.884e-07, eta: 0:49:41, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3835, decode.loss_mask: 0.5888, decode.loss_dice: 0.8956, decode.d0.loss_cls: 2.2617, decode.d0.loss_mask: 0.6577, decode.d0.loss_dice: 1.0576, decode.d1.loss_cls: 0.5893, decode.d1.loss_mask: 0.6270, decode.d1.loss_dice: 0.9730, decode.d2.loss_cls: 0.4895, decode.d2.loss_mask: 0.6078, decode.d2.loss_dice: 0.9262, decode.d3.loss_cls: 0.4463, decode.d3.loss_mask: 0.6020, decode.d3.loss_dice: 0.9074, decode.d4.loss_cls: 0.4279, decode.d4.loss_mask: 0.5983, decode.d4.loss_dice: 0.9053, decode.d5.loss_cls: 0.4065, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.9061, decode.d6.loss_cls: 0.4006, decode.d6.loss_mask: 0.5916, decode.d6.loss_dice: 0.8938, decode.d7.loss_cls: 0.3814, decode.d7.loss_mask: 0.5910, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.3840, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.8937, loss: 21.4768, grad_norm: 125.8737 2023-11-27 04:04:11,435 - mmseg - INFO - Iter [152150/160000] lr: 1.872e-07, eta: 0:49:22, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3786, decode.loss_mask: 0.5590, decode.loss_dice: 0.8549, decode.d0.loss_cls: 2.2411, decode.d0.loss_mask: 0.6303, decode.d0.loss_dice: 1.0235, decode.d1.loss_cls: 0.5690, decode.d1.loss_mask: 0.5911, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4782, decode.d2.loss_mask: 0.5770, decode.d2.loss_dice: 0.8928, decode.d3.loss_cls: 0.4336, decode.d3.loss_mask: 0.5727, decode.d3.loss_dice: 0.8740, decode.d4.loss_cls: 0.4192, decode.d4.loss_mask: 0.5696, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.4017, decode.d5.loss_mask: 0.5664, decode.d5.loss_dice: 0.8685, decode.d6.loss_cls: 0.3925, decode.d6.loss_mask: 0.5629, decode.d6.loss_dice: 0.8624, decode.d7.loss_cls: 0.3823, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.8599, decode.d8.loss_cls: 0.3836, decode.d8.loss_mask: 0.5600, decode.d8.loss_dice: 0.8595, loss: 20.7320, grad_norm: 129.0689 2023-11-27 04:04:29,923 - mmseg - INFO - Iter [152200/160000] lr: 1.860e-07, eta: 0:49:03, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3262, decode.loss_mask: 0.5619, decode.loss_dice: 0.8325, decode.d0.loss_cls: 2.2079, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 0.9885, decode.d1.loss_cls: 0.5010, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.9144, decode.d2.loss_cls: 0.4182, decode.d2.loss_mask: 0.5797, decode.d2.loss_dice: 0.8706, decode.d3.loss_cls: 0.3828, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8452, decode.d4.loss_cls: 0.3670, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8429, decode.d5.loss_cls: 0.3529, decode.d5.loss_mask: 0.5669, decode.d5.loss_dice: 0.8422, decode.d6.loss_cls: 0.3456, decode.d6.loss_mask: 0.5665, decode.d6.loss_dice: 0.8332, decode.d7.loss_cls: 0.3449, decode.d7.loss_mask: 0.5622, decode.d7.loss_dice: 0.8335, decode.d8.loss_cls: 0.3327, decode.d8.loss_mask: 0.5626, decode.d8.loss_dice: 0.8330, loss: 19.9879, grad_norm: 124.6169 2023-11-27 04:04:48,268 - mmseg - INFO - Iter [152250/160000] lr: 1.848e-07, eta: 0:48:44, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3540, decode.loss_mask: 0.5674, decode.loss_dice: 0.8656, decode.d0.loss_cls: 2.2378, decode.d0.loss_mask: 0.6328, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5486, decode.d1.loss_mask: 0.5990, decode.d1.loss_dice: 0.9482, decode.d2.loss_cls: 0.4615, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4259, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4047, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8825, decode.d5.loss_cls: 0.3838, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8805, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5701, decode.d6.loss_dice: 0.8692, decode.d7.loss_cls: 0.3599, decode.d7.loss_mask: 0.5685, decode.d7.loss_dice: 0.8677, decode.d8.loss_cls: 0.3546, decode.d8.loss_mask: 0.5685, decode.d8.loss_dice: 0.8685, loss: 20.7166, grad_norm: 111.9525 2023-11-27 04:05:07,065 - mmseg - INFO - Iter [152300/160000] lr: 1.836e-07, eta: 0:48:25, time: 0.376, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3789, decode.loss_mask: 0.5502, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.2611, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0290, decode.d1.loss_cls: 0.5616, decode.d1.loss_mask: 0.5892, decode.d1.loss_dice: 0.9406, decode.d2.loss_cls: 0.4713, decode.d2.loss_mask: 0.5701, decode.d2.loss_dice: 0.9023, decode.d3.loss_cls: 0.4338, decode.d3.loss_mask: 0.5601, decode.d3.loss_dice: 0.8760, decode.d4.loss_cls: 0.4094, decode.d4.loss_mask: 0.5584, decode.d4.loss_dice: 0.8772, decode.d5.loss_cls: 0.3998, decode.d5.loss_mask: 0.5541, decode.d5.loss_dice: 0.8716, decode.d6.loss_cls: 0.3940, decode.d6.loss_mask: 0.5534, decode.d6.loss_dice: 0.8604, decode.d7.loss_cls: 0.3793, decode.d7.loss_mask: 0.5513, decode.d7.loss_dice: 0.8609, decode.d8.loss_cls: 0.3743, decode.d8.loss_mask: 0.5512, decode.d8.loss_dice: 0.8598, loss: 20.6549, grad_norm: 117.6174 2023-11-27 04:05:25,292 - mmseg - INFO - Iter [152350/160000] lr: 1.824e-07, eta: 0:48:06, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3358, decode.loss_mask: 0.5595, decode.loss_dice: 0.8615, decode.d0.loss_cls: 2.1997, decode.d0.loss_mask: 0.6296, decode.d0.loss_dice: 1.0293, decode.d1.loss_cls: 0.5242, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.9493, decode.d2.loss_cls: 0.4323, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.9037, decode.d3.loss_cls: 0.3956, decode.d3.loss_mask: 0.5684, decode.d3.loss_dice: 0.8807, decode.d4.loss_cls: 0.3736, decode.d4.loss_mask: 0.5655, decode.d4.loss_dice: 0.8755, decode.d5.loss_cls: 0.3569, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.8741, decode.d6.loss_cls: 0.3563, decode.d6.loss_mask: 0.5604, decode.d6.loss_dice: 0.8641, decode.d7.loss_cls: 0.3422, decode.d7.loss_mask: 0.5608, decode.d7.loss_dice: 0.8656, decode.d8.loss_cls: 0.3315, decode.d8.loss_mask: 0.5603, decode.d8.loss_dice: 0.8655, loss: 20.3596, grad_norm: 114.7972 2023-11-27 04:05:43,624 - mmseg - INFO - Iter [152400/160000] lr: 1.812e-07, eta: 0:47:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3685, decode.loss_mask: 0.5404, decode.loss_dice: 0.8364, decode.d0.loss_cls: 2.2825, decode.d0.loss_mask: 0.6158, decode.d0.loss_dice: 1.0102, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.5840, decode.d1.loss_dice: 0.9170, decode.d2.loss_cls: 0.4688, decode.d2.loss_mask: 0.5664, decode.d2.loss_dice: 0.8805, decode.d3.loss_cls: 0.4203, decode.d3.loss_mask: 0.5584, decode.d3.loss_dice: 0.8544, decode.d4.loss_cls: 0.4046, decode.d4.loss_mask: 0.5537, decode.d4.loss_dice: 0.8546, decode.d5.loss_cls: 0.3928, decode.d5.loss_mask: 0.5500, decode.d5.loss_dice: 0.8495, decode.d6.loss_cls: 0.3803, decode.d6.loss_mask: 0.5475, decode.d6.loss_dice: 0.8428, decode.d7.loss_cls: 0.3765, decode.d7.loss_mask: 0.5434, decode.d7.loss_dice: 0.8381, decode.d8.loss_cls: 0.3714, decode.d8.loss_mask: 0.5418, decode.d8.loss_dice: 0.8410, loss: 20.3581, grad_norm: 116.9869 2023-11-27 04:06:01,889 - mmseg - INFO - Iter [152450/160000] lr: 1.801e-07, eta: 0:47:29, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3553, decode.loss_mask: 0.5617, decode.loss_dice: 0.8620, decode.d0.loss_cls: 2.2260, decode.d0.loss_mask: 0.6330, decode.d0.loss_dice: 1.0303, decode.d1.loss_cls: 0.5421, decode.d1.loss_mask: 0.6047, decode.d1.loss_dice: 0.9452, decode.d2.loss_cls: 0.4496, decode.d2.loss_mask: 0.5863, decode.d2.loss_dice: 0.9041, decode.d3.loss_cls: 0.4036, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.8804, decode.d4.loss_cls: 0.3873, decode.d4.loss_mask: 0.5729, decode.d4.loss_dice: 0.8794, decode.d5.loss_cls: 0.3728, decode.d5.loss_mask: 0.5704, decode.d5.loss_dice: 0.8732, decode.d6.loss_cls: 0.3687, decode.d6.loss_mask: 0.5664, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.3583, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8615, decode.d8.loss_cls: 0.3505, decode.d8.loss_mask: 0.5626, decode.d8.loss_dice: 0.8642, loss: 20.5763, grad_norm: 125.7120 2023-11-27 04:06:20,170 - mmseg - INFO - Iter [152500/160000] lr: 1.789e-07, eta: 0:47:10, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3390, decode.loss_mask: 0.5482, decode.loss_dice: 0.8412, decode.d0.loss_cls: 2.2443, decode.d0.loss_mask: 0.6144, decode.d0.loss_dice: 1.0011, decode.d1.loss_cls: 0.5489, decode.d1.loss_mask: 0.5797, decode.d1.loss_dice: 0.9204, decode.d2.loss_cls: 0.4506, decode.d2.loss_mask: 0.5658, decode.d2.loss_dice: 0.8816, decode.d3.loss_cls: 0.4103, decode.d3.loss_mask: 0.5607, decode.d3.loss_dice: 0.8542, decode.d4.loss_cls: 0.3824, decode.d4.loss_mask: 0.5564, decode.d4.loss_dice: 0.8537, decode.d5.loss_cls: 0.3667, decode.d5.loss_mask: 0.5547, decode.d5.loss_dice: 0.8494, decode.d6.loss_cls: 0.3619, decode.d6.loss_mask: 0.5531, decode.d6.loss_dice: 0.8418, decode.d7.loss_cls: 0.3478, decode.d7.loss_mask: 0.5517, decode.d7.loss_dice: 0.8457, decode.d8.loss_cls: 0.3441, decode.d8.loss_mask: 0.5489, decode.d8.loss_dice: 0.8409, loss: 20.1599, grad_norm: 119.3557 2023-11-27 04:06:38,488 - mmseg - INFO - Iter [152550/160000] lr: 1.777e-07, eta: 0:46:51, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3385, decode.loss_mask: 0.5715, decode.loss_dice: 0.8359, decode.d0.loss_cls: 2.2234, decode.d0.loss_mask: 0.6411, decode.d0.loss_dice: 0.9992, decode.d1.loss_cls: 0.5342, decode.d1.loss_mask: 0.6057, decode.d1.loss_dice: 0.9130, decode.d2.loss_cls: 0.4412, decode.d2.loss_mask: 0.5881, decode.d2.loss_dice: 0.8760, decode.d3.loss_cls: 0.3936, decode.d3.loss_mask: 0.5817, decode.d3.loss_dice: 0.8494, decode.d4.loss_cls: 0.3814, decode.d4.loss_mask: 0.5785, decode.d4.loss_dice: 0.8477, decode.d5.loss_cls: 0.3637, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8444, decode.d6.loss_cls: 0.3430, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8410, decode.d7.loss_cls: 0.3412, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8386, decode.d8.loss_cls: 0.3430, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.8374, loss: 20.2473, grad_norm: 124.4988 2023-11-27 04:06:56,981 - mmseg - INFO - Iter [152600/160000] lr: 1.765e-07, eta: 0:46:32, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3344, decode.loss_mask: 0.5283, decode.loss_dice: 0.8513, decode.d0.loss_cls: 2.2538, decode.d0.loss_mask: 0.5914, decode.d0.loss_dice: 1.0118, decode.d1.loss_cls: 0.5426, decode.d1.loss_mask: 0.5591, decode.d1.loss_dice: 0.9301, decode.d2.loss_cls: 0.4479, decode.d2.loss_mask: 0.5404, decode.d2.loss_dice: 0.8891, decode.d3.loss_cls: 0.4055, decode.d3.loss_mask: 0.5346, decode.d3.loss_dice: 0.8637, decode.d4.loss_cls: 0.3781, decode.d4.loss_mask: 0.5325, decode.d4.loss_dice: 0.8624, decode.d5.loss_cls: 0.3626, decode.d5.loss_mask: 0.5314, decode.d5.loss_dice: 0.8602, decode.d6.loss_cls: 0.3497, decode.d6.loss_mask: 0.5301, decode.d6.loss_dice: 0.8520, decode.d7.loss_cls: 0.3421, decode.d7.loss_mask: 0.5296, decode.d7.loss_dice: 0.8511, decode.d8.loss_cls: 0.3394, decode.d8.loss_mask: 0.5286, decode.d8.loss_dice: 0.8527, loss: 19.9866, grad_norm: 121.7216 2023-11-27 04:07:15,248 - mmseg - INFO - Iter [152650/160000] lr: 1.753e-07, eta: 0:46:13, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3585, decode.loss_mask: 0.5455, decode.loss_dice: 0.8644, decode.d0.loss_cls: 2.2593, decode.d0.loss_mask: 0.6069, decode.d0.loss_dice: 1.0222, decode.d1.loss_cls: 0.5535, decode.d1.loss_mask: 0.5817, decode.d1.loss_dice: 0.9424, decode.d2.loss_cls: 0.4681, decode.d2.loss_mask: 0.5643, decode.d2.loss_dice: 0.9015, decode.d3.loss_cls: 0.4249, decode.d3.loss_mask: 0.5588, decode.d3.loss_dice: 0.8786, decode.d4.loss_cls: 0.3999, decode.d4.loss_mask: 0.5536, decode.d4.loss_dice: 0.8753, decode.d5.loss_cls: 0.3875, decode.d5.loss_mask: 0.5484, decode.d5.loss_dice: 0.8736, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5464, decode.d6.loss_dice: 0.8630, decode.d7.loss_cls: 0.3715, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.8614, decode.d8.loss_cls: 0.3697, decode.d8.loss_mask: 0.5445, decode.d8.loss_dice: 0.8643, loss: 20.5139, grad_norm: 122.9102 2023-11-27 04:07:33,864 - mmseg - INFO - Iter [152700/160000] lr: 1.741e-07, eta: 0:45:54, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3433, decode.loss_mask: 0.5472, decode.loss_dice: 0.8388, decode.d0.loss_cls: 2.1760, decode.d0.loss_mask: 0.6254, decode.d0.loss_dice: 1.0043, decode.d1.loss_cls: 0.5246, decode.d1.loss_mask: 0.5867, decode.d1.loss_dice: 0.9188, decode.d2.loss_cls: 0.4295, decode.d2.loss_mask: 0.5687, decode.d2.loss_dice: 0.8816, decode.d3.loss_cls: 0.3920, decode.d3.loss_mask: 0.5592, decode.d3.loss_dice: 0.8555, decode.d4.loss_cls: 0.3750, decode.d4.loss_mask: 0.5550, decode.d4.loss_dice: 0.8542, decode.d5.loss_cls: 0.3604, decode.d5.loss_mask: 0.5533, decode.d5.loss_dice: 0.8577, decode.d6.loss_cls: 0.3507, decode.d6.loss_mask: 0.5509, decode.d6.loss_dice: 0.8442, decode.d7.loss_cls: 0.3438, decode.d7.loss_mask: 0.5487, decode.d7.loss_dice: 0.8445, decode.d8.loss_cls: 0.3461, decode.d8.loss_mask: 0.5471, decode.d8.loss_dice: 0.8451, loss: 20.0282, grad_norm: 114.9559 2023-11-27 04:07:52,234 - mmseg - INFO - Iter [152750/160000] lr: 1.729e-07, eta: 0:45:35, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3777, decode.loss_mask: 0.5547, decode.loss_dice: 0.8663, decode.d0.loss_cls: 2.2769, decode.d0.loss_mask: 0.6177, decode.d0.loss_dice: 1.0239, decode.d1.loss_cls: 0.5834, decode.d1.loss_mask: 0.5907, decode.d1.loss_dice: 0.9449, decode.d2.loss_cls: 0.4797, decode.d2.loss_mask: 0.5740, decode.d2.loss_dice: 0.9015, decode.d3.loss_cls: 0.4300, decode.d3.loss_mask: 0.5687, decode.d3.loss_dice: 0.8820, decode.d4.loss_cls: 0.4146, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8769, decode.d5.loss_cls: 0.3982, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8763, decode.d6.loss_cls: 0.3896, decode.d6.loss_mask: 0.5609, decode.d6.loss_dice: 0.8662, decode.d7.loss_cls: 0.3790, decode.d7.loss_mask: 0.5573, decode.d7.loss_dice: 0.8623, decode.d8.loss_cls: 0.3760, decode.d8.loss_mask: 0.5563, decode.d8.loss_dice: 0.8628, loss: 20.7739, grad_norm: 109.9586 2023-11-27 04:08:10,539 - mmseg - INFO - Iter [152800/160000] lr: 1.717e-07, eta: 0:45:16, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3408, decode.loss_mask: 0.5494, decode.loss_dice: 0.8312, decode.d0.loss_cls: 2.2321, decode.d0.loss_mask: 0.6155, decode.d0.loss_dice: 0.9835, decode.d1.loss_cls: 0.5206, decode.d1.loss_mask: 0.5854, decode.d1.loss_dice: 0.9013, decode.d2.loss_cls: 0.4300, decode.d2.loss_mask: 0.5691, decode.d2.loss_dice: 0.8692, decode.d3.loss_cls: 0.3838, decode.d3.loss_mask: 0.5623, decode.d3.loss_dice: 0.8465, decode.d4.loss_cls: 0.3627, decode.d4.loss_mask: 0.5592, decode.d4.loss_dice: 0.8442, decode.d5.loss_cls: 0.3526, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8394, decode.d6.loss_cls: 0.3431, decode.d6.loss_mask: 0.5544, decode.d6.loss_dice: 0.8373, decode.d7.loss_cls: 0.3369, decode.d7.loss_mask: 0.5514, decode.d7.loss_dice: 0.8319, decode.d8.loss_cls: 0.3342, decode.d8.loss_mask: 0.5494, decode.d8.loss_dice: 0.8314, loss: 19.9045, grad_norm: 121.7340 2023-11-27 04:08:31,068 - mmseg - INFO - Iter [152850/160000] lr: 1.705e-07, eta: 0:44:58, time: 0.411, data_time: 0.053, memory: 36416, decode.loss_cls: 0.3669, decode.loss_mask: 0.5526, decode.loss_dice: 0.8526, decode.d0.loss_cls: 2.2544, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 1.0250, decode.d1.loss_cls: 0.5843, decode.d1.loss_mask: 0.5904, decode.d1.loss_dice: 0.9318, decode.d2.loss_cls: 0.4746, decode.d2.loss_mask: 0.5731, decode.d2.loss_dice: 0.8940, decode.d3.loss_cls: 0.4261, decode.d3.loss_mask: 0.5645, decode.d3.loss_dice: 0.8701, decode.d4.loss_cls: 0.4099, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8617, decode.d5.loss_cls: 0.3981, decode.d5.loss_mask: 0.5588, decode.d5.loss_dice: 0.8647, decode.d6.loss_cls: 0.3899, decode.d6.loss_mask: 0.5562, decode.d6.loss_dice: 0.8562, decode.d7.loss_cls: 0.3649, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8558, decode.d8.loss_cls: 0.3737, decode.d8.loss_mask: 0.5529, decode.d8.loss_dice: 0.8575, loss: 20.5959, grad_norm: 121.8579 2023-11-27 04:08:49,386 - mmseg - INFO - Iter [152900/160000] lr: 1.693e-07, eta: 0:44:39, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3333, decode.loss_mask: 0.5569, decode.loss_dice: 0.8464, decode.d0.loss_cls: 2.2296, decode.d0.loss_mask: 0.6236, decode.d0.loss_dice: 1.0156, decode.d1.loss_cls: 0.5305, decode.d1.loss_mask: 0.5994, decode.d1.loss_dice: 0.9252, decode.d2.loss_cls: 0.4333, decode.d2.loss_mask: 0.5789, decode.d2.loss_dice: 0.8886, decode.d3.loss_cls: 0.3968, decode.d3.loss_mask: 0.5703, decode.d3.loss_dice: 0.8621, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5678, decode.d4.loss_dice: 0.8566, decode.d5.loss_cls: 0.3576, decode.d5.loss_mask: 0.5663, decode.d5.loss_dice: 0.8579, decode.d6.loss_cls: 0.3532, decode.d6.loss_mask: 0.5620, decode.d6.loss_dice: 0.8479, decode.d7.loss_cls: 0.3402, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8516, decode.d8.loss_cls: 0.3339, decode.d8.loss_mask: 0.5590, decode.d8.loss_dice: 0.8463, loss: 20.2307, grad_norm: 111.6644 2023-11-27 04:09:07,700 - mmseg - INFO - Iter [152950/160000] lr: 1.681e-07, eta: 0:44:20, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3572, decode.loss_mask: 0.5586, decode.loss_dice: 0.8332, decode.d0.loss_cls: 2.1888, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9974, decode.d1.loss_cls: 0.5494, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.9113, decode.d2.loss_cls: 0.4688, decode.d2.loss_mask: 0.5744, decode.d2.loss_dice: 0.8738, decode.d3.loss_cls: 0.4210, decode.d3.loss_mask: 0.5653, decode.d3.loss_dice: 0.8488, decode.d4.loss_cls: 0.3982, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8451, decode.d5.loss_cls: 0.3809, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8407, decode.d6.loss_cls: 0.3703, decode.d6.loss_mask: 0.5610, decode.d6.loss_dice: 0.8322, decode.d7.loss_cls: 0.3572, decode.d7.loss_mask: 0.5588, decode.d7.loss_dice: 0.8329, decode.d8.loss_cls: 0.3601, decode.d8.loss_mask: 0.5589, decode.d8.loss_dice: 0.8318, loss: 20.2159, grad_norm: 137.8417 2023-11-27 04:09:26,200 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:09:26,200 - mmseg - INFO - Iter [153000/160000] lr: 1.669e-07, eta: 0:44:01, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3581, decode.loss_mask: 0.5739, decode.loss_dice: 0.8531, decode.d0.loss_cls: 2.2599, decode.d0.loss_mask: 0.6438, decode.d0.loss_dice: 1.0196, decode.d1.loss_cls: 0.5567, decode.d1.loss_mask: 0.6047, decode.d1.loss_dice: 0.9312, decode.d2.loss_cls: 0.4584, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.8973, decode.d3.loss_cls: 0.4221, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8715, decode.d4.loss_cls: 0.3957, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8672, decode.d5.loss_cls: 0.3922, decode.d5.loss_mask: 0.5793, decode.d5.loss_dice: 0.8670, decode.d6.loss_cls: 0.3712, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8544, decode.d7.loss_cls: 0.3680, decode.d7.loss_mask: 0.5753, decode.d7.loss_dice: 0.8544, decode.d8.loss_cls: 0.3602, decode.d8.loss_mask: 0.5744, decode.d8.loss_dice: 0.8530, loss: 20.7074, grad_norm: 124.7793 2023-11-27 04:09:44,638 - mmseg - INFO - Iter [153050/160000] lr: 1.657e-07, eta: 0:43:42, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3496, decode.loss_mask: 0.5482, decode.loss_dice: 0.8452, decode.d0.loss_cls: 2.2159, decode.d0.loss_mask: 0.6228, decode.d0.loss_dice: 1.0148, decode.d1.loss_cls: 0.5374, decode.d1.loss_mask: 0.5821, decode.d1.loss_dice: 0.9317, decode.d2.loss_cls: 0.4463, decode.d2.loss_mask: 0.5660, decode.d2.loss_dice: 0.8909, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.5574, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.3947, decode.d4.loss_mask: 0.5556, decode.d4.loss_dice: 0.8617, decode.d5.loss_cls: 0.3774, decode.d5.loss_mask: 0.5544, decode.d5.loss_dice: 0.8613, decode.d6.loss_cls: 0.3647, decode.d6.loss_mask: 0.5520, decode.d6.loss_dice: 0.8579, decode.d7.loss_cls: 0.3590, decode.d7.loss_mask: 0.5496, decode.d7.loss_dice: 0.8501, decode.d8.loss_cls: 0.3512, decode.d8.loss_mask: 0.5507, decode.d8.loss_dice: 0.8518, loss: 20.2740, grad_norm: 120.8109 2023-11-27 04:10:04,760 - mmseg - INFO - Iter [153100/160000] lr: 1.646e-07, eta: 0:43:23, time: 0.402, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3583, decode.loss_mask: 0.5584, decode.loss_dice: 0.8507, decode.d0.loss_cls: 2.2639, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 1.0189, decode.d1.loss_cls: 0.5537, decode.d1.loss_mask: 0.5936, decode.d1.loss_dice: 0.9358, decode.d2.loss_cls: 0.4632, decode.d2.loss_mask: 0.5781, decode.d2.loss_dice: 0.8942, decode.d3.loss_cls: 0.4174, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.8684, decode.d4.loss_cls: 0.3910, decode.d4.loss_mask: 0.5702, decode.d4.loss_dice: 0.8671, decode.d5.loss_cls: 0.3824, decode.d5.loss_mask: 0.5660, decode.d5.loss_dice: 0.8619, decode.d6.loss_cls: 0.3731, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8550, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8551, decode.d8.loss_cls: 0.3588, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8514, loss: 20.5305, grad_norm: 117.6599 2023-11-27 04:10:23,214 - mmseg - INFO - Iter [153150/160000] lr: 1.634e-07, eta: 0:43:04, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3536, decode.loss_mask: 0.5803, decode.loss_dice: 0.8749, decode.d0.loss_cls: 2.2125, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 1.0528, decode.d1.loss_cls: 0.5454, decode.d1.loss_mask: 0.6158, decode.d1.loss_dice: 0.9592, decode.d2.loss_cls: 0.4549, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4091, decode.d3.loss_mask: 0.5907, decode.d3.loss_dice: 0.8903, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.5897, decode.d4.loss_dice: 0.8907, decode.d5.loss_cls: 0.3761, decode.d5.loss_mask: 0.5872, decode.d5.loss_dice: 0.8902, decode.d6.loss_cls: 0.3675, decode.d6.loss_mask: 0.5841, decode.d6.loss_dice: 0.8803, decode.d7.loss_cls: 0.3650, decode.d7.loss_mask: 0.5833, decode.d7.loss_dice: 0.8781, decode.d8.loss_cls: 0.3507, decode.d8.loss_mask: 0.5816, decode.d8.loss_dice: 0.8774, loss: 20.9005, grad_norm: 116.6365 2023-11-27 04:10:41,541 - mmseg - INFO - Iter [153200/160000] lr: 1.622e-07, eta: 0:42:45, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3750, decode.loss_mask: 0.5535, decode.loss_dice: 0.8564, decode.d0.loss_cls: 2.1943, decode.d0.loss_mask: 0.6213, decode.d0.loss_dice: 1.0142, decode.d1.loss_cls: 0.5753, decode.d1.loss_mask: 0.5895, decode.d1.loss_dice: 0.9351, decode.d2.loss_cls: 0.4924, decode.d2.loss_mask: 0.5771, decode.d2.loss_dice: 0.8996, decode.d3.loss_cls: 0.4451, decode.d3.loss_mask: 0.5659, decode.d3.loss_dice: 0.8689, decode.d4.loss_cls: 0.4153, decode.d4.loss_mask: 0.5636, decode.d4.loss_dice: 0.8686, decode.d5.loss_cls: 0.4095, decode.d5.loss_mask: 