2024-01-03 10:36:09,047 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 10:36:09,057 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 10:36:09,057 - mmseg - INFO - OMP num threads is 1 2024-01-03 10:36:09,137 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+0c8cdc4 ------------------------------------------------------------ 2024-01-03 10:36:09,137 - mmseg - INFO - Distributed training: True 2024-01-03 10:36:09,137 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_ade20k_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'num_classes': 150, 'img_norm_cfg': {'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, 'crop_size': (512, 512), 'train_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations', 'reduce_zero_label': True}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}], 'test_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}], 'data': {'samples_per_gpu': 2, 'workers_per_gpu': 4, 'train': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/training', 'ann_dir': 'annotations/training', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations', 'reduce_zero_label': True}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}]}, 'val': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}, 'test': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}}, 'log_config': {'interval': 50, 'hooks': [{'type': 'TextLoggerHook', 'by_epoch': False}]}, 'dist_params': {'backend': 'nccl'}, 'log_level': 'INFO', 'load_from': None, 'resume_from': None, 'workflow': [('train', 1)], 'cudnn_benchmark': True, 'optimizer': {'type': 'AdamW', 'lr': 0.001, 'weight_decay': 0.0001, 'betas': (0.9, 0.999)}, 'optimizer_config': {'type': 'DistOptimizerHook', 'update_interval': 1, 'grad_clip': None, 'coalesce': True, 'bucket_size_mb': -1, 'use_fp16': False}, 'lr_config': {'policy': 'poly', 'warmup': 'linear', 'warmup_iters': 1500, 'warmup_ratio': 1e-06, 'power': 1.0, 'min_lr': 0.0, 'by_epoch': False}, 'runner': {'type': 'IterBasedRunner', 'max_iters': 40000}, 'checkpoint_config': {'by_epoch': False, 'interval': 10000}, 'evaluation': {'interval': 10000, 'metric': 'mIoU', 'pre_eval': True}, 'fp16': None, 'find_unused_parameters': False, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'model': {'type': 'EncoderDecoder', 'pretrained': None, 'backbone': {'type': 'DinoVisionTransformer', 'out_indices': [8, 9, 10, 11]}, 'decode_head': {'type': 'BNHead', 'in_channels': [768], 'in_index': [3], 'input_transform': 'resize_concat', 'channels': 768, 'dropout_ratio': 0, 'num_classes': 150, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch16_224.dino'} 2024-01-03 10:36:12,271 - mmseg - INFO - Set random seed to 1911535636, deterministic: False 2024-01-03 10:36:14,658 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.qkv.weight', 'vit.model.blocks.0.attn.qkv.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1.weight', 'vit.model.blocks.0.mlp.fc1.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.qkv.weight', 'vit.model.blocks.1.attn.qkv.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1.weight', 'vit.model.blocks.1.mlp.fc1.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.qkv.weight', 'vit.model.blocks.2.attn.qkv.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1.weight', 'vit.model.blocks.2.mlp.fc1.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.qkv.weight', 'vit.model.blocks.3.attn.qkv.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1.weight', 'vit.model.blocks.3.mlp.fc1.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.qkv.weight', 'vit.model.blocks.4.attn.qkv.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1.weight', 'vit.model.blocks.4.mlp.fc1.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.qkv.weight', 'vit.model.blocks.5.attn.qkv.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1.weight', 'vit.model.blocks.5.mlp.fc1.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.qkv.weight', 'vit.model.blocks.6.attn.qkv.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1.weight', 'vit.model.blocks.6.mlp.fc1.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.qkv.weight', 'vit.model.blocks.7.attn.qkv.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1.weight', 'vit.model.blocks.7.mlp.fc1.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.qkv.weight', 'vit.model.blocks.8.attn.qkv.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1.weight', 'vit.model.blocks.8.mlp.fc1.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.qkv.weight', 'vit.model.blocks.9.attn.qkv.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1.weight', 'vit.model.blocks.9.mlp.fc1.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.qkv.weight', 'vit.model.blocks.10.attn.qkv.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1.weight', 'vit.model.blocks.10.mlp.fc1.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.qkv.weight', 'vit.model.blocks.11.attn.qkv.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1.weight', 'vit.model.blocks.11.mlp.fc1.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-03 10:36:14,659 - mmseg - INFO - pos_embed loaded 2024-01-03 10:36:14,659 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 10:36:14,659 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 10:36:14,659 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 10:36:14,659 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 10:36:14,659 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 10:36:14,660 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 10:36:14,681 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([150, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([150]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2024-01-03 10:36:14,686 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 150, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2024-01-03 10:36:14,917 - mmseg - INFO - Loaded 20210 images 2024-01-03 10:36:18,165 - mmseg - INFO - Loaded 2000 images 2024-01-03 10:36:18,166 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch16_224.dino 2024-01-03 10:36:18,166 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (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 -------------------- 2024-01-03 10:36:18,166 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 10:36:18,168 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch16_224.dino by HardDiskBackend. 2024-01-03 10:36:49,166 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:49:22, time: 0.164, data_time: 0.005, memory: 1396, decode.loss_ce: 4.1118, decode.acc_seg: 1.0526, loss: 4.1118 2024-01-03 10:36:54,117 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:27:32, time: 0.099, data_time: 0.003, memory: 1396, decode.loss_ce: 3.9321, decode.acc_seg: 11.0709, loss: 3.9321 2024-01-03 10:36:59,287 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:21:10, time: 0.103, data_time: 0.003, memory: 1396, decode.loss_ce: 3.4818, decode.acc_seg: 38.9418, loss: 3.4818 2024-01-03 10:37:04,241 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:17:14, time: 0.099, data_time: 0.003, memory: 1396, decode.loss_ce: 3.0725, decode.acc_seg: 49.7067, loss: 3.0725 2024-01-03 10:37:09,409 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:15:24, time: 0.103, data_time: 0.003, memory: 1396, decode.loss_ce: 2.5517, decode.acc_seg: 51.8332, loss: 2.5517 2024-01-03 10:37:14,299 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:13:32, time: 0.098, data_time: 0.003, memory: 1396, decode.loss_ce: 2.1313, decode.acc_seg: 53.1586, loss: 2.1313 2024-01-03 10:37:19,228 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:12:15, time: 0.099, data_time: 0.003, memory: 1396, decode.loss_ce: 1.8676, decode.acc_seg: 54.5611, loss: 1.8676 2024-01-03 10:37:24,171 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:11:18, time: 0.099, data_time: 0.003, memory: 1396, decode.loss_ce: 1.7584, decode.acc_seg: 55.4409, loss: 1.7584 2024-01-03 10:37:29,139 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:10:34, time: 0.099, data_time: 0.003, memory: 1396, decode.loss_ce: 1.5955, decode.acc_seg: 57.5729, loss: 1.5955 2024-01-03 10:37:34,121 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:10:00, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.5632, decode.acc_seg: 58.9360, loss: 1.5632 2024-01-03 10:37:39,117 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:09:31, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.4737, decode.acc_seg: 59.4319, loss: 1.4737 2024-01-03 10:37:44,140 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:09:09, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.4325, decode.acc_seg: 60.3950, loss: 1.4325 2024-01-03 10:37:49,160 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:08:49, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.2792, decode.acc_seg: 62.8873, loss: 1.2792 2024-01-03 10:37:54,178 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:08:30, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.3194, decode.acc_seg: 62.8052, loss: 1.3194 2024-01-03 10:37:59,200 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:08:14, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 1.2801, decode.acc_seg: 62.1729, loss: 1.2801 2024-01-03 10:38:04,227 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:08:00, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.3220, decode.acc_seg: 61.4899, loss: 1.3220 2024-01-03 10:38:09,254 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:07:46, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.3014, decode.acc_seg: 62.3018, loss: 1.3014 2024-01-03 10:38:14,373 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:07:38, time: 0.102, data_time: 0.003, memory: 1396, decode.loss_ce: 1.2390, decode.acc_seg: 63.8290, loss: 1.2390 2024-01-03 10:38:19,412 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:07:27, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1641, decode.acc_seg: 64.6016, loss: 1.1641 2024-01-03 10:38:24,454 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:38:24,454 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:07:16, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1777, decode.acc_seg: 63.8979, loss: 1.1777 2024-01-03 10:38:29,500 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:07:06, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1593, decode.acc_seg: 65.1461, loss: 1.1593 2024-01-03 10:38:34,544 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:06:56, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1110, decode.acc_seg: 65.3590, loss: 1.1110 2024-01-03 10:38:39,599 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:06:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1808, decode.acc_seg: 63.9898, loss: 1.1808 2024-01-03 10:38:44,651 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:06:39, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1331, decode.acc_seg: 64.7125, loss: 1.1331 2024-01-03 10:38:49,702 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:06:31, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.1266, decode.acc_seg: 65.7473, loss: 1.1266 2024-01-03 10:38:56,923 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:07:27, time: 0.144, data_time: 0.046, memory: 1396, decode.loss_ce: 1.0633, decode.acc_seg: 66.3477, loss: 1.0633 2024-01-03 10:39:01,967 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:07:17, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0605, decode.acc_seg: 66.3234, loss: 1.0605 2024-01-03 10:39:07,039 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:07:07, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0631, decode.acc_seg: 65.9007, loss: 1.0631 2024-01-03 10:39:12,107 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:06:58, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0764, decode.acc_seg: 66.9490, loss: 1.0764 2024-01-03 10:39:17,151 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:06:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0320, decode.acc_seg: 67.3010, loss: 1.0320 2024-01-03 10:39:22,192 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:06:39, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0455, decode.acc_seg: 65.8474, loss: 1.0455 2024-01-03 10:39:27,230 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:06:30, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0994, decode.acc_seg: 65.1107, loss: 1.0994 2024-01-03 10:39:32,269 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:06:21, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0773, decode.acc_seg: 66.4551, loss: 1.0773 2024-01-03 10:39:37,316 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:06:13, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0551, decode.acc_seg: 66.3507, loss: 1.0551 2024-01-03 10:39:42,359 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:06:04, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0305, decode.acc_seg: 66.2871, loss: 1.0305 2024-01-03 10:39:47,404 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:05:56, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0368, decode.acc_seg: 67.4581, loss: 1.0368 2024-01-03 10:39:52,448 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:05:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0032, decode.acc_seg: 67.6230, loss: 1.0032 2024-01-03 10:39:57,493 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:05:41, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0484, decode.acc_seg: 66.2254, loss: 1.0484 2024-01-03 10:40:02,534 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:05:33, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0133, decode.acc_seg: 66.5872, loss: 1.0133 2024-01-03 10:40:07,579 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:40:07,579 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:05:25, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0354, decode.acc_seg: 66.1149, loss: 1.0354 2024-01-03 10:40:12,768 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:05:21, time: 0.104, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0392, decode.acc_seg: 67.0930, loss: 1.0392 2024-01-03 10:40:17,811 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:05:13, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9563, decode.acc_seg: 68.3964, loss: 0.9563 2024-01-03 10:40:22,854 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:05:06, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0186, decode.acc_seg: 66.6178, loss: 1.0186 2024-01-03 10:40:27,972 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:05:00, time: 0.102, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0157, decode.acc_seg: 67.3736, loss: 1.0157 2024-01-03 10:40:33,026 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:04:53, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9757, decode.acc_seg: 67.5322, loss: 0.9757 2024-01-03 10:40:38,080 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:04:46, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9509, decode.acc_seg: 68.3636, loss: 0.9509 2024-01-03 10:40:43,121 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:04:39, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0058, decode.acc_seg: 67.1745, loss: 1.0058 2024-01-03 10:40:48,185 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:04:33, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0144, decode.acc_seg: 67.2270, loss: 1.0144 2024-01-03 10:40:53,233 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:04:26, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9951, decode.acc_seg: 67.1873, loss: 0.9951 2024-01-03 10:40:58,281 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:04:19, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0451, decode.acc_seg: 66.0673, loss: 1.0451 2024-01-03 10:41:05,521 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:04:45, time: 0.145, data_time: 0.045, memory: 1396, decode.loss_ce: 1.0110, decode.acc_seg: 66.8754, loss: 1.0110 2024-01-03 10:41:10,565 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:04:38, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9408, decode.acc_seg: 67.9800, loss: 0.9408 2024-01-03 10:41:15,605 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:04:30, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9535, decode.acc_seg: 68.2793, loss: 0.9535 2024-01-03 10:41:20,644 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:04:23, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 1.0104, decode.acc_seg: 66.7411, loss: 1.0104 2024-01-03 10:41:25,691 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:04:16, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9348, decode.acc_seg: 68.2857, loss: 0.9348 2024-01-03 10:41:30,734 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:04:09, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9931, decode.acc_seg: 67.2863, loss: 0.9931 2024-01-03 10:41:35,779 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:04:02, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9917, decode.acc_seg: 67.4227, loss: 0.9917 2024-01-03 10:41:40,828 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:03:56, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9233, decode.acc_seg: 69.4473, loss: 0.9233 2024-01-03 10:41:45,874 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:03:49, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9482, decode.acc_seg: 69.4075, loss: 0.9482 2024-01-03 10:41:50,912 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:41:50,912 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:03:42, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9132, decode.acc_seg: 69.8414, loss: 0.9132 2024-01-03 10:41:55,947 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:03:35, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9408, decode.acc_seg: 68.7873, loss: 0.9408 2024-01-03 10:42:00,993 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:03:29, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9333, decode.acc_seg: 68.8945, loss: 0.9333 2024-01-03 10:42:06,036 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:03:22, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9878, decode.acc_seg: 67.7928, loss: 0.9878 2024-01-03 10:42:11,071 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:03:16, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9748, decode.acc_seg: 67.7846, loss: 0.9748 2024-01-03 10:42:16,107 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:03:09, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9780, decode.acc_seg: 67.6487, loss: 0.9780 2024-01-03 10:42:21,473 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:03:06, time: 0.107, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9915, decode.acc_seg: 67.4049, loss: 0.9915 2024-01-03 10:42:26,529 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:03:00, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9514, decode.acc_seg: 68.6255, loss: 0.9514 2024-01-03 10:42:31,765 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:02:56, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9422, decode.acc_seg: 68.6025, loss: 0.9422 2024-01-03 10:42:36,802 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:02:49, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9044, decode.acc_seg: 70.1569, loss: 0.9044 2024-01-03 10:42:42,063 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:02:45, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9067, decode.acc_seg: 69.4823, loss: 0.9067 2024-01-03 10:42:47,103 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:02:39, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9353, decode.acc_seg: 69.2854, loss: 0.9353 2024-01-03 10:42:52,147 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:02:33, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9661, decode.acc_seg: 68.1709, loss: 0.9661 2024-01-03 10:42:57,188 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:02:26, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9563, decode.acc_seg: 68.1532, loss: 0.9563 2024-01-03 10:43:02,228 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:02:20, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9538, decode.acc_seg: 67.2791, loss: 0.9538 2024-01-03 10:43:07,265 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:02:14, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9605, decode.acc_seg: 67.5836, loss: 0.9605 2024-01-03 10:43:14,514 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:02:29, time: 0.145, data_time: 0.046, memory: 1396, decode.loss_ce: 0.9274, decode.acc_seg: 68.5501, loss: 0.9274 2024-01-03 10:43:19,552 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:02:22, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9116, decode.acc_seg: 69.4287, loss: 0.9116 2024-01-03 10:43:24,591 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:02:16, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9292, decode.acc_seg: 68.5184, loss: 0.9292 2024-01-03 10:43:29,628 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:02:09, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9334, decode.acc_seg: 68.7244, loss: 0.9334 2024-01-03 10:43:34,675 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:43:34,676 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:02:03, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8992, decode.acc_seg: 69.6859, loss: 0.8992 2024-01-03 10:43:39,713 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:01:57, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9499, decode.acc_seg: 67.8376, loss: 0.9499 2024-01-03 10:43:44,747 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:01:50, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9070, decode.acc_seg: 69.3667, loss: 0.9070 2024-01-03 10:43:49,784 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:01:44, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9385, decode.acc_seg: 68.1485, loss: 0.9385 2024-01-03 10:43:54,816 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:01:38, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9077, decode.acc_seg: 69.2263, loss: 0.9077 2024-01-03 10:43:59,880 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:01:32, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9323, decode.acc_seg: 68.7355, loss: 0.9323 2024-01-03 10:44:04,915 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:01:25, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9640, decode.acc_seg: 68.2642, loss: 0.9640 2024-01-03 10:44:09,948 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:01:19, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9125, decode.acc_seg: 69.1681, loss: 0.9125 2024-01-03 10:44:14,980 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:01:13, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9309, decode.acc_seg: 67.8409, loss: 0.9309 2024-01-03 10:44:20,016 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:01:07, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9434, decode.acc_seg: 68.0236, loss: 0.9434 2024-01-03 10:44:25,053 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:01:01, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8997, decode.acc_seg: 69.7263, loss: 0.8997 2024-01-03 10:44:30,089 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:00:55, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9720, decode.acc_seg: 67.7328, loss: 0.9720 2024-01-03 10:44:35,115 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:00:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8864, decode.acc_seg: 69.6541, loss: 0.8864 2024-01-03 10:44:40,143 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:00:42, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9669, decode.acc_seg: 68.9752, loss: 0.9669 2024-01-03 10:44:45,170 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:00:36, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9269, decode.acc_seg: 68.8138, loss: 0.9269 2024-01-03 10:44:50,329 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:00:31, time: 0.103, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9434, decode.acc_seg: 68.6765, loss: 0.9434 2024-01-03 10:44:55,366 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:00:25, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9065, decode.acc_seg: 69.3237, loss: 0.9065 2024-01-03 10:45:00,549 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:00:20, time: 0.104, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9264, decode.acc_seg: 68.9194, loss: 0.9264 2024-01-03 10:45:05,573 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:00:14, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9398, decode.acc_seg: 67.9551, loss: 0.9398 2024-01-03 10:45:10,606 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:00:08, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9549, decode.acc_seg: 68.1763, loss: 0.9549 2024-01-03 10:45:15,647 