0.5616, decode.d5.loss_dice: 0.8628, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5587, decode.d6.loss_dice: 0.8566, decode.d7.loss_cls: 0.3835, decode.d7.loss_mask: 0.5562, decode.d7.loss_dice: 0.8548, decode.d8.loss_cls: 0.3798, decode.d8.loss_mask: 0.5543, decode.d8.loss_dice: 0.8577, loss: 20.6411, grad_norm: 126.8548 2023-11-27 04:10:59,883 - mmseg - INFO - Iter [153250/160000] lr: 1.610e-07, eta: 0:42:26, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3810, decode.loss_mask: 0.5655, decode.loss_dice: 0.8829, decode.d0.loss_cls: 2.2687, decode.d0.loss_mask: 0.6417, decode.d0.loss_dice: 1.0595, decode.d1.loss_cls: 0.5769, decode.d1.loss_mask: 0.6044, decode.d1.loss_dice: 0.9720, decode.d2.loss_cls: 0.4858, decode.d2.loss_mask: 0.5892, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4485, decode.d3.loss_mask: 0.5785, decode.d3.loss_dice: 0.8989, decode.d4.loss_cls: 0.4254, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8985, decode.d5.loss_cls: 0.4081, decode.d5.loss_mask: 0.5718, decode.d5.loss_dice: 0.8957, decode.d6.loss_cls: 0.4006, decode.d6.loss_mask: 0.5687, decode.d6.loss_dice: 0.8857, decode.d7.loss_cls: 0.3921, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8840, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5675, decode.d8.loss_dice: 0.8836, loss: 21.1857, grad_norm: 116.7008 2023-11-27 04:11:18,319 - mmseg - INFO - Iter [153300/160000] lr: 1.598e-07, eta: 0:42:08, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3777, decode.loss_mask: 0.5608, decode.loss_dice: 0.8793, decode.d0.loss_cls: 2.2395, decode.d0.loss_mask: 0.6240, decode.d0.loss_dice: 1.0562, decode.d1.loss_cls: 0.5654, decode.d1.loss_mask: 0.5952, decode.d1.loss_dice: 0.9638, decode.d2.loss_cls: 0.5032, decode.d2.loss_mask: 0.5770, decode.d2.loss_dice: 0.9167, decode.d3.loss_cls: 0.4431, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8925, decode.d4.loss_cls: 0.4238, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4046, decode.d5.loss_mask: 0.5664, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.3944, decode.d6.loss_mask: 0.5646, decode.d6.loss_dice: 0.8843, decode.d7.loss_cls: 0.3890, decode.d7.loss_mask: 0.5615, decode.d7.loss_dice: 0.8849, decode.d8.loss_cls: 0.3895, decode.d8.loss_mask: 0.5620, decode.d8.loss_dice: 0.8807, loss: 21.0238, grad_norm: 105.6261 2023-11-27 04:11:36,728 - mmseg - INFO - Iter [153350/160000] lr: 1.586e-07, eta: 0:41:49, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3663, decode.loss_mask: 0.5331, decode.loss_dice: 0.8385, decode.d0.loss_cls: 2.2434, decode.d0.loss_mask: 0.6005, decode.d0.loss_dice: 1.0041, decode.d1.loss_cls: 0.5665, decode.d1.loss_mask: 0.5651, decode.d1.loss_dice: 0.9171, decode.d2.loss_cls: 0.4643, decode.d2.loss_mask: 0.5540, decode.d2.loss_dice: 0.8839, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.5455, decode.d3.loss_dice: 0.8532, decode.d4.loss_cls: 0.4066, decode.d4.loss_mask: 0.5426, decode.d4.loss_dice: 0.8545, decode.d5.loss_cls: 0.3918, decode.d5.loss_mask: 0.5385, decode.d5.loss_dice: 0.8465, decode.d6.loss_cls: 0.3851, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.8387, decode.d7.loss_cls: 0.3766, decode.d7.loss_mask: 0.5346, decode.d7.loss_dice: 0.8388, decode.d8.loss_cls: 0.3712, decode.d8.loss_mask: 0.5338, decode.d8.loss_dice: 0.8393, loss: 20.1902, grad_norm: 121.1661 2023-11-27 04:11:55,000 - mmseg - INFO - Iter [153400/160000] lr: 1.574e-07, eta: 0:41:30, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3313, decode.loss_mask: 0.5374, decode.loss_dice: 0.8562, decode.d0.loss_cls: 2.2336, decode.d0.loss_mask: 0.5981, decode.d0.loss_dice: 0.9946, decode.d1.loss_cls: 0.5098, decode.d1.loss_mask: 0.5657, decode.d1.loss_dice: 0.9199, decode.d2.loss_cls: 0.4200, decode.d2.loss_mask: 0.5538, decode.d2.loss_dice: 0.8858, decode.d3.loss_cls: 0.3777, decode.d3.loss_mask: 0.5466, decode.d3.loss_dice: 0.8618, decode.d4.loss_cls: 0.3635, decode.d4.loss_mask: 0.5452, decode.d4.loss_dice: 0.8569, decode.d5.loss_cls: 0.3509, decode.d5.loss_mask: 0.5428, decode.d5.loss_dice: 0.8593, decode.d6.loss_cls: 0.3375, decode.d6.loss_mask: 0.5410, decode.d6.loss_dice: 0.8555, decode.d7.loss_cls: 0.3376, decode.d7.loss_mask: 0.5388, decode.d7.loss_dice: 0.8559, decode.d8.loss_cls: 0.3326, decode.d8.loss_mask: 0.5373, decode.d8.loss_dice: 0.8558, loss: 19.9029, grad_norm: 119.5051 2023-11-27 04:12:13,494 - mmseg - INFO - Iter [153450/160000] lr: 1.562e-07, eta: 0:41:11, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3589, decode.loss_mask: 0.5678, decode.loss_dice: 0.8642, decode.d0.loss_cls: 2.2141, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 1.0216, decode.d1.loss_cls: 0.5403, decode.d1.loss_mask: 0.6063, decode.d1.loss_dice: 0.9427, decode.d2.loss_cls: 0.4332, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.9106, decode.d3.loss_cls: 0.4042, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.8834, decode.d4.loss_cls: 0.3874, decode.d4.loss_mask: 0.5837, decode.d4.loss_dice: 0.8815, decode.d5.loss_cls: 0.3762, decode.d5.loss_mask: 0.5782, decode.d5.loss_dice: 0.8786, decode.d6.loss_cls: 0.3785, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8684, decode.d7.loss_cls: 0.3627, decode.d7.loss_mask: 0.5703, decode.d7.loss_dice: 0.8645, decode.d8.loss_cls: 0.3589, decode.d8.loss_mask: 0.5703, decode.d8.loss_dice: 0.8692, loss: 20.6602, grad_norm: 123.0607 2023-11-27 04:12:32,030 - mmseg - INFO - Iter [153500/160000] lr: 1.550e-07, eta: 0:40:52, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3745, decode.loss_mask: 0.5715, decode.loss_dice: 0.8801, decode.d0.loss_cls: 2.2458, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 1.0445, decode.d1.loss_cls: 0.5763, decode.d1.loss_mask: 0.6041, decode.d1.loss_dice: 0.9540, decode.d2.loss_cls: 0.4813, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9188, decode.d3.loss_cls: 0.4438, decode.d3.loss_mask: 0.5850, decode.d3.loss_dice: 0.8983, decode.d4.loss_cls: 0.4163, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8967, decode.d5.loss_cls: 0.4029, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8878, decode.d6.loss_cls: 0.3931, decode.d6.loss_mask: 0.5753, decode.d6.loss_dice: 0.8832, decode.d7.loss_cls: 0.3914, decode.d7.loss_mask: 0.5734, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.3758, decode.d8.loss_mask: 0.5723, decode.d8.loss_dice: 0.8818, loss: 21.0983, grad_norm: 116.3711 2023-11-27 04:12:50,459 - mmseg - INFO - Iter [153550/160000] lr: 1.538e-07, eta: 0:40:33, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3591, decode.loss_mask: 0.5549, decode.loss_dice: 0.8361, decode.d0.loss_cls: 2.2118, decode.d0.loss_mask: 0.6246, decode.d0.loss_dice: 1.0015, decode.d1.loss_cls: 0.5505, decode.d1.loss_mask: 0.5942, decode.d1.loss_dice: 0.9129, decode.d2.loss_cls: 0.4521, decode.d2.loss_mask: 0.5761, decode.d2.loss_dice: 0.8700, decode.d3.loss_cls: 0.4228, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8447, decode.d4.loss_cls: 0.3978, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8493, decode.d5.loss_cls: 0.3788, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.8435, decode.d6.loss_cls: 0.3752, decode.d6.loss_mask: 0.5619, decode.d6.loss_dice: 0.8385, decode.d7.loss_cls: 0.3667, decode.d7.loss_mask: 0.5582, decode.d7.loss_dice: 0.8370, decode.d8.loss_cls: 0.3601, decode.d8.loss_mask: 0.5555, decode.d8.loss_dice: 0.8364, loss: 20.2731, grad_norm: 112.6551 2023-11-27 04:13:08,826 - mmseg - INFO - Iter [153600/160000] lr: 1.526e-07, eta: 0:40:14, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3321, decode.loss_mask: 0.5542, decode.loss_dice: 0.8480, decode.d0.loss_cls: 2.1807, decode.d0.loss_mask: 0.6164, decode.d0.loss_dice: 1.0097, decode.d1.loss_cls: 0.5003, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9279, decode.d2.loss_cls: 0.4181, decode.d2.loss_mask: 0.5771, decode.d2.loss_dice: 0.8899, decode.d3.loss_cls: 0.3860, decode.d3.loss_mask: 0.5674, decode.d3.loss_dice: 0.8636, decode.d4.loss_cls: 0.3636, decode.d4.loss_mask: 0.5641, decode.d4.loss_dice: 0.8616, decode.d5.loss_cls: 0.3548, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8592, decode.d6.loss_cls: 0.3462, decode.d6.loss_mask: 0.5588, decode.d6.loss_dice: 0.8494, decode.d7.loss_cls: 0.3340, decode.d7.loss_mask: 0.5560, decode.d7.loss_dice: 0.8482, decode.d8.loss_cls: 0.3285, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8473, loss: 20.0535, grad_norm: 110.8582 2023-11-27 04:13:27,189 - mmseg - INFO - Iter [153650/160000] lr: 1.514e-07, eta: 0:39:55, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3581, decode.loss_mask: 0.5481, decode.loss_dice: 0.8434, decode.d0.loss_cls: 2.1761, decode.d0.loss_mask: 0.6248, decode.d0.loss_dice: 1.0109, decode.d1.loss_cls: 0.5358, decode.d1.loss_mask: 0.5873, decode.d1.loss_dice: 0.9199, decode.d2.loss_cls: 0.4604, decode.d2.loss_mask: 0.5686, decode.d2.loss_dice: 0.8809, decode.d3.loss_cls: 0.4143, decode.d3.loss_mask: 0.5603, decode.d3.loss_dice: 0.8527, decode.d4.loss_cls: 0.3919, decode.d4.loss_mask: 0.5566, decode.d4.loss_dice: 0.8580, decode.d5.loss_cls: 0.3813, decode.d5.loss_mask: 0.5530, decode.d5.loss_dice: 0.8514, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5539, decode.d6.loss_dice: 0.8458, decode.d7.loss_cls: 0.3637, decode.d7.loss_mask: 0.5516, decode.d7.loss_dice: 0.8432, decode.d8.loss_cls: 0.3589, decode.d8.loss_mask: 0.5500, decode.d8.loss_dice: 0.8395, loss: 20.2076, grad_norm: 109.1651 2023-11-27 04:13:45,411 - mmseg - INFO - Iter [153700/160000] lr: 1.502e-07, eta: 0:39:37, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3622, decode.loss_mask: 0.5581, decode.loss_dice: 0.8551, decode.d0.loss_cls: 2.2031, decode.d0.loss_mask: 0.6321, decode.d0.loss_dice: 1.0287, decode.d1.loss_cls: 0.5620, decode.d1.loss_mask: 0.6017, decode.d1.loss_dice: 0.9365, decode.d2.loss_cls: 0.4665, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.8940, decode.d3.loss_cls: 0.4271, decode.d3.loss_mask: 0.5734, decode.d3.loss_dice: 0.8697, decode.d4.loss_cls: 0.4023, decode.d4.loss_mask: 0.5670, decode.d4.loss_dice: 0.8720, decode.d5.loss_cls: 0.3853, decode.d5.loss_mask: 0.5653, decode.d5.loss_dice: 0.8673, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5626, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.3645, decode.d7.loss_mask: 0.5597, decode.d7.loss_dice: 0.8582, decode.d8.loss_cls: 0.3621, decode.d8.loss_mask: 0.5594, decode.d8.loss_dice: 0.8605, loss: 20.5712, grad_norm: 115.4974 2023-11-27 04:14:03,672 - mmseg - INFO - Iter [153750/160000] lr: 1.491e-07, eta: 0:39:18, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3476, decode.loss_mask: 0.5516, decode.loss_dice: 0.8585, decode.d0.loss_cls: 2.2279, decode.d0.loss_mask: 0.6206, decode.d0.loss_dice: 1.0176, decode.d1.loss_cls: 0.5425, decode.d1.loss_mask: 0.5863, decode.d1.loss_dice: 0.9402, decode.d2.loss_cls: 0.4400, decode.d2.loss_mask: 0.5761, decode.d2.loss_dice: 0.9091, decode.d3.loss_cls: 0.4098, decode.d3.loss_mask: 0.5604, decode.d3.loss_dice: 0.8782, decode.d4.loss_cls: 0.3927, decode.d4.loss_mask: 0.5583, decode.d4.loss_dice: 0.8738, decode.d5.loss_cls: 0.3748, decode.d5.loss_mask: 0.5576, decode.d5.loss_dice: 0.8700, decode.d6.loss_cls: 0.3637, decode.d6.loss_mask: 0.5555, decode.d6.loss_dice: 0.8603, decode.d7.loss_cls: 0.3441, decode.d7.loss_mask: 0.5528, decode.d7.loss_dice: 0.8626, decode.d8.loss_cls: 0.3472, decode.d8.loss_mask: 0.5523, decode.d8.loss_dice: 0.8616, loss: 20.3937, grad_norm: 130.9537 2023-11-27 04:14:21,963 - mmseg - INFO - Iter [153800/160000] lr: 1.479e-07, eta: 0:38:59, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3608, decode.loss_mask: 0.5710, decode.loss_dice: 0.8798, decode.d0.loss_cls: 2.2441, decode.d0.loss_mask: 0.6346, decode.d0.loss_dice: 1.0392, decode.d1.loss_cls: 0.5618, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.9561, decode.d2.loss_cls: 0.4657, decode.d2.loss_mask: 0.5894, decode.d2.loss_dice: 0.9230, decode.d3.loss_cls: 0.4195, decode.d3.loss_mask: 0.5812, decode.d3.loss_dice: 0.8943, decode.d4.loss_cls: 0.4055, decode.d4.loss_mask: 0.5770, decode.d4.loss_dice: 0.8872, decode.d5.loss_cls: 0.3849, decode.d5.loss_mask: 0.5760, decode.d5.loss_dice: 0.8879, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8782, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8765, decode.d8.loss_cls: 0.3671, decode.d8.loss_mask: 0.5684, decode.d8.loss_dice: 0.8789, loss: 20.8947, grad_norm: 122.1606 2023-11-27 04:14:40,571 - mmseg - INFO - Iter [153850/160000] lr: 1.467e-07, eta: 0:38:40, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3589, decode.loss_mask: 0.5381, decode.loss_dice: 0.8432, decode.d0.loss_cls: 2.2794, decode.d0.loss_mask: 0.6057, decode.d0.loss_dice: 1.0145, decode.d1.loss_cls: 0.5678, decode.d1.loss_mask: 0.5736, decode.d1.loss_dice: 0.9288, decode.d2.loss_cls: 0.4693, decode.d2.loss_mask: 0.5577, decode.d2.loss_dice: 0.8950, decode.d3.loss_cls: 0.4231, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.8649, decode.d4.loss_cls: 0.3991, decode.d4.loss_mask: 0.5476, decode.d4.loss_dice: 0.8611, decode.d5.loss_cls: 0.3791, decode.d5.loss_mask: 0.5445, decode.d5.loss_dice: 0.8591, decode.d6.loss_cls: 0.3632, decode.d6.loss_mask: 0.5460, decode.d6.loss_dice: 0.8507, decode.d7.loss_cls: 0.3539, decode.d7.loss_mask: 0.5434, decode.d7.loss_dice: 0.8505, decode.d8.loss_cls: 0.3571, decode.d8.loss_mask: 0.5393, decode.d8.loss_dice: 0.8514, loss: 20.3171, grad_norm: 118.0679 2023-11-27 04:14:58,824 - mmseg - INFO - Iter [153900/160000] lr: 1.455e-07, eta: 0:38:21, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3195, decode.loss_mask: 0.5612, decode.loss_dice: 0.8383, decode.d0.loss_cls: 2.1819, decode.d0.loss_mask: 0.6302, decode.d0.loss_dice: 0.9896, decode.d1.loss_cls: 0.5112, decode.d1.loss_mask: 0.5940, decode.d1.loss_dice: 0.9096, decode.d2.loss_cls: 0.4102, decode.d2.loss_mask: 0.5810, decode.d2.loss_dice: 0.8825, decode.d3.loss_cls: 0.3800, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.8577, decode.d4.loss_cls: 0.3620, decode.d4.loss_mask: 0.5686, decode.d4.loss_dice: 0.8505, decode.d5.loss_cls: 0.3435, decode.d5.loss_mask: 0.5693, decode.d5.loss_dice: 0.8544, decode.d6.loss_cls: 0.3444, decode.d6.loss_mask: 0.5631, decode.d6.loss_dice: 0.8452, decode.d7.loss_cls: 0.3285, decode.d7.loss_mask: 0.5656, decode.d7.loss_dice: 0.8419, decode.d8.loss_cls: 0.3237, decode.d8.loss_mask: 0.5620, decode.d8.loss_dice: 0.8417, loss: 19.9841, grad_norm: 126.4165 2023-11-27 04:15:17,456 - mmseg - INFO - Iter [153950/160000] lr: 1.443e-07, eta: 0:38:02, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3725, decode.loss_mask: 0.5399, decode.loss_dice: 0.8583, decode.d0.loss_cls: 2.2699, decode.d0.loss_mask: 0.6063, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5786, decode.d1.loss_mask: 0.5761, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4867, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4447, decode.d3.loss_mask: 0.5510, decode.d3.loss_dice: 0.8748, decode.d4.loss_cls: 0.4170, decode.d4.loss_mask: 0.5462, decode.d4.loss_dice: 0.8693, decode.d5.loss_cls: 0.4043, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.8670, decode.d6.loss_cls: 0.3939, decode.d6.loss_mask: 0.5419, decode.d6.loss_dice: 0.8573, decode.d7.loss_cls: 0.3812, decode.d7.loss_mask: 0.5404, decode.d7.loss_dice: 0.8520, decode.d8.loss_cls: 0.3741, decode.d8.loss_mask: 0.5398, decode.d8.loss_dice: 0.8610, loss: 20.5879, grad_norm: 119.9771 2023-11-27 04:15:35,893 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:15:35,893 - mmseg - INFO - Iter [154000/160000] lr: 1.431e-07, eta: 0:37:43, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3455, decode.loss_mask: 0.5480, decode.loss_dice: 0.8294, decode.d0.loss_cls: 2.2704, decode.d0.loss_mask: 0.6069, decode.d0.loss_dice: 0.9876, decode.d1.loss_cls: 0.5579, decode.d1.loss_mask: 0.5791, decode.d1.loss_dice: 0.9089, decode.d2.loss_cls: 0.4557, decode.d2.loss_mask: 0.5663, decode.d2.loss_dice: 0.8740, decode.d3.loss_cls: 0.4039, decode.d3.loss_mask: 0.5604, decode.d3.loss_dice: 0.8465, decode.d4.loss_cls: 0.3834, decode.d4.loss_mask: 0.5557, decode.d4.loss_dice: 0.8449, decode.d5.loss_cls: 0.3714, decode.d5.loss_mask: 0.5528, decode.d5.loss_dice: 0.8403, decode.d6.loss_cls: 0.3601, decode.d6.loss_mask: 0.5511, decode.d6.loss_dice: 0.8368, decode.d7.loss_cls: 0.3470, decode.d7.loss_mask: 0.5490, decode.d7.loss_dice: 0.8332, decode.d8.loss_cls: 0.3501, decode.d8.loss_mask: 0.5482, decode.d8.loss_dice: 0.8307, loss: 20.0949, grad_norm: 118.4661 2023-11-27 04:15:54,249 - mmseg - INFO - Iter [154050/160000] lr: 1.419e-07, eta: 0:37:24, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5586, decode.loss_dice: 0.8693, decode.d0.loss_cls: 2.2398, decode.d0.loss_mask: 0.6251, decode.d0.loss_dice: 1.0357, decode.d1.loss_cls: 0.5341, decode.d1.loss_mask: 0.5935, decode.d1.loss_dice: 0.9614, decode.d2.loss_cls: 0.4564, decode.d2.loss_mask: 0.5782, decode.d2.loss_dice: 0.9138, decode.d3.loss_cls: 0.4074, decode.d3.loss_mask: 0.5720, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.3887, decode.d4.loss_mask: 0.5684, decode.d4.loss_dice: 0.8830, decode.d5.loss_cls: 0.3756, decode.d5.loss_mask: 0.5653, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5602, decode.d6.loss_dice: 0.8725, decode.d7.loss_cls: 0.3592, decode.d7.loss_mask: 0.5587, decode.d7.loss_dice: 0.8701, decode.d8.loss_cls: 0.3597, decode.d8.loss_mask: 0.5580, decode.d8.loss_dice: 0.8728, loss: 20.6336, grad_norm: 116.1330 2023-11-27 04:16:14,738 - mmseg - INFO - Iter [154100/160000] lr: 1.407e-07, eta: 0:37:06, time: 0.410, data_time: 0.053, memory: 36416, decode.loss_cls: 0.3496, decode.loss_mask: 0.5831, decode.loss_dice: 0.8358, decode.d0.loss_cls: 2.2500, decode.d0.loss_mask: 0.6527, decode.d0.loss_dice: 1.0017, decode.d1.loss_cls: 0.5495, decode.d1.loss_mask: 0.6141, decode.d1.loss_dice: 0.9117, decode.d2.loss_cls: 0.4576, decode.d2.loss_mask: 0.6000, decode.d2.loss_dice: 0.8723, decode.d3.loss_cls: 0.4138, decode.d3.loss_mask: 0.5935, decode.d3.loss_dice: 0.8523, decode.d4.loss_cls: 0.3927, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.8480, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.8479, decode.d6.loss_cls: 0.3677, decode.d6.loss_mask: 0.5878, decode.d6.loss_dice: 0.8399, decode.d7.loss_cls: 0.3563, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8365, decode.d8.loss_cls: 0.3580, decode.d8.loss_mask: 0.5863, decode.d8.loss_dice: 0.8399, loss: 20.5491, grad_norm: 129.9751 2023-11-27 04:16:33,089 - mmseg - INFO - Iter [154150/160000] lr: 1.395e-07, eta: 0:36:47, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3505, decode.loss_mask: 0.5610, decode.loss_dice: 0.8713, decode.d0.loss_cls: 2.2145, decode.d0.loss_mask: 0.6303, decode.d0.loss_dice: 1.0412, decode.d1.loss_cls: 0.5384, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9578, decode.d2.loss_cls: 0.4486, decode.d2.loss_mask: 0.5801, decode.d2.loss_dice: 0.9189, decode.d3.loss_cls: 0.3992, decode.d3.loss_mask: 0.5725, decode.d3.loss_dice: 0.8941, decode.d4.loss_cls: 0.3781, decode.d4.loss_mask: 0.5701, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.3723, decode.d5.loss_mask: 0.5637, decode.d5.loss_dice: 0.8812, decode.d6.loss_cls: 0.3584, decode.d6.loss_mask: 0.5615, decode.d6.loss_dice: 0.8722, decode.d7.loss_cls: 0.3530, decode.d7.loss_mask: 0.5609, decode.d7.loss_dice: 0.8724, decode.d8.loss_cls: 0.3581, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.8709, loss: 20.5951, grad_norm: 119.6681 2023-11-27 04:16:51,354 - mmseg - INFO - Iter [154200/160000] lr: 1.383e-07, eta: 0:36:28, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3435, decode.loss_mask: 0.5697, decode.loss_dice: 0.8489, decode.d0.loss_cls: 2.2378, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 1.0232, decode.d1.loss_cls: 0.5385, decode.d1.loss_mask: 0.6030, decode.d1.loss_dice: 0.9359, decode.d2.loss_cls: 0.4475, decode.d2.loss_mask: 0.5926, decode.d2.loss_dice: 0.9002, decode.d3.loss_cls: 0.4027, decode.d3.loss_mask: 0.5823, decode.d3.loss_dice: 0.8711, decode.d4.loss_cls: 0.3772, decode.d4.loss_mask: 0.5807, decode.d4.loss_dice: 0.8697, decode.d5.loss_cls: 0.3657, decode.d5.loss_mask: 0.5792, decode.d5.loss_dice: 0.8637, decode.d6.loss_cls: 0.3587, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8535, decode.d7.loss_cls: 0.3525, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3448, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.8554, loss: 20.5083, grad_norm: 116.4066 2023-11-27 04:17:09,843 - mmseg - INFO - Iter [154250/160000] lr: 1.371e-07, eta: 0:36:09, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3503, decode.loss_mask: 0.5529, decode.loss_dice: 0.8429, decode.d0.loss_cls: 2.2017, decode.d0.loss_mask: 0.6242, decode.d0.loss_dice: 1.0014, decode.d1.loss_cls: 0.5538, decode.d1.loss_mask: 0.5881, decode.d1.loss_dice: 0.9184, decode.d2.loss_cls: 0.4631, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8866, decode.d3.loss_cls: 0.4133, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8564, decode.d4.loss_cls: 0.3887, decode.d4.loss_mask: 0.5617, decode.d4.loss_dice: 0.8545, decode.d5.loss_cls: 0.3796, decode.d5.loss_mask: 0.5597, decode.d5.loss_dice: 0.8521, decode.d6.loss_cls: 0.3673, decode.d6.loss_mask: 0.5571, decode.d6.loss_dice: 0.8462, decode.d7.loss_cls: 0.3617, decode.d7.loss_mask: 0.5548, decode.d7.loss_dice: 0.8451, decode.d8.loss_cls: 0.3563, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8439, loss: 20.2713, grad_norm: 135.6251 2023-11-27 04:17:28,748 - mmseg - INFO - Iter [154300/160000] lr: 1.359e-07, eta: 0:35:50, time: 0.378, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3232, decode.loss_mask: 0.5530, decode.loss_dice: 0.8427, decode.d0.loss_cls: 2.1717, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 0.9961, decode.d1.loss_cls: 0.5105, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9192, decode.d2.loss_cls: 0.4259, decode.d2.loss_mask: 0.5737, decode.d2.loss_dice: 0.8812, decode.d3.loss_cls: 0.3816, decode.d3.loss_mask: 0.5644, decode.d3.loss_dice: 0.8598, decode.d4.loss_cls: 0.3683, decode.d4.loss_mask: 0.5593, decode.d4.loss_dice: 0.8520, decode.d5.loss_cls: 0.3465, decode.d5.loss_mask: 0.5584, decode.d5.loss_dice: 0.8503, decode.d6.loss_cls: 0.3403, decode.d6.loss_mask: 0.5554, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.3335, decode.d7.loss_mask: 0.5534, decode.d7.loss_dice: 0.8431, decode.d8.loss_cls: 0.3300, decode.d8.loss_mask: 0.5531, decode.d8.loss_dice: 0.8424, loss: 19.9362, grad_norm: 111.2966 2023-11-27 04:17:47,848 - mmseg - INFO - Iter [154350/160000] lr: 1.347e-07, eta: 0:35:31, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3621, decode.loss_mask: 0.5472, decode.loss_dice: 0.8693, decode.d0.loss_cls: 2.2423, decode.d0.loss_mask: 0.6019, decode.d0.loss_dice: 1.0334, decode.d1.loss_cls: 0.5668, decode.d1.loss_mask: 0.5807, decode.d1.loss_dice: 0.9542, decode.d2.loss_cls: 