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:45:15,647 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:00:02, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9371, decode.acc_seg: 69.2347, loss: 0.9371 2024-01-03 10:45:20,675 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:59:56, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9159, decode.acc_seg: 68.2916, loss: 0.9159 2024-01-03 10:45:27,877 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:00:05, time: 0.144, data_time: 0.046, memory: 1396, decode.loss_ce: 0.8380, decode.acc_seg: 71.2623, loss: 0.8380 2024-01-03 10:45:32,899 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:59:59, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8995, decode.acc_seg: 69.1377, loss: 0.8995 2024-01-03 10:45:37,912 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:59:53, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9011, decode.acc_seg: 69.1047, loss: 0.9011 2024-01-03 10:45:42,944 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:59:47, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9126, decode.acc_seg: 69.4060, loss: 0.9126 2024-01-03 10:45:47,967 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:59:41, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8835, decode.acc_seg: 68.3685, loss: 0.8835 2024-01-03 10:45:53,002 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:59:35, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9347, decode.acc_seg: 68.8583, loss: 0.9347 2024-01-03 10:45:58,028 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:59:29, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8840, decode.acc_seg: 69.4860, loss: 0.8840 2024-01-03 10:46:03,049 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:59:23, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9071, decode.acc_seg: 69.4493, loss: 0.9071 2024-01-03 10:46:08,321 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:59:18, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8654, decode.acc_seg: 70.2239, loss: 0.8654 2024-01-03 10:46:13,352 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:59:12, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9429, decode.acc_seg: 68.5247, loss: 0.9429 2024-01-03 10:46:18,376 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:59:06, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8838, decode.acc_seg: 70.2918, loss: 0.8838 2024-01-03 10:46:23,407 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:59:01, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8886, decode.acc_seg: 68.9699, loss: 0.8886 2024-01-03 10:46:28,422 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:58:55, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9260, decode.acc_seg: 69.4667, loss: 0.9260 2024-01-03 10:46:33,459 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:58:49, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9382, decode.acc_seg: 68.1886, loss: 0.9382 2024-01-03 10:46:38,611 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:58:44, time: 0.103, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8870, decode.acc_seg: 69.3975, loss: 0.8870 2024-01-03 10:46:43,638 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:58:38, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8780, decode.acc_seg: 69.1939, loss: 0.8780 2024-01-03 10:46:48,808 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:58:33, time: 0.103, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8641, decode.acc_seg: 70.0696, loss: 0.8641 2024-01-03 10:46:53,845 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:58:27, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9010, decode.acc_seg: 69.2988, loss: 0.9010 2024-01-03 10:46:59,253 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:46:59,253 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:58:23, time: 0.108, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8946, decode.acc_seg: 69.3030, loss: 0.8946 2024-01-03 10:47:04,287 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:58:17, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8772, decode.acc_seg: 70.4120, loss: 0.8772 2024-01-03 10:47:09,536 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:58:13, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9173, decode.acc_seg: 69.2451, loss: 0.9173 2024-01-03 10:47:14,569 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:58:07, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9210, decode.acc_seg: 68.8012, loss: 0.9210 2024-01-03 10:47:19,811 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:58:02, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9125, decode.acc_seg: 69.0534, loss: 0.9125 2024-01-03 10:47:24,836 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:57:56, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9243, decode.acc_seg: 68.7632, loss: 0.9243 2024-01-03 10:47:29,872 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:57:51, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9160, decode.acc_seg: 69.4245, loss: 0.9160 2024-01-03 10:47:37,148 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:57:57, time: 0.146, data_time: 0.045, memory: 1396, decode.loss_ce: 0.8916, decode.acc_seg: 69.3809, loss: 0.8916 2024-01-03 10:47:42,189 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:57:51, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8907, decode.acc_seg: 69.4097, loss: 0.8907 2024-01-03 10:47:47,221 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:57:45, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8960, decode.acc_seg: 69.2840, loss: 0.8960 2024-01-03 10:47:52,256 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:57:39, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9435, decode.acc_seg: 68.0028, loss: 0.9435 2024-01-03 10:47:57,292 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:57:33, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9153, decode.acc_seg: 68.3964, loss: 0.9153 2024-01-03 10:48:02,326 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:57:28, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8805, decode.acc_seg: 70.3257, loss: 0.8805 2024-01-03 10:48:07,363 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:57:22, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8876, decode.acc_seg: 69.4477, loss: 0.8876 2024-01-03 10:48:12,388 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:57:16, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8920, decode.acc_seg: 69.2689, loss: 0.8920 2024-01-03 10:48:17,414 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:57:10, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9341, decode.acc_seg: 68.9279, loss: 0.9341 2024-01-03 10:48:22,441 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:57:04, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8776, decode.acc_seg: 70.5204, loss: 0.8776 2024-01-03 10:48:27,475 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:56:59, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9311, decode.acc_seg: 67.7492, loss: 0.9311 2024-01-03 10:48:32,501 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:56:53, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8429, decode.acc_seg: 70.9725, loss: 0.8429 2024-01-03 10:48:37,533 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:56:47, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9240, decode.acc_seg: 68.6087, loss: 0.9240 2024-01-03 10:48:42,556 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:48:42,557 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:56:41, time: 0.100, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8790, decode.acc_seg: 70.2404, loss: 0.8790 2024-01-03 10:48:47,587 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:56:36, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8854, decode.acc_seg: 69.9281, loss: 0.8854 2024-01-03 10:48:52,618 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:56:30, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8822, decode.acc_seg: 70.5801, loss: 0.8822 2024-01-03 10:48:57,648 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:56:24, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9460, decode.acc_seg: 68.4731, loss: 0.9460 2024-01-03 10:49:02,683 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:56:18, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9253, decode.acc_seg: 69.0339, loss: 0.9253 2024-01-03 10:49:07,713 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:56:13, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9028, decode.acc_seg: 70.0619, loss: 0.9028 2024-01-03 10:49:12,745 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:56:07, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9046, decode.acc_seg: 69.7773, loss: 0.9046 2024-01-03 10:49:18,034 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:56:02, time: 0.106, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8958, decode.acc_seg: 69.7465, loss: 0.8958 2024-01-03 10:49:23,068 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:55:57, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8737, decode.acc_seg: 69.7248, loss: 0.8737 2024-01-03 10:49:28,098 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:55:51, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8906, decode.acc_seg: 69.9658, loss: 0.8906 2024-01-03 10:49:33,138 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:55:46, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9199, decode.acc_seg: 69.4046, loss: 0.9199 2024-01-03 10:49:38,178 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:55:40, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9080, decode.acc_seg: 69.2999, loss: 0.9080 2024-01-03 10:49:45,475 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:55:44, time: 0.146, data_time: 0.045, memory: 1396, decode.loss_ce: 0.8762, decode.acc_seg: 70.1277, loss: 0.8762 2024-01-03 10:49:50,512 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:55:38, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8766, decode.acc_seg: 69.3954, loss: 0.8766 2024-01-03 10:49:55,553 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:55:33, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8613, decode.acc_seg: 70.5858, loss: 0.8613 2024-01-03 10:50:00,589 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:55:27, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8799, decode.acc_seg: 69.8748, loss: 0.8799 2024-01-03 10:50:05,631 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:55:21, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9146, decode.acc_seg: 68.4403, loss: 0.9146 2024-01-03 10:50:10,877 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:55:16, time: 0.105, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8627, decode.acc_seg: 69.2317, loss: 0.8627 2024-01-03 10:50:15,906 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:55:11, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8655, decode.acc_seg: 70.2189, loss: 0.8655 2024-01-03 10:50:20,942 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:55:05, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8823, decode.acc_seg: 69.4078, loss: 0.8823 2024-01-03 10:50:25,968 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:50:25,969 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:54:59, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8920, decode.acc_seg: 69.6152, loss: 0.8920 2024-01-03 10:50:31,002 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:54:54, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8931, decode.acc_seg: 69.2872, loss: 0.8931 2024-01-03 10:50:36,035 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:54:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8628, decode.acc_seg: 70.2820, loss: 0.8628 2024-01-03 10:50:41,065 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:54:43, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8813, decode.acc_seg: 69.7830, loss: 0.8813 2024-01-03 10:50:46,094 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:54:37, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8857, decode.acc_seg: 70.0952, loss: 0.8857 2024-01-03 10:50:51,129 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:54:31, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8599, decode.acc_seg: 70.4684, loss: 0.8599 2024-01-03 10:50:56,169 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:54:26, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8800, decode.acc_seg: 69.4380, loss: 0.8800 2024-01-03 10:51:01,206 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:54:20, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9186, decode.acc_seg: 69.7860, loss: 0.9186 2024-01-03 10:51:06,241 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:54:15, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9184, decode.acc_seg: 69.4226, loss: 0.9184 2024-01-03 10:51:11,272 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:54:09, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8801, decode.acc_seg: 69.9522, loss: 0.8801 2024-01-03 10:51:16,319 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:54:03, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8480, decode.acc_seg: 69.6872, loss: 0.8480 2024-01-03 10:51:21,362 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:53:58, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9257, decode.acc_seg: 68.0662, loss: 0.9257 2024-01-03 10:51:26,395 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:53:52, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8950, decode.acc_seg: 69.4627, loss: 0.8950 2024-01-03 10:51:31,430 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:53:47, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9097, decode.acc_seg: 68.7054, loss: 0.9097 2024-01-03 10:51:36,465 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:53:41, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9037, decode.acc_seg: 69.4996, loss: 0.9037 2024-01-03 10:51:41,507 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:53:36, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9023, decode.acc_seg: 69.1016, loss: 0.9023 2024-01-03 10:51:46,538 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:53:30, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9014, decode.acc_seg: 69.4960, loss: 0.9014 2024-01-03 10:51:53,815 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:53:32, time: 0.146, data_time: 0.047, memory: 1396, decode.loss_ce: 0.8796, decode.acc_seg: 70.8589, loss: 0.8796 2024-01-03 10:51:58,851 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:53:27, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8770, decode.acc_seg: 70.3965, loss: 0.8770 2024-01-03 10:52:03,889 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:53:21, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8949, decode.acc_seg: 69.2630, loss: 0.8949 2024-01-03 10:52:08,927 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:52:08,927 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:53:16, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8808, decode.acc_seg: 69.8129, loss: 0.8808 2024-01-03 10:52:13,969 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:53:10, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8988, decode.acc_seg: 68.8807, loss: 0.8988 2024-01-03 10:52:19,007 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:53:05, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8608, decode.acc_seg: 70.5202, loss: 0.8608 2024-01-03 10:52:24,043 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:52:59, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8636, decode.acc_seg: 69.9946, loss: 0.8636 2024-01-03 10:52:29,073 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:52:54, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9421, decode.acc_seg: 67.9023, loss: 0.9421 2024-01-03 10:52:34,101 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:52:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8582, decode.acc_seg: 69.5613, loss: 0.8582 2024-01-03 10:52:39,139 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:52:42, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9276, decode.acc_seg: 68.5342, loss: 0.9276 2024-01-03 10:52:44,175 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:52:37, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8896, decode.acc_seg: 69.9363, loss: 0.8896 2024-01-03 10:52:49,213 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:52:31, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8660, decode.acc_seg: 69.9906, loss: 0.8660 2024-01-03 10:52:54,254 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:52:26, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8530, decode.acc_seg: 69.9664, loss: 0.8530 2024-01-03 10:52:59,291 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:52:20, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9249, decode.acc_seg: 68.7027, loss: 0.9249 2024-01-03 10:53:04,379 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:52:15, time: 0.102, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8742, decode.acc_seg: 69.6816, loss: 0.8742 2024-01-03 10:53:09,414 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:52:10, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.9091, decode.acc_seg: 69.2974, loss: 0.9091 2024-01-03 10:53:14,451 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:52:04, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8952, decode.acc_seg: 68.9901, loss: 0.8952 2024-01-03 10:53:19,497 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:51:59, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8687, decode.acc_seg: 69.9179, loss: 0.8687 2024-01-03 10:53:24,534 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:51:53, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8583, decode.acc_seg: 70.2625, loss: 0.8583 2024-01-03 10:53:29,573 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:51:48, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8463, decode.acc_seg: 70.7196, loss: 0.8463 2024-01-03 10:53:34,617 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:51:42, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8869, decode.acc_seg: 69.9228, loss: 0.8869 2024-01-03 10:53:39,661 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:51:37, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8511, decode.acc_seg: 69.9586, loss: 0.8511 2024-01-03 10:53:44,699 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:51:31, time: 0.101, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8879, decode.acc_seg: 69.9089, loss: 0.8879 2024-01-03 10:53:49,700 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 10:53:49,753 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:53:49,753 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:51:26, time: 0.102, data_time: 0.003, memory: 1396, decode.loss_ce: 0.8957, decode.acc_seg: 69.2827, loss: 0.8957 2024-01-03 10:54:32,782 - mmseg - INFO - per class results: 2024-01-03 10:54:32,788 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 64.11 | 81.39 | | building | 73.06 | 90.08 | | sky | 91.84 | 95.52 | | floor | 71.02 | 85.33 | | tree | 67.74 | 84.08 | | ceiling | 73.75 | 88.6 | | road | 70.96 | 85.09 | | bed | 71.22 | 85.41 | | windowpane | 44.98 | 61.51 | | grass | 62.37 | 79.38 | | cabinet | 40.64 | 52.92 | | sidewalk | 47.13 | 65.51 | | person | 70.15 | 89.41 | | earth | 31.96 | 45.47 | | door | 15.76 | 20.59 | | table | 31.18 | 46.14 | | mountain | 47.95 | 61.46 | | plant | 45.32 | 57.61 | | curtain | 56.68 | 67.61 | | chair | 37.54 | 61.31 | | car | 72.38 | 85.86 | | water | 48.38 | 61.29 | | painting | 52.9 | 64.79 | | sofa | 43.04 | 54.31 | | shelf | 25.33 | 42.42 | | house | 35.69 | 42.67 | | sea | 46.2 | 73.17 | | mirror | 33.09 | 46.84 | | rug | 46.03 | 54.18 | | field | 20.02 | 33.18 | | armchair | 23.79 | 44.92 | | seat | 31.41 | 39.88 | | fence | 27.24 | 38.79 | | desk | 18.99 | 28.52 | | rock | 36.0 | 66.82 | | wardrobe | 25.45 | 31.24 | | lamp | 38.29 | 49.31 | | bathtub | 47.16 | 54.91 | | railing | 23.71 | 36.59 | | cushion | 32.85 | 42.61 | | base | 4.66 | 5.41 | | box | 12.79 | 21.44 | | column | 26.19 | 33.14 | | signboard | 26.33 | 32.99 | | chest of drawers | 21.77 | 55.08 | | counter | 20.1 | 34.43 | | sand | 23.89 | 29.43 | | sink | 42.97 | 64.76 | | skyscraper | 44.21 | 54.68 | | fireplace | 38.21 | 54.93 | | refrigerator | 42.59 | 60.23 | | grandstand | 36.75 | 57.62 | | path | 17.66 | 20.84 | | stairs | 16.92 | 18.86 | | runway | 50.24 | 56.15 | | case | 33.73 | 56.33 | | pool table | 81.14 | 92.35 | | pillow | 40.5 | 55.26 | | screen door | 30.74 | 34.7 | | stairway | 21.97 | 36.58 | | river | 7.41 | 9.53 | | bridge | 26.03 | 33.71 | | bookcase | 30.7 | 52.54 | | blind | 23.9 | 40.12 | | coffee table | 37.48 | 62.69 | | toilet | 63.33 | 74.9 | | flower | 32.4 | 55.88 | | book | 15.37 | 18.07 | | hill | 8.01 | 10.51 | | bench | 19.77 | 30.18 | | countertop | 36.08 | 53.65 | | stove | 38.56 | 49.0 | | palm | 39.68 | 54.64 | | kitchen island | 20.62 | 54.41 | | computer | 41.7 | 61.35 | | swivel chair | 30.98 | 45.27 | | boat | 32.19 | 57.51 | | bar | 8.21 | 8.99 | | arcade machine | 7.56 | 9.71 | | hovel | 9.4 | 10.54 | | bus | 59.07 | 69.29 | | towel | 39.91 | 51.2 | | light | 30.79 | 35.67 | | truck | 6.62 | 13.31 | | tower | 21.23 | 27.44 | | chandelier | 52.32 | 66.52 | | awning | 14.75 | 18.82 | | streetlight | 7.62 | 8.69 | | booth | 8.24 | 8.67 | | television receiver | 42.27 | 57.91 | | airplane | 49.93 | 59.26 | | dirt track | 6.59 | 10.6 | | apparel | 23.55 | 43.25 | | pole | 8.4 | 9.72 | | land | 0.04 | 0.04 | | bannister | 3.16 | 3.69 | | escalator | 13.55 | 17.47 | | ottoman | 15.53 | 23.86 | | bottle | 12.64 | 15.28 | | buffet | 22.76 | 26.64 | | poster | 10.75 | 12.2 | | stage | 7.66 | 11.15 | | van | 12.73 | 14.45 | | ship | 6.63 | 9.9 | | fountain | 19.07 | 21.4 | | conveyer belt | 36.31 | 47.71 | | canopy | 7.65 | 7.99 | | washer | 46.38 | 50.27 | | plaything | 15.67 | 27.9 | | swimming pool | 24.12 | 40.27 | | stool | 6.05 | 6.4 | | barrel | 0.0 | 0.0 | | basket | 20.51 | 25.53 | | waterfall | 51.62 | 75.14 | | tent | 77.66 | 91.36 | | bag | 4.77 | 6.41 | | minibike | 36.37 | 41.54 | | cradle | 66.64 | 79.92 | | oven | 8.91 | 14.18 | | ball | 0.49 | 0.5 | | food | 49.01 | 56.93 | | step | 0.14 | 0.15 | | tank | 19.57 | 23.64 | | trade name | 16.03 | 18.84 | | microwave | 25.99 | 29.58 | | pot | 23.16 | 25.82 | | animal | 48.14 | 52.81 | | bicycle | 39.87 | 66.41 | | lake | 1.11 | 1.34 | | dishwasher | 25.37 | 44.08 | | screen | 64.62 | 79.11 | | blanket | 9.23 | 11.23 | | sculpture | 11.12 | 14.31 | | hood | 23.63 | 32.09 | | sconce | 16.11 | 18.98 | | vase | 16.4 | 24.46 | | traffic light | 20.97 | 30.1 | | tray | 0.12 | 0.13 | | ashcan | 16.57 | 19.74 | | fan | 39.28 | 51.61 | | pier | 43.7 | 69.73 | | crt screen | 14.48 | 24.73 | | plate | 35.2 | 53.28 | | monitor | 12.53 | 15.44 | | bulletin board | 28.68 | 36.55 | | shower | 0.43 | 1.54 | | radiator | 37.63 | 42.07 | | glass | 8.14 | 8.82 | | clock | 16.76 | 21.19 | | flag | 25.08 | 27.0 | +---------------------+-------+-------+ 2024-01-03 10:54:32,788 - mmseg - INFO - Summary: 2024-01-03 10:54:32,788 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 73.59 | 30.63 | 40.79 | +-------+-------+-------+ 2024-01-03 10:54:32,788 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:54:32,789 - mmseg - INFO - Iter(val) [250] aAcc: 0.7359, mIoU: 0.3063, mAcc: 0.4079, IoU.wall: 0.6411, IoU.building: 0.7306, IoU.sky: 0.9184, IoU.floor: 0.7102, IoU.tree: 0.6774, IoU.ceiling: 0.7375, IoU.road: 0.7096, IoU.bed : 0.7122, IoU.windowpane: 0.4498, IoU.grass: 0.6237, IoU.cabinet: 0.4064, IoU.sidewalk: 0.4713, IoU.person: 0.7015, IoU.earth: 0.3196, IoU.door: 0.1576, IoU.table: 0.3118, IoU.mountain: 0.4795, IoU.plant: 0.4532, IoU.curtain: 0.5668, IoU.chair: 0.3754, IoU.car: 0.7238, IoU.water: 0.4838, IoU.painting: 0.5290, IoU.sofa: 0.4304, IoU.shelf: 0.2533, IoU.house: 0.3569, IoU.sea: 0.4620, IoU.mirror: 0.3309, IoU.rug: 0.4603, IoU.field: 0.2002, IoU.armchair: 0.2379, IoU.seat: 0.3141, IoU.fence: 0.2724, IoU.desk: 0.1899, IoU.rock: 0.3600, IoU.wardrobe: 0.2545, IoU.lamp: 0.3829, IoU.bathtub: 0.4716, IoU.railing: 0.2371, IoU.cushion: 0.3285, IoU.base: 0.0466, IoU.box: 0.1279, IoU.column: 0.2619, IoU.signboard: 0.2633, IoU.chest of drawers: 0.2177, IoU.counter: 0.2010, IoU.sand: 0.2389, IoU.sink: 0.4297, IoU.skyscraper: 0.4421, IoU.fireplace: 0.3821, IoU.refrigerator: 0.4259, IoU.grandstand: 0.3675, IoU.path: 0.1766, IoU.stairs: 0.1692, IoU.runway: 0.5024, IoU.case: 0.3373, IoU.pool table: 0.8114, IoU.pillow: 0.4050, IoU.screen door: 0.3074, IoU.stairway: 0.2197, IoU.river: 0.0741, IoU.bridge: 0.2603, IoU.bookcase: 0.3070, IoU.blind: 0.2390, IoU.coffee table: 0.3748, IoU.toilet: 0.6333, IoU.flower: 0.3240, IoU.book: 0.1537, IoU.hill: 