0.4694, decode.d2.loss_mask: 0.5649, decode.d2.loss_dice: 0.9126, decode.d3.loss_cls: 0.4212, decode.d3.loss_mask: 0.5570, decode.d3.loss_dice: 0.8844, decode.d4.loss_cls: 0.4043, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8832, decode.d5.loss_cls: 0.3848, decode.d5.loss_mask: 0.5524, decode.d5.loss_dice: 0.8823, decode.d6.loss_cls: 0.3751, decode.d6.loss_mask: 0.5512, decode.d6.loss_dice: 0.8784, decode.d7.loss_cls: 0.3649, decode.d7.loss_mask: 0.5484, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.3643, decode.d8.loss_mask: 0.5476, decode.d8.loss_dice: 0.8733, loss: 20.6032, grad_norm: 108.7371 2023-11-27 04:18:06,816 - mmseg - INFO - Iter [154400/160000] lr: 1.336e-07, eta: 0:35:12, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3730, decode.loss_mask: 0.5372, decode.loss_dice: 0.8356, decode.d0.loss_cls: 2.2826, decode.d0.loss_mask: 0.5942, decode.d0.loss_dice: 0.9886, decode.d1.loss_cls: 0.5653, decode.d1.loss_mask: 0.5670, decode.d1.loss_dice: 0.9121, decode.d2.loss_cls: 0.4695, decode.d2.loss_mask: 0.5552, decode.d2.loss_dice: 0.8769, decode.d3.loss_cls: 0.4295, decode.d3.loss_mask: 0.5477, decode.d3.loss_dice: 0.8537, decode.d4.loss_cls: 0.4109, decode.d4.loss_mask: 0.5433, decode.d4.loss_dice: 0.8484, decode.d5.loss_cls: 0.3997, decode.d5.loss_mask: 0.5430, decode.d5.loss_dice: 0.8448, decode.d6.loss_cls: 0.3908, decode.d6.loss_mask: 0.5374, decode.d6.loss_dice: 0.8382, decode.d7.loss_cls: 0.3858, decode.d7.loss_mask: 0.5362, decode.d7.loss_dice: 0.8372, decode.d8.loss_cls: 0.3790, decode.d8.loss_mask: 0.5367, decode.d8.loss_dice: 0.8356, loss: 20.2551, grad_norm: 107.1562 2023-11-27 04:18:25,352 - mmseg - INFO - Iter [154450/160000] lr: 1.324e-07, eta: 0:34:53, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3428, decode.loss_mask: 0.5757, decode.loss_dice: 0.8486, decode.d0.loss_cls: 2.2152, decode.d0.loss_mask: 0.6419, decode.d0.loss_dice: 1.0065, decode.d1.loss_cls: 0.5401, decode.d1.loss_mask: 0.6102, decode.d1.loss_dice: 0.9288, decode.d2.loss_cls: 0.4310, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.8881, decode.d3.loss_cls: 0.3983, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.3732, decode.d4.loss_mask: 0.5816, decode.d4.loss_dice: 0.8626, decode.d5.loss_cls: 0.3654, decode.d5.loss_mask: 0.5799, decode.d5.loss_dice: 0.8563, decode.d6.loss_cls: 0.3568, decode.d6.loss_mask: 0.5776, decode.d6.loss_dice: 0.8538, decode.d7.loss_cls: 0.3480, decode.d7.loss_mask: 0.5758, decode.d7.loss_dice: 0.8500, decode.d8.loss_cls: 0.3439, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8473, loss: 20.4130, grad_norm: 130.0538 2023-11-27 04:18:43,717 - mmseg - INFO - Iter [154500/160000] lr: 1.312e-07, eta: 0:34:35, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3324, decode.loss_mask: 0.5574, decode.loss_dice: 0.8556, decode.d0.loss_cls: 2.1664, decode.d0.loss_mask: 0.6216, decode.d0.loss_dice: 1.0060, decode.d1.loss_cls: 0.5138, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9297, decode.d2.loss_cls: 0.4287, decode.d2.loss_mask: 0.5718, decode.d2.loss_dice: 0.8947, decode.d3.loss_cls: 0.3947, decode.d3.loss_mask: 0.5623, decode.d3.loss_dice: 0.8690, decode.d4.loss_cls: 0.3732, decode.d4.loss_mask: 0.5627, decode.d4.loss_dice: 0.8662, decode.d5.loss_cls: 0.3598, decode.d5.loss_mask: 0.5616, decode.d5.loss_dice: 0.8627, decode.d6.loss_cls: 0.3410, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8599, decode.d7.loss_cls: 0.3395, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8550, decode.d8.loss_cls: 0.3340, decode.d8.loss_mask: 0.5567, decode.d8.loss_dice: 0.8572, loss: 20.1439, grad_norm: 120.4394 2023-11-27 04:19:02,669 - mmseg - INFO - Iter [154550/160000] lr: 1.300e-07, eta: 0:34:16, time: 0.379, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3462, decode.loss_mask: 0.5327, decode.loss_dice: 0.8551, decode.d0.loss_cls: 2.2440, decode.d0.loss_mask: 0.5963, decode.d0.loss_dice: 1.0282, decode.d1.loss_cls: 0.5544, decode.d1.loss_mask: 0.5661, decode.d1.loss_dice: 0.9382, decode.d2.loss_cls: 0.4478, decode.d2.loss_mask: 0.5508, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.4105, decode.d3.loss_mask: 0.5441, decode.d3.loss_dice: 0.8718, decode.d4.loss_cls: 0.3905, decode.d4.loss_mask: 0.5416, decode.d4.loss_dice: 0.8694, decode.d5.loss_cls: 0.3770, decode.d5.loss_mask: 0.5406, decode.d5.loss_dice: 0.8698, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5390, decode.d6.loss_dice: 0.8595, decode.d7.loss_cls: 0.3512, decode.d7.loss_mask: 0.5367, decode.d7.loss_dice: 0.8593, decode.d8.loss_cls: 0.3482, decode.d8.loss_mask: 0.5356, decode.d8.loss_dice: 0.8599, loss: 20.2283, grad_norm: 126.5349 2023-11-27 04:19:21,824 - mmseg - INFO - Iter [154600/160000] lr: 1.288e-07, eta: 0:33:57, time: 0.383, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3413, decode.loss_mask: 0.5467, decode.loss_dice: 0.8320, decode.d0.loss_cls: 2.2917, decode.d0.loss_mask: 0.6165, decode.d0.loss_dice: 0.9974, decode.d1.loss_cls: 0.5511, decode.d1.loss_mask: 0.5813, decode.d1.loss_dice: 0.9137, decode.d2.loss_cls: 0.4446, decode.d2.loss_mask: 0.5640, decode.d2.loss_dice: 0.8760, decode.d3.loss_cls: 0.3990, decode.d3.loss_mask: 0.5585, decode.d3.loss_dice: 0.8471, decode.d4.loss_cls: 0.3773, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8472, decode.d5.loss_cls: 0.3649, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.8430, decode.d6.loss_cls: 0.3509, decode.d6.loss_mask: 0.5496, decode.d6.loss_dice: 0.8373, decode.d7.loss_cls: 0.3476, decode.d7.loss_mask: 0.5490, decode.d7.loss_dice: 0.8363, decode.d8.loss_cls: 0.3447, decode.d8.loss_mask: 0.5460, decode.d8.loss_dice: 0.8342, loss: 20.0963, grad_norm: 112.6423 2023-11-27 04:19:41,109 - mmseg - INFO - Iter [154650/160000] lr: 1.276e-07, eta: 0:33:38, time: 0.386, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3436, decode.loss_mask: 0.5426, decode.loss_dice: 0.8469, decode.d0.loss_cls: 2.2382, decode.d0.loss_mask: 0.6072, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5435, decode.d1.loss_mask: 0.5806, decode.d1.loss_dice: 0.9320, decode.d2.loss_cls: 0.4475, decode.d2.loss_mask: 0.5614, decode.d2.loss_dice: 0.8903, decode.d3.loss_cls: 0.4050, decode.d3.loss_mask: 0.5555, decode.d3.loss_dice: 0.8635, decode.d4.loss_cls: 0.3879, decode.d4.loss_mask: 0.5531, decode.d4.loss_dice: 0.8627, decode.d5.loss_cls: 0.3749, decode.d5.loss_mask: 0.5495, decode.d5.loss_dice: 0.8582, decode.d6.loss_cls: 0.3604, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8472, decode.d7.loss_cls: 0.3515, decode.d7.loss_mask: 0.5461, decode.d7.loss_dice: 0.8503, decode.d8.loss_cls: 0.3439, decode.d8.loss_mask: 0.5463, decode.d8.loss_dice: 0.8475, loss: 20.2020, grad_norm: 118.5363 2023-11-27 04:20:00,219 - mmseg - INFO - Iter [154700/160000] lr: 1.264e-07, eta: 0:33:19, time: 0.382, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3713, decode.loss_mask: 0.5864, decode.loss_dice: 0.8647, decode.d0.loss_cls: 2.2790, decode.d0.loss_mask: 0.6595, decode.d0.loss_dice: 1.0360, decode.d1.loss_cls: 0.5685, decode.d1.loss_mask: 0.6231, decode.d1.loss_dice: 0.9454, decode.d2.loss_cls: 0.4698, decode.d2.loss_mask: 0.6060, decode.d2.loss_dice: 0.9064, decode.d3.loss_cls: 0.4391, decode.d3.loss_mask: 0.5968, decode.d3.loss_dice: 0.8776, decode.d4.loss_cls: 0.4080, decode.d4.loss_mask: 0.5964, decode.d4.loss_dice: 0.8762, decode.d5.loss_cls: 0.3906, decode.d5.loss_mask: 0.5944, decode.d5.loss_dice: 0.8751, decode.d6.loss_cls: 0.3860, decode.d6.loss_mask: 0.5921, decode.d6.loss_dice: 0.8688, decode.d7.loss_cls: 0.3712, decode.d7.loss_mask: 0.5886, decode.d7.loss_dice: 0.8681, decode.d8.loss_cls: 0.3657, decode.d8.loss_mask: 0.5875, decode.d8.loss_dice: 0.8685, loss: 21.0668, grad_norm: 155.2564 2023-11-27 04:20:21,082 - mmseg - INFO - Iter [154750/160000] lr: 1.252e-07, eta: 0:33:00, time: 0.417, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3298, decode.loss_mask: 0.5540, decode.loss_dice: 0.8379, decode.d0.loss_cls: 2.2481, decode.d0.loss_mask: 0.6135, decode.d0.loss_dice: 0.9962, decode.d1.loss_cls: 0.5372, decode.d1.loss_mask: 0.5878, decode.d1.loss_dice: 0.9173, decode.d2.loss_cls: 0.4425, decode.d2.loss_mask: 0.5709, decode.d2.loss_dice: 0.8776, decode.d3.loss_cls: 0.3939, decode.d3.loss_mask: 0.5653, decode.d3.loss_dice: 0.8543, decode.d4.loss_cls: 0.3734, decode.d4.loss_mask: 0.5599, decode.d4.loss_dice: 0.8504, decode.d5.loss_cls: 0.3547, decode.d5.loss_mask: 0.5608, decode.d5.loss_dice: 0.8513, decode.d6.loss_cls: 0.3479, decode.d6.loss_mask: 0.5588, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3354, decode.d7.loss_mask: 0.5571, decode.d7.loss_dice: 0.8429, decode.d8.loss_cls: 0.3318, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8397, loss: 20.0914, grad_norm: 122.4677 2023-11-27 04:20:40,054 - mmseg - INFO - Iter [154800/160000] lr: 1.240e-07, eta: 0:32:41, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3285, decode.loss_mask: 0.5585, decode.loss_dice: 0.8567, decode.d0.loss_cls: 2.2589, decode.d0.loss_mask: 0.6240, decode.d0.loss_dice: 1.0254, decode.d1.loss_cls: 0.5184, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.9434, decode.d2.loss_cls: 0.4409, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.8936, decode.d3.loss_cls: 0.3927, decode.d3.loss_mask: 0.5696, decode.d3.loss_dice: 0.8711, decode.d4.loss_cls: 0.3730, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.8738, decode.d5.loss_cls: 0.3595, decode.d5.loss_mask: 0.5620, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.3511, decode.d6.loss_mask: 0.5602, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.3410, decode.d7.loss_mask: 0.5594, decode.d7.loss_dice: 0.8586, decode.d8.loss_cls: 0.3272, decode.d8.loss_mask: 0.5588, decode.d8.loss_dice: 0.8597, loss: 20.3321, grad_norm: 117.8751 2023-11-27 04:20:58,535 - mmseg - INFO - Iter [154850/160000] lr: 1.228e-07, eta: 0:32:23, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3497, decode.loss_mask: 0.5345, decode.loss_dice: 0.8292, decode.d0.loss_cls: 2.2094, decode.d0.loss_mask: 0.6048, decode.d0.loss_dice: 1.0064, decode.d1.loss_cls: 0.5543, decode.d1.loss_mask: 0.5731, decode.d1.loss_dice: 0.9114, decode.d2.loss_cls: 0.4628, decode.d2.loss_mask: 0.5527, decode.d2.loss_dice: 0.8695, decode.d3.loss_cls: 0.4113, decode.d3.loss_mask: 0.5476, decode.d3.loss_dice: 0.8474, decode.d4.loss_cls: 0.3904, decode.d4.loss_mask: 0.5481, decode.d4.loss_dice: 0.8421, decode.d5.loss_cls: 0.3759, decode.d5.loss_mask: 0.5440, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5396, decode.d6.loss_dice: 0.8364, decode.d7.loss_cls: 0.3576, decode.d7.loss_mask: 0.5359, decode.d7.loss_dice: 0.8335, decode.d8.loss_cls: 0.3539, decode.d8.loss_mask: 0.5333, decode.d8.loss_dice: 0.8287, loss: 19.9892, grad_norm: 121.1733 2023-11-27 04:21:16,842 - mmseg - INFO - Iter [154900/160000] lr: 1.216e-07, eta: 0:32:04, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3555, decode.loss_mask: 0.5231, decode.loss_dice: 0.8470, decode.d0.loss_cls: 2.2038, decode.d0.loss_mask: 0.5913, decode.d0.loss_dice: 1.0110, decode.d1.loss_cls: 0.5521, decode.d1.loss_mask: 0.5604, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4572, decode.d2.loss_mask: 0.5450, decode.d2.loss_dice: 0.8859, decode.d3.loss_cls: 0.4115, decode.d3.loss_mask: 0.5344, decode.d3.loss_dice: 0.8617, decode.d4.loss_cls: 0.3852, decode.d4.loss_mask: 0.5339, decode.d4.loss_dice: 0.8573, decode.d5.loss_cls: 0.3777, decode.d5.loss_mask: 0.5312, decode.d5.loss_dice: 0.8562, decode.d6.loss_cls: 0.3686, decode.d6.loss_mask: 0.5279, decode.d6.loss_dice: 0.8505, decode.d7.loss_cls: 0.3525, decode.d7.loss_mask: 0.5259, decode.d7.loss_dice: 0.8502, decode.d8.loss_cls: 0.3570, decode.d8.loss_mask: 0.5238, decode.d8.loss_dice: 0.8466, loss: 20.0080, grad_norm: 124.0070 2023-11-27 04:21:35,109 - mmseg - INFO - Iter [154950/160000] lr: 1.204e-07, eta: 0:31:45, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3618, decode.loss_mask: 0.5815, decode.loss_dice: 0.8927, decode.d0.loss_cls: 2.2563, decode.d0.loss_mask: 0.6426, decode.d0.loss_dice: 1.0605, decode.d1.loss_cls: 0.5764, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9716, decode.d2.loss_cls: 0.4789, decode.d2.loss_mask: 0.5959, decode.d2.loss_dice: 0.9364, decode.d3.loss_cls: 0.4338, decode.d3.loss_mask: 0.5863, decode.d3.loss_dice: 0.9107, decode.d4.loss_cls: 0.4118, decode.d4.loss_mask: 0.5867, decode.d4.loss_dice: 0.9058, decode.d5.loss_cls: 0.3926, decode.d5.loss_mask: 0.5856, decode.d5.loss_dice: 0.9036, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5843, decode.d6.loss_dice: 0.8943, decode.d7.loss_cls: 0.3727, decode.d7.loss_mask: 0.5835, decode.d7.loss_dice: 0.8977, decode.d8.loss_cls: 0.3686, decode.d8.loss_mask: 0.5804, decode.d8.loss_dice: 0.8898, loss: 21.2332, grad_norm: 110.4383 2023-11-27 04:21:53,315 - mmseg - INFO - Saving checkpoint at 155000 iterations 2023-11-27 04:21:54,980 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:21:54,981 - mmseg - INFO - Iter [155000/160000] lr: 1.192e-07, eta: 0:31:26, time: 0.397, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3431, decode.loss_mask: 0.5471, decode.loss_dice: 0.8618, decode.d0.loss_cls: 2.2417, decode.d0.loss_mask: 0.6176, decode.d0.loss_dice: 1.0318, decode.d1.loss_cls: 0.5564, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.9465, decode.d2.loss_cls: 0.4589, decode.d2.loss_mask: 0.5687, decode.d2.loss_dice: 0.9093, decode.d3.loss_cls: 0.4048, decode.d3.loss_mask: 0.5583, decode.d3.loss_dice: 0.8831, decode.d4.loss_cls: 0.3866, decode.d4.loss_mask: 0.5554, decode.d4.loss_dice: 0.8799, decode.d5.loss_cls: 0.3754, decode.d5.loss_mask: 0.5531, decode.d5.loss_dice: 0.8756, decode.d6.loss_cls: 0.3608, decode.d6.loss_mask: 0.5511, decode.d6.loss_dice: 0.8642, decode.d7.loss_cls: 0.3525, decode.d7.loss_mask: 0.5494, decode.d7.loss_dice: 0.8621, decode.d8.loss_cls: 0.3506, decode.d8.loss_mask: 0.5464, decode.d8.loss_dice: 0.8653, loss: 20.4419, grad_norm: 103.4513 2023-11-27 04:22:11,569 - mmseg - INFO - per class results: 2023-11-27 04:22:11,574 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.84 | 86.65 | | building | 82.37 | 90.65 | | sky | 94.91 | 97.54 | | floor | 83.14 | 90.9 | | tree | 75.51 | 87.3 | | ceiling | 83.87 | 91.32 | | road | 85.71 | 91.77 | | bed | 91.01 | 96.3 | | windowpane | 61.0 | 77.88 | | grass | 66.44 | 78.34 | | cabinet | 61.53 | 74.92 | | sidewalk | 69.52 | 82.07 | | person | 83.96 | 92.64 | | earth | 38.24 | 55.55 | | door | 52.35 | 72.17 | | table | 65.22 | 79.94 | | mountain | 60.83 | 78.34 | | plant | 50.98 | 64.36 | | curtain | 74.53 | 88.07 | | chair | 61.75 | 73.95 | | car | 86.19 | 94.03 | | water | 50.23 | 69.04 | | painting | 72.68 | 88.34 | | sofa | 71.81 | 87.62 | | shelf | 43.94 | 60.18 | | house | 42.26 | 71.96 | | sea | 56.03 | 76.64 | | mirror | 67.14 | 81.46 | | rug | 66.65 | 78.23 | | field | 29.35 | 43.29 | | armchair | 47.73 | 65.63 | | seat | 63.82 | 85.28 | | fence | 44.58 | 60.58 | | desk | 50.57 | 70.58 | | rock | 47.14 | 60.48 | | wardrobe | 51.4 | 64.26 | | lamp | 70.1 | 80.99 | | bathtub | 82.61 | 87.07 | | railing | 35.69 | 53.59 | | cushion | 65.61 | 78.33 | | base | 32.1 | 44.4 | | box | 27.61 | 41.29 | | column | 42.4 | 58.78 | | signboard | 36.46 | 55.36 | | chest of drawers | 37.3 | 66.02 | | counter | 36.99 | 52.34 | | sand | 37.33 | 56.53 | | sink | 72.53 | 83.67 | | skyscraper | 48.24 | 56.64 | | fireplace | 72.07 | 90.59 | | refrigerator | 80.27 | 89.12 | | grandstand | 39.09 | 69.75 | | path | 32.62 | 45.81 | | stairs | 33.38 | 42.81 | | runway | 76.04 | 97.18 | | case | 44.86 | 56.16 | | pool table | 94.88 | 97.25 | | pillow | 61.78 | 72.21 | | screen door | 50.55 | 74.94 | | stairway | 33.92 | 44.06 | | river | 15.29 | 25.19 | | bridge | 72.69 | 88.76 | | bookcase | 38.78 | 62.23 | | blind | 37.66 | 46.33 | | coffee table | 62.81 | 83.06 | | toilet | 87.69 | 91.48 | | flower | 34.26 | 49.84 | | book | 51.14 | 71.32 | | hill | 7.28 | 13.84 | | bench | 56.89 | 67.49 | | countertop | 58.38 | 73.0 | | stove | 83.01 | 89.5 | | palm | 54.24 | 76.9 | | kitchen island | 44.73 | 80.92 | | computer | 64.42 | 71.26 | | swivel chair | 45.02 | 63.0 | | boat | 68.93 | 83.36 | | bar | 61.47 | 75.52 | | arcade machine | 29.23 | 31.0 | | hovel | 11.68 | 15.93 | | bus | 89.29 | 95.63 | | towel | 71.16 | 83.13 | | light | 62.16 | 78.21 | | truck | 39.2 | 51.33 | | tower | 29.02 | 39.94 | | chandelier | 71.27 | 83.71 | | awning | 35.94 | 49.27 | | streetlight | 34.1 | 52.63 | | booth | 44.06 | 59.76 | | television receiver | 75.98 | 86.53 | | airplane | 59.62 | 68.68 | | dirt track | 5.86 | 10.51 | | apparel | 31.95 | 48.06 | | pole | 28.86 | 45.13 | | land | 3.48 | 5.31 | | bannister | 14.81 | 26.94 | | escalator | 31.06 | 38.16 | | ottoman | 49.09 | 65.7 | | bottle | 36.47 | 61.71 | | buffet | 42.4 | 54.07 | | poster | 36.91 | 52.97 | | stage | 18.21 | 32.17 | | van | 50.38 | 69.64 | | ship | 10.38 | 10.74 | | fountain | 37.37 | 39.1 | | conveyer belt | 67.11 | 86.15 | | canopy | 27.42 | 37.48 | | washer | 72.56 | 77.03 | | plaything | 22.64 | 32.35 | | swimming pool | 47.69 | 71.2 | | stool | 46.23 | 69.88 | | barrel | 60.46 | 74.45 | | basket | 33.75 | 52.24 | | waterfall | 35.6 | 54.05 | | tent | 94.75 | 97.85 | | bag | 16.45 | 24.46 | | minibike | 72.39 | 87.88 | | cradle | 86.4 | 97.62 | | oven | 63.77 | 72.12 | | ball | 45.53 | 53.01 | | food | 64.49 | 78.59 | | step | 16.21 | 22.73 | | tank | 60.38 | 65.28 | | trade name | 30.47 | 37.6 | | microwave | 86.69 | 94.18 | | pot | 37.71 | 44.84 | | animal | 67.15 | 68.76 | | bicycle | 59.51 | 81.29 | | lake | 13.94 | 15.12 | | dishwasher | 76.99 | 84.31 | | screen | 61.34 | 92.97 | | blanket | 32.3 | 39.44 | | sculpture | 64.71 | 85.75 | | hood | 65.2 | 79.28 | | sconce | 57.42 | 70.47 | | vase | 48.31 | 67.23 | | traffic light | 39.18 | 65.58 | | tray | 20.48 | 35.08 | | ashcan | 41.52 | 64.73 | | fan | 64.75 | 82.78 | | pier | 37.28 | 55.31 | | crt screen | 3.78 | 13.14 | | plate | 57.88 | 74.75 | | monitor | 3.75 | 4.58 | | bulletin board | 45.86 | 64.06 | | shower | 11.84 | 24.44 | | radiator | 69.55 | 82.24 | | glass | 21.37 | 23.75 | | clock | 42.68 | 61.73 | | flag | 48.29 | 53.15 | +---------------------+-------+-------+ 2023-11-27 04:22:11,574 - mmseg - INFO - Summary: 2023-11-27 04:22:11,574 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 83.56 | 51.3 | 64.62 | +-------+------+-------+ 2023-11-27 04:22:11,608 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw/best_mIoU_iter_145000.pth was removed 2023-11-27 04:22:13,120 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_155000.pth. 2023-11-27 04:22:13,120 - mmseg - INFO - Best mIoU is 0.5130 at 155000 iter. 2023-11-27 04:22:13,120 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:22:13,121 - mmseg - INFO - Iter(val) [250] aAcc: 0.8356, mIoU: 0.5130, mAcc: 0.6462, IoU.wall: 0.7784, IoU.building: 0.8237, IoU.sky: 0.9491, IoU.floor: 0.8314, IoU.tree: 0.7551, IoU.ceiling: 0.8387, IoU.road: 0.8571, IoU.bed : 0.9101, IoU.windowpane: 0.6100, IoU.grass: 0.6644, IoU.cabinet: 0.6153, IoU.sidewalk: 0.6952, IoU.person: 0.8396, IoU.earth: 0.3824, IoU.door: 0.5235, IoU.table: 0.6522, IoU.mountain: 0.6083, IoU.plant: 0.5098, IoU.curtain: 0.7453, IoU.chair: 0.6175, IoU.car: 0.8619, IoU.water: 0.5023, IoU.painting: 0.7268, IoU.sofa: 0.7181, IoU.shelf: 0.4394, IoU.house: 0.4226, IoU.sea: 0.5603, IoU.mirror: 0.6714, IoU.rug: 0.6665, IoU.field: 0.2935, IoU.armchair: 0.4773, IoU.seat: 0.6382, IoU.fence: 0.4458, IoU.desk: 0.5057, IoU.rock: 0.4714, IoU.wardrobe: 0.5140, IoU.lamp: 0.7010, IoU.bathtub: 0.8261, IoU.railing: 0.3569, IoU.cushion: 0.6561, IoU.base: 0.3210, IoU.box: 0.2761, IoU.column: 0.4240, IoU.signboard: 0.3646, IoU.chest of drawers: 0.3730, IoU.counter: 0.3699, IoU.sand: 0.3733, IoU.sink: 0.7253, IoU.skyscraper: 0.4824, IoU.fireplace: 0.7207, IoU.refrigerator: 0.8027, IoU.grandstand: 0.3909, IoU.path: 0.3262, IoU.stairs: 0.3338, IoU.runway: 0.7604, IoU.case: 0.4486, IoU.pool table: 0.9488, IoU.pillow: 0.6178, IoU.screen door: 0.5055, IoU.stairway: 0.3392, IoU.river: 0.1529, IoU.bridge: 0.7269, IoU.bookcase: 0.3878, IoU.blind: 0.3766, IoU.coffee table: 0.6281, IoU.toilet: 0.8769, IoU.flower: 0.3426, IoU.book: 0.5114, IoU.hill: 0.0728, IoU.bench: 0.5689, IoU.countertop: 0.5838, IoU.stove: 0.8301, IoU.palm: 0.5424, IoU.kitchen island: 0.4473, IoU.computer: 0.6442, IoU.swivel chair: 0.4502, IoU.boat: 0.6893, IoU.bar: 0.6147, IoU.arcade machine: 0.2923, IoU.hovel: 0.1168, IoU.bus: 0.8929, IoU.towel: 0.7116, IoU.light: 0.6216, IoU.truck: 0.3920, IoU.tower: 0.2902, IoU.chandelier: 0.7127, IoU.awning: 0.3594, IoU.streetlight: 0.3410, IoU.booth: 0.4406, IoU.television receiver: 0.7598, IoU.airplane: 0.5962, IoU.dirt track: 0.0586, IoU.apparel: 0.3195, IoU.pole: 0.2886, IoU.land: 0.0348, IoU.bannister: 0.1481, IoU.escalator: 0.3106, IoU.ottoman: 0.4909, IoU.bottle: 0.3647, IoU.buffet: 0.4240, IoU.poster: 0.3691, IoU.stage: 0.1821, IoU.van: 0.5038, IoU.ship: 0.1038, IoU.fountain: 0.3737, IoU.conveyer belt: 0.6711, IoU.canopy: 0.2742, IoU.washer: 0.7256, IoU.plaything: 0.2264, IoU.swimming pool: 0.4769, IoU.stool: 0.4623, IoU.barrel: 0.6046, IoU.basket: 0.3375, IoU.waterfall: 0.3560, IoU.tent: 0.9475, IoU.bag: 0.1645, IoU.minibike: 0.7239, IoU.cradle: 0.8640, IoU.oven: 0.6377, IoU.ball: 0.4553, IoU.food: 0.6449, IoU.step: 0.1621, IoU.tank: 0.6038, IoU.trade name: 0.3047, IoU.microwave: 0.8669, IoU.pot: 0.3771, IoU.animal: 0.6715, IoU.bicycle: 0.5951, IoU.lake: 0.1394, IoU.dishwasher: 0.7699, IoU.screen: 0.6134, IoU.blanket: 0.3230, IoU.sculpture: 0.6471, IoU.hood: 0.6520, IoU.sconce: 0.5742, IoU.vase: 0.4831, IoU.traffic light: 0.3918, IoU.tray: 0.2048, IoU.ashcan: 0.4152, IoU.fan: 0.6475, IoU.pier: 0.3728, IoU.crt screen: 0.0378, IoU.plate: 0.5788, IoU.monitor: 0.0375, IoU.bulletin board: 0.4586, IoU.shower: 0.1184, IoU.radiator: 0.6955, IoU.glass: 0.2137, IoU.clock: 0.4268, IoU.flag: 0.4829, Acc.wall: 0.8665, Acc.building: 0.9065, Acc.sky: 0.9754, Acc.floor: 0.9090, Acc.tree: 0.8730, Acc.ceiling: 0.9132, Acc.road: 0.9177, Acc.bed : 0.9630, Acc.windowpane: 0.7788, Acc.grass: 0.7834, Acc.cabinet: 0.7492, Acc.sidewalk: 0.8207, Acc.person: 0.9264, Acc.earth: 0.5555, Acc.door: 0.7217, Acc.table: 0.7994, Acc.mountain: 0.7834, Acc.plant: 0.6436, Acc.curtain: 0.8807, Acc.chair: 0.7395, Acc.car: 0.9403, Acc.water: 0.6904, Acc.painting: 0.8834, Acc.sofa: 0.8762, Acc.shelf: 0.6018, Acc.house: 0.7196, Acc.sea: 0.7664, Acc.mirror: 0.8146, Acc.rug: 0.7823, Acc.field: 0.4329, Acc.armchair: 0.6563, Acc.seat: 0.8528, Acc.fence: 0.6058, Acc.desk: 0.7058, Acc.rock: 0.6048, Acc.wardrobe: 0.6426, Acc.lamp: 0.8099, Acc.bathtub: 0.8707, Acc.railing: 0.5359, Acc.cushion: 0.7833, Acc.base: 0.4440, Acc.box: 0.4129, Acc.column: 0.5878, Acc.signboard: 0.5536, Acc.chest of drawers: 0.6602, Acc.counter: 0.5234, Acc.sand: 0.5653, Acc.sink: 0.8367, Acc.skyscraper: 