0.0801, IoU.bench: 0.1977, IoU.countertop: 0.3608, IoU.stove: 0.3856, IoU.palm: 0.3968, IoU.kitchen island: 0.2062, IoU.computer: 0.4170, IoU.swivel chair: 0.3098, IoU.boat: 0.3219, IoU.bar: 0.0821, IoU.arcade machine: 0.0756, IoU.hovel: 0.0940, IoU.bus: 0.5907, IoU.towel: 0.3991, IoU.light: 0.3079, IoU.truck: 0.0662, IoU.tower: 0.2123, IoU.chandelier: 0.5232, IoU.awning: 0.1475, IoU.streetlight: 0.0762, IoU.booth: 0.0824, IoU.television receiver: 0.4227, IoU.airplane: 0.4993, IoU.dirt track: 0.0659, IoU.apparel: 0.2355, IoU.pole: 0.0840, IoU.land: 0.0004, IoU.bannister: 0.0316, IoU.escalator: 0.1355, IoU.ottoman: 0.1553, IoU.bottle: 0.1264, IoU.buffet: 0.2276, IoU.poster: 0.1075, IoU.stage: 0.0766, IoU.van: 0.1273, IoU.ship: 0.0663, IoU.fountain: 0.1907, IoU.conveyer belt: 0.3631, IoU.canopy: 0.0765, IoU.washer: 0.4638, IoU.plaything: 0.1567, IoU.swimming pool: 0.2412, IoU.stool: 0.0605, IoU.barrel: 0.0000, IoU.basket: 0.2051, IoU.waterfall: 0.5162, IoU.tent: 0.7766, IoU.bag: 0.0477, IoU.minibike: 0.3637, IoU.cradle: 0.6664, IoU.oven: 0.0891, IoU.ball: 0.0049, IoU.food: 0.4901, IoU.step: 0.0014, IoU.tank: 0.1957, IoU.trade name: 0.1603, IoU.microwave: 0.2599, IoU.pot: 0.2316, IoU.animal: 0.4814, IoU.bicycle: 0.3987, IoU.lake: 0.0111, IoU.dishwasher: 0.2537, IoU.screen: 0.6462, IoU.blanket: 0.0923, IoU.sculpture: 0.1112, IoU.hood: 0.2363, IoU.sconce: 0.1611, IoU.vase: 0.1640, IoU.traffic light: 0.2097, IoU.tray: 0.0012, IoU.ashcan: 0.1657, IoU.fan: 0.3928, IoU.pier: 0.4370, IoU.crt screen: 0.1448, IoU.plate: 0.3520, IoU.monitor: 0.1253, IoU.bulletin board: 0.2868, IoU.shower: 0.0043, IoU.radiator: 0.3763, IoU.glass: 0.0814, IoU.clock: 0.1676, IoU.flag: 0.2508, Acc.wall: 0.8139, Acc.building: 0.9008, Acc.sky: 0.9552, Acc.floor: 0.8533, Acc.tree: 0.8408, Acc.ceiling: 0.8860, Acc.road: 0.8509, Acc.bed : 0.8541, Acc.windowpane: 0.6151, Acc.grass: 0.7938, Acc.cabinet: 0.5292, Acc.sidewalk: 0.6551, Acc.person: 0.8941, Acc.earth: 0.4547, Acc.door: 0.2059, Acc.table: 0.4614, Acc.mountain: 0.6146, Acc.plant: 0.5761, Acc.curtain: 0.6761, Acc.chair: 0.6131, Acc.car: 0.8586, Acc.water: 0.6129, Acc.painting: 0.6479, Acc.sofa: 0.5431, Acc.shelf: 0.4242, Acc.house: 0.4267, Acc.sea: 0.7317, Acc.mirror: 0.4684, Acc.rug: 0.5418, Acc.field: 0.3318, Acc.armchair: 0.4492, Acc.seat: 0.3988, Acc.fence: 0.3879, Acc.desk: 0.2852, Acc.rock: 0.6682, Acc.wardrobe: 0.3124, Acc.lamp: 0.4931, Acc.bathtub: 0.5491, Acc.railing: 0.3659, Acc.cushion: 0.4261, Acc.base: 0.0541, Acc.box: 0.2144, Acc.column: 0.3314, Acc.signboard: 0.3299, Acc.chest of drawers: 0.5508, Acc.counter: 0.3443, Acc.sand: 0.2943, Acc.sink: 0.6476, Acc.skyscraper: 0.5468, Acc.fireplace: 0.5493, Acc.refrigerator: 0.6023, Acc.grandstand: 0.5762, Acc.path: 0.2084, Acc.stairs: 0.1886, Acc.runway: 0.5615, Acc.case: 0.5633, Acc.pool table: 0.9235, Acc.pillow: 0.5526, Acc.screen door: 0.3470, Acc.stairway: 0.3658, Acc.river: 0.0953, Acc.bridge: 0.3371, Acc.bookcase: 0.5254, Acc.blind: 0.4012, Acc.coffee table: 0.6269, Acc.toilet: 0.7490, Acc.flower: 0.5588, Acc.book: 0.1807, Acc.hill: 0.1051, Acc.bench: 0.3018, Acc.countertop: 0.5365, Acc.stove: 0.4900, Acc.palm: 0.5464, Acc.kitchen island: 0.5441, Acc.computer: 0.6135, Acc.swivel chair: 0.4527, Acc.boat: 0.5751, Acc.bar: 0.0899, Acc.arcade machine: 0.0971, Acc.hovel: 0.1054, Acc.bus: 0.6929, Acc.towel: 0.5120, Acc.light: 0.3567, Acc.truck: 0.1331, Acc.tower: 0.2744, Acc.chandelier: 0.6652, Acc.awning: 0.1882, Acc.streetlight: 0.0869, Acc.booth: 0.0867, Acc.television receiver: 0.5791, Acc.airplane: 0.5926, Acc.dirt track: 0.1060, Acc.apparel: 0.4325, Acc.pole: 0.0972, Acc.land: 0.0004, Acc.bannister: 0.0369, Acc.escalator: 0.1747, Acc.ottoman: 0.2386, Acc.bottle: 0.1528, Acc.buffet: 0.2664, Acc.poster: 0.1220, Acc.stage: 0.1115, Acc.van: 0.1445, Acc.ship: 0.0990, Acc.fountain: 0.2140, Acc.conveyer belt: 0.4771, Acc.canopy: 0.0799, Acc.washer: 0.5027, Acc.plaything: 0.2790, Acc.swimming pool: 0.4027, Acc.stool: 0.0640, Acc.barrel: 0.0000, Acc.basket: 0.2553, Acc.waterfall: 0.7514, Acc.tent: 0.9136, Acc.bag: 0.0641, Acc.minibike: 0.4154, Acc.cradle: 0.7992, Acc.oven: 0.1418, Acc.ball: 0.0050, Acc.food: 0.5693, Acc.step: 0.0015, Acc.tank: 0.2364, Acc.trade name: 0.1884, Acc.microwave: 0.2958, Acc.pot: 0.2582, Acc.animal: 0.5281, Acc.bicycle: 0.6641, Acc.lake: 0.0134, Acc.dishwasher: 0.4408, Acc.screen: 0.7911, Acc.blanket: 0.1123, Acc.sculpture: 0.1431, Acc.hood: 0.3209, Acc.sconce: 0.1898, Acc.vase: 0.2446, Acc.traffic light: 0.3010, Acc.tray: 0.0013, Acc.ashcan: 0.1974, Acc.fan: 0.5161, Acc.pier: 0.6973, Acc.crt screen: 0.2473, Acc.plate: 0.5328, Acc.monitor: 0.1544, Acc.bulletin board: 0.3655, Acc.shower: 0.0154, Acc.radiator: 0.4207, Acc.glass: 0.0882, Acc.clock: 0.2119, Acc.flag: 0.2700 2024-01-03 10:54:37,810 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:53:29, time: 0.960, data_time: 0.863, memory: 3299, decode.loss_ce: 0.8572, decode.acc_seg: 70.3180, loss: 0.8572 2024-01-03 10:54:42,839 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:53:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8077, decode.acc_seg: 71.5356, loss: 0.8077 2024-01-03 10:54:50,111 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:53:22, time: 0.145, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8661, decode.acc_seg: 69.8967, loss: 0.8661 2024-01-03 10:54:55,134 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:53:16, time: 0.100, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8746, decode.acc_seg: 70.6570, loss: 0.8746 2024-01-03 10:55:00,451 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:53:11, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8468, decode.acc_seg: 69.8069, loss: 0.8468 2024-01-03 10:55:05,472 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:53:04, time: 0.100, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8578, decode.acc_seg: 70.4743, loss: 0.8578 2024-01-03 10:55:10,499 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:52:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8445, decode.acc_seg: 69.9748, loss: 0.8445 2024-01-03 10:55:15,536 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:52:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8772, decode.acc_seg: 69.2495, loss: 0.8772 2024-01-03 10:55:20,568 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:52:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8857, decode.acc_seg: 69.8486, loss: 0.8857 2024-01-03 10:55:25,606 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:52:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8638, decode.acc_seg: 70.0254, loss: 0.8638 2024-01-03 10:55:30,633 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:52:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8714, decode.acc_seg: 69.9325, loss: 0.8714 2024-01-03 10:55:35,662 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:52:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8978, decode.acc_seg: 69.0822, loss: 0.8978 2024-01-03 10:55:40,688 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:52:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8772, decode.acc_seg: 70.2579, loss: 0.8772 2024-01-03 10:55:45,720 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:52:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8703, decode.acc_seg: 69.5255, loss: 0.8703 2024-01-03 10:55:50,747 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:52:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8722, decode.acc_seg: 70.2612, loss: 0.8722 2024-01-03 10:55:55,777 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:52:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9125, decode.acc_seg: 69.6494, loss: 0.9125 2024-01-03 10:56:00,811 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:51:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8560, decode.acc_seg: 70.2661, loss: 0.8560 2024-01-03 10:56:05,836 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:51:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9040, decode.acc_seg: 68.8138, loss: 0.9040 2024-01-03 10:56:10,854 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:51:43, time: 0.100, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8933, decode.acc_seg: 69.2662, loss: 0.8933 2024-01-03 10:56:15,889 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:56:15,889 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:51:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8763, decode.acc_seg: 69.6781, loss: 0.8763 2024-01-03 10:56:20,913 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:51:31, time: 0.100, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9021, decode.acc_seg: 69.2303, loss: 0.9021 2024-01-03 10:56:25,946 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:51:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8439, decode.acc_seg: 71.1002, loss: 0.8439 2024-01-03 10:56:30,982 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:51:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9006, decode.acc_seg: 69.2838, loss: 0.9006 2024-01-03 10:56:36,018 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:51:12, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8829, decode.acc_seg: 69.5451, loss: 0.8829 2024-01-03 10:56:41,048 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:51:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8831, decode.acc_seg: 69.6646, loss: 0.8831 2024-01-03 10:56:46,072 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:51:00, time: 0.100, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8852, decode.acc_seg: 69.9016, loss: 0.8852 2024-01-03 10:56:51,099 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:50:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9183, decode.acc_seg: 68.1172, loss: 0.9183 2024-01-03 10:56:58,382 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:50:54, time: 0.146, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8885, decode.acc_seg: 69.1597, loss: 0.8885 2024-01-03 10:57:03,415 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:50:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8939, decode.acc_seg: 68.7458, loss: 0.8939 2024-01-03 10:57:08,452 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:50:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8336, decode.acc_seg: 70.2868, loss: 0.8336 2024-01-03 10:57:13,479 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:50:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8692, decode.acc_seg: 70.0893, loss: 0.8692 2024-01-03 10:57:18,510 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:50:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8784, decode.acc_seg: 70.6589, loss: 0.8784 2024-01-03 10:57:23,557 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:50:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8695, decode.acc_seg: 70.3724, loss: 0.8695 2024-01-03 10:57:28,585 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:50:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8996, decode.acc_seg: 69.0261, loss: 0.8996 2024-01-03 10:57:33,623 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:50:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8340, decode.acc_seg: 70.7716, loss: 0.8340 2024-01-03 10:57:38,653 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:50:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8676, decode.acc_seg: 69.2168, loss: 0.8676 2024-01-03 10:57:43,681 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:49:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8983, decode.acc_seg: 69.7182, loss: 0.8983 2024-01-03 10:57:48,712 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:49:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8498, decode.acc_seg: 70.0643, loss: 0.8498 2024-01-03 10:57:53,740 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:49:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8899, decode.acc_seg: 70.3347, loss: 0.8899 2024-01-03 10:57:58,773 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:57:58,773 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:49:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8416, decode.acc_seg: 70.2795, loss: 0.8416 2024-01-03 10:58:03,800 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:49:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8299, decode.acc_seg: 71.4961, loss: 0.8299 2024-01-03 10:58:08,834 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:49:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8896, decode.acc_seg: 70.0494, loss: 0.8896 2024-01-03 10:58:13,875 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:49:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8990, decode.acc_seg: 69.1742, loss: 0.8990 2024-01-03 10:58:18,907 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:49:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8892, decode.acc_seg: 68.3209, loss: 0.8892 2024-01-03 10:58:23,945 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:49:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8555, decode.acc_seg: 69.5049, loss: 0.8555 2024-01-03 10:58:28,978 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:49:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8880, decode.acc_seg: 70.0900, loss: 0.8880 2024-01-03 10:58:34,007 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:48:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8738, decode.acc_seg: 70.4693, loss: 0.8738 2024-01-03 10:58:39,044 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:48:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9144, decode.acc_seg: 68.7125, loss: 0.9144 2024-01-03 10:58:44,072 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:48:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8978, decode.acc_seg: 70.1187, loss: 0.8978 2024-01-03 10:58:49,102 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:48:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8328, decode.acc_seg: 70.9431, loss: 0.8328 2024-01-03 10:58:54,140 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:48:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8545, decode.acc_seg: 69.6799, loss: 0.8545 2024-01-03 10:58:59,256 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:48:30, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8560, decode.acc_seg: 70.7496, loss: 0.8560 2024-01-03 10:59:06,588 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:48:29, time: 0.147, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8564, decode.acc_seg: 70.3707, loss: 0.8564 2024-01-03 10:59:11,635 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:48:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8451, decode.acc_seg: 70.1221, loss: 0.8451 2024-01-03 10:59:16,676 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:48:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9027, decode.acc_seg: 68.8671, loss: 0.9027 2024-01-03 10:59:21,722 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:48:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8498, decode.acc_seg: 71.0775, loss: 0.8498 2024-01-03 10:59:26,764 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:48:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8463, decode.acc_seg: 70.7694, loss: 0.8463 2024-01-03 10:59:31,807 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:47:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8598, decode.acc_seg: 69.5613, loss: 0.8598 2024-01-03 10:59:36,851 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:47:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8513, decode.acc_seg: 70.4705, loss: 0.8513 2024-01-03 10:59:41,886 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:59:41,886 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:47:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8433, decode.acc_seg: 70.8794, loss: 0.8433 2024-01-03 10:59:46,923 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:47:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8150, decode.acc_seg: 71.4702, loss: 0.8150 2024-01-03 10:59:51,964 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:47:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9099, decode.acc_seg: 69.2901, loss: 0.9099 2024-01-03 10:59:57,000 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:47:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8663, decode.acc_seg: 69.4042, loss: 0.8663 2024-01-03 11:00:02,040 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:47:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8413, decode.acc_seg: 70.9505, loss: 0.8413 2024-01-03 11:00:07,077 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:47:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8921, decode.acc_seg: 68.4123, loss: 0.8921 2024-01-03 11:00:12,274 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:47:13, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8589, decode.acc_seg: 70.5242, loss: 0.8589 2024-01-03 11:00:17,314 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:47:07, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9003, decode.acc_seg: 69.6214, loss: 0.9003 2024-01-03 11:00:22,365 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:47:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8989, decode.acc_seg: 69.2386, loss: 0.8989 2024-01-03 11:00:27,410 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:46:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8251, decode.acc_seg: 71.6570, loss: 0.8251 2024-01-03 11:00:32,457 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:46:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8569, decode.acc_seg: 69.9285, loss: 0.8569 2024-01-03 11:00:37,495 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:46:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8407, decode.acc_seg: 70.8430, loss: 0.8407 2024-01-03 11:00:42,535 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:46:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8745, decode.acc_seg: 69.0662, loss: 0.8745 2024-01-03 11:00:47,577 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:46:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8522, decode.acc_seg: 70.7400, loss: 0.8522 2024-01-03 11:00:52,615 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:46:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8684, decode.acc_seg: 69.9230, loss: 0.8684 2024-01-03 11:00:57,661 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:46:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8822, decode.acc_seg: 70.1662, loss: 0.8822 2024-01-03 11:01:02,704 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:46:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8472, decode.acc_seg: 71.1036, loss: 0.8472 2024-01-03 11:01:07,903 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:46:09, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9208, decode.acc_seg: 68.0436, loss: 0.9208 2024-01-03 11:01:15,152 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:46:08, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8833, decode.acc_seg: 69.7772, loss: 0.8833 2024-01-03 11:01:20,195 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:46:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8173, decode.acc_seg: 71.3022, loss: 0.8173 2024-01-03 11:01:25,231 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:01:25,231 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:45:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8359, decode.acc_seg: 70.5460, loss: 0.8359 2024-01-03 11:01:30,285 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:45:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8378, decode.acc_seg: 71.3819, loss: 0.8378 2024-01-03 11:01:35,320 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:45:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8513, decode.acc_seg: 70.7568, loss: 0.8513 2024-01-03 11:01:40,419 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:45:39, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8262, decode.acc_seg: 71.3936, loss: 0.8262 2024-01-03 11:01:45,457 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:45:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8919, decode.acc_seg: 68.8436, loss: 0.8919 2024-01-03 11:01:50,496 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:45:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9170, decode.acc_seg: 68.3632, loss: 0.9170 2024-01-03 11:01:55,540 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:45:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8705, decode.acc_seg: 69.7711, loss: 0.8705 2024-01-03 11:02:00,584 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:45:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8968, decode.acc_seg: 68.9483, loss: 0.8968 2024-01-03 11:02:05,623 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:45:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8141, decode.acc_seg: 71.7086, loss: 0.8141 2024-01-03 11:02:10,665 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:45:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8392, decode.acc_seg: 71.2026, loss: 0.8392 2024-01-03 11:02:15,713 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:44:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8623, decode.acc_seg: 69.9282, loss: 0.8623 2024-01-03 11:02:20,761 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:44:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8561, decode.acc_seg: 70.3507, loss: 0.8561 2024-01-03 11:02:25,814 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:44:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8422, decode.acc_seg: 70.8819, loss: 0.8422 2024-01-03 11:02:30,865 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:44:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8733, decode.acc_seg: 69.9059, loss: 0.8733 2024-01-03 11:02:35,910 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:44:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8483, decode.acc_seg: 70.6981, loss: 0.8483 2024-01-03 11:02:40,976 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:44:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8388, decode.acc_seg: 70.7951, loss: 0.8388 2024-01-03 11:02:46,030 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:44:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8477, decode.acc_seg: 70.6480, loss: 0.8477 2024-01-03 11:02:51,068 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:44:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8687, decode.acc_seg: 70.1232, loss: 0.8687 2024-01-03 11:02:56,124 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:44:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8509, decode.acc_seg: 71.2363, loss: 0.8509 2024-01-03 11:03:01,182 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:44:07, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8840, decode.acc_seg: 70.1510, loss: 0.8840 2024-01-03 11:03:06,479 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:03:06,479 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:44:02, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8370, decode.acc_seg: 71.4007, loss: 0.8370 2024-01-03 11:03:11,524 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:43:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8880, decode.acc_seg: 69.2758, loss: 0.8880 2024-01-03 11:03:16,575 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:43:51, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8490, decode.acc_seg: 70.2548, loss: 0.8490 2024-01-03 11:03:21,620 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:43:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8640, decode.acc_seg: 70.0087, loss: 0.8640 2024-01-03 11:03:28,919 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:43:43, time: 0.146, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8369, decode.acc_seg: 71.0492, loss: 0.8369 2024-01-03 11:03:33,964 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:43:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8907, decode.acc_seg: 69.4227, loss: 0.8907 2024-01-03 11:03:39,014 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:43:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8635, decode.acc_seg: 70.2104, loss: 0.8635 2024-01-03 11:03:44,068 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:43:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8779, decode.acc_seg: 70.0008, loss: 0.8779 2024-01-03 11:03:49,122 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:43:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8457, decode.acc_seg: 70.2616, loss: 0.8457 2024-01-03 11:03:54,169 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:43:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8477, decode.acc_seg: 70.5474, loss: 0.8477 2024-01-03 11:03:59,223 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:43:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8614, decode.acc_seg: 