0.5664, Acc.fireplace: 0.9059, Acc.refrigerator: 0.8912, Acc.grandstand: 0.6975, Acc.path: 0.4581, Acc.stairs: 0.4281, Acc.runway: 0.9718, Acc.case: 0.5616, Acc.pool table: 0.9725, Acc.pillow: 0.7221, Acc.screen door: 0.7494, Acc.stairway: 0.4406, Acc.river: 0.2519, Acc.bridge: 0.8876, Acc.bookcase: 0.6223, Acc.blind: 0.4633, Acc.coffee table: 0.8306, Acc.toilet: 0.9148, Acc.flower: 0.4984, Acc.book: 0.7132, Acc.hill: 0.1384, Acc.bench: 0.6749, Acc.countertop: 0.7300, Acc.stove: 0.8950, Acc.palm: 0.7690, Acc.kitchen island: 0.8092, Acc.computer: 0.7126, Acc.swivel chair: 0.6300, Acc.boat: 0.8336, Acc.bar: 0.7552, Acc.arcade machine: 0.3100, Acc.hovel: 0.1593, Acc.bus: 0.9563, Acc.towel: 0.8313, Acc.light: 0.7821, Acc.truck: 0.5133, Acc.tower: 0.3994, Acc.chandelier: 0.8371, Acc.awning: 0.4927, Acc.streetlight: 0.5263, Acc.booth: 0.5976, Acc.television receiver: 0.8653, Acc.airplane: 0.6868, Acc.dirt track: 0.1051, Acc.apparel: 0.4806, Acc.pole: 0.4513, Acc.land: 0.0531, Acc.bannister: 0.2694, Acc.escalator: 0.3816, Acc.ottoman: 0.6570, Acc.bottle: 0.6171, Acc.buffet: 0.5407, Acc.poster: 0.5297, Acc.stage: 0.3217, Acc.van: 0.6964, Acc.ship: 0.1074, Acc.fountain: 0.3910, Acc.conveyer belt: 0.8615, Acc.canopy: 0.3748, Acc.washer: 0.7703, Acc.plaything: 0.3235, Acc.swimming pool: 0.7120, Acc.stool: 0.6988, Acc.barrel: 0.7445, Acc.basket: 0.5224, Acc.waterfall: 0.5405, Acc.tent: 0.9785, Acc.bag: 0.2446, Acc.minibike: 0.8788, Acc.cradle: 0.9762, Acc.oven: 0.7212, Acc.ball: 0.5301, Acc.food: 0.7859, Acc.step: 0.2273, Acc.tank: 0.6528, Acc.trade name: 0.3760, Acc.microwave: 0.9418, Acc.pot: 0.4484, Acc.animal: 0.6876, Acc.bicycle: 0.8129, Acc.lake: 0.1512, Acc.dishwasher: 0.8431, Acc.screen: 0.9297, Acc.blanket: 0.3944, Acc.sculpture: 0.8575, Acc.hood: 0.7928, Acc.sconce: 0.7047, Acc.vase: 0.6723, Acc.traffic light: 0.6558, Acc.tray: 0.3508, Acc.ashcan: 0.6473, Acc.fan: 0.8278, Acc.pier: 0.5531, Acc.crt screen: 0.1314, Acc.plate: 0.7475, Acc.monitor: 0.0458, Acc.bulletin board: 0.6406, Acc.shower: 0.2444, Acc.radiator: 0.8224, Acc.glass: 0.2375, Acc.clock: 0.6173, Acc.flag: 0.5315 2023-11-27 04:22:31,684 - mmseg - INFO - Iter [155050/160000] lr: 1.181e-07, eta: 0:31:08, time: 0.734, data_time: 0.372, memory: 36416, decode.loss_cls: 0.3188, decode.loss_mask: 0.5562, decode.loss_dice: 0.8234, decode.d0.loss_cls: 2.1832, decode.d0.loss_mask: 0.6189, decode.d0.loss_dice: 0.9787, decode.d1.loss_cls: 0.4946, decode.d1.loss_mask: 0.5982, decode.d1.loss_dice: 0.9071, decode.d2.loss_cls: 0.4263, decode.d2.loss_mask: 0.5792, decode.d2.loss_dice: 0.8660, decode.d3.loss_cls: 0.3794, decode.d3.loss_mask: 0.5714, decode.d3.loss_dice: 0.8409, decode.d4.loss_cls: 0.3546, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8378, decode.d5.loss_cls: 0.3428, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8413, decode.d6.loss_cls: 0.3343, decode.d6.loss_mask: 0.5619, decode.d6.loss_dice: 0.8285, decode.d7.loss_cls: 0.3265, decode.d7.loss_mask: 0.5576, decode.d7.loss_dice: 0.8273, decode.d8.loss_cls: 0.3200, decode.d8.loss_mask: 0.5579, decode.d8.loss_dice: 0.8256, loss: 19.7913, grad_norm: 120.5967 2023-11-27 04:22:50,090 - mmseg - INFO - Iter [155100/160000] lr: 1.169e-07, eta: 0:30:49, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3521, decode.loss_mask: 0.5508, decode.loss_dice: 0.8499, decode.d0.loss_cls: 2.2413, decode.d0.loss_mask: 0.6276, decode.d0.loss_dice: 1.0267, decode.d1.loss_cls: 0.5536, decode.d1.loss_mask: 0.5973, decode.d1.loss_dice: 0.9369, decode.d2.loss_cls: 0.4625, decode.d2.loss_mask: 0.5761, decode.d2.loss_dice: 0.8984, decode.d3.loss_cls: 0.4179, decode.d3.loss_mask: 0.5672, decode.d3.loss_dice: 0.8664, decode.d4.loss_cls: 0.3950, decode.d4.loss_mask: 0.5621, decode.d4.loss_dice: 0.8623, decode.d5.loss_cls: 0.3740, decode.d5.loss_mask: 0.5593, decode.d5.loss_dice: 0.8588, decode.d6.loss_cls: 0.3726, decode.d6.loss_mask: 0.5552, decode.d6.loss_dice: 0.8513, decode.d7.loss_cls: 0.3550, decode.d7.loss_mask: 0.5549, decode.d7.loss_dice: 0.8543, decode.d8.loss_cls: 0.3551, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.8498, loss: 20.4346, grad_norm: 130.4673 2023-11-27 04:23:08,631 - mmseg - INFO - Iter [155150/160000] lr: 1.157e-07, eta: 0:30:30, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3338, decode.loss_mask: 0.5618, decode.loss_dice: 0.8468, decode.d0.loss_cls: 2.1839, decode.d0.loss_mask: 0.6253, decode.d0.loss_dice: 1.0052, decode.d1.loss_cls: 0.5231, decode.d1.loss_mask: 0.5931, decode.d1.loss_dice: 0.9233, decode.d2.loss_cls: 0.4377, decode.d2.loss_mask: 0.5765, decode.d2.loss_dice: 0.8862, decode.d3.loss_cls: 0.3889, decode.d3.loss_mask: 0.5713, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.3792, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.3633, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8558, decode.d6.loss_cls: 0.3525, decode.d6.loss_mask: 0.5630, decode.d6.loss_dice: 0.8509, decode.d7.loss_cls: 0.3433, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8493, decode.d8.loss_cls: 0.3415, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8465, loss: 20.1792, grad_norm: 122.2785 2023-11-27 04:23:27,043 - mmseg - INFO - Iter [155200/160000] lr: 1.145e-07, eta: 0:30:11, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3292, decode.loss_mask: 0.5600, decode.loss_dice: 0.8553, decode.d0.loss_cls: 2.2308, decode.d0.loss_mask: 0.6276, decode.d0.loss_dice: 1.0238, decode.d1.loss_cls: 0.5421, decode.d1.loss_mask: 0.5933, decode.d1.loss_dice: 0.9410, decode.d2.loss_cls: 0.4462, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.9010, decode.d3.loss_cls: 0.4022, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.3736, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8729, decode.d5.loss_cls: 0.3588, decode.d5.loss_mask: 0.5635, decode.d5.loss_dice: 0.8732, decode.d6.loss_cls: 0.3497, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8637, decode.d7.loss_cls: 0.3384, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8620, decode.d8.loss_cls: 0.3300, decode.d8.loss_mask: 0.5602, decode.d8.loss_dice: 0.8611, loss: 20.3654, grad_norm: 114.8082 2023-11-27 04:23:45,277 - mmseg - INFO - Iter [155250/160000] lr: 1.133e-07, eta: 0:29:52, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3348, decode.loss_mask: 0.5664, decode.loss_dice: 0.8365, decode.d0.loss_cls: 2.2618, decode.d0.loss_mask: 0.6337, decode.d0.loss_dice: 0.9938, decode.d1.loss_cls: 0.5281, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9123, decode.d2.loss_cls: 0.4432, decode.d2.loss_mask: 0.5840, decode.d2.loss_dice: 0.8802, decode.d3.loss_cls: 0.3976, decode.d3.loss_mask: 0.5773, decode.d3.loss_dice: 0.8510, decode.d4.loss_cls: 0.3715, decode.d4.loss_mask: 0.5717, decode.d4.loss_dice: 0.8466, decode.d5.loss_cls: 0.3599, decode.d5.loss_mask: 0.5689, decode.d5.loss_dice: 0.8430, decode.d6.loss_cls: 0.3475, decode.d6.loss_mask: 0.5684, decode.d6.loss_dice: 0.8394, decode.d7.loss_cls: 0.3436, decode.d7.loss_mask: 0.5677, decode.d7.loss_dice: 0.8372, decode.d8.loss_cls: 0.3389, decode.d8.loss_mask: 0.5676, decode.d8.loss_dice: 0.8372, loss: 20.2105, grad_norm: 131.3933 2023-11-27 04:24:03,630 - mmseg - INFO - Iter [155300/160000] lr: 1.121e-07, eta: 0:29:33, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3590, decode.loss_mask: 0.5765, decode.loss_dice: 0.8638, decode.d0.loss_cls: 2.2819, decode.d0.loss_mask: 0.6434, decode.d0.loss_dice: 1.0271, decode.d1.loss_cls: 0.5537, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.9477, decode.d2.loss_cls: 0.4574, decode.d2.loss_mask: 0.5930, decode.d2.loss_dice: 0.9052, decode.d3.loss_cls: 0.4183, decode.d3.loss_mask: 0.5866, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5831, decode.d4.loss_dice: 0.8754, decode.d5.loss_cls: 0.3762, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8770, decode.d6.loss_cls: 0.3685, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8694, decode.d7.loss_cls: 0.3663, decode.d7.loss_mask: 0.5776, decode.d7.loss_dice: 0.8662, decode.d8.loss_cls: 0.3555, decode.d8.loss_mask: 0.5765, decode.d8.loss_dice: 0.8664, loss: 20.8210, grad_norm: 127.0645 2023-11-27 04:24:24,296 - mmseg - INFO - Iter [155350/160000] lr: 1.109e-07, eta: 0:29:14, time: 0.413, data_time: 0.053, memory: 36416, decode.loss_cls: 0.3324, decode.loss_mask: 0.5787, decode.loss_dice: 0.8562, decode.d0.loss_cls: 2.1807, decode.d0.loss_mask: 0.6431, decode.d0.loss_dice: 1.0138, decode.d1.loss_cls: 0.5085, decode.d1.loss_mask: 0.6137, decode.d1.loss_dice: 0.9251, decode.d2.loss_cls: 0.4307, decode.d2.loss_mask: 0.5988, decode.d2.loss_dice: 0.8942, decode.d3.loss_cls: 0.3822, decode.d3.loss_mask: 0.5950, decode.d3.loss_dice: 0.8699, decode.d4.loss_cls: 0.3631, decode.d4.loss_mask: 0.5906, decode.d4.loss_dice: 0.8707, decode.d5.loss_cls: 0.3413, decode.d5.loss_mask: 0.5876, decode.d5.loss_dice: 0.8656, decode.d6.loss_cls: 0.3398, decode.d6.loss_mask: 0.5840, decode.d6.loss_dice: 0.8548, decode.d7.loss_cls: 0.3246, decode.d7.loss_mask: 0.5821, decode.d7.loss_dice: 0.8566, decode.d8.loss_cls: 0.3234, decode.d8.loss_mask: 0.5800, decode.d8.loss_dice: 0.8601, loss: 20.3473, grad_norm: 125.7361 2023-11-27 04:24:42,792 - mmseg - INFO - Iter [155400/160000] lr: 1.097e-07, eta: 0:28:56, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3606, decode.loss_mask: 0.5532, decode.loss_dice: 0.8418, decode.d0.loss_cls: 2.2557, decode.d0.loss_mask: 0.6166, decode.d0.loss_dice: 1.0059, decode.d1.loss_cls: 0.5617, decode.d1.loss_mask: 0.5944, decode.d1.loss_dice: 0.9279, decode.d2.loss_cls: 0.4708, decode.d2.loss_mask: 0.5728, decode.d2.loss_dice: 0.8831, decode.d3.loss_cls: 0.4342, decode.d3.loss_mask: 0.5606, decode.d3.loss_dice: 0.8597, decode.d4.loss_cls: 0.4022, decode.d4.loss_mask: 0.5599, decode.d4.loss_dice: 0.8599, decode.d5.loss_cls: 0.3818, decode.d5.loss_mask: 0.5592, decode.d5.loss_dice: 0.8535, decode.d6.loss_cls: 0.3769, decode.d6.loss_mask: 0.5556, decode.d6.loss_dice: 0.8436, decode.d7.loss_cls: 0.3660, decode.d7.loss_mask: 0.5538, decode.d7.loss_dice: 0.8434, decode.d8.loss_cls: 0.3633, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8478, loss: 20.4196, grad_norm: 132.0195 2023-11-27 04:25:01,243 - mmseg - INFO - Iter [155450/160000] lr: 1.085e-07, eta: 0:28:37, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3563, decode.loss_mask: 0.5498, decode.loss_dice: 0.8697, decode.d0.loss_cls: 2.2412, decode.d0.loss_mask: 0.6067, decode.d0.loss_dice: 1.0328, decode.d1.loss_cls: 0.5550, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.9483, decode.d2.loss_cls: 0.4589, decode.d2.loss_mask: 0.5714, decode.d2.loss_dice: 0.9141, decode.d3.loss_cls: 0.4251, decode.d3.loss_mask: 0.5611, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.4031, decode.d4.loss_mask: 0.5593, decode.d4.loss_dice: 0.8829, decode.d5.loss_cls: 0.3890, decode.d5.loss_mask: 0.5580, decode.d5.loss_dice: 0.8835, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5531, decode.d6.loss_dice: 0.8724, decode.d7.loss_cls: 0.3701, decode.d7.loss_mask: 0.5500, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.3737, decode.d8.loss_mask: 0.5516, decode.d8.loss_dice: 0.8701, loss: 20.6323, grad_norm: 133.8968 2023-11-27 04:25:19,507 - mmseg - INFO - Iter [155500/160000] lr: 1.073e-07, eta: 0:28:18, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3550, decode.loss_mask: 0.5803, decode.loss_dice: 0.8614, decode.d0.loss_cls: 2.2533, decode.d0.loss_mask: 0.6506, decode.d0.loss_dice: 1.0369, decode.d1.loss_cls: 0.5630, decode.d1.loss_mask: 0.6157, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4601, decode.d2.loss_mask: 0.6010, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4079, decode.d3.loss_mask: 0.5926, decode.d3.loss_dice: 0.8848, decode.d4.loss_cls: 0.4033, decode.d4.loss_mask: 0.5879, decode.d4.loss_dice: 0.8790, decode.d5.loss_cls: 0.3823, decode.d5.loss_mask: 0.5869, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.3676, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8702, decode.d7.loss_cls: 0.3607, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8674, decode.d8.loss_cls: 0.3591, decode.d8.loss_mask: 0.5804, decode.d8.loss_dice: 0.8709, loss: 20.8793, grad_norm: 116.4400 2023-11-27 04:25:38,957 - mmseg - INFO - Iter [155550/160000] lr: 1.061e-07, eta: 0:27:59, time: 0.389, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3623, decode.loss_mask: 0.5603, decode.loss_dice: 0.8528, decode.d0.loss_cls: 2.2623, decode.d0.loss_mask: 0.6285, decode.d0.loss_dice: 1.0315, decode.d1.loss_cls: 0.5590, decode.d1.loss_mask: 0.5947, decode.d1.loss_dice: 0.9244, decode.d2.loss_cls: 0.4638, decode.d2.loss_mask: 0.5819, decode.d2.loss_dice: 0.8971, decode.d3.loss_cls: 0.4154, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.8719, decode.d4.loss_cls: 0.3975, decode.d4.loss_mask: 0.5715, decode.d4.loss_dice: 0.8639, decode.d5.loss_cls: 0.3853, decode.d5.loss_mask: 0.5670, decode.d5.loss_dice: 0.8637, decode.d6.loss_cls: 0.3798, decode.d6.loss_mask: 0.5662, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.3684, decode.d7.loss_mask: 0.5634, decode.d7.loss_dice: 0.8553, decode.d8.loss_cls: 0.3639, decode.d8.loss_mask: 0.5623, decode.d8.loss_dice: 0.8561, loss: 20.6029, grad_norm: 117.7736 2023-11-27 04:25:59,407 - mmseg - INFO - Iter [155600/160000] lr: 1.049e-07, eta: 0:27:40, time: 0.409, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3304, decode.loss_mask: 0.5668, decode.loss_dice: 0.8455, decode.d0.loss_cls: 2.2270, decode.d0.loss_mask: 0.6289, decode.d0.loss_dice: 0.9964, decode.d1.loss_cls: 0.5217, decode.d1.loss_mask: 0.6009, decode.d1.loss_dice: 0.9097, decode.d2.loss_cls: 0.4356, decode.d2.loss_mask: 0.5849, decode.d2.loss_dice: 0.8815, decode.d3.loss_cls: 0.3918, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8620, decode.d4.loss_cls: 0.3728, decode.d4.loss_mask: 0.5760, decode.d4.loss_dice: 0.8580, decode.d5.loss_cls: 0.3584, decode.d5.loss_mask: 0.5725, decode.d5.loss_dice: 0.8562, decode.d6.loss_cls: 0.3470, decode.d6.loss_mask: 0.5703, decode.d6.loss_dice: 0.8445, decode.d7.loss_cls: 0.3386, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8499, decode.d8.loss_cls: 0.3326, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.8414, loss: 20.2137, grad_norm: 115.6344 2023-11-27 04:26:18,408 - mmseg - INFO - Iter [155650/160000] lr: 1.037e-07, eta: 0:27:21, time: 0.380, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3559, decode.loss_mask: 0.5623, decode.loss_dice: 0.8794, decode.d0.loss_cls: 2.2637, decode.d0.loss_mask: 0.6253, decode.d0.loss_dice: 1.0341, decode.d1.loss_cls: 0.5544, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9566, decode.d2.loss_cls: 0.4534, decode.d2.loss_mask: 0.5819, decode.d2.loss_dice: 0.9200, decode.d3.loss_cls: 0.4155, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8953, decode.d4.loss_cls: 0.3957, decode.d4.loss_mask: 0.5716, decode.d4.loss_dice: 0.8918, decode.d5.loss_cls: 0.3822, decode.d5.loss_mask: 0.5683, decode.d5.loss_dice: 0.8911, decode.d6.loss_cls: 0.3702, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8756, decode.d7.loss_cls: 0.3624, decode.d7.loss_mask: 0.5641, decode.d7.loss_dice: 0.8820, decode.d8.loss_cls: 0.3584, decode.d8.loss_mask: 0.5615, decode.d8.loss_dice: 0.8817, loss: 20.7953, grad_norm: 107.7117 2023-11-27 04:26:36,708 - mmseg - INFO - Iter [155700/160000] lr: 1.026e-07, eta: 0:27:02, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3528, decode.loss_mask: 0.5475, decode.loss_dice: 0.8443, decode.d0.loss_cls: 2.2610, decode.d0.loss_mask: 0.6145, decode.d0.loss_dice: 1.0018, decode.d1.loss_cls: 0.5512, decode.d1.loss_mask: 0.5869, decode.d1.loss_dice: 0.9238, decode.d2.loss_cls: 0.4568, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8862, decode.d3.loss_cls: 0.4182, decode.d3.loss_mask: 0.5618, decode.d3.loss_dice: 0.8609, decode.d4.loss_cls: 0.3940, decode.d4.loss_mask: 0.5579, decode.d4.loss_dice: 0.8589, decode.d5.loss_cls: 0.3797, decode.d5.loss_mask: 0.5560, decode.d5.loss_dice: 0.8556, decode.d6.loss_cls: 0.3691, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8481, decode.d7.loss_cls: 0.3555, decode.d7.loss_mask: 0.5480, decode.d7.loss_dice: 0.8479, decode.d8.loss_cls: 0.3590, decode.d8.loss_mask: 0.5483, decode.d8.loss_dice: 0.8412, loss: 20.3076, grad_norm: 114.8293 2023-11-27 04:26:55,017 - mmseg - INFO - Iter [155750/160000] lr: 1.014e-07, eta: 0:26:43, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3715, decode.loss_mask: 0.5578, decode.loss_dice: 0.8447, decode.d0.loss_cls: 2.2754, decode.d0.loss_mask: 0.6292, decode.d0.loss_dice: 1.0242, decode.d1.loss_cls: 0.5696, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9282, decode.d2.loss_cls: 0.4748, decode.d2.loss_mask: 0.5854, decode.d2.loss_dice: 0.8946, decode.d3.loss_cls: 0.4406, decode.d3.loss_mask: 0.5738, decode.d3.loss_dice: 0.8632, decode.d4.loss_cls: 0.4172, decode.d4.loss_mask: 0.5667, decode.d4.loss_dice: 0.8604, decode.d5.loss_cls: 0.3977, decode.d5.loss_mask: 0.5656, decode.d5.loss_dice: 0.8596, decode.d6.loss_cls: 0.3900, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8484, decode.d7.loss_cls: 0.3872, decode.d7.loss_mask: 0.5589, decode.d7.loss_dice: 0.8432, decode.d8.loss_cls: 0.3735, decode.d8.loss_mask: 0.5574, decode.d8.loss_dice: 0.8464, loss: 20.6655, grad_norm: 118.4852 2023-11-27 04:27:13,346 - mmseg - INFO - Iter [155800/160000] lr: 1.002e-07, eta: 0:26:25, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3583, decode.loss_mask: 0.5516, decode.loss_dice: 0.8459, decode.d0.loss_cls: 2.1912, decode.d0.loss_mask: 0.6213, decode.d0.loss_dice: 1.0199, decode.d1.loss_cls: 0.5526, decode.d1.loss_mask: 0.5863, decode.d1.loss_dice: 0.9263, decode.d2.loss_cls: 0.4656, decode.d2.loss_mask: 0.5680, decode.d2.loss_dice: 0.8880, decode.d3.loss_cls: 0.4192, decode.d3.loss_mask: 0.5600, decode.d3.loss_dice: 0.8629, decode.d4.loss_cls: 0.3981, decode.d4.loss_mask: 0.5563, decode.d4.loss_dice: 0.8560, decode.d5.loss_cls: 0.3849, decode.d5.loss_mask: 0.5545, decode.d5.loss_dice: 0.8526, decode.d6.loss_cls: 0.3770, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8450, decode.d7.loss_cls: 0.3634, decode.d7.loss_mask: 0.5520, decode.d7.loss_dice: 0.8468, decode.d8.loss_cls: 0.3579, decode.d8.loss_mask: 0.5520, decode.d8.loss_dice: 0.8486, loss: 20.3145, grad_norm: 130.1929 2023-11-27 04:27:31,844 - mmseg - INFO - Iter [155850/160000] lr: 9.898e-08, eta: 0:26:06, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3387, decode.loss_mask: 0.5366, decode.loss_dice: 0.8423, decode.d0.loss_cls: 2.2036, decode.d0.loss_mask: 0.6007, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5364, decode.d1.loss_mask: 0.5706, decode.d1.loss_dice: 0.9187, decode.d2.loss_cls: 0.4450, decode.d2.loss_mask: 0.5547, decode.d2.loss_dice: 0.8831, decode.d3.loss_cls: 0.3988, decode.d3.loss_mask: 0.5449, decode.d3.loss_dice: 0.8610, decode.d4.loss_cls: 0.3761, decode.d4.loss_mask: 0.5408, decode.d4.loss_dice: 0.8595, decode.d5.loss_cls: 0.3659, decode.d5.loss_mask: 0.5403, decode.d5.loss_dice: 0.8557, decode.d6.loss_cls: 0.3590, decode.d6.loss_mask: 0.5388, decode.d6.loss_dice: 0.8490, decode.d7.loss_cls: 0.3463, decode.d7.loss_mask: 0.5385, decode.d7.loss_dice: 0.8463, decode.d8.loss_cls: 0.3423, decode.d8.loss_mask: 0.5375, decode.d8.loss_dice: 0.8446, loss: 19.9851, grad_norm: 107.8073 2023-11-27 04:27:50,147 - mmseg - INFO - Iter [155900/160000] lr: 9.779e-08, eta: 0:25:47, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3218, decode.loss_mask: 0.5421, decode.loss_dice: 0.8437, decode.d0.loss_cls: 2.2417, decode.d0.loss_mask: 0.6061, decode.d0.loss_dice: 1.0156, decode.d1.loss_cls: 0.5312, decode.d1.loss_mask: 0.5776, decode.d1.loss_dice: 0.9212, decode.d2.loss_cls: 0.4343, decode.d2.loss_mask: 0.5597, decode.d2.loss_dice: 0.8867, decode.d3.loss_cls: 0.4000, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8580, decode.d4.loss_cls: 0.3725, decode.d4.loss_mask: 0.5483, decode.d4.loss_dice: 0.8525, decode.d5.loss_cls: 0.3539, decode.d5.loss_mask: 0.5477, decode.d5.loss_dice: 0.8519, decode.d6.loss_cls: 0.3458, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.8458, decode.d7.loss_cls: 0.3312, decode.d7.loss_mask: 0.5456, decode.d7.loss_dice: 0.8447, decode.d8.loss_cls: 0.3304, decode.d8.loss_mask: 0.5428, decode.d8.loss_dice: 0.8433, loss: 19.9960, grad_norm: 111.6158 2023-11-27 04:28:08,662 - mmseg - INFO - Iter [155950/160000] lr: 9.660e-08, eta: 0:25:28, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3425, decode.loss_mask: 0.5279, decode.loss_dice: 0.8571, decode.d0.loss_cls: 2.2424, decode.d0.loss_mask: 0.5962, decode.d0.loss_dice: 1.0196, decode.d1.loss_cls: 0.5508, decode.d1.loss_mask: 0.5700, decode.d1.loss_dice: 0.9403, decode.d2.loss_cls: 0.4557, decode.d2.loss_mask: 0.5493, decode.d2.loss_dice: 0.9018, decode.d3.loss_cls: 0.4041, decode.d3.loss_mask: 0.5400, decode.d3.loss_dice: 0.8754, decode.d4.loss_cls: 0.3861, decode.d4.loss_mask: 0.5388, decode.d4.loss_dice: 0.8744, decode.d5.loss_cls: 0.3755, decode.d5.loss_mask: 0.5373, decode.d5.loss_dice: 0.8733, decode.d6.loss_cls: 0.3626, decode.d6.loss_mask: 0.5318, decode.d6.loss_dice: 0.8625, decode.d7.loss_cls: 0.3544, decode.d7.loss_mask: 0.5299, decode.d7.loss_dice: 0.8551, decode.d8.loss_cls: 0.3494, decode.d8.loss_mask: 0.5293, decode.d8.loss_dice: 0.8593, loss: 20.1928, grad_norm: 117.6629 2023-11-27 04:28:27,067 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:28:27,067 - mmseg - INFO - Iter [156000/160000] lr: 9.540e-08, eta: 0:25:09, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3306, decode.loss_mask: 0.5486, decode.loss_dice: 0.8186, decode.d0.loss_cls: 2.1770, decode.d0.loss_mask: 0.6181, decode.d0.loss_dice: 0.9734, decode.d1.loss_cls: 0.5233, decode.d1.loss_mask: 0.5849, decode.d1.loss_dice: 0.8912, decode.d2.loss_cls: 0.4296, decode.d2.loss_mask: 0.5688, decode.d2.loss_dice: 0.8579, decode.d3.loss_cls: 0.3920, decode.d3.loss_mask: 0.5593, decode.d3.loss_dice: 0.8356, decode.d4.loss_cls: 0.3753, decode.d4.loss_mask: 0.5570, decode.d4.loss_dice: 0.8298, decode.d5.loss_cls: 0.3553, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8280, decode.d6.loss_cls: 0.3450, decode.d6.loss_mask: 0.5523, decode.d6.loss_dice: 0.8233, decode.d7.loss_cls: 0.3384, decode.d7.loss_mask: 0.5504, decode.d7.loss_dice: 0.8234, decode.d8.loss_cls: 0.3328, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.8202, loss: 19.7455, grad_norm: 132.7782 2023-11-27 04:28:45,519 - mmseg - INFO - Iter [156050/160000] lr: 9.421e-08, eta: 0:24:50, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3385, decode.loss_mask: 0.5597, decode.loss_dice: 0.8462, decode.d0.loss_cls: 2.2440, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 1.0209, decode.d1.loss_cls: 0.5239, decode.d1.loss_mask: 0.5960, decode.d1.loss_dice: 0.9224, decode.d2.loss_cls: 0.4268, decode.d2.loss_mask: 0.5818, decode.d2.loss_dice: 0.8833, decode.d3.loss_cls: 