70.7135, loss: 0.8614 2024-01-03 11:04:04,279 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:43:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8469, decode.acc_seg: 70.6163, loss: 0.8469 2024-01-03 11:04:09,325 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:42:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8512, decode.acc_seg: 70.1860, loss: 0.8512 2024-01-03 11:04:14,379 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:42:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8240, decode.acc_seg: 71.1828, loss: 0.8240 2024-01-03 11:04:19,435 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:42:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8717, decode.acc_seg: 69.6051, loss: 0.8717 2024-01-03 11:04:24,488 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:42:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8275, decode.acc_seg: 70.8515, loss: 0.8275 2024-01-03 11:04:29,537 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:42:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8454, decode.acc_seg: 70.8530, loss: 0.8454 2024-01-03 11:04:34,591 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:42:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8662, decode.acc_seg: 69.9477, loss: 0.8662 2024-01-03 11:04:39,650 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:42:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8191, decode.acc_seg: 70.8490, loss: 0.8191 2024-01-03 11:04:44,699 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:42:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8512, decode.acc_seg: 70.5331, loss: 0.8512 2024-01-03 11:04:49,759 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:04:49,759 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:42:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8208, decode.acc_seg: 71.0667, loss: 0.8208 2024-01-03 11:04:54,813 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:42:07, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8432, decode.acc_seg: 70.3105, loss: 0.8432 2024-01-03 11:04:59,873 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:42:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8486, decode.acc_seg: 70.3210, loss: 0.8486 2024-01-03 11:05:04,925 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:41:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8569, decode.acc_seg: 70.5647, loss: 0.8569 2024-01-03 11:05:09,983 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:41:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8527, decode.acc_seg: 70.4056, loss: 0.8527 2024-01-03 11:05:15,255 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:41:45, time: 0.105, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9075, decode.acc_seg: 68.5670, loss: 0.9075 2024-01-03 11:05:20,307 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:41:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8477, decode.acc_seg: 69.9681, loss: 0.8477 2024-01-03 11:05:25,358 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:41:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8380, decode.acc_seg: 70.7592, loss: 0.8380 2024-01-03 11:05:30,404 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:41:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8802, decode.acc_seg: 69.2824, loss: 0.8802 2024-01-03 11:05:37,694 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:41:26, time: 0.146, data_time: 0.045, memory: 3299, decode.loss_ce: 0.8341, decode.acc_seg: 71.1765, loss: 0.8341 2024-01-03 11:05:42,743 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:41:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8256, decode.acc_seg: 70.8948, loss: 0.8256 2024-01-03 11:05:47,789 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:41:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8235, decode.acc_seg: 71.5797, loss: 0.8235 2024-01-03 11:05:52,835 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:41:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8326, decode.acc_seg: 71.2375, loss: 0.8326 2024-01-03 11:05:57,880 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:41:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8763, decode.acc_seg: 70.1972, loss: 0.8763 2024-01-03 11:06:02,928 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:40:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8799, decode.acc_seg: 69.5895, loss: 0.8799 2024-01-03 11:06:07,977 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:40:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8262, decode.acc_seg: 70.8105, loss: 0.8262 2024-01-03 11:06:13,023 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:40:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8571, decode.acc_seg: 69.7444, loss: 0.8571 2024-01-03 11:06:18,071 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:40:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8153, decode.acc_seg: 71.6047, loss: 0.8153 2024-01-03 11:06:23,121 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:40:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8495, decode.acc_seg: 70.6802, loss: 0.8495 2024-01-03 11:06:28,173 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:40:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8241, decode.acc_seg: 71.4682, loss: 0.8241 2024-01-03 11:06:33,224 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:06:33,224 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:40:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8925, decode.acc_seg: 68.6961, loss: 0.8925 2024-01-03 11:06:38,275 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:40:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8450, decode.acc_seg: 70.5345, loss: 0.8450 2024-01-03 11:06:43,329 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:40:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8221, decode.acc_seg: 70.7084, loss: 0.8221 2024-01-03 11:06:48,376 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:40:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8909, decode.acc_seg: 68.9423, loss: 0.8909 2024-01-03 11:06:53,434 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:40:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8185, decode.acc_seg: 70.8384, loss: 0.8185 2024-01-03 11:06:58,479 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:39:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8508, decode.acc_seg: 70.3081, loss: 0.8508 2024-01-03 11:07:03,526 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:39:51, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8333, decode.acc_seg: 71.1800, loss: 0.8333 2024-01-03 11:07:08,585 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:39:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8524, decode.acc_seg: 70.5574, loss: 0.8524 2024-01-03 11:07:13,634 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:39:40, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8462, decode.acc_seg: 70.4073, loss: 0.8462 2024-01-03 11:07:18,680 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:39:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8777, decode.acc_seg: 70.5093, loss: 0.8777 2024-01-03 11:07:23,898 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:39:29, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8535, decode.acc_seg: 71.2075, loss: 0.8535 2024-01-03 11:07:28,949 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:39:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8891, decode.acc_seg: 69.5977, loss: 0.8891 2024-01-03 11:07:34,007 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:39:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8635, decode.acc_seg: 70.4411, loss: 0.8635 2024-01-03 11:07:39,056 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:39:12, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8647, decode.acc_seg: 70.5216, loss: 0.8647 2024-01-03 11:07:46,338 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:39:10, time: 0.146, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8320, decode.acc_seg: 71.6651, loss: 0.8320 2024-01-03 11:07:51,373 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:39:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8194, decode.acc_seg: 71.5853, loss: 0.8194 2024-01-03 11:07:56,415 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:38:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8808, decode.acc_seg: 69.2636, loss: 0.8808 2024-01-03 11:08:01,454 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:38:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8529, decode.acc_seg: 70.2844, loss: 0.8529 2024-01-03 11:08:06,497 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:38:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8584, decode.acc_seg: 69.9327, loss: 0.8584 2024-01-03 11:08:11,525 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:38:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8955, decode.acc_seg: 69.0231, loss: 0.8955 2024-01-03 11:08:16,565 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:08:16,565 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:38:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8580, decode.acc_seg: 70.4007, loss: 0.8580 2024-01-03 11:08:21,604 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:38:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7753, decode.acc_seg: 72.8248, loss: 0.7753 2024-01-03 11:08:26,649 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:38:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8037, decode.acc_seg: 71.6814, loss: 0.8037 2024-01-03 11:08:31,681 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:38:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8752, decode.acc_seg: 69.4820, loss: 0.8752 2024-01-03 11:08:36,730 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:38:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7894, decode.acc_seg: 72.0800, loss: 0.7894 2024-01-03 11:08:41,769 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:38:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8507, decode.acc_seg: 70.4943, loss: 0.8507 2024-01-03 11:08:46,819 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:38:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8531, decode.acc_seg: 70.5893, loss: 0.8531 2024-01-03 11:08:51,867 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:37:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8231, decode.acc_seg: 71.6590, loss: 0.8231 2024-01-03 11:08:56,912 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:37:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8748, decode.acc_seg: 69.9257, loss: 0.8748 2024-01-03 11:09:01,956 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:37:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9032, decode.acc_seg: 69.0647, loss: 0.9032 2024-01-03 11:09:07,006 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:37:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8207, decode.acc_seg: 71.4617, loss: 0.8207 2024-01-03 11:09:12,050 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:37:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8639, decode.acc_seg: 70.9378, loss: 0.8639 2024-01-03 11:09:17,092 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:37:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7992, decode.acc_seg: 71.5542, loss: 0.7992 2024-01-03 11:09:22,133 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:37:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8552, decode.acc_seg: 69.9761, loss: 0.8552 2024-01-03 11:09:27,181 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:37:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8456, decode.acc_seg: 70.8460, loss: 0.8456 2024-01-03 11:09:32,225 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:37:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8641, decode.acc_seg: 70.0562, loss: 0.8641 2024-01-03 11:09:37,259 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:37:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8883, decode.acc_seg: 69.8130, loss: 0.8883 2024-01-03 11:09:42,406 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:37:03, time: 0.103, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8951, decode.acc_seg: 68.9553, loss: 0.8951 2024-01-03 11:09:47,454 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:36:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8989, decode.acc_seg: 