0.3896, decode.d3.loss_mask: 0.5727, decode.d3.loss_dice: 0.8593, decode.d4.loss_cls: 0.3663, decode.d4.loss_mask: 0.5702, decode.d4.loss_dice: 0.8570, decode.d5.loss_cls: 0.3573, decode.d5.loss_mask: 0.5701, decode.d5.loss_dice: 0.8558, decode.d6.loss_cls: 0.3544, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8490, decode.d7.loss_cls: 0.3488, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8467, decode.d8.loss_cls: 0.3406, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.8491, loss: 20.2460, grad_norm: 126.2851 2023-11-27 04:29:03,978 - mmseg - INFO - Iter [156100/160000] lr: 9.302e-08, eta: 0:24:31, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3566, decode.loss_mask: 0.5516, decode.loss_dice: 0.8455, decode.d0.loss_cls: 2.2103, decode.d0.loss_mask: 0.6220, decode.d0.loss_dice: 1.0205, decode.d1.loss_cls: 0.5471, decode.d1.loss_mask: 0.5881, decode.d1.loss_dice: 0.9282, decode.d2.loss_cls: 0.4480, decode.d2.loss_mask: 0.5727, decode.d2.loss_dice: 0.8984, decode.d3.loss_cls: 0.4043, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8664, decode.d4.loss_cls: 0.3848, decode.d4.loss_mask: 0.5609, decode.d4.loss_dice: 0.8638, decode.d5.loss_cls: 0.3723, decode.d5.loss_mask: 0.5569, decode.d5.loss_dice: 0.8612, decode.d6.loss_cls: 0.3688, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8500, decode.d7.loss_cls: 0.3574, decode.d7.loss_mask: 0.5516, decode.d7.loss_dice: 0.8500, decode.d8.loss_cls: 0.3597, decode.d8.loss_mask: 0.5507, decode.d8.loss_dice: 0.8488, loss: 20.3144, grad_norm: 114.6322 2023-11-27 04:29:22,239 - mmseg - INFO - Iter [156150/160000] lr: 9.183e-08, eta: 0:24:12, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3751, decode.loss_mask: 0.5449, decode.loss_dice: 0.8352, decode.d0.loss_cls: 2.2791, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 1.0096, decode.d1.loss_cls: 0.5693, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.9246, decode.d2.loss_cls: 0.4861, decode.d2.loss_mask: 0.5659, decode.d2.loss_dice: 0.8748, decode.d3.loss_cls: 0.4363, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8555, decode.d4.loss_cls: 0.4098, decode.d4.loss_mask: 0.5574, decode.d4.loss_dice: 0.8524, decode.d5.loss_cls: 0.3990, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8489, decode.d6.loss_cls: 0.3922, decode.d6.loss_mask: 0.5496, decode.d6.loss_dice: 0.8401, decode.d7.loss_cls: 0.3798, decode.d7.loss_mask: 0.5465, decode.d7.loss_dice: 0.8367, decode.d8.loss_cls: 0.3779, decode.d8.loss_mask: 0.5458, decode.d8.loss_dice: 0.8364, loss: 20.4453, grad_norm: 120.1734 2023-11-27 04:29:40,694 - mmseg - INFO - Iter [156200/160000] lr: 9.063e-08, eta: 0:23:54, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3513, decode.loss_mask: 0.5655, decode.loss_dice: 0.8713, decode.d0.loss_cls: 2.2565, decode.d0.loss_mask: 0.6293, decode.d0.loss_dice: 1.0330, decode.d1.loss_cls: 0.5524, decode.d1.loss_mask: 0.6036, decode.d1.loss_dice: 0.9563, decode.d2.loss_cls: 0.4670, decode.d2.loss_mask: 0.5881, decode.d2.loss_dice: 0.9127, decode.d3.loss_cls: 0.4216, decode.d3.loss_mask: 0.5771, decode.d3.loss_dice: 0.8864, decode.d4.loss_cls: 0.3984, decode.d4.loss_mask: 0.5737, decode.d4.loss_dice: 0.8825, decode.d5.loss_cls: 0.3875, decode.d5.loss_mask: 0.5699, decode.d5.loss_dice: 0.8819, decode.d6.loss_cls: 0.3735, decode.d6.loss_mask: 0.5685, decode.d6.loss_dice: 0.8736, decode.d7.loss_cls: 0.3679, decode.d7.loss_mask: 0.5652, decode.d7.loss_dice: 0.8697, decode.d8.loss_cls: 0.3600, decode.d8.loss_mask: 0.5649, decode.d8.loss_dice: 0.8708, loss: 20.7803, grad_norm: 118.1353 2023-11-27 04:29:59,616 - mmseg - INFO - Iter [156250/160000] lr: 8.944e-08, eta: 0:23:35, time: 0.379, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3483, decode.loss_mask: 0.5752, decode.loss_dice: 0.8845, decode.d0.loss_cls: 2.2699, decode.d0.loss_mask: 0.6403, decode.d0.loss_dice: 1.0436, decode.d1.loss_cls: 0.5409, decode.d1.loss_mask: 0.6110, decode.d1.loss_dice: 0.9669, decode.d2.loss_cls: 0.4578, decode.d2.loss_mask: 0.5940, decode.d2.loss_dice: 0.9269, decode.d3.loss_cls: 0.4180, decode.d3.loss_mask: 0.5859, decode.d3.loss_dice: 0.9019, decode.d4.loss_cls: 0.3983, decode.d4.loss_mask: 0.5817, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.3800, decode.d5.loss_mask: 0.5840, decode.d5.loss_dice: 0.8975, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8897, decode.d7.loss_cls: 0.3655, decode.d7.loss_mask: 0.5772, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.3547, decode.d8.loss_mask: 0.5772, decode.d8.loss_dice: 0.8884, loss: 20.9960, grad_norm: 107.9331 2023-11-27 04:30:18,156 - mmseg - INFO - Iter [156300/160000] lr: 8.825e-08, eta: 0:23:16, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3502, decode.loss_mask: 0.5677, decode.loss_dice: 0.8284, decode.d0.loss_cls: 2.1822, decode.d0.loss_mask: 0.6377, decode.d0.loss_dice: 0.9878, decode.d1.loss_cls: 0.5265, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.9109, decode.d2.loss_cls: 0.4358, decode.d2.loss_mask: 0.5888, decode.d2.loss_dice: 0.8657, decode.d3.loss_cls: 0.4037, decode.d3.loss_mask: 0.5804, decode.d3.loss_dice: 0.8456, decode.d4.loss_cls: 0.3815, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8378, decode.d5.loss_cls: 0.3692, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8363, decode.d6.loss_cls: 0.3619, decode.d6.loss_mask: 0.5722, decode.d6.loss_dice: 0.8309, decode.d7.loss_cls: 0.3512, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8352, decode.d8.loss_cls: 0.3468, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8317, loss: 20.1672, grad_norm: 126.3406 2023-11-27 04:30:36,696 - mmseg - INFO - Iter [156350/160000] lr: 8.706e-08, eta: 0:22:57, time: 0.371, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3210, decode.loss_mask: 0.5496, decode.loss_dice: 0.8500, decode.d0.loss_cls: 2.2249, decode.d0.loss_mask: 0.6149, decode.d0.loss_dice: 1.0063, decode.d1.loss_cls: 0.5228, decode.d1.loss_mask: 0.5815, decode.d1.loss_dice: 0.9298, decode.d2.loss_cls: 0.4413, decode.d2.loss_mask: 0.5638, decode.d2.loss_dice: 0.8891, decode.d3.loss_cls: 0.3830, decode.d3.loss_mask: 0.5608, decode.d3.loss_dice: 0.8678, decode.d4.loss_cls: 0.3564, decode.d4.loss_mask: 0.5583, decode.d4.loss_dice: 0.8655, decode.d5.loss_cls: 0.3482, decode.d5.loss_mask: 0.5531, decode.d5.loss_dice: 0.8646, decode.d6.loss_cls: 0.3383, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8574, decode.d7.loss_cls: 0.3221, decode.d7.loss_mask: 0.5504, decode.d7.loss_dice: 0.8529, decode.d8.loss_cls: 0.3204, decode.d8.loss_mask: 0.5486, decode.d8.loss_dice: 0.8559, loss: 20.0516, grad_norm: 110.1050 2023-11-27 04:30:55,071 - mmseg - INFO - Iter [156400/160000] lr: 8.587e-08, eta: 0:22:38, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3609, decode.loss_mask: 0.5766, decode.loss_dice: 0.8740, decode.d0.loss_cls: 2.2837, decode.d0.loss_mask: 0.6470, decode.d0.loss_dice: 1.0477, decode.d1.loss_cls: 0.5442, decode.d1.loss_mask: 0.6161, decode.d1.loss_dice: 0.9679, decode.d2.loss_cls: 0.4657, decode.d2.loss_mask: 0.5978, decode.d2.loss_dice: 0.9197, decode.d3.loss_cls: 0.4265, decode.d3.loss_mask: 0.5870, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.3964, decode.d4.loss_mask: 0.5877, decode.d4.loss_dice: 0.8932, decode.d5.loss_cls: 0.3815, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8902, decode.d6.loss_cls: 0.3770, decode.d6.loss_mask: 0.5794, decode.d6.loss_dice: 0.8787, decode.d7.loss_cls: 0.3679, decode.d7.loss_mask: 0.5770, decode.d7.loss_dice: 0.8774, decode.d8.loss_cls: 0.3699, decode.d8.loss_mask: 0.5759, decode.d8.loss_dice: 0.8748, loss: 21.0163, grad_norm: 121.0087 2023-11-27 04:31:13,494 - mmseg - INFO - Iter [156450/160000] lr: 8.467e-08, eta: 0:22:19, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3393, decode.loss_mask: 0.5545, decode.loss_dice: 0.8467, decode.d0.loss_cls: 2.2130, decode.d0.loss_mask: 0.6228, decode.d0.loss_dice: 1.0166, decode.d1.loss_cls: 0.5296, decode.d1.loss_mask: 0.5924, decode.d1.loss_dice: 0.9261, decode.d2.loss_cls: 0.4388, decode.d2.loss_mask: 0.5751, decode.d2.loss_dice: 0.8881, decode.d3.loss_cls: 0.4036, decode.d3.loss_mask: 0.5639, decode.d3.loss_dice: 0.8595, decode.d4.loss_cls: 0.3875, decode.d4.loss_mask: 0.5607, decode.d4.loss_dice: 0.8565, decode.d5.loss_cls: 0.3645, decode.d5.loss_mask: 0.5608, decode.d5.loss_dice: 0.8590, decode.d6.loss_cls: 0.3533, decode.d6.loss_mask: 0.5566, decode.d6.loss_dice: 0.8479, decode.d7.loss_cls: 0.3462, decode.d7.loss_mask: 0.5543, decode.d7.loss_dice: 0.8448, decode.d8.loss_cls: 0.3413, decode.d8.loss_mask: 0.5530, decode.d8.loss_dice: 0.8462, loss: 20.2026, grad_norm: 115.1632 2023-11-27 04:31:31,918 - mmseg - INFO - Iter [156500/160000] lr: 8.348e-08, eta: 0:22:00, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3504, decode.loss_mask: 0.5378, decode.loss_dice: 0.8317, decode.d0.loss_cls: 2.2018, decode.d0.loss_mask: 0.6065, decode.d0.loss_dice: 0.9915, decode.d1.loss_cls: 0.5496, decode.d1.loss_mask: 0.5732, decode.d1.loss_dice: 0.9120, decode.d2.loss_cls: 0.4553, decode.d2.loss_mask: 0.5561, decode.d2.loss_dice: 0.8676, decode.d3.loss_cls: 0.4152, decode.d3.loss_mask: 0.5500, decode.d3.loss_dice: 0.8464, decode.d4.loss_cls: 0.3882, decode.d4.loss_mask: 0.5485, decode.d4.loss_dice: 0.8456, decode.d5.loss_cls: 0.3740, decode.d5.loss_mask: 0.5452, decode.d5.loss_dice: 0.8408, decode.d6.loss_cls: 0.3644, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.8321, decode.d7.loss_cls: 0.3563, decode.d7.loss_mask: 0.5390, decode.d7.loss_dice: 0.8312, decode.d8.loss_cls: 0.3483, decode.d8.loss_mask: 0.5380, decode.d8.loss_dice: 0.8317, loss: 19.9695, grad_norm: 112.2528 2023-11-27 04:31:50,200 - mmseg - INFO - Iter [156550/160000] lr: 8.229e-08, eta: 0:21:41, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3475, decode.loss_mask: 0.5832, decode.loss_dice: 0.8691, decode.d0.loss_cls: 2.2170, decode.d0.loss_mask: 0.6495, decode.d0.loss_dice: 1.0410, decode.d1.loss_cls: 0.5432, decode.d1.loss_mask: 0.6228, decode.d1.loss_dice: 0.9583, decode.d2.loss_cls: 0.4512, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9167, decode.d3.loss_cls: 0.4076, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8890, decode.d4.loss_cls: 0.3925, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8854, decode.d5.loss_cls: 0.3797, decode.d5.loss_mask: 0.5898, decode.d5.loss_dice: 0.8828, decode.d6.loss_cls: 0.3691, decode.d6.loss_mask: 0.5872, decode.d6.loss_dice: 0.8746, decode.d7.loss_cls: 0.3554, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8695, decode.d8.loss_cls: 0.3474, decode.d8.loss_mask: 0.5844, decode.d8.loss_dice: 0.8687, loss: 20.8581, grad_norm: 125.8862 2023-11-27 04:32:08,666 - mmseg - INFO - Iter [156600/160000] lr: 8.110e-08, eta: 0:21:23, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3427, decode.loss_mask: 0.5465, decode.loss_dice: 0.8332, decode.d0.loss_cls: 2.1871, decode.d0.loss_mask: 0.6070, decode.d0.loss_dice: 0.9956, decode.d1.loss_cls: 0.5207, decode.d1.loss_mask: 0.5789, decode.d1.loss_dice: 0.9151, decode.d2.loss_cls: 0.4339, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8785, decode.d3.loss_cls: 0.4005, decode.d3.loss_mask: 0.5602, decode.d3.loss_dice: 0.8521, decode.d4.loss_cls: 0.3824, decode.d4.loss_mask: 0.5543, decode.d4.loss_dice: 0.8511, decode.d5.loss_cls: 0.3613, decode.d5.loss_mask: 0.5566, decode.d5.loss_dice: 0.8507, decode.d6.loss_cls: 0.3536, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8413, decode.d7.loss_cls: 0.3457, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.8368, decode.d8.loss_cls: 0.3471, decode.d8.loss_mask: 0.5477, decode.d8.loss_dice: 0.8359, loss: 19.9870, grad_norm: 111.5809 2023-11-27 04:32:29,213 - mmseg - INFO - Iter [156650/160000] lr: 7.990e-08, eta: 0:21:04, time: 0.411, data_time: 0.055, memory: 36416, decode.loss_cls: 0.3283, decode.loss_mask: 0.5839, decode.loss_dice: 0.8507, decode.d0.loss_cls: 2.2067, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 1.0092, decode.d1.loss_cls: 0.5388, decode.d1.loss_mask: 0.6126, decode.d1.loss_dice: 0.9261, decode.d2.loss_cls: 0.4533, decode.d2.loss_mask: 0.6024, decode.d2.loss_dice: 0.8947, decode.d3.loss_cls: 0.4099, decode.d3.loss_mask: 0.5930, decode.d3.loss_dice: 0.8677, decode.d4.loss_cls: 0.3721, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8651, decode.d5.loss_cls: 0.3637, decode.d5.loss_mask: 0.5886, decode.d5.loss_dice: 0.8583, decode.d6.loss_cls: 0.3529, decode.d6.loss_mask: 0.5871, decode.d6.loss_dice: 0.8565, decode.d7.loss_cls: 0.3460, decode.d7.loss_mask: 0.5860, decode.d7.loss_dice: 0.8562, decode.d8.loss_cls: 0.3400, decode.d8.loss_mask: 0.5830, decode.d8.loss_dice: 0.8533, loss: 20.5216, grad_norm: 121.6268 2023-11-27 04:32:47,706 - mmseg - INFO - Iter [156700/160000] lr: 7.871e-08, eta: 0:20:45, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3554, decode.loss_mask: 0.5602, decode.loss_dice: 0.8530, decode.d0.loss_cls: 2.2449, decode.d0.loss_mask: 0.6336, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5521, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9319, decode.d2.loss_cls: 0.4558, decode.d2.loss_mask: 0.5843, decode.d2.loss_dice: 0.9039, decode.d3.loss_cls: 0.4134, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.3941, decode.d4.loss_mask: 0.5658, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.3769, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.8756, decode.d6.loss_cls: 0.3693, decode.d6.loss_mask: 0.5640, decode.d6.loss_dice: 0.8633, decode.d7.loss_cls: 0.3619, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.8565, decode.d8.loss_cls: 0.3585, decode.d8.loss_mask: 0.5594, decode.d8.loss_dice: 0.8539, loss: 20.5509, grad_norm: 128.7974 2023-11-27 04:33:06,195 - mmseg - INFO - Iter [156750/160000] lr: 7.752e-08, eta: 0:20:26, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3487, decode.loss_mask: 0.5437, decode.loss_dice: 0.8652, decode.d0.loss_cls: 2.2242, decode.d0.loss_mask: 0.6136, decode.d0.loss_dice: 1.0395, decode.d1.loss_cls: 0.5414, decode.d1.loss_mask: 0.5766, decode.d1.loss_dice: 0.9415, decode.d2.loss_cls: 0.4517, decode.d2.loss_mask: 0.5619, decode.d2.loss_dice: 0.9107, decode.d3.loss_cls: 0.4059, decode.d3.loss_mask: 0.5566, decode.d3.loss_dice: 0.8830, decode.d4.loss_cls: 0.3842, decode.d4.loss_mask: 0.5521, decode.d4.loss_dice: 0.8797, decode.d5.loss_cls: 0.3705, decode.d5.loss_mask: 0.5493, decode.d5.loss_dice: 0.8768, decode.d6.loss_cls: 0.3631, decode.d6.loss_mask: 0.5476, decode.d6.loss_dice: 0.8690, decode.d7.loss_cls: 0.3542, decode.d7.loss_mask: 0.5457, decode.d7.loss_dice: 0.8693, decode.d8.loss_cls: 0.3512, decode.d8.loss_mask: 0.5440, decode.d8.loss_dice: 0.8653, loss: 20.3861, grad_norm: 117.3902 2023-11-27 04:33:24,787 - mmseg - INFO - Iter [156800/160000] lr: 7.633e-08, eta: 0:20:07, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3167, decode.loss_mask: 0.5443, decode.loss_dice: 0.8219, decode.d0.loss_cls: 2.2042, decode.d0.loss_mask: 0.6124, decode.d0.loss_dice: 0.9798, decode.d1.loss_cls: 0.5100, decode.d1.loss_mask: 0.5781, decode.d1.loss_dice: 0.8958, decode.d2.loss_cls: 0.4128, decode.d2.loss_mask: 0.5624, decode.d2.loss_dice: 0.8653, decode.d3.loss_cls: 0.3734, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.8330, decode.d4.loss_cls: 0.3541, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.8315, decode.d5.loss_cls: 0.3388, decode.d5.loss_mask: 0.5490, decode.d5.loss_dice: 0.8310, decode.d6.loss_cls: 0.3329, decode.d6.loss_mask: 0.5465, decode.d6.loss_dice: 0.8221, decode.d7.loss_cls: 0.3206, decode.d7.loss_mask: 0.5437, decode.d7.loss_dice: 0.8179, decode.d8.loss_cls: 0.3230, decode.d8.loss_mask: 0.5424, decode.d8.loss_dice: 0.8212, loss: 19.5879, grad_norm: 114.9178 2023-11-27 04:33:43,224 - mmseg - INFO - Iter [156850/160000] lr: 7.514e-08, eta: 0:19:48, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3519, decode.loss_mask: 0.5368, decode.loss_dice: 0.8376, decode.d0.loss_cls: 2.2930, decode.d0.loss_mask: 0.6042, decode.d0.loss_dice: 1.0031, decode.d1.loss_cls: 0.5395, decode.d1.loss_mask: 0.5754, decode.d1.loss_dice: 0.9154, decode.d2.loss_cls: 0.4498, decode.d2.loss_mask: 0.5589, decode.d2.loss_dice: 0.8780, decode.d3.loss_cls: 0.4087, decode.d3.loss_mask: 0.5513, decode.d3.loss_dice: 0.8526, decode.d4.loss_cls: 0.3883, decode.d4.loss_mask: 0.5473, decode.d4.loss_dice: 0.8499, decode.d5.loss_cls: 0.3689, decode.d5.loss_mask: 0.5443, decode.d5.loss_dice: 0.8504, decode.d6.loss_cls: 0.3630, decode.d6.loss_mask: 0.5418, decode.d6.loss_dice: 0.8396, decode.d7.loss_cls: 0.3599, decode.d7.loss_mask: 0.5389, decode.d7.loss_dice: 0.8382, decode.d8.loss_cls: 0.3516, decode.d8.loss_mask: 0.5358, decode.d8.loss_dice: 0.8353, loss: 20.1097, grad_norm: 131.3693 2023-11-27 04:34:01,524 - mmseg - INFO - Iter [156900/160000] lr: 7.394e-08, eta: 0:19:29, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3470, decode.loss_mask: 0.5379, decode.loss_dice: 0.8541, decode.d0.loss_cls: 2.2731, decode.d0.loss_mask: 0.5990, decode.d0.loss_dice: 1.0112, decode.d1.loss_cls: 0.5507, decode.d1.loss_mask: 0.5727, decode.d1.loss_dice: 0.9316, decode.d2.loss_cls: 0.4617, decode.d2.loss_mask: 0.5569, decode.d2.loss_dice: 0.8965, decode.d3.loss_cls: 0.4182, decode.d3.loss_mask: 0.5483, decode.d3.loss_dice: 0.8655, decode.d4.loss_cls: 0.4059, decode.d4.loss_mask: 0.5443, decode.d4.loss_dice: 0.8643, decode.d5.loss_cls: 0.3849, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.8644, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5427, decode.d6.loss_dice: 0.8560, decode.d7.loss_cls: 0.3661, decode.d7.loss_mask: 0.5400, decode.d7.loss_dice: 0.8554, decode.d8.loss_cls: 0.3531, decode.d8.loss_mask: 0.5379, decode.d8.loss_dice: 0.8538, loss: 20.3047, grad_norm: 114.0196 2023-11-27 04:34:19,997 - mmseg - INFO - Iter [156950/160000] lr: 7.275e-08, eta: 0:19:10, time: 0.369, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3501, decode.loss_mask: 0.5419, decode.loss_dice: 0.8487, decode.d0.loss_cls: 2.2598, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0230, decode.d1.loss_cls: 0.5522, decode.d1.loss_mask: 0.5825, decode.d1.loss_dice: 0.9344, decode.d2.loss_cls: 0.4595, decode.d2.loss_mask: 0.5634, decode.d2.loss_dice: 0.8893, decode.d3.loss_cls: 0.4200, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8660, decode.d4.loss_cls: 0.3972, decode.d4.loss_mask: 0.5513, decode.d4.loss_dice: 0.8639, decode.d5.loss_cls: 0.3858, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.8618, decode.d6.loss_cls: 0.3666, decode.d6.loss_mask: 0.5482, decode.d6.loss_dice: 0.8580, decode.d7.loss_cls: 0.3604, decode.d7.loss_mask: 0.5445, decode.d7.loss_dice: 0.8563, decode.d8.loss_cls: 0.3496, decode.d8.loss_mask: 0.5442, decode.d8.loss_dice: 0.8522, loss: 20.3448, grad_norm: 123.9228 2023-11-27 04:34:38,309 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:34:38,310 - mmseg - INFO - Iter [157000/160000] lr: 7.156e-08, eta: 0:18:52, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3438, decode.loss_mask: 0.5523, decode.loss_dice: 0.8482, decode.d0.loss_cls: 2.1930, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 1.0160, decode.d1.loss_cls: 0.5319, decode.d1.loss_mask: 0.5868, decode.d1.loss_dice: 0.9256, decode.d2.loss_cls: 0.4345, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.8984, decode.d3.loss_cls: 0.3979, decode.d3.loss_mask: 0.5653, decode.d3.loss_dice: 0.8678, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5608, decode.d4.loss_dice: 0.8608, decode.d5.loss_cls: 0.3589, decode.d5.loss_mask: 0.5603, decode.d5.loss_dice: 0.8640, decode.d6.loss_cls: 0.3521, decode.d6.loss_mask: 0.5563, decode.d6.loss_dice: 0.8557, decode.d7.loss_cls: 0.3518, decode.d7.loss_mask: 0.5545, decode.d7.loss_dice: 0.8530, decode.d8.loss_cls: 0.3409, decode.d8.loss_mask: 0.5543, decode.d8.loss_dice: 0.8558, loss: 20.2203, grad_norm: 116.0160 2023-11-27 04:34:56,612 - mmseg - INFO - Iter [157050/160000] lr: 7.037e-08, eta: 0:18:33, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3754, decode.loss_mask: 0.5555, decode.loss_dice: 0.8420, decode.d0.loss_cls: 2.2390, decode.d0.loss_mask: 0.6334, decode.d0.loss_dice: 1.0152, decode.d1.loss_cls: 0.5684, decode.d1.loss_mask: 0.5975, decode.d1.loss_dice: 0.9299, decode.d2.loss_cls: 0.4737, decode.d2.loss_mask: 0.5808, decode.d2.loss_dice: 0.8866, decode.d3.loss_cls: 0.4333, decode.d3.loss_mask: 0.5675, decode.d3.loss_dice: 0.8614, decode.d4.loss_cls: 0.4218, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.8581, decode.d5.loss_cls: 0.3955, decode.d5.loss_mask: 0.5659, decode.d5.loss_dice: 0.8611, decode.d6.loss_cls: 0.3878, decode.d6.loss_mask: 0.5614, decode.d6.loss_dice: 0.8471, decode.d7.loss_cls: 0.3771, decode.d7.loss_mask: 0.5591, decode.d7.loss_dice: 0.8475, decode.d8.loss_cls: 0.3778, decode.d8.loss_mask: 0.5551, decode.d8.loss_dice: 0.8439, loss: 20.5830, grad_norm: 133.4221 2023-11-27 04:35:15,018 - mmseg - INFO - Iter [157100/160000] lr: 6.917e-08, eta: 0:18:14, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3449, decode.loss_mask: 0.5503, decode.loss_dice: 0.8642, decode.d0.loss_cls: 2.2294, decode.d0.loss_mask: 0.6167, decode.d0.loss_dice: 1.0290, decode.d1.loss_cls: 0.5162, decode.d1.loss_mask: 0.5847, decode.d1.loss_dice: 0.9449, decode.d2.loss_cls: 0.4356, decode.d2.loss_mask: 0.5711, decode.d2.loss_dice: 0.9069, decode.d3.loss_cls: 0.3992, decode.d3.loss_mask: 0.5629, decode.d3.loss_dice: 0.8794, decode.d4.loss_cls: 0.3761, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8814, decode.d5.loss_cls: 0.3600, decode.d5.loss_mask: 0.5588, decode.d5.loss_dice: 0.8765, decode.d6.loss_cls: 0.3569, decode.d6.loss_mask: 0.5567, decode.d6.loss_dice: 0.8656, decode.d7.loss_cls: 0.3457, decode.d7.loss_mask: 0.5548, decode.d7.loss_dice: 0.8653, decode.d8.loss_cls: 0.3404, decode.d8.loss_mask: 0.5525, decode.d8.loss_dice: 0.8642, loss: 20.3517, grad_norm: 124.7036 2023-11-27 04:35:33,394 - mmseg - INFO - Iter [157150/160000] lr: 6.798e-08, eta: 0:17:55, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3503, decode.loss_mask: 0.5562, decode.loss_dice: 0.8593, decode.d0.loss_cls: 2.2209, decode.d0.loss_mask: 0.6270, decode.d0.loss_dice: 1.0312, decode.d1.loss_cls: 0.5203, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4360, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.9028, decode.d3.loss_cls: 0.3930, decode.d3.loss_mask: 0.5670, decode.d3.loss_dice: 0.8732, decode.d4.loss_cls: 0.3810, decode.d4.loss_mask: 0.5638, decode.d4.loss_dice: 0.8739, decode.d5.loss_cls: 0.3628, decode.d5.loss_mask: 0.5636, decode.d5.loss_dice: 0.8733, decode.d6.loss_cls: 0.3547, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8653, decode.d7.loss_cls: 0.3504, decode.d7.loss_mask: 0.5586, decode.d7.loss_dice: 0.8601, decode.d8.loss_cls: 0.3458, decode.d8.loss_mask: 0.5574, decode.d8.loss_dice: 0.8589, loss: 20.3729, grad_norm: 119.3583 2023-11-27 04:35:51,975 - mmseg - INFO - Iter [157200/160000] lr: 6.679e-08, eta: 0:17:36, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3623, decode.loss_mask: 0.5436, decode.loss_dice: 0.8488, decode.d0.loss_cls: 2.2303, decode.d0.loss_mask: 0.6179, decode.d0.loss_dice: 1.0192, decode.d1.loss_cls: 0.5671, decode.d1.loss_mask: 0.5823, decode.d1.loss_dice: 0.9301, decode.d2.loss_cls: 0.4690, decode.d2.loss_mask: 0.5647, decode.d2.loss_dice: 0.8939, decode.d3.loss_cls: 0.4218, decode.d3.loss_mask: 0.5556, decode.d3.loss_dice: 0.8685, decode.d4.loss_cls: 0.3995, decode.d4.loss_mask: 0.5535, decode.d4.loss_dice: 0.8633, decode.d5.loss_cls: 0.3848, decode.d5.loss_mask: 0.5502, decode.d5.loss_dice: 0.8623, decode.d6.loss_cls: 0.3779, decode.d6.loss_mask: 0.5472, decode.d6.loss_dice: 0.8544, decode.d7.loss_cls: 0.3682, decode.d7.loss_mask: 0.5446, decode.d7.loss_dice: 0.8531, decode.d8.loss_cls: 0.3610, decode.d8.loss_mask: 0.5443, decode.d8.loss_dice: 0.8481, loss: 20.3875, grad_norm: 104.4693 2023-11-27 04:36:10,157 - mmseg - INFO - Iter [157250/160000] lr: 6.560e-08, eta: 0:17:17, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3481, decode.loss_mask: 0.5416, decode.loss_dice: 0.8430, decode.d0.loss_cls: 2.2362, decode.d0.loss_mask: 0.6023, decode.d0.loss_dice: 1.0096, decode.d1.loss_cls: 0.5431, decode.d1.loss_mask: 0.5720, decode.d1.loss_dice: 0.9239, decode.d2.loss_cls: 0.4451, decode.d2.loss_mask: 0.5567, decode.d2.loss_dice: 0.8867, decode.d3.loss_cls: 0.4052, decode.d3.loss_mask: 0.5500, decode.d3.loss_dice: 0.8558, decode.d4.loss_cls: 0.3851, decode.d4.loss_mask: 0.5496, decode.d4.loss_dice: 0.8593, decode.d5.loss_cls: 0.3676, decode.d5.loss_mask: 0.5486, decode.d5.loss_dice: 0.8566, decode.d6.loss_cls: 0.3532, decode.d6.loss_mask: 0.5462, decode.d6.loss_dice: 0.8496, decode.d7.loss_cls: 0.3517, decode.d7.loss_mask: 0.5432, decode.d7.loss_dice: 0.8477, decode.d8.loss_cls: 0.3409, decode.d8.loss_mask: 0.5431, decode.d8.loss_dice: 0.8498, loss: 20.1114, grad_norm: 104.9645 2023-11-27 04:36:28,783 - mmseg - INFO - Iter [157300/160000] lr: 6.441e-08, eta: 0:16:58, time: 0.373, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3329, decode.loss_mask: 0.5516, decode.loss_dice: 0.8534, decode.d0.loss_cls: 2.2376, decode.d0.loss_mask: 0.6120, decode.d0.loss_dice: 1.0116, decode.d1.loss_cls: 0.5422, decode.d1.loss_mask: 0.5838, decode.d1.loss_dice: 0.9322, decode.d2.loss_cls: 0.4509, decode.d2.loss_mask: 0.5681, decode.d2.loss_dice: 0.8962, decode.d3.loss_cls: 0.4032, decode.d3.loss_mask: 0.5622, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.3775, decode.d4.loss_mask: 0.5620, decode.d4.loss_dice: 0.8698, decode.d5.loss_cls: 0.3673, decode.d5.loss_mask: 0.5584, decode.d5.loss_dice: 0.8634, decode.d6.loss_cls: 0.3546, decode.d6.loss_mask: 0.5562, decode.d6.loss_dice: 0.8633, decode.d7.loss_cls: 0.3461, decode.d7.loss_mask: 0.5537, decode.d7.loss_dice: 0.8572, decode.d8.loss_cls: 0.3369, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8576, loss: 20.2873, grad_norm: 131.1411 2023-11-27 04:36:47,136 - mmseg - INFO - Iter [157350/160000] lr: 6.321e-08, eta: 0:16:39, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3431, decode.loss_mask: 0.5765, decode.loss_dice: 0.8474, decode.d0.loss_cls: 2.2059, decode.d0.loss_mask: 0.6545, decode.d0.loss_dice: 1.0142, decode.d1.loss_cls: 0.5394, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9319, decode.d2.loss_cls: 0.4556, decode.d2.loss_mask: 0.6012, decode.d2.loss_dice: 0.8911, decode.d3.loss_cls: 0.4134, decode.d3.loss_mask: 0.5906, decode.d3.loss_dice: 0.8685, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.3635, decode.d5.loss_mask: 0.5862, decode.d5.loss_dice: 0.8629, decode.d6.loss_cls: 0.3578, decode.d6.loss_mask: 0.5836, decode.d6.loss_dice: 0.8510, decode.d7.loss_cls: 0.3504, decode.d7.loss_mask: 0.5799, decode.d7.loss_dice: 0.8486, decode.d8.loss_cls: 0.3410, decode.d8.loss_mask: 0.5767, decode.d8.loss_dice: 0.8454, loss: 20.5321, grad_norm: 117.9312 2023-11-27 04:37:05,545 - mmseg - INFO - Iter [157400/160000] lr: 6.202e-08, eta: 0:16:21, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3644, decode.loss_mask: 0.5530, decode.loss_dice: 0.8407, decode.d0.loss_cls: 2.2569, decode.d0.loss_mask: 0.6189, decode.d0.loss_dice: 1.0154, decode.d1.loss_cls: 0.5504, decode.d1.loss_mask: 0.5858, decode.d1.loss_dice: 0.9211, decode.d2.loss_cls: 0.4803, decode.d2.loss_mask: 0.5722, decode.d2.loss_dice: 0.8837, decode.d3.loss_cls: 0.4358, decode.d3.loss_mask: 0.5644, decode.d3.loss_dice: 0.8604, decode.d4.loss_cls: 0.4180, decode.d4.loss_mask: 0.5636, decode.d4.loss_dice: 0.8570, decode.d5.loss_cls: 0.3919, decode.d5.loss_mask: 0.5585, decode.d5.loss_dice: 0.8543, decode.d6.loss_cls: 0.3821, decode.d6.loss_mask: 0.5556, decode.d6.loss_dice: 0.8488, decode.d7.loss_cls: 0.3743, decode.d7.loss_mask: 0.5538, decode.d7.loss_dice: 0.8395, decode.d8.loss_cls: 0.3688, decode.d8.loss_mask: 0.5510, decode.d8.loss_dice: 0.8413, loss: 20.4618, grad_norm: 125.9771 2023-11-27 04:37:23,773 - mmseg - INFO - Iter [157450/160000] lr: 6.083e-08, eta: 0:16:02, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3226, decode.loss_mask: 0.5542, decode.loss_dice: 0.8401, decode.d0.loss_cls: 2.1667, decode.d0.loss_mask: 0.6200, decode.d0.loss_dice: 1.0044, decode.d1.loss_cls: 0.5155, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.9246, decode.d2.loss_cls: 0.4315, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8846, decode.d3.loss_cls: 0.3865, decode.d3.loss_mask: 0.5644, decode.d3.loss_dice: 0.8574, decode.d4.loss_cls: 0.3700, decode.d4.loss_mask: 0.5620, decode.d4.loss_dice: 0.8556, decode.d5.loss_cls: 0.3502, decode.d5.loss_mask: 0.5608, decode.d5.loss_dice: 0.8481, decode.d6.loss_cls: 0.3387, decode.d6.loss_mask: 0.5584, decode.d6.loss_dice: 0.8439, decode.d7.loss_cls: 0.3345, decode.d7.loss_mask: 0.5566, decode.d7.loss_dice: 0.8431, decode.d8.loss_cls: 0.3255, decode.d8.loss_mask: 0.5553, decode.d8.loss_dice: 0.8402, loss: 19.9785, grad_norm: 116.1235 2023-11-27 04:37:42,445 - mmseg - INFO - Iter [157500/160000] lr: 5.964e-08, eta: 0:15:43, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3507, decode.loss_mask: 0.5465, decode.loss_dice: 0.8458, decode.d0.loss_cls: 2.2314, decode.d0.loss_mask: 0.6163, decode.d0.loss_dice: 1.0112, decode.d1.loss_cls: 0.5425, decode.d1.loss_mask: 0.5874, decode.d1.loss_dice: 0.9269, decode.d2.loss_cls: 0.4515, decode.d2.loss_mask: 0.5692, decode.d2.loss_dice: 0.8890, decode.d3.loss_cls: 0.4046, decode.d3.loss_mask: 0.5619, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.3890, decode.d4.loss_mask: 0.5572, decode.d4.loss_dice: 0.8579, decode.d5.loss_cls: 0.3784, decode.d5.loss_mask: 0.5538, decode.d5.loss_dice: 0.8585, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8505, decode.d7.loss_cls: 0.3570, decode.d7.loss_mask: 0.5495, decode.d7.loss_dice: 0.8486, decode.d8.loss_cls: 0.3457, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.8479, loss: 20.2658, grad_norm: 114.6034 2023-11-27 04:38:00,777 - mmseg - INFO - Iter [157550/160000] lr: 5.844e-08, eta: 0:15:24, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3460, decode.loss_mask: 0.5680, decode.loss_dice: 0.8318, decode.d0.loss_cls: 2.2318, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 0.9950, decode.d1.loss_cls: 0.5406, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.9100, decode.d2.loss_cls: 0.4513, decode.d2.loss_mask: 0.5900, decode.d2.loss_dice: 0.8775, decode.d3.loss_cls: 0.4123, decode.d3.loss_mask: 0.5804, decode.d3.loss_dice: 0.8482, decode.d4.loss_cls: 0.3824, decode.d4.loss_mask: 0.5780, decode.d4.loss_dice: 0.8457, decode.d5.loss_cls: 0.3664, decode.d5.loss_mask: 0.5769, decode.d5.loss_dice: 0.8436, decode.d6.loss_cls: 0.3560, decode.d6.loss_mask: 0.5734, decode.d6.loss_dice: 0.8404, decode.d7.loss_cls: 0.3443, decode.d7.loss_mask: 0.5713, decode.d7.loss_dice: 0.8384, decode.d8.loss_cls: 0.3490, decode.d8.loss_mask: 0.5699, decode.d8.loss_dice: 0.8340, loss: 20.2994, grad_norm: 142.6006 2023-11-27 04:38:19,275 - mmseg - INFO - Iter [157600/160000] lr: 5.725e-08, eta: 0:15:05, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3578, decode.loss_mask: 0.5689, decode.loss_dice: 0.8673, decode.d0.loss_cls: 2.2282, decode.d0.loss_mask: 0.6325, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.5452, decode.d1.loss_mask: 0.5984, decode.d1.loss_dice: 0.9527, decode.d2.loss_cls: 0.4593, decode.d2.loss_mask: 0.5856, decode.d2.loss_dice: 0.9109, decode.d3.loss_cls: 0.4139, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8861, decode.d4.loss_cls: 0.3959, decode.d4.loss_mask: 0.5750, decode.d4.loss_dice: 0.8828, decode.d5.loss_cls: 0.3822, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8777, decode.d6.loss_cls: 0.3735, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8740, decode.d7.loss_cls: 0.3599, decode.d7.loss_mask: 0.5699, decode.d7.loss_dice: 0.8698, decode.d8.loss_cls: 0.3606, decode.d8.loss_mask: 0.5693, decode.d8.loss_dice: 0.8730, loss: 20.7302, grad_norm: 115.2827 2023-11-27 04:38:37,755 - mmseg - INFO - Iter [157650/160000] lr: 5.606e-08, eta: 0:14:46, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3434, decode.loss_mask: 0.5569, decode.loss_dice: 0.8437, decode.d0.loss_cls: 2.2003, decode.d0.loss_mask: 0.6267, decode.d0.loss_dice: 1.0167, decode.d1.loss_cls: 0.5256, decode.d1.loss_mask: 0.5929, decode.d1.loss_dice: 0.9247, decode.d2.loss_cls: 0.4361, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.8828, decode.d3.loss_cls: 0.3986, decode.d3.loss_mask: 0.5670, decode.d3.loss_dice: 0.8557, decode.d4.loss_cls: 0.3780, decode.d4.loss_mask: 0.5648, decode.d4.loss_dice: 0.8590, decode.d5.loss_cls: 0.3568, decode.d5.loss_mask: 0.5670, decode.d5.loss_dice: 0.8579, decode.d6.loss_cls: 0.3527, decode.d6.loss_mask: 0.5616, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.3496, decode.d7.loss_mask: 0.5604, decode.d7.loss_dice: 0.8500, decode.d8.loss_cls: 0.3435, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.8499, loss: 20.2085, grad_norm: 115.6577 2023-11-27 04:38:56,121 - mmseg - INFO - Iter [157700/160000] lr: 5.487e-08, eta: 0:14:27, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3416, decode.loss_mask: 0.5634, decode.loss_dice: 0.8597, decode.d0.loss_cls: 2.2077, decode.d0.loss_mask: 0.6323, decode.d0.loss_dice: 1.0249, decode.d1.loss_cls: 0.5385, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.9352, decode.d2.loss_cls: 0.4522, decode.d2.loss_mask: 0.5787, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4048, decode.d3.loss_mask: 0.5745, decode.d3.loss_dice: 0.8743, decode.d4.loss_cls: 0.3826, decode.d4.loss_mask: 0.5711, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.3769, decode.d5.loss_mask: 0.5667, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.3649, decode.d6.loss_mask: 0.5664, decode.d6.loss_dice: 0.8640, decode.d7.loss_cls: 0.3573, decode.d7.loss_mask: 0.5642, decode.d7.loss_dice: 0.8578, decode.d8.loss_cls: 0.3498, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8600, loss: 20.4639, grad_norm: 118.5276 2023-11-27 04:39:14,523 - mmseg - INFO - Iter [157750/160000] lr: 5.368e-08, eta: 0:14:08, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3430, decode.loss_mask: 0.5528, decode.loss_dice: 0.8620, decode.d0.loss_cls: 2.2486, decode.d0.loss_mask: 0.6183, decode.d0.loss_dice: 1.0225, decode.d1.loss_cls: 0.5490, decode.d1.loss_mask: 0.5848, decode.d1.loss_dice: 0.9380, decode.d2.loss_cls: 0.4515, decode.d2.loss_mask: 0.5726, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4134, decode.d3.loss_mask: 0.5641, decode.d3.loss_dice: 0.8793, decode.d4.loss_cls: 0.3913, decode.d4.loss_mask: 0.5613, decode.d4.loss_dice: 0.8771, decode.d5.loss_cls: 0.3787, decode.d5.loss_mask: 0.5591, decode.d5.loss_dice: 0.8727, decode.d6.loss_cls: 0.3664, decode.d6.loss_mask: 0.5566, decode.d6.loss_dice: 0.8663, decode.d7.loss_cls: 0.3536, decode.d7.loss_mask: 0.5555, decode.d7.loss_dice: 0.8623, decode.d8.loss_cls: 0.3471, decode.d8.loss_mask: 0.5545, decode.d8.loss_dice: 0.8594, loss: 20.4699, grad_norm: 115.8559 2023-11-27 04:39:33,014 - mmseg - INFO - Iter [157800/160000] lr: 5.248e-08, eta: 0:13:50, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3378, decode.loss_mask: 0.5385, decode.loss_dice: 0.8387, decode.d0.loss_cls: 2.2750, decode.d0.loss_mask: 0.5967, decode.d0.loss_dice: 1.0032, decode.d1.loss_cls: 0.5491, decode.d1.loss_mask: 0.5686, decode.d1.loss_dice: 0.9185, decode.d2.loss_cls: 0.4520, decode.d2.loss_mask: 0.5578, decode.d2.loss_dice: 0.8792, decode.d3.loss_cls: 0.4063, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.8557, decode.d4.loss_cls: 0.3788, decode.d4.loss_mask: 0.5517, decode.d4.loss_dice: 0.8528, decode.d5.loss_cls: 0.3628, decode.d5.loss_mask: 0.5483, decode.d5.loss_dice: 0.8538, decode.d6.loss_cls: 0.3524, decode.d6.loss_mask: 0.5440, decode.d6.loss_dice: 0.8464, decode.d7.loss_cls: 0.3466, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.8437, decode.d8.loss_cls: 0.3397, decode.d8.loss_mask: 0.5411, decode.d8.loss_dice: 0.8431, loss: 20.0760, grad_norm: 128.5870 2023-11-27 04:39:51,292 - mmseg - INFO - Iter [157850/160000] lr: 5.129e-08, eta: 0:13:31, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3530, decode.loss_mask: 0.5535, decode.loss_dice: 0.8278, decode.d0.loss_cls: 2.1827, decode.d0.loss_mask: 0.6234, decode.d0.loss_dice: 1.0010, decode.d1.loss_cls: 0.5342, decode.d1.loss_mask: 0.5875, decode.d1.loss_dice: 0.9134, decode.d2.loss_cls: 0.4636, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8720, decode.d3.loss_cls: 0.4232, decode.d3.loss_mask: 0.5606, decode.d3.loss_dice: 0.8459, decode.d4.loss_cls: 0.3908, decode.d4.loss_mask: 0.5611, decode.d4.loss_dice: 0.8443, decode.d5.loss_cls: 0.3911, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8400, decode.d6.loss_cls: 0.3779, decode.d6.loss_mask: 0.5539, decode.d6.loss_dice: 0.8320, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5529, decode.d7.loss_dice: 0.8323, decode.d8.loss_cls: 0.3575, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8333, loss: 20.1569, grad_norm: 129.3677 2023-11-27 04:40:12,084 - mmseg - INFO - Iter [157900/160000] lr: 5.010e-08, eta: 0:13:12, time: 0.416, data_time: 0.053, memory: 36416, decode.loss_cls: 0.3449, decode.loss_mask: 0.5698, decode.loss_dice: 0.8509, decode.d0.loss_cls: 2.2167, decode.d0.loss_mask: 0.6299, decode.d0.loss_dice: 1.0123, decode.d1.loss_cls: 0.5480, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.9218, decode.d2.loss_cls: 0.4441, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.8874, decode.d3.loss_cls: 0.4035, decode.d3.loss_mask: 0.5821, decode.d3.loss_dice: 0.8655, decode.d4.loss_cls: 0.3850, decode.d4.loss_mask: 0.5787, decode.d4.loss_dice: 0.8585, decode.d5.loss_cls: 0.3680, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8622, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8509, decode.d7.loss_cls: 0.3588, decode.d7.loss_mask: 0.5688, decode.d7.loss_dice: 0.8503, decode.d8.loss_cls: 0.3529, decode.d8.loss_mask: 0.5687, decode.d8.loss_dice: 0.8488, loss: 20.4380, grad_norm: 134.1063 2023-11-27 04:40:30,480 - mmseg - INFO - Iter [157950/160000] lr: 4.891e-08, eta: 0:12:53, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3575, decode.loss_mask: 0.5641, decode.loss_dice: 0.8432, decode.d0.loss_cls: 2.1734, decode.d0.loss_mask: 0.6317, decode.d0.loss_dice: 1.0120, decode.d1.loss_cls: 0.5341, decode.d1.loss_mask: 0.5958, decode.d1.loss_dice: 0.9259, decode.d2.loss_cls: 0.4479, decode.d2.loss_mask: 0.5806, decode.d2.loss_dice: 0.8928, decode.d3.loss_cls: 0.4096, decode.d3.loss_mask: 0.5769, decode.d3.loss_dice: 0.8676, decode.d4.loss_cls: 0.3889, decode.d4.loss_mask: 0.5744, decode.d4.loss_dice: 0.8645, decode.d5.loss_cls: 0.3777, decode.d5.loss_mask: 0.5719, decode.d5.loss_dice: 0.8595, decode.d6.loss_cls: 0.3633, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8526, decode.d7.loss_cls: 0.3580, decode.d7.loss_mask: 0.5652, decode.d7.loss_dice: 0.8512, decode.d8.loss_cls: 0.3547, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8492, loss: 20.3770, grad_norm: 134.3297 2023-11-27 04:40:48,956 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:40:48,957 - mmseg - INFO - Iter [158000/160000] lr: 4.771e-08, eta: 0:12:34, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3501, decode.loss_mask: 0.5712, decode.loss_dice: 0.8547, decode.d0.loss_cls: 2.2071, decode.d0.loss_mask: 0.6362, decode.d0.loss_dice: 1.0164, decode.d1.loss_cls: 0.5331, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.9351, decode.d2.loss_cls: 0.4578, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.9015, decode.d3.loss_cls: 0.4110, decode.d3.loss_mask: 0.5855, decode.d3.loss_dice: 0.8738, decode.d4.loss_cls: 0.4025, decode.d4.loss_mask: 0.5798, decode.d4.loss_dice: 0.8671, decode.d5.loss_cls: 0.3769, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8669, decode.d6.loss_cls: 0.3672, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8588, decode.d7.loss_cls: 0.3564, decode.d7.loss_mask: 0.5724, decode.d7.loss_dice: 0.8545, decode.d8.loss_cls: 0.3528, decode.d8.loss_mask: 0.5708, decode.d8.loss_dice: 0.8574, loss: 20.5694, grad_norm: 119.8705 2023-11-27 04:41:07,419 - mmseg - INFO - Iter [158050/160000] lr: 4.652e-08, eta: 0:12:15, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3335, decode.loss_mask: 0.5698, decode.loss_dice: 0.8511, decode.d0.loss_cls: 2.2383, decode.d0.loss_mask: 0.6338, decode.d0.loss_dice: 1.0152, decode.d1.loss_cls: 0.5372, decode.d1.loss_mask: 0.6056, decode.d1.loss_dice: 0.9393, decode.d2.loss_cls: 0.4484, decode.d2.loss_mask: 0.5886, decode.d2.loss_dice: 0.8879, decode.d3.loss_cls: 0.3961, decode.d3.loss_mask: 0.5823, decode.d3.loss_dice: 0.8668, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5781, decode.d4.loss_dice: 0.8617, decode.d5.loss_cls: 0.3648, decode.d5.loss_mask: 0.5763, decode.d5.loss_dice: 0.8631, decode.d6.loss_cls: 0.3529, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8546, decode.d7.loss_cls: 0.3483, decode.d7.loss_mask: 0.5724, decode.d7.loss_dice: 0.8511, decode.d8.loss_cls: 0.3378, decode.d8.loss_mask: 0.5718, decode.d8.loss_dice: 0.8549, loss: 20.4359, grad_norm: 122.9064 2023-11-27 04:41:25,814 - mmseg - INFO - Iter [158100/160000] lr: 4.533e-08, eta: 0:11:56, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3355, decode.loss_mask: 0.5465, decode.loss_dice: 0.8504, decode.d0.loss_cls: 2.2336, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 1.0211, decode.d1.loss_cls: 0.5481, decode.d1.loss_mask: 0.5823, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4502, decode.d2.loss_mask: 0.5651, decode.d2.loss_dice: 0.8960, decode.d3.loss_cls: 0.4042, decode.d3.loss_mask: 0.5553, decode.d3.loss_dice: 0.8731, decode.d4.loss_cls: 0.3864, decode.d4.loss_mask: 0.5516, decode.d4.loss_dice: 0.8646, decode.d5.loss_cls: 0.3581, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8643, decode.d6.loss_cls: 0.3522, decode.d6.loss_mask: 0.5507, decode.d6.loss_dice: 0.8541, decode.d7.loss_cls: 0.3454, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.8549, decode.d8.loss_cls: 0.3437, decode.d8.loss_mask: 0.5477, decode.d8.loss_dice: 0.8535, loss: 20.2469, grad_norm: 127.6105 2023-11-27 04:41:44,199 - mmseg - INFO - Iter [158150/160000] lr: 4.414e-08, eta: 0:11:38, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3511, decode.loss_mask: 0.5460, decode.loss_dice: 0.8480, decode.d0.loss_cls: 2.2325, decode.d0.loss_mask: 0.6133, decode.d0.loss_dice: 1.0104, decode.d1.loss_cls: 0.5410, decode.d1.loss_mask: 0.5825, decode.d1.loss_dice: 0.9290, decode.d2.loss_cls: 0.4543, decode.d2.loss_mask: 0.5660, decode.d2.loss_dice: 0.8897, decode.d3.loss_cls: 0.4029, decode.d3.loss_mask: 0.5598, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.3870, decode.d4.loss_mask: 0.5544, decode.d4.loss_dice: 0.8595, decode.d5.loss_cls: 0.3731, decode.d5.loss_mask: 0.5522, decode.d5.loss_dice: 0.8580, decode.d6.loss_cls: 0.3609, decode.d6.loss_mask: 0.5495, decode.d6.loss_dice: 0.8494, decode.d7.loss_cls: 0.3514, decode.d7.loss_mask: 0.5475, decode.d7.loss_dice: 0.8499, decode.d8.loss_cls: 0.3464, decode.d8.loss_mask: 0.5461, decode.d8.loss_dice: 0.8454, loss: 20.2217, grad_norm: 121.3705 2023-11-27 04:42:02,561 - mmseg - INFO - Iter [158200/160000] lr: 4.294e-08, eta: 0:11:19, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3575, decode.loss_mask: 0.5542, decode.loss_dice: 0.8443, decode.d0.loss_cls: 2.2422, decode.d0.loss_mask: 0.6313, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5615, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9289, decode.d2.loss_cls: 0.4652, decode.d2.loss_mask: 0.5771, decode.d2.loss_dice: 0.8914, decode.d3.loss_cls: 0.4169, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8627, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5636, decode.d4.loss_dice: 0.8663, decode.d5.loss_cls: 0.3707, decode.d5.loss_mask: 0.5617, decode.d5.loss_dice: 0.8637, decode.d6.loss_cls: 0.3695, decode.d6.loss_mask: 0.5577, decode.d6.loss_dice: 0.8510, decode.d7.loss_cls: 0.3615, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8520, decode.d8.loss_cls: 0.3637, decode.d8.loss_mask: 0.5572, decode.d8.loss_dice: 0.8500, loss: 20.4400, grad_norm: 125.1553 2023-11-27 04:42:20,861 - mmseg - INFO - Iter [158250/160000] lr: 4.175e-08, eta: 0:11:00, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3473, decode.loss_mask: 0.5558, decode.loss_dice: 0.8276, decode.d0.loss_cls: 2.1688, decode.d0.loss_mask: 0.6223, decode.d0.loss_dice: 0.9829, decode.d1.loss_cls: 0.5357, decode.d1.loss_mask: 0.5886, decode.d1.loss_dice: 0.9049, decode.d2.loss_cls: 0.4536, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8677, decode.d3.loss_cls: 0.4105, decode.d3.loss_mask: 0.5673, decode.d3.loss_dice: 0.8438, decode.d4.loss_cls: 0.3994, decode.d4.loss_mask: 0.5623, decode.d4.loss_dice: 0.8393, decode.d5.loss_cls: 0.3831, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8372, decode.d6.loss_cls: 0.3672, decode.d6.loss_mask: 0.5590, decode.d6.loss_dice: 0.8329, decode.d7.loss_cls: 0.3537, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.8303, decode.d8.loss_cls: 0.3448, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8334, loss: 20.0711, grad_norm: 131.9968 2023-11-27 04:42:39,246 - mmseg - INFO - Iter [158300/160000] lr: 4.056e-08, eta: 0:10:41, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3354, decode.loss_mask: 0.5573, decode.loss_dice: 0.8566, decode.d0.loss_cls: 2.2422, decode.d0.loss_mask: 0.6195, decode.d0.loss_dice: 1.0119, decode.d1.loss_cls: 0.5244, decode.d1.loss_mask: 0.5956, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4368, decode.d2.loss_mask: 0.5793, decode.d2.loss_dice: 0.8969, decode.d3.loss_cls: 0.3844, decode.d3.loss_mask: 0.5702, decode.d3.loss_dice: 0.8711, decode.d4.loss_cls: 0.3722, decode.d4.loss_mask: 0.5675, decode.d4.loss_dice: 0.8689, decode.d5.loss_cls: 0.3564, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8681, decode.d6.loss_cls: 0.3533, decode.d6.loss_mask: 0.5623, decode.d6.loss_dice: 0.8609, decode.d7.loss_cls: 0.3317, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8621, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5583, decode.d8.loss_dice: 0.8553, loss: 20.2993, grad_norm: 121.8939 2023-11-27 04:42:57,729 - mmseg - INFO - Iter [158350/160000] lr: 3.937e-08, eta: 0:10:22, time: 0.370, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3647, decode.loss_mask: 0.5529, decode.loss_dice: 0.8672, decode.d0.loss_cls: 2.2807, decode.d0.loss_mask: 0.6142, decode.d0.loss_dice: 1.0266, decode.d1.loss_cls: 0.5599, decode.d1.loss_mask: 0.5829, decode.d1.loss_dice: 0.9436, decode.d2.loss_cls: 0.4786, decode.d2.loss_mask: 0.5677, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.5590, decode.d3.loss_dice: 0.8807, decode.d4.loss_cls: 0.4026, decode.d4.loss_mask: 0.5595, decode.d4.loss_dice: 0.8793, decode.d5.loss_cls: 0.3866, decode.d5.loss_mask: 0.5578, decode.d5.loss_dice: 0.8759, decode.d6.loss_cls: 0.3714, decode.d6.loss_mask: 0.5555, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.3708, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8634, decode.d8.loss_cls: 0.3612, decode.d8.loss_mask: 0.5541, decode.d8.loss_dice: 0.8693, loss: 20.6507, grad_norm: 130.5022 2023-11-27 04:43:16,052 - mmseg - INFO - Iter [158400/160000] lr: 3.818e-08, eta: 0:10:03, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3652, decode.loss_mask: 0.5673, decode.loss_dice: 0.8510, decode.d0.loss_cls: 2.2479, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.5994, decode.d1.loss_dice: 0.9290, decode.d2.loss_cls: 0.4569, decode.d2.loss_mask: 0.5867, decode.d2.loss_dice: 0.8945, decode.d3.loss_cls: 0.4207, decode.d3.loss_mask: 0.5774, decode.d3.loss_dice: 0.8674, decode.d4.loss_cls: 0.4039, decode.d4.loss_mask: 0.5752, decode.d4.loss_dice: 0.8659, decode.d5.loss_cls: 0.3910, decode.d5.loss_mask: 0.5725, decode.d5.loss_dice: 0.8646, decode.d6.loss_cls: 0.3877, decode.d6.loss_mask: 0.5701, decode.d6.loss_dice: 0.8550, decode.d7.loss_cls: 0.3695, decode.d7.loss_mask: 0.5688, decode.d7.loss_dice: 0.8522, decode.d8.loss_cls: 0.3628, decode.d8.loss_mask: 0.5685, decode.d8.loss_dice: 0.8586, loss: 20.6363, grad_norm: 135.1166 2023-11-27 04:43:34,593 - mmseg - INFO - Iter [158450/160000] lr: 3.698e-08, eta: 0:09:44, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3293, decode.loss_mask: 0.5551, decode.loss_dice: 0.8309, decode.d0.loss_cls: 2.1958, decode.d0.loss_mask: 0.6209, decode.d0.loss_dice: 0.9752, decode.d1.loss_cls: 0.5135, decode.d1.loss_mask: 0.5940, decode.d1.loss_dice: 0.9000, decode.d2.loss_cls: 0.4427, decode.d2.loss_mask: 0.5735, decode.d2.loss_dice: 0.8669, decode.d3.loss_cls: 0.3908, decode.d3.loss_mask: 0.5665, decode.d3.loss_dice: 0.8406, decode.d4.loss_cls: 0.3721, decode.d4.loss_mask: 0.5636, decode.d4.loss_dice: 0.8370, decode.d5.loss_cls: 0.3568, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8389, decode.d6.loss_cls: 0.3449, decode.d6.loss_mask: 0.5584, decode.d6.loss_dice: 0.8361, decode.d7.loss_cls: 0.3336, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8357, decode.d8.loss_cls: 0.3276, decode.d8.loss_mask: 0.5565, decode.d8.loss_dice: 0.8360, loss: 19.9118, grad_norm: 111.4937 2023-11-27 04:43:53,067 - mmseg - INFO - Iter [158500/160000] lr: 3.579e-08, eta: 0:09:25, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3659, decode.loss_mask: 0.5584, decode.loss_dice: 0.8591, decode.d0.loss_cls: 2.2670, decode.d0.loss_mask: 0.6369, decode.d0.loss_dice: 1.0419, decode.d1.loss_cls: 0.5754, decode.d1.loss_mask: 0.5955, decode.d1.loss_dice: 0.9442, decode.d2.loss_cls: 0.4755, decode.d2.loss_mask: 0.5781, decode.d2.loss_dice: 0.9049, decode.d3.loss_cls: 0.4346, decode.d3.loss_mask: 0.5693, decode.d3.loss_dice: 0.8795, decode.d4.loss_cls: 0.4100, decode.d4.loss_mask: 0.5683, decode.d4.loss_dice: 0.8770, decode.d5.loss_cls: 0.3996, decode.d5.loss_mask: 0.5636, decode.d5.loss_dice: 0.8729, decode.d6.loss_cls: 0.3845, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.3754, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8629, decode.d8.loss_cls: 0.3687, decode.d8.loss_mask: 0.5576, decode.d8.loss_dice: 0.8584, loss: 20.7797, grad_norm: 119.2033 2023-11-27 04:44:11,200 - mmseg - INFO - Iter [158550/160000] lr: 3.460e-08, eta: 0:09:07, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3562, decode.loss_mask: 0.5686, decode.loss_dice: 0.8739, decode.d0.loss_cls: 2.2224, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 1.0467, decode.d1.loss_cls: 0.5600, decode.d1.loss_mask: 0.6081, decode.d1.loss_dice: 0.9644, decode.d2.loss_cls: 0.4706, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4262, decode.d3.loss_mask: 0.5791, decode.d3.loss_dice: 0.8925, decode.d4.loss_cls: 0.4064, decode.d4.loss_mask: 0.5781, decode.d4.loss_dice: 0.8906, decode.d5.loss_cls: 0.3917, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8855, decode.d6.loss_cls: 0.3781, decode.d6.loss_mask: 0.5713, decode.d6.loss_dice: 0.8787, decode.d7.loss_cls: 0.3626, decode.d7.loss_mask: 0.5685, decode.d7.loss_dice: 0.8745, decode.d8.loss_cls: 0.3557, decode.d8.loss_mask: 0.5688, decode.d8.loss_dice: 0.8759, loss: 20.8844, grad_norm: 123.9019 2023-11-27 04:44:29,533 - mmseg - INFO - Iter [158600/160000] lr: 3.341e-08, eta: 0:08:48, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3506, decode.loss_mask: 0.5629, decode.loss_dice: 0.8692, decode.d0.loss_cls: 2.1960, decode.d0.loss_mask: 0.6257, decode.d0.loss_dice: 1.0425, decode.d1.loss_cls: 0.5454, decode.d1.loss_mask: 0.5949, decode.d1.loss_dice: 0.9452, decode.d2.loss_cls: 0.4457, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.9094, decode.d3.loss_cls: 0.4130, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8867, decode.d4.loss_cls: 0.3939, decode.d4.loss_mask: 0.5729, decode.d4.loss_dice: 0.8823, decode.d5.loss_cls: 0.3728, decode.d5.loss_mask: 0.5705, decode.d5.loss_dice: 0.8821, decode.d6.loss_cls: 0.3657, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.3543, decode.d7.loss_mask: 0.5660, decode.d7.loss_dice: 0.8735, decode.d8.loss_cls: 0.3565, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8711, loss: 20.6091, grad_norm: 130.7446 2023-11-27 04:44:47,778 - mmseg - INFO - Iter [158650/160000] lr: 3.221e-08, eta: 0:08:29, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3416, decode.loss_mask: 0.5464, decode.loss_dice: 0.8469, decode.d0.loss_cls: 2.1789, decode.d0.loss_mask: 0.6101, decode.d0.loss_dice: 1.0025, decode.d1.loss_cls: 0.5414, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.9168, decode.d2.loss_cls: 0.4396, decode.d2.loss_mask: 0.5645, decode.d2.loss_dice: 0.8879, decode.d3.loss_cls: 0.3978, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.8635, decode.d4.loss_cls: 0.3768, decode.d4.loss_mask: 0.5532, decode.d4.loss_dice: 0.8559, decode.d5.loss_cls: 0.3637, decode.d5.loss_mask: 0.5520, decode.d5.loss_dice: 0.8590, decode.d6.loss_cls: 0.3584, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8464, decode.d7.loss_cls: 0.3457, decode.d7.loss_mask: 0.5471, decode.d7.loss_dice: 0.8503, decode.d8.loss_cls: 0.3458, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8475, loss: 20.0644, grad_norm: 112.3850 2023-11-27 04:45:06,133 - mmseg - INFO - Iter [158700/160000] lr: 3.102e-08, eta: 0:08:10, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3409, decode.loss_mask: 0.5477, decode.loss_dice: 0.8189, decode.d0.loss_cls: 2.2005, decode.d0.loss_mask: 0.6151, decode.d0.loss_dice: 0.9731, decode.d1.loss_cls: 0.5283, decode.d1.loss_mask: 0.5854, decode.d1.loss_dice: 0.8999, decode.d2.loss_cls: 0.4437, decode.d2.loss_mask: 0.5705, decode.d2.loss_dice: 0.8548, decode.d3.loss_cls: 0.4065, decode.d3.loss_mask: 0.5589, decode.d3.loss_dice: 0.8285, decode.d4.loss_cls: 0.3857, decode.d4.loss_mask: 0.5566, decode.d4.loss_dice: 0.8257, decode.d5.loss_cls: 0.3705, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8243, decode.d6.loss_cls: 0.3650, decode.d6.loss_mask: 0.5514, decode.d6.loss_dice: 0.8183, decode.d7.loss_cls: 0.3561, decode.d7.loss_mask: 0.5498, decode.d7.loss_dice: 0.8185, decode.d8.loss_cls: 0.3548, decode.d8.loss_mask: 0.5481, decode.d8.loss_dice: 0.8199, loss: 19.8702, grad_norm: 115.9020 2023-11-27 04:45:24,676 - mmseg - INFO - Iter [158750/160000] lr: 2.983e-08, eta: 0:07:51, time: 0.371, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3386, decode.loss_mask: 0.5586, decode.loss_dice: 0.8376, decode.d0.loss_cls: 2.1762, decode.d0.loss_mask: 0.6285, decode.d0.loss_dice: 0.9945, decode.d1.loss_cls: 0.5393, decode.d1.loss_mask: 0.5892, decode.d1.loss_dice: 0.9187, decode.d2.loss_cls: 0.4392, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.8795, decode.d3.loss_cls: 0.4086, decode.d3.loss_mask: 0.5686, decode.d3.loss_dice: 0.8504, decode.d4.loss_cls: 0.3759, decode.d4.loss_mask: 0.5655, decode.d4.loss_dice: 0.8471, decode.d5.loss_cls: 0.3655, decode.d5.loss_mask: 0.5638, decode.d5.loss_dice: 0.8491, decode.d6.loss_cls: 0.3532, decode.d6.loss_mask: 0.5621, decode.d6.loss_dice: 0.8418, decode.d7.loss_cls: 0.3437, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8417, decode.d8.loss_cls: 0.3430, decode.d8.loss_mask: 0.5597, decode.d8.loss_dice: 0.8372, loss: 20.1104, grad_norm: 114.9824 2023-11-27 04:45:43,020 - mmseg - INFO - Iter [158800/160000] lr: 2.864e-08, eta: 0:07:32, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3287, decode.loss_mask: 0.5499, decode.loss_dice: 0.8564, decode.d0.loss_cls: 2.2326, decode.d0.loss_mask: 0.6176, decode.d0.loss_dice: 1.0227, decode.d1.loss_cls: 0.5330, decode.d1.loss_mask: 0.5866, decode.d1.loss_dice: 0.9378, decode.d2.loss_cls: 0.4491, decode.d2.loss_mask: 0.5690, decode.d2.loss_dice: 0.8976, decode.d3.loss_cls: 0.4009, decode.d3.loss_mask: 0.5604, decode.d3.loss_dice: 0.8746, decode.d4.loss_cls: 0.3777, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.8690, decode.d5.loss_cls: 0.3596, decode.d5.loss_mask: 0.5559, decode.d5.loss_dice: 0.8641, decode.d6.loss_cls: 0.3479, decode.d6.loss_mask: 0.5540, decode.d6.loss_dice: 0.8618, decode.d7.loss_cls: 0.3407, decode.d7.loss_mask: 0.5518, decode.d7.loss_dice: 0.8595, decode.d8.loss_cls: 0.3333, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.8558, loss: 20.2569, grad_norm: 111.2633 2023-11-27 04:46:01,456 - mmseg - INFO - Iter [158850/160000] lr: 2.745e-08, eta: 0:07:13, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3822, decode.loss_mask: 0.5487, decode.loss_dice: 0.8708, decode.d0.loss_cls: 2.2575, decode.d0.loss_mask: 0.6174, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5895, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.9455, decode.d2.loss_cls: 0.4800, decode.d2.loss_mask: 0.5667, decode.d2.loss_dice: 0.9086, decode.d3.loss_cls: 0.4453, decode.d3.loss_mask: 0.5608, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4193, decode.d4.loss_mask: 0.5573, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.4054, decode.d5.loss_mask: 0.5553, decode.d5.loss_dice: 0.8825, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.3818, decode.d7.loss_mask: 0.5524, decode.d7.loss_dice: 0.8766, decode.d8.loss_cls: 0.3735, decode.d8.loss_mask: 0.5521, decode.d8.loss_dice: 0.8752, loss: 20.8142, grad_norm: 121.7143 2023-11-27 04:46:19,780 - mmseg - INFO - Iter [158900/160000] lr: 2.625e-08, eta: 0:06:54, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3459, decode.loss_mask: 0.5548, decode.loss_dice: 0.8441, decode.d0.loss_cls: 2.1852, decode.d0.loss_mask: 0.6193, decode.d0.loss_dice: 1.0026, decode.d1.loss_cls: 0.5387, decode.d1.loss_mask: 0.5920, decode.d1.loss_dice: 0.9244, decode.d2.loss_cls: 0.4545, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8888, decode.d3.loss_cls: 0.4016, decode.d3.loss_mask: 0.5665, decode.d3.loss_dice: 0.8644, decode.d4.loss_cls: 0.3825, decode.d4.loss_mask: 0.5611, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.3763, decode.d5.loss_mask: 0.5596, decode.d5.loss_dice: 0.8546, decode.d6.loss_cls: 0.3679, decode.d6.loss_mask: 0.5552, decode.d6.loss_dice: 0.8447, decode.d7.loss_cls: 0.3569, decode.d7.loss_mask: 0.5555, decode.d7.loss_dice: 0.8445, decode.d8.loss_cls: 0.3518, decode.d8.loss_mask: 0.5552, decode.d8.loss_dice: 0.8456, loss: 20.2267, grad_norm: 115.7741 2023-11-27 04:46:38,041 - mmseg - INFO - Iter [158950/160000] lr: 2.506e-08, eta: 0:06:36, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3616, decode.loss_mask: 0.5585, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.3081, decode.d0.loss_mask: 0.6263, decode.d0.loss_dice: 1.0397, decode.d1.loss_cls: 0.5588, decode.d1.loss_mask: 0.5985, decode.d1.loss_dice: 0.9514, decode.d2.loss_cls: 0.4738, decode.d2.loss_mask: 0.5772, decode.d2.loss_dice: 0.9097, decode.d3.loss_cls: 0.4263, decode.d3.loss_mask: 0.5699, decode.d3.loss_dice: 0.8792, decode.d4.loss_cls: 0.3996, decode.d4.loss_mask: 0.5699, decode.d4.loss_dice: 0.8769, decode.d5.loss_cls: 0.3828, decode.d5.loss_mask: 0.5680, decode.d5.loss_dice: 0.8753, decode.d6.loss_cls: 0.3731, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8653, decode.d7.loss_cls: 0.3618, decode.d7.loss_mask: 0.5618, decode.d7.loss_dice: 0.8643, decode.d8.loss_cls: 0.3648, decode.d8.loss_mask: 0.5585, decode.d8.loss_dice: 0.8642, loss: 20.7504, grad_norm: 137.3416 2023-11-27 04:46:56,340 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:46:56,340 - mmseg - INFO - Iter [159000/160000] lr: 2.387e-08, eta: 0:06:17, time: 0.366, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3420, decode.loss_mask: 0.5471, decode.loss_dice: 0.8558, decode.d0.loss_cls: 2.2447, decode.d0.loss_mask: 0.6138, decode.d0.loss_dice: 1.0377, decode.d1.loss_cls: 0.5262, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.9472, decode.d2.loss_cls: 0.4496, decode.d2.loss_mask: 0.5678, decode.d2.loss_dice: 0.9005, decode.d3.loss_cls: 0.4114, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8762, decode.d4.loss_cls: 0.3926, decode.d4.loss_mask: 0.5537, decode.d4.loss_dice: 0.8711, decode.d5.loss_cls: 0.3617, decode.d5.loss_mask: 0.5548, decode.d5.loss_dice: 0.8696, decode.d6.loss_cls: 0.3538, decode.d6.loss_mask: 0.5526, decode.d6.loss_dice: 0.8648, decode.d7.loss_cls: 0.3454, decode.d7.loss_mask: 0.5497, decode.d7.loss_dice: 0.8618, decode.d8.loss_cls: 0.3372, decode.d8.loss_mask: 0.5464, decode.d8.loss_dice: 0.8570, loss: 20.3440, grad_norm: 117.6507 2023-11-27 04:47:14,731 - mmseg - INFO - Iter [159050/160000] lr: 2.268e-08, eta: 0:05:58, time: 0.368, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3453, decode.loss_mask: 0.5465, decode.loss_dice: 0.8616, decode.d0.loss_cls: 2.2524, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 1.0361, decode.d1.loss_cls: 0.5474, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4637, decode.d2.loss_mask: 0.5699, decode.d2.loss_dice: 0.9057, decode.d3.loss_cls: 0.4085, decode.d3.loss_mask: 0.5598, decode.d3.loss_dice: 0.8826, decode.d4.loss_cls: 0.3881, decode.d4.loss_mask: 0.5587, decode.d4.loss_dice: 0.8763, decode.d5.loss_cls: 0.3727, decode.d5.loss_mask: 0.5549, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.3623, decode.d6.loss_mask: 0.5513, decode.d6.loss_dice: 0.8659, decode.d7.loss_cls: 0.3536, decode.d7.loss_mask: 0.5478, decode.d7.loss_dice: 0.8599, decode.d8.loss_cls: 0.3481, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8655, loss: 20.4585, grad_norm: 124.3024 2023-11-27 04:47:32,982 - mmseg - INFO - Iter [159100/160000] lr: 2.148e-08, eta: 0:05:39, time: 0.365, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5307, decode.loss_dice: 0.8523, decode.d0.loss_cls: 2.2757, decode.d0.loss_mask: 0.6013, decode.d0.loss_dice: 1.0217, decode.d1.loss_cls: 0.5582, decode.d1.loss_mask: 0.5632, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4555, decode.d2.loss_mask: 0.5502, decode.d2.loss_dice: 0.8968, decode.d3.loss_cls: 0.4129, decode.d3.loss_mask: 0.5415, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.3953, decode.d4.loss_mask: 0.5398, decode.d4.loss_dice: 0.8692, decode.d5.loss_cls: 0.3840, decode.d5.loss_mask: 0.5369, decode.d5.loss_dice: 0.8690, decode.d6.loss_cls: 0.3749, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.8590, decode.d7.loss_cls: 0.3639, decode.d7.loss_mask: 0.5331, decode.d7.loss_dice: 0.8529, decode.d8.loss_cls: 0.3546, decode.d8.loss_mask: 0.5330, decode.d8.loss_dice: 0.8541, loss: 20.2778, grad_norm: 116.4925 2023-11-27 04:47:53,768 - mmseg - INFO - Iter [159150/160000] lr: 2.029e-08, eta: 0:05:20, time: 0.416, data_time: 0.054, memory: 36416, decode.loss_cls: 0.3432, decode.loss_mask: 0.5682, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.2109, decode.d0.loss_mask: 0.6410, decode.d0.loss_dice: 1.0268, decode.d1.loss_cls: 0.5303, decode.d1.loss_mask: 0.6044, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.5909, decode.d2.loss_dice: 0.8994, decode.d3.loss_cls: 0.4026, decode.d3.loss_mask: 0.5819, decode.d3.loss_dice: 0.8800, decode.d4.loss_cls: 0.3801, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.8816, decode.d5.loss_cls: 0.3626, decode.d5.loss_mask: 0.5769, decode.d5.loss_dice: 0.8796, decode.d6.loss_cls: 0.3576, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8673, decode.d7.loss_cls: 0.3499, decode.d7.loss_mask: 0.5703, decode.d7.loss_dice: 0.8665, decode.d8.loss_cls: 0.3432, decode.d8.loss_mask: 0.5705, decode.d8.loss_dice: 0.8633, loss: 20.5544, grad_norm: 129.6601 2023-11-27 04:48:12,091 - mmseg - INFO - Iter [159200/160000] lr: 1.910e-08, eta: 0:05:01, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3577, decode.loss_mask: 0.5604, decode.loss_dice: 0.8489, decode.d0.loss_cls: 2.2499, decode.d0.loss_mask: 0.6274, decode.d0.loss_dice: 1.0220, decode.d1.loss_cls: 0.5478, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.9311, decode.d2.loss_cls: 0.4634, decode.d2.loss_mask: 0.5784, decode.d2.loss_dice: 0.8954, decode.d3.loss_cls: 0.4103, decode.d3.loss_mask: 0.5693, decode.d3.loss_dice: 0.8675, decode.d4.loss_cls: 0.3981, decode.d4.loss_mask: 0.5683, decode.d4.loss_dice: 0.8673, decode.d5.loss_cls: 0.3826, decode.d5.loss_mask: 0.5664, decode.d5.loss_dice: 0.8636, decode.d6.loss_cls: 0.3760, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8512, decode.d7.loss_cls: 0.3658, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.8540, decode.d8.loss_cls: 0.3623, decode.d8.loss_mask: 0.5599, decode.d8.loss_dice: 0.8474, loss: 20.5061, grad_norm: 113.3959 2023-11-27 04:48:30,707 - mmseg - INFO - Iter [159250/160000] lr: 1.791e-08, eta: 0:04:42, time: 0.372, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3521, decode.loss_mask: 0.5617, decode.loss_dice: 0.8561, decode.d0.loss_cls: 2.2210, decode.d0.loss_mask: 0.6344, decode.d0.loss_dice: 1.0324, decode.d1.loss_cls: 0.5443, decode.d1.loss_mask: 0.6001, decode.d1.loss_dice: 0.9398, decode.d2.loss_cls: 0.4516, decode.d2.loss_mask: 0.5825, decode.d2.loss_dice: 0.8994, decode.d3.loss_cls: 0.4178, decode.d3.loss_mask: 0.5772, decode.d3.loss_dice: 0.8722, decode.d4.loss_cls: 0.3881, decode.d4.loss_mask: 0.5713, decode.d4.loss_dice: 0.8688, decode.d5.loss_cls: 0.3770, decode.d5.loss_mask: 0.5708, decode.d5.loss_dice: 0.8656, decode.d6.loss_cls: 0.3614, decode.d6.loss_mask: 0.5679, decode.d6.loss_dice: 0.8559, decode.d7.loss_cls: 0.3523, decode.d7.loss_mask: 0.5645, decode.d7.loss_dice: 0.8603, decode.d8.loss_cls: 0.3451, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8574, loss: 20.5121, grad_norm: 114.7191 2023-11-27 04:48:49,061 - mmseg - INFO - Iter [159300/160000] lr: 1.672e-08, eta: 0:04:24, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3504, decode.loss_mask: 0.5568, decode.loss_dice: 0.8470, decode.d0.loss_cls: 2.1958, decode.d0.loss_mask: 0.6276, decode.d0.loss_dice: 1.0060, decode.d1.loss_cls: 0.5300, decode.d1.loss_mask: 0.5923, decode.d1.loss_dice: 0.9258, decode.d2.loss_cls: 0.4479, decode.d2.loss_mask: 0.5763, decode.d2.loss_dice: 0.8931, decode.d3.loss_cls: 0.4077, decode.d3.loss_mask: 0.5695, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.3917, decode.d4.loss_mask: 0.5654, decode.d4.loss_dice: 0.8647, decode.d5.loss_cls: 0.3759, decode.d5.loss_mask: 0.5634, decode.d5.loss_dice: 0.8597, decode.d6.loss_cls: 0.3675, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8536, decode.d7.loss_cls: 0.3570, decode.d7.loss_mask: 0.5580, decode.d7.loss_dice: 0.8501, decode.d8.loss_cls: 0.3523, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8503, loss: 20.3200, grad_norm: 118.5378 2023-11-27 04:49:07,419 - mmseg - INFO - Iter [159350/160000] lr: 1.552e-08, eta: 0:04:05, time: 0.367, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3668, decode.loss_mask: 0.5401, decode.loss_dice: 0.8507, decode.d0.loss_cls: 2.2233, decode.d0.loss_mask: 0.6016, decode.d0.loss_dice: 1.0153, decode.d1.loss_cls: 0.5629, decode.d1.loss_mask: 0.5794, decode.d1.loss_dice: 0.9369, decode.d2.loss_cls: 0.4673, decode.d2.loss_mask: 0.5605, decode.d2.loss_dice: 0.8923, decode.d3.loss_cls: 0.4220, decode.d3.loss_mask: 0.5515, decode.d3.loss_dice: 0.8727, decode.d4.loss_cls: 0.4042, decode.d4.loss_mask: 0.5501, decode.d4.loss_dice: 0.8660, decode.d5.loss_cls: 0.3995, decode.d5.loss_mask: 0.5449, decode.d5.loss_dice: 0.8645, decode.d6.loss_cls: 0.3856, decode.d6.loss_mask: 0.5431, decode.d6.loss_dice: 0.8569, decode.d7.loss_cls: 0.3749, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.8570, decode.d8.loss_cls: 0.3694, decode.d8.loss_mask: 0.5409, decode.d8.loss_dice: 0.8531, loss: 20.3952, grad_norm: 115.0413 2023-11-27 04:49:25,741 - mmseg - INFO - Iter [159400/160000] lr: 1.433e-08, eta: 0:03:46, time: 0.366, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3844, decode.loss_mask: 0.5428, decode.loss_dice: 0.8717, decode.d0.loss_cls: 2.3179, decode.d0.loss_mask: 0.6120, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5943, decode.d1.loss_mask: 0.5857, decode.d1.loss_dice: 0.9530, decode.d2.loss_cls: 0.5008, decode.d2.loss_mask: 0.5641, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4584, decode.d3.loss_mask: 0.5547, decode.d3.loss_dice: 0.8874, decode.d4.loss_cls: 0.4337, decode.d4.loss_mask: 0.5542, decode.d4.loss_dice: 0.8875, decode.d5.loss_cls: 0.4151, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.8858, decode.d6.loss_cls: 0.4080, decode.d6.loss_mask: 0.5488, decode.d6.loss_dice: 0.8737, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5462, decode.d7.loss_dice: 0.8737, decode.d8.loss_cls: 0.3860, decode.d8.loss_mask: 0.5439, decode.d8.loss_dice: 0.8718, loss: 20.9493, grad_norm: 113.7572 2023-11-27 04:49:43,909 - mmseg - INFO - Iter [159450/160000] lr: 1.314e-08, eta: 0:03:27, time: 0.363, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3203, decode.loss_mask: 0.5577, decode.loss_dice: 0.8275, decode.d0.loss_cls: 2.1932, decode.d0.loss_mask: 0.6165, decode.d0.loss_dice: 0.9785, decode.d1.loss_cls: 0.5019, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9004, decode.d2.loss_cls: 0.4176, decode.d2.loss_mask: 0.5753, decode.d2.loss_dice: 0.8646, decode.d3.loss_cls: 0.3848, decode.d3.loss_mask: 0.5700, decode.d3.loss_dice: 0.8442, decode.d4.loss_cls: 0.3616, decode.d4.loss_mask: 0.5673, decode.d4.loss_dice: 0.8454, decode.d5.loss_cls: 0.3479, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8388, decode.d6.loss_cls: 0.3406, decode.d6.loss_mask: 0.5604, decode.d6.loss_dice: 0.8325, decode.d7.loss_cls: 0.3260, decode.d7.loss_mask: 0.5571, decode.d7.loss_dice: 0.8309, decode.d8.loss_cls: 0.3265, decode.d8.loss_mask: 0.5574, decode.d8.loss_dice: 0.8313, loss: 19.8337, grad_norm: 115.3249 2023-11-27 04:50:02,550 - mmseg - INFO - Iter [159500/160000] lr: 1.195e-08, eta: 0:03:08, time: 0.373, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3536, decode.loss_mask: 0.5615, decode.loss_dice: 0.8463, decode.d0.loss_cls: 2.2578, decode.d0.loss_mask: 0.6281, decode.d0.loss_dice: 1.0148, decode.d1.loss_cls: 0.5484, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.9254, decode.d2.loss_cls: 0.4521, decode.d2.loss_mask: 0.5816, decode.d2.loss_dice: 0.8870, decode.d3.loss_cls: 0.4140, decode.d3.loss_mask: 0.5737, decode.d3.loss_dice: 0.8605, decode.d4.loss_cls: 0.3936, decode.d4.loss_mask: 0.5695, decode.d4.loss_dice: 0.8578, decode.d5.loss_cls: 0.3805, decode.d5.loss_mask: 0.5677, decode.d5.loss_dice: 0.8536, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5635, decode.d6.loss_dice: 0.8514, decode.d7.loss_cls: 0.3530, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8468, decode.d8.loss_cls: 0.3445, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.8466, loss: 20.4175, grad_norm: 118.0661 2023-11-27 04:50:21,842 - mmseg - INFO - Iter [159550/160000] lr: 1.075e-08, eta: 0:02:49, time: 0.386, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3471, decode.loss_mask: 0.5504, decode.loss_dice: 0.8511, decode.d0.loss_cls: 2.2415, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 1.0129, decode.d1.loss_cls: 0.5630, decode.d1.loss_mask: 0.5858, decode.d1.loss_dice: 0.9267, decode.d2.loss_cls: 0.4615, decode.d2.loss_mask: 0.5734, decode.d2.loss_dice: 0.8886, decode.d3.loss_cls: 0.4134, decode.d3.loss_mask: 0.5629, decode.d3.loss_dice: 0.8678, decode.d4.loss_cls: 0.3891, decode.d4.loss_mask: 0.5589, decode.d4.loss_dice: 0.8622, decode.d5.loss_cls: 0.3738, decode.d5.loss_mask: 0.5567, decode.d5.loss_dice: 0.8611, decode.d6.loss_cls: 0.3712, decode.d6.loss_mask: 0.5548, decode.d6.loss_dice: 0.8533, decode.d7.loss_cls: 0.3570, decode.d7.loss_mask: 0.5543, decode.d7.loss_dice: 0.8515, decode.d8.loss_cls: 0.3500, decode.d8.loss_mask: 0.5511, decode.d8.loss_dice: 0.8481, loss: 20.3573, grad_norm: 119.9090 2023-11-27 04:50:40,597 - mmseg - INFO - Iter [159600/160000] lr: 9.562e-09, eta: 0:02:30, time: 0.375, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3455, decode.loss_mask: 0.5512, decode.loss_dice: 0.8457, decode.d0.loss_cls: 2.2478, decode.d0.loss_mask: 0.6144, decode.d0.loss_dice: 1.0051, decode.d1.loss_cls: 0.5542, decode.d1.loss_mask: 0.5873, decode.d1.loss_dice: 0.9269, decode.d2.loss_cls: 0.4566, decode.d2.loss_mask: 0.5697, decode.d2.loss_dice: 0.8816, decode.d3.loss_cls: 0.4119, decode.d3.loss_mask: 0.5606, decode.d3.loss_dice: 0.8573, decode.d4.loss_cls: 0.3874, decode.d4.loss_mask: 0.5611, decode.d4.loss_dice: 0.8595, decode.d5.loss_cls: 0.3707, decode.d5.loss_mask: 0.5578, decode.d5.loss_dice: 0.8529, decode.d6.loss_cls: 0.3627, decode.d6.loss_mask: 0.5524, decode.d6.loss_dice: 0.8471, decode.d7.loss_cls: 0.3528, decode.d7.loss_mask: 0.5518, decode.d7.loss_dice: 0.8483, decode.d8.loss_cls: 0.3545, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8441, loss: 20.2712, grad_norm: 116.6901 2023-11-27 04:50:59,192 - mmseg - INFO - Iter [159650/160000] lr: 8.370e-09, eta: 0:02:12, time: 0.372, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3603, decode.loss_mask: 0.5537, decode.loss_dice: 0.8705, decode.d0.loss_cls: 2.2505, decode.d0.loss_mask: 0.6192, decode.d0.loss_dice: 1.0392, decode.d1.loss_cls: 0.5443, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.9553, decode.d2.loss_cls: 0.4565, decode.d2.loss_mask: 0.5778, decode.d2.loss_dice: 0.9174, decode.d3.loss_cls: 0.4177, decode.d3.loss_mask: 0.5705, decode.d3.loss_dice: 0.8937, decode.d4.loss_cls: 0.4011, decode.d4.loss_mask: 0.5658, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.3775, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8856, decode.d6.loss_cls: 0.3707, decode.d6.loss_mask: 0.5588, decode.d6.loss_dice: 0.8767, decode.d7.loss_cls: 0.3638, decode.d7.loss_mask: 0.5569, decode.d7.loss_dice: 0.8752, decode.d8.loss_cls: 0.3604, decode.d8.loss_mask: 0.5552, decode.d8.loss_dice: 0.8725, loss: 20.6906, grad_norm: 110.1773 2023-11-27 04:51:17,614 - mmseg - INFO - Iter [159700/160000] lr: 7.177e-09, eta: 0:01:53, time: 0.368, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3439, decode.loss_mask: 0.5433, decode.loss_dice: 0.8464, decode.d0.loss_cls: 2.2057, decode.d0.loss_mask: 0.6117, decode.d0.loss_dice: 1.0082, decode.d1.loss_cls: 0.5534, decode.d1.loss_mask: 0.5783, decode.d1.loss_dice: 0.9245, decode.d2.loss_cls: 0.4584, decode.d2.loss_mask: 0.5620, decode.d2.loss_dice: 0.8832, decode.d3.loss_cls: 0.4107, decode.d3.loss_mask: 0.5572, decode.d3.loss_dice: 0.8636, decode.d4.loss_cls: 0.3899, decode.d4.loss_mask: 0.5528, decode.d4.loss_dice: 0.8553, decode.d5.loss_cls: 0.3696, decode.d5.loss_mask: 0.5477, decode.d5.loss_dice: 0.8534, decode.d6.loss_cls: 0.3552, decode.d6.loss_mask: 0.5460, decode.d6.loss_dice: 0.8478, decode.d7.loss_cls: 0.3545, decode.d7.loss_mask: 0.5464, decode.d7.loss_dice: 0.8468, decode.d8.loss_cls: 0.3462, decode.d8.loss_mask: 0.5457, decode.d8.loss_dice: 0.8459, loss: 20.1537, grad_norm: 126.8859 2023-11-27 04:51:36,114 - mmseg - INFO - Iter [159750/160000] lr: 5.985e-09, eta: 0:01:34, time: 0.370, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3712, decode.loss_mask: 0.5362, decode.loss_dice: 0.8705, decode.d0.loss_cls: 2.2668, decode.d0.loss_mask: 0.6010, decode.d0.loss_dice: 1.0458, decode.d1.loss_cls: 0.5851, decode.d1.loss_mask: 0.5695, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4898, decode.d2.loss_mask: 0.5557, decode.d2.loss_dice: 0.9187, decode.d3.loss_cls: 0.4358, decode.d3.loss_mask: 0.5496, decode.d3.loss_dice: 0.8894, decode.d4.loss_cls: 0.4105, decode.d4.loss_mask: 0.5448, decode.d4.loss_dice: 0.8854, decode.d5.loss_cls: 0.3929, decode.d5.loss_mask: 0.5429, decode.d5.loss_dice: 0.8840, decode.d6.loss_cls: 0.3827, decode.d6.loss_mask: 0.5394, decode.d6.loss_dice: 0.8734, decode.d7.loss_cls: 0.3825, decode.d7.loss_mask: 0.5372, decode.d7.loss_dice: 0.8756, decode.d8.loss_cls: 0.3751, decode.d8.loss_mask: 0.5357, decode.d8.loss_dice: 0.8700, loss: 20.6738, grad_norm: 129.1083 2023-11-27 04:51:54,326 - mmseg - INFO - Iter [159800/160000] lr: 4.793e-09, eta: 0:01:15, time: 0.364, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3599, decode.loss_mask: 0.5761, decode.loss_dice: 0.8622, decode.d0.loss_cls: 2.2021, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 1.0245, decode.d1.loss_cls: 0.5464, decode.d1.loss_mask: 0.6121, decode.d1.loss_dice: 0.9458, decode.d2.loss_cls: 0.4508, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9074, decode.d3.loss_cls: 0.4139, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.8798, decode.d4.loss_cls: 0.3882, decode.d4.loss_mask: 0.5903, decode.d4.loss_dice: 0.8796, decode.d5.loss_cls: 0.3773, decode.d5.loss_mask: 0.5870, decode.d5.loss_dice: 0.8741, decode.d6.loss_cls: 0.3751, decode.d6.loss_mask: 0.5842, decode.d6.loss_dice: 0.8675, decode.d7.loss_cls: 0.3681, decode.d7.loss_mask: 0.5781, decode.d7.loss_dice: 0.8636, decode.d8.loss_cls: 0.3670, decode.d8.loss_mask: 0.5762, decode.d8.loss_dice: 0.8661, loss: 20.7599, grad_norm: 145.7784 2023-11-27 04:52:12,658 - mmseg - INFO - Iter [159850/160000] lr: 3.601e-09, eta: 0:00:56, time: 0.367, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3542, decode.loss_mask: 0.5508, decode.loss_dice: 0.8364, decode.d0.loss_cls: 2.2273, decode.d0.loss_mask: 0.6166, decode.d0.loss_dice: 1.0015, decode.d1.loss_cls: 0.5395, decode.d1.loss_mask: 0.5856, decode.d1.loss_dice: 0.9200, decode.d2.loss_cls: 0.4625, decode.d2.loss_mask: 0.5701, decode.d2.loss_dice: 0.8812, decode.d3.loss_cls: 0.4153, decode.d3.loss_mask: 0.5592, decode.d3.loss_dice: 0.8471, decode.d4.loss_cls: 0.3919, decode.d4.loss_mask: 0.5569, decode.d4.loss_dice: 0.8518, decode.d5.loss_cls: 0.3715, decode.d5.loss_mask: 0.5556, decode.d5.loss_dice: 0.8475, decode.d6.loss_cls: 0.3605, decode.d6.loss_mask: 0.5578, decode.d6.loss_dice: 0.8442, decode.d7.loss_cls: 0.3579, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8395, decode.d8.loss_cls: 0.3523, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8423, loss: 20.2033, grad_norm: 116.3117 2023-11-27 04:52:30,911 - mmseg - INFO - Iter [159900/160000] lr: 2.408e-09, eta: 0:00:37, time: 0.365, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3388, decode.loss_mask: 0.5355, decode.loss_dice: 0.8297, decode.d0.loss_cls: 2.2121, decode.d0.loss_mask: 0.6024, decode.d0.loss_dice: 0.9871, decode.d1.loss_cls: 0.5372, decode.d1.loss_mask: 0.5710, decode.d1.loss_dice: 0.9044, decode.d2.loss_cls: 0.4460, decode.d2.loss_mask: 0.5556, decode.d2.loss_dice: 0.8638, decode.d3.loss_cls: 0.4077, decode.d3.loss_mask: 0.5475, decode.d3.loss_dice: 0.8416, decode.d4.loss_cls: 0.3836, decode.d4.loss_mask: 0.5460, decode.d4.loss_dice: 0.8421, decode.d5.loss_cls: 0.3704, decode.d5.loss_mask: 0.5411, decode.d5.loss_dice: 0.8351, decode.d6.loss_cls: 0.3570, decode.d6.loss_mask: 0.5406, decode.d6.loss_dice: 0.8328, decode.d7.loss_cls: 0.3488, decode.d7.loss_mask: 0.5360, decode.d7.loss_dice: 0.8303, decode.d8.loss_cls: 0.3415, decode.d8.loss_mask: 0.5367, decode.d8.loss_dice: 0.8318, loss: 19.8542, grad_norm: 138.2061 2023-11-27 04:52:49,345 - mmseg - INFO - Iter [159950/160000] lr: 1.216e-09, eta: 0:00:18, time: 0.369, data_time: 0.009, memory: 36416, decode.loss_cls: 0.3378, decode.loss_mask: 0.5874, decode.loss_dice: 0.8570, decode.d0.loss_cls: 2.2102, decode.d0.loss_mask: 0.6564, decode.d0.loss_dice: 1.0187, decode.d1.loss_cls: 0.5408, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9319, decode.d2.loss_cls: 0.4468, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.8954, decode.d3.loss_cls: 0.4010, decode.d3.loss_mask: 0.5988, decode.d3.loss_dice: 0.8755, decode.d4.loss_cls: 0.3778, decode.d4.loss_mask: 0.5946, decode.d4.loss_dice: 0.8718, decode.d5.loss_cls: 0.3681, decode.d5.loss_mask: 0.5934, decode.d5.loss_dice: 0.8713, decode.d6.loss_cls: 0.3547, decode.d6.loss_mask: 0.5905, decode.d6.loss_dice: 0.8636, decode.d7.loss_cls: 0.3462, decode.d7.loss_mask: 0.5883, decode.d7.loss_dice: 0.8630, decode.d8.loss_cls: 0.3380, decode.d8.loss_mask: 0.5885, decode.d8.loss_dice: 0.8575, loss: 20.6508, grad_norm: 125.7703 2023-11-27 04:53:07,821 - mmseg - INFO - Saving checkpoint at 160000 iterations 2023-11-27 04:53:09,449 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:53:09,450 - mmseg - INFO - Iter [160000/160000] lr: 2.385e-11, eta: 0:00:00, time: 0.402, data_time: 0.010, memory: 36416, decode.loss_cls: 0.3336, decode.loss_mask: 0.5446, decode.loss_dice: 0.8639, decode.d0.loss_cls: 2.2264, decode.d0.loss_mask: 0.6085, decode.d0.loss_dice: 1.0228, decode.d1.loss_cls: 0.5081, decode.d1.loss_mask: 0.5756, decode.d1.loss_dice: 0.9382, decode.d2.loss_cls: 0.4227, decode.d2.loss_mask: 0.5618, decode.d2.loss_dice: 0.9023, decode.d3.loss_cls: 0.3937, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8810, decode.d4.loss_cls: 0.3692, decode.d4.loss_mask: 0.5533, decode.d4.loss_dice: 0.8810, decode.d5.loss_cls: 0.3544, decode.d5.loss_mask: 0.5496, decode.d5.loss_dice: 0.8753, decode.d6.loss_cls: 0.3402, decode.d6.loss_mask: 0.5485, decode.d6.loss_dice: 0.8682, decode.d7.loss_cls: 0.3306, decode.d7.loss_mask: 0.5470, decode.d7.loss_dice: 0.8665, decode.d8.loss_cls: 0.3270, decode.d8.loss_mask: 0.5479, decode.d8.loss_dice: 0.8678, loss: 20.1633, grad_norm: 107.5211 2023-11-27 04:53:26,127 - mmseg - INFO - per class results: 2023-11-27 04:53:26,132 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.63 | 86.39 | | building | 82.23 | 90.59 | | sky | 94.93 | 97.47 | | floor | 83.23 | 90.86 | | tree | 75.53 | 87.59 | | ceiling | 84.07 | 92.12 | | road | 85.51 | 91.1 | | bed | 89.84 | 95.12 | | windowpane | 61.43 | 78.21 | | grass | 67.53 | 80.18 | | cabinet | 62.26 | 76.07 | | sidewalk | 68.75 | 82.48 | | person | 84.0 | 92.31 | | earth | 39.3 | 55.52 | | door | 52.46 | 72.28 | | table | 65.04 | 80.03 | | mountain | 61.64 | 77.11 | | plant | 50.77 | 64.06 | | curtain | 74.77 | 88.02 | | chair | 61.05 | 73.42 | | car | 86.22 | 94.13 | | water | 50.03 | 69.44 | | painting | 71.76 | 87.16 | | sofa | 71.13 | 87.84 | | shelf | 44.15 | 62.34 | | house | 42.59 | 71.81 | | sea | 55.87 | 76.62 | | mirror | 67.06 | 79.89 | | rug | 67.01 | 78.71 | | field | 28.7 | 42.42 | | armchair | 49.24 | 67.58 | | seat | 64.53 | 85.45 | | fence | 44.27 | 61.0 | | desk | 51.14 | 70.32 | | rock | 47.79 | 61.33 | | wardrobe | 53.82 | 65.38 | | lamp | 70.32 | 81.62 | | bathtub | 78.1 | 87.15 | | railing | 35.63 | 53.2 | | cushion | 65.42 | 77.78 | | base | 32.22 | 46.36 | | box | 27.04 | 40.08 | | column | 42.66 | 58.6 | | signboard | 37.71 | 56.16 | | chest of drawers | 36.96 | 65.69 | | counter | 36.76 | 52.82 | | sand | 38.14 | 57.92 | | sink | 71.91 | 84.07 | | skyscraper | 48.24 | 56.56 | | fireplace | 70.76 | 90.4 | | refrigerator | 79.83 | 89.04 | | grandstand | 39.94 | 70.4 | | path | 32.27 | 46.12 | | stairs | 35.28 | 45.67 | | runway | 74.94 | 97.21 | | case | 43.16 | 56.29 | | pool table | 94.83 | 97.28 | | pillow | 61.55 | 71.37 | | screen door | 50.54 | 74.75 | | stairway | 35.36 | 44.01 | | river | 16.45 | 27.18 | | bridge | 72.95 | 88.55 | | bookcase | 38.59 | 57.88 | | blind | 37.77 | 45.91 | | coffee table | 63.12 | 83.51 | | toilet | 87.83 | 91.5 | | flower | 34.55 | 51.27 | | book | 51.57 | 71.24 | | hill | 7.08 | 14.92 | | bench | 56.47 | 68.05 | | countertop | 57.94 | 72.91 | | stove | 82.96 | 89.38 | | palm | 54.61 | 77.97 | | kitchen island | 43.64 | 80.87 | | computer | 64.22 | 71.11 | | swivel chair | 44.43 | 64.0 | | boat | 67.55 | 86.86 | | bar | 61.27 | 75.68 | | arcade machine | 29.37 | 31.04 | | hovel | 11.66 | 15.92 | | bus | 89.62 | 95.72 | | towel | 71.36 | 83.2 | | light | 62.4 | 78.24 | | truck | 39.37 | 51.13 | | tower | 28.36 | 40.15 | | chandelier | 71.23 | 83.88 | | awning | 37.49 | 48.52 | | streetlight | 34.68 | 53.24 | | booth | 42.54 | 52.41 | | television receiver | 75.77 | 86.35 | | airplane | 58.71 | 67.35 | | dirt track | 3.76 | 10.2 | | apparel | 33.14 | 49.76 | | pole | 27.52 | 42.85 | | land | 3.37 | 5.69 | | bannister | 15.79 | 27.36 | | escalator | 29.49 | 35.68 | | ottoman | 51.56 | 70.43 | | bottle | 37.07 | 63.59 | | buffet | 43.18 | 54.0 | | poster | 40.05 | 52.79 | | stage | 17.38 | 32.37 | | van | 50.67 | 69.27 | | ship | 10.37 | 10.77 | | fountain | 32.76 | 34.17 | | conveyer belt | 66.54 | 86.0 | | canopy | 29.54 | 37.43 | | washer | 72.56 | 77.21 | | plaything | 21.56 | 32.17 | | swimming pool | 46.87 | 70.75 | | stool | 45.2 | 70.79 | | barrel | 61.47 | 74.4 | | basket | 35.25 | 54.59 | | waterfall | 36.12 | 52.42 | | tent | 94.76 | 97.78 | | bag | 16.03 | 23.79 | | minibike | 72.19 | 88.27 | | cradle | 86.24 | 97.69 | | oven | 63.46 | 71.89 | | ball | 45.53 | 53.73 | | food | 65.39 | 79.46 | | step | 16.92 | 22.2 | | tank | 60.22 | 65.26 | | trade name | 31.61 | 39.63 | | microwave | 86.63 | 94.09 | | pot | 38.23 | 45.04 | | animal | 66.19 | 67.76 | | bicycle | 59.17 | 82.07 | | lake | 14.25 | 15.48 | | dishwasher | 77.02 | 84.19 | | screen | 61.53 | 92.89 | | blanket | 32.46 | 39.41 | | sculpture | 64.87 | 85.91 | | hood | 72.54 | 87.28 | | sconce | 57.19 | 71.03 | | vase | 47.68 | 67.68 | | traffic light | 39.28 | 65.37 | | tray | 19.86 | 33.96 | | ashcan | 40.53 | 63.88 | | fan | 66.38 | 82.49 | | pier | 14.43 | 16.16 | | crt screen | 3.92 | 13.81 | | plate | 56.28 | 72.77 | | monitor | 3.69 | 4.53 | | bulletin board | 44.96 | 65.82 | | shower | 13.67 | 26.25 | | radiator | 69.91 | 82.74 | | glass | 21.51 | 23.79 | | clock | 42.44 | 62.04 | | flag | 47.99 | 52.87 | +---------------------+-------+-------+ 2023-11-27 04:53:26,132 - mmseg - INFO - Summary: 2023-11-27 04:53:26,132 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.56 | 51.19 | 64.48 | +-------+-------+-------+ 2023-11-27 04:53:26,133 - mmseg - INFO - Exp name: mask2former_flash_internimage_t_512_160k_ade20k_ss_0.05wd_wodw.py 2023-11-27 04:53:26,133 - mmseg - INFO - Iter(val) [250] aAcc: 0.8356, mIoU: 0.5119, mAcc: 0.6448, IoU.wall: 0.7763, IoU.building: 0.8223, IoU.sky: 0.9493, IoU.floor: 0.8323, IoU.tree: 0.7553, IoU.ceiling: 0.8407, IoU.road: 0.8551, IoU.bed : 0.8984, IoU.windowpane: 0.6143, IoU.grass: 0.6753, IoU.cabinet: 0.6226, IoU.sidewalk: 0.6875, IoU.person: 0.8400, IoU.earth: 0.3930, IoU.door: 0.5246, IoU.table: 0.6504, IoU.mountain: 0.6164, IoU.plant: 0.5077, IoU.curtain: 0.7477, IoU.chair: 0.6105, IoU.car: 0.8622, IoU.water: 0.5003, IoU.painting: 0.7176, IoU.sofa: 0.7113, IoU.shelf: 0.4415, IoU.house: 0.4259, IoU.sea: 0.5587, IoU.mirror: 0.6706, IoU.rug: 0.6701, IoU.field: 0.2870, IoU.armchair: 0.4924, IoU.seat: 0.6453, IoU.fence: 0.4427, IoU.desk: 0.5114, IoU.rock: 0.4779, IoU.wardrobe: 0.5382, IoU.lamp: 0.7032, IoU.bathtub: 0.7810, IoU.railing: 0.3563, IoU.cushion: 0.6542, IoU.base: 0.3222, IoU.box: 0.2704, IoU.column: 0.4266, IoU.signboard: 0.3771, IoU.chest of drawers: 0.3696, IoU.counter: 0.3676, IoU.sand: 0.3814, IoU.sink: 0.7191, IoU.skyscraper: 0.4824, IoU.fireplace: 0.7076, IoU.refrigerator: 0.7983, IoU.grandstand: 0.3994, IoU.path: 0.3227, IoU.stairs: 0.3528, IoU.runway: 0.7494, IoU.case: 0.4316, IoU.pool table: 0.9483, IoU.pillow: 0.6155, IoU.screen door: 0.5054, IoU.stairway: 0.3536, IoU.river: 0.1645, IoU.bridge: 0.7295, IoU.bookcase: 0.3859, IoU.blind: 0.3777, IoU.coffee table: 0.6312, IoU.toilet: 0.8783, IoU.flower: 0.3455, IoU.book: 0.5157, IoU.hill: 0.0708, IoU.bench: 0.5647, IoU.countertop: 0.5794, IoU.stove: 0.8296, IoU.palm: 0.5461, IoU.kitchen island: 0.4364, IoU.computer: 0.6422, IoU.swivel chair: 0.4443, IoU.boat: 0.6755, IoU.bar: 0.6127, IoU.arcade machine: 0.2937, IoU.hovel: 0.1166, IoU.bus: 0.8962, IoU.towel: 0.7136, IoU.light: 0.6240, IoU.truck: 0.3937, IoU.tower: 0.2836, IoU.chandelier: 0.7123, IoU.awning: 0.3749, IoU.streetlight: 0.3468, IoU.booth: 0.4254, IoU.television receiver: 0.7577, IoU.airplane: 0.5871, IoU.dirt track: 0.0376, IoU.apparel: 0.3314, IoU.pole: 0.2752, IoU.land: 0.0337, IoU.bannister: 0.1579, IoU.escalator: 0.2949, IoU.ottoman: 0.5156, IoU.bottle: 0.3707, IoU.buffet: 0.4318, IoU.poster: 0.4005, IoU.stage: 0.1738, IoU.van: 0.5067, IoU.ship: 0.1037, IoU.fountain: 0.3276, IoU.conveyer belt: 0.6654, IoU.canopy: 0.2954, IoU.washer: 0.7256, IoU.plaything: 0.2156, IoU.swimming pool: 0.4687, IoU.stool: 0.4520, IoU.barrel: 0.6147, IoU.basket: 0.3525, IoU.waterfall: 0.3612, IoU.tent: 0.9476, IoU.bag: 0.1603, IoU.minibike: 0.7219, IoU.cradle: 0.8624, IoU.oven: 0.6346, IoU.ball: 0.4553, IoU.food: 0.6539, IoU.step: 0.1692, IoU.tank: 0.6022, IoU.trade name: 0.3161, IoU.microwave: 0.8663, IoU.pot: 0.3823, IoU.animal: 0.6619, IoU.bicycle: 0.5917, IoU.lake: 0.1425, IoU.dishwasher: 0.7702, IoU.screen: 0.6153, IoU.blanket: 0.3246, IoU.sculpture: 0.6487, IoU.hood: 0.7254, IoU.sconce: 0.5719, IoU.vase: 0.4768, IoU.traffic light: 0.3928, IoU.tray: 0.1986, IoU.ashcan: 0.4053, IoU.fan: 0.6638, IoU.pier: 0.1443, IoU.crt screen: 0.0392, IoU.plate: 0.5628, IoU.monitor: 0.0369, IoU.bulletin board: 0.4496, IoU.shower: 0.1367, IoU.radiator: 0.6991, IoU.glass: 0.2151, IoU.clock: 0.4244, IoU.flag: 0.4799, Acc.wall: 0.8639, Acc.building: 0.9059, Acc.sky: 0.9747, Acc.floor: 0.9086, Acc.tree: 0.8759, Acc.ceiling: 0.9212, Acc.road: 0.9110, Acc.bed : 0.9512, Acc.windowpane: 0.7821, Acc.grass: 0.8018, Acc.cabinet: 0.7607, Acc.sidewalk: 0.8248, Acc.person: 0.9231, Acc.earth: 0.5552, Acc.door: 0.7228, Acc.table: 0.8003, Acc.mountain: 0.7711, Acc.plant: 0.6406, Acc.curtain: 0.8802, Acc.chair: 0.7342, Acc.car: 0.9413, Acc.water: 0.6944, Acc.painting: 0.8716, Acc.sofa: 0.8784, Acc.shelf: 0.6234, Acc.house: 0.7181, Acc.sea: 0.7662, Acc.mirror: 0.7989, Acc.rug: 0.7871, Acc.field: 0.4242, Acc.armchair: 0.6758, Acc.seat: 0.8545, Acc.fence: 0.6100, Acc.desk: 0.7032, Acc.rock: 0.6133, Acc.wardrobe: 0.6538, Acc.lamp: 0.8162, Acc.bathtub: 0.8715, Acc.railing: 0.5320, Acc.cushion: 0.7778, Acc.base: 0.4636, Acc.box: 0.4008, Acc.column: 0.5860, Acc.signboard: 0.5616, Acc.chest of drawers: 0.6569, Acc.counter: 0.5282, Acc.sand: 0.5792, Acc.sink: 0.8407, Acc.skyscraper: 0.5656, Acc.fireplace: 0.9040, Acc.refrigerator: 0.8904, Acc.grandstand: 0.7040, Acc.path: 0.4612, Acc.stairs: 0.4567, Acc.runway: 0.9721, Acc.case: 0.5629, Acc.pool table: 0.9728, Acc.pillow: 0.7137, Acc.screen door: 0.7475, Acc.stairway: 0.4401, Acc.river: 0.2718, Acc.bridge: 0.8855, Acc.bookcase: 0.5788, Acc.blind: 0.4591, Acc.coffee table: 0.8351, Acc.toilet: 0.9150, Acc.flower: 0.5127, Acc.book: 0.7124, Acc.hill: 0.1492, Acc.bench: 0.6805, Acc.countertop: 0.7291, Acc.stove: 0.8938, Acc.palm: 0.7797, Acc.kitchen island: 0.8087, Acc.computer: 0.7111, Acc.swivel chair: 0.6400, Acc.boat: 0.8686, Acc.bar: 0.7568, Acc.arcade machine: 0.3104, Acc.hovel: 0.1592, Acc.bus: 0.9572, Acc.towel: 0.8320, Acc.light: 0.7824, Acc.truck: 0.5113, Acc.tower: 0.4015, Acc.chandelier: 0.8388, Acc.awning: 0.4852, Acc.streetlight: 0.5324, Acc.booth: 0.5241, Acc.television receiver: 0.8635, Acc.airplane: 0.6735, Acc.dirt track: 0.1020, Acc.apparel: 0.4976, Acc.pole: 0.4285, Acc.land: 0.0569, Acc.bannister: 0.2736, Acc.escalator: 0.3568, Acc.ottoman: 0.7043, Acc.bottle: 0.6359, Acc.buffet: 0.5400, Acc.poster: 0.5279, Acc.stage: 0.3237, Acc.van: 0.6927, Acc.ship: 0.1077, Acc.fountain: 0.3417, Acc.conveyer belt: 0.8600, Acc.canopy: 0.3743, Acc.washer: 0.7721, Acc.plaything: 0.3217, Acc.swimming pool: 0.7075, Acc.stool: 0.7079, Acc.barrel: 0.7440, Acc.basket: 0.5459, Acc.waterfall: 0.5242, Acc.tent: 0.9778, Acc.bag: 0.2379, Acc.minibike: 0.8827, Acc.cradle: 0.9769, Acc.oven: 0.7189, Acc.ball: 0.5373, Acc.food: 0.7946, Acc.step: 0.2220, Acc.tank: 0.6526, Acc.trade name: 0.3963, Acc.microwave: 0.9409, Acc.pot: 0.4504, Acc.animal: 0.6776, Acc.bicycle: 0.8207, Acc.lake: 0.1548, Acc.dishwasher: 0.8419, Acc.screen: 0.9289, Acc.blanket: 0.3941, Acc.sculpture: 0.8591, Acc.hood: 0.8728, Acc.sconce: 0.7103, Acc.vase: 0.6768, Acc.traffic light: 0.6537, Acc.tray: 0.3396, Acc.ashcan: 0.6388, Acc.fan: 0.8249, Acc.pier: 0.1616, Acc.crt screen: 0.1381, Acc.plate: 0.7277, Acc.monitor: 0.0453, Acc.bulletin board: 0.6582, Acc.shower: 0.2625, Acc.radiator: 0.8274, Acc.glass: 0.2379, Acc.clock: 0.6204, Acc.flag: 0.5287