69.5807, loss: 0.8989 2024-01-03 11:09:54,716 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:36:54, time: 0.145, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8987, decode.acc_seg: 69.5640, loss: 0.8987 2024-01-03 11:09:59,761 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:09:59,761 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:36:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8400, decode.acc_seg: 70.4286, loss: 0.8400 2024-01-03 11:10:04,812 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:36:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8701, decode.acc_seg: 70.0248, loss: 0.8701 2024-01-03 11:10:09,852 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:36:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8351, decode.acc_seg: 70.4888, loss: 0.8351 2024-01-03 11:10:14,897 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:36:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8601, decode.acc_seg: 70.4460, loss: 0.8601 2024-01-03 11:10:19,943 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:36:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8700, decode.acc_seg: 70.1738, loss: 0.8700 2024-01-03 11:10:24,986 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:36:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8905, decode.acc_seg: 69.9650, loss: 0.8905 2024-01-03 11:10:30,027 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:36:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7945, decode.acc_seg: 71.5047, loss: 0.7945 2024-01-03 11:10:35,072 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:36:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8384, decode.acc_seg: 70.9942, loss: 0.8384 2024-01-03 11:10:40,114 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:36:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8597, decode.acc_seg: 70.3466, loss: 0.8597 2024-01-03 11:10:45,412 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:36:00, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8230, decode.acc_seg: 71.7004, loss: 0.8230 2024-01-03 11:10:50,447 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:35:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8320, decode.acc_seg: 70.7819, loss: 0.8320 2024-01-03 11:10:55,493 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:35:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8409, decode.acc_seg: 71.2927, loss: 0.8409 2024-01-03 11:11:00,534 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:35:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8204, decode.acc_seg: 71.4387, loss: 0.8204 2024-01-03 11:11:05,573 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:35:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8254, decode.acc_seg: 71.3721, loss: 0.8254 2024-01-03 11:11:10,615 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:35:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8513, decode.acc_seg: 70.3660, loss: 0.8513 2024-01-03 11:11:15,662 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:35:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9007, decode.acc_seg: 69.6091, loss: 0.9007 2024-01-03 11:11:20,705 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:35:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8385, decode.acc_seg: 70.9076, loss: 0.8385 2024-01-03 11:11:25,748 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:35:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8806, decode.acc_seg: 69.7266, loss: 0.8806 2024-01-03 11:11:30,791 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:35:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8443, decode.acc_seg: 70.5744, loss: 0.8443 2024-01-03 11:11:35,839 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:35:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8381, decode.acc_seg: 70.9499, loss: 0.8381 2024-01-03 11:11:40,846 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 11:11:40,909 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:11:40,910 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:34:59, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8273, decode.acc_seg: 70.5921, loss: 0.8273 2024-01-03 11:11:55,044 - mmseg - INFO - per class results: 2024-01-03 11:11:55,049 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 63.73 | 81.81 | | building | 73.64 | 89.69 | | sky | 91.94 | 95.6 | | floor | 70.56 | 86.68 | | tree | 67.92 | 86.1 | | ceiling | 74.0 | 86.61 | | road | 72.7 | 86.21 | | bed | 72.39 | 85.32 | | windowpane | 47.81 | 70.78 | | grass | 58.12 | 69.45 | | cabinet | 42.85 | 56.19 | | sidewalk | 46.2 | 62.96 | | person | 70.07 | 89.62 | | earth | 32.71 | 48.1 | | door | 17.5 | 23.88 | | table | 34.04 | 48.85 | | mountain | 47.75 | 62.57 | | plant | 40.77 | 47.06 | | curtain | 57.12 | 69.23 | | chair | 37.24 | 54.87 | | car | 72.0 | 87.0 | | water | 51.22 | 64.92 | | painting | 52.37 | 66.41 | | sofa | 45.67 | 66.49 | | shelf | 25.77 | 38.99 | | house | 39.01 | 47.65 | | sea | 47.83 | 66.95 | | mirror | 32.39 | 38.8 | | rug | 40.77 | 45.82 | | field | 21.05 | 50.81 | | armchair | 19.37 | 30.72 | | seat | 32.5 | 43.07 | | fence | 27.57 | 40.28 | | desk | 21.94 | 32.7 | | rock | 33.72 | 52.4 | | wardrobe | 26.02 | 33.65 | | lamp | 37.36 | 49.11 | | bathtub | 52.28 | 63.81 | | railing | 24.07 | 36.58 | | cushion | 36.43 | 53.75 | | base | 10.34 | 17.34 | | box | 10.98 | 15.11 | | column | 26.04 | 32.77 | | signboard | 26.03 | 33.35 | | chest of drawers | 26.9 | 41.55 | | counter | 22.68 | 31.37 | | sand | 28.4 | 39.24 | | sink | 47.92 | 62.92 | | skyscraper | 46.66 | 61.31 | | fireplace | 38.58 | 51.12 | | refrigerator | 45.6 | 58.71 | | grandstand | 34.68 | 62.07 | | path | 23.13 | 32.34 | | stairs | 22.66 | 25.89 | | runway | 59.96 | 74.64 | | case | 35.97 | 45.92 | | pool table | 80.76 | 92.8 | | pillow | 37.33 | 44.57 | | screen door | 37.03 | 42.83 | | stairway | 24.59 | 35.1 | | river | 10.19 | 20.54 | | bridge | 26.0 | 38.41 | | bookcase | 28.26 | 51.3 | | blind | 18.41 | 20.44 | | coffee table | 35.19 | 64.22 | | toilet | 64.38 | 77.16 | | flower | 29.2 | 49.24 | | book | 30.72 | 44.73 | | hill | 5.39 | 6.72 | | bench | 19.11 | 25.13 | | countertop | 36.23 | 48.34 | | stove | 42.89 | 56.16 | | palm | 37.38 | 50.42 | | kitchen island | 18.86 | 28.26 | | computer | 42.75 | 58.36 | | swivel chair | 30.06 | 51.96 | | boat | 35.74 | 48.32 | | bar | 10.38 | 11.34 | | arcade machine | 10.33 | 15.6 | | hovel | 8.17 | 8.82 | | bus | 54.64 | 78.42 | | towel | 41.86 | 52.17 | | light | 31.07 | 36.23 | | truck | 8.2 | 10.72 | | tower | 24.98 | 32.44 | | chandelier | 51.77 | 64.49 | | awning | 16.39 | 24.51 | | streetlight | 8.56 | 10.16 | | booth | 11.03 | 14.02 | | television receiver | 41.07 | 60.87 | | airplane | 45.21 | 61.9 | | dirt track | 0.79 | 0.92 | | apparel | 26.44 | 38.85 | | pole | 10.82 | 13.0 | | land | 3.32 | 5.11 | | bannister | 3.36 | 4.13 | | escalator | 13.68 | 17.2 | | ottoman | 16.3 | 21.47 | | bottle | 12.4 | 15.3 | | buffet | 24.68 | 31.54 | | poster | 7.37 | 8.36 | | stage | 6.87 | 11.97 | | van | 12.7 | 15.47 | | ship | 4.92 | 6.83 | | fountain | 18.68 | 25.9 | | conveyer belt | 43.29 | 55.96 | | canopy | 11.73 | 13.42 | | washer | 45.99 | 51.71 | | plaything | 17.87 | 29.13 | | swimming pool | 30.36 | 42.8 | | stool | 15.08 | 20.76 | | barrel | 0.23 | 1.58 | | basket | 21.52 | 27.54 | | waterfall | 52.81 | 78.89 | | tent | 75.74 | 90.6 | | bag | 3.76 | 4.19 | | minibike | 42.88 | 57.83 | | cradle | 71.63 | 85.99 | | oven | 6.65 | 8.56 | | ball | 35.37 | 45.0 | | food | 48.78 | 58.01 | | step | 0.16 | 0.17 | | tank | 21.72 | 23.17 | | trade name | 7.21 | 7.75 | | microwave | 28.14 | 33.83 | | pot | 22.95 | 26.82 | | animal | 49.83 | 59.73 | | bicycle | 35.68 | 52.3 | | lake | 12.94 | 14.83 | | dishwasher | 31.07 | 49.41 | | screen | 57.49 | 61.24 | | blanket | 11.0 | 12.01 | | sculpture | 7.59 | 9.33 | | hood | 25.72 | 30.78 | | sconce | 19.63 | 26.79 | | vase | 16.3 | 22.21 | | traffic light | 20.58 | 25.5 | | tray | 2.1 | 2.82 | | ashcan | 17.96 | 25.31 | | fan | 35.6 | 42.11 | | pier | 37.64 | 60.75 | | crt screen | 9.43 | 17.9 | | plate | 32.77 | 42.89 | | monitor | 2.46 | 3.05 | | bulletin board | 27.7 | 37.93 | | shower | 0.0 | 0.0 | | radiator | 41.12 | 50.53 | | glass | 6.33 | 6.7 | | clock | 16.99 | 22.31 | | flag | 25.48 | 27.44 | +---------------------+-------+-------+ 2024-01-03 11:11:55,050 - mmseg - INFO - Summary: 2024-01-03 11:11:55,050 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 73.86 | 31.52 | 41.45 | +-------+-------+-------+ 2024-01-03 11:11:55,050 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:11:55,051 - mmseg - INFO - Iter(val) [250] aAcc: 0.7386, mIoU: 0.3152, mAcc: 0.4145, IoU.wall: 0.6373, IoU.building: 0.7364, IoU.sky: 0.9194, IoU.floor: 0.7056, IoU.tree: 0.6792, IoU.ceiling: 0.7400, IoU.road: 0.7270, IoU.bed : 0.7239, IoU.windowpane: 0.4781, IoU.grass: 0.5812, IoU.cabinet: 0.4285, IoU.sidewalk: 0.4620, IoU.person: 0.7007, IoU.earth: 0.3271, IoU.door: 0.1750, IoU.table: 0.3404, IoU.mountain: 0.4775, IoU.plant: 0.4077, IoU.curtain: 0.5712, IoU.chair: 0.3724, IoU.car: 0.7200, IoU.water: 0.5122, IoU.painting: 0.5237, IoU.sofa: 0.4567, IoU.shelf: 0.2577, IoU.house: 0.3901, IoU.sea: 0.4783, IoU.mirror: 0.3239, IoU.rug: 0.4077, IoU.field: 0.2105, IoU.armchair: 0.1937, IoU.seat: 0.3250, IoU.fence: 0.2757, IoU.desk: 0.2194, IoU.rock: 0.3372, IoU.wardrobe: 0.2602, IoU.lamp: 0.3736, IoU.bathtub: 0.5228, IoU.railing: 0.2407, IoU.cushion: 0.3643, IoU.base: 0.1034, IoU.box: 0.1098, IoU.column: 0.2604, IoU.signboard: 0.2603, IoU.chest of drawers: 0.2690, IoU.counter: 0.2268, IoU.sand: 0.2840, IoU.sink: 0.4792, IoU.skyscraper: 0.4666, IoU.fireplace: 0.3858, IoU.refrigerator: 0.4560, IoU.grandstand: 0.3468, IoU.path: 0.2313, IoU.stairs: 0.2266, IoU.runway: 0.5996, IoU.case: 0.3597, IoU.pool table: 0.8076, IoU.pillow: 0.3733, IoU.screen door: 0.3703, IoU.stairway: 0.2459, IoU.river: 0.1019, IoU.bridge: 0.2600, IoU.bookcase: 0.2826, IoU.blind: 0.1841, IoU.coffee table: 0.3519, IoU.toilet: 0.6438, IoU.flower: 0.2920, IoU.book: 0.3072, IoU.hill: 0.0539, IoU.bench: 0.1911, IoU.countertop: 0.3623, IoU.stove: 0.4289, IoU.palm: 0.3738, IoU.kitchen island: 0.1886, IoU.computer: 0.4275, IoU.swivel chair: 0.3006, IoU.boat: 0.3574, IoU.bar: 0.1038, IoU.arcade machine: 0.1033, IoU.hovel: 0.0817, IoU.bus: 0.5464, IoU.towel: 0.4186, IoU.light: 0.3107, IoU.truck: 0.0820, IoU.tower: 0.2498, IoU.chandelier: 0.5177, IoU.awning: 0.1639, IoU.streetlight: 0.0856, IoU.booth: 0.1103, IoU.television receiver: 0.4107, IoU.airplane: 0.4521, IoU.dirt track: 0.0079, IoU.apparel: 0.2644, IoU.pole: 0.1082, IoU.land: 0.0332, IoU.bannister: 0.0336, IoU.escalator: 0.1368, IoU.ottoman: 0.1630, IoU.bottle: 0.1240, IoU.buffet: 0.2468, IoU.poster: 0.0737, IoU.stage: 0.0687, IoU.van: 0.1270, IoU.ship: 0.0492, IoU.fountain: 0.1868, IoU.conveyer belt: 0.4329, IoU.canopy: 0.1173, IoU.washer: 0.4599, IoU.plaything: 0.1787, IoU.swimming pool: 0.3036, IoU.stool: 0.1508, IoU.barrel: 0.0023, IoU.basket: 0.2152, IoU.waterfall: 0.5281, IoU.tent: 0.7574, IoU.bag: 0.0376, IoU.minibike: 0.4288, IoU.cradle: 0.7163, IoU.oven: 0.0665, IoU.ball: 0.3537, IoU.food: 0.4878, IoU.step: 0.0016, IoU.tank: 0.2172, IoU.trade name: 0.0721, IoU.microwave: 0.2814, IoU.pot: 0.2295, IoU.animal: 0.4983, IoU.bicycle: 0.3568, IoU.lake: 0.1294, IoU.dishwasher: 0.3107, IoU.screen: 0.5749, IoU.blanket: 0.1100, IoU.sculpture: 0.0759, IoU.hood: 0.2572, IoU.sconce: 0.1963, IoU.vase: 0.1630, IoU.traffic light: 0.2058, IoU.tray: 0.0210, IoU.ashcan: 0.1796, IoU.fan: 0.3560, IoU.pier: 0.3764, IoU.crt screen: 0.0943, IoU.plate: 0.3277, IoU.monitor: 0.0246, IoU.bulletin board: 0.2770, IoU.shower: 0.0000, IoU.radiator: 0.4112, IoU.glass: 0.0633, IoU.clock: 0.1699, IoU.flag: 0.2548, Acc.wall: 0.8181, Acc.building: 0.8969, Acc.sky: 0.9560, Acc.floor: 0.8668, Acc.tree: 0.8610, Acc.ceiling: 0.8661, Acc.road: 0.8621, Acc.bed : 0.8532, Acc.windowpane: 0.7078, Acc.grass: 0.6945, Acc.cabinet: 0.5619, Acc.sidewalk: 0.6296, Acc.person: 0.8962, Acc.earth: 0.4810, Acc.door: 0.2388, Acc.table: 0.4885, Acc.mountain: 0.6257, Acc.plant: 0.4706, Acc.curtain: 0.6923, Acc.chair: 0.5487, Acc.car: 0.8700, Acc.water: 0.6492, Acc.painting: 0.6641, Acc.sofa: 0.6649, Acc.shelf: 0.3899, Acc.house: 0.4765, Acc.sea: 0.6695, Acc.mirror: 0.3880, Acc.rug: 0.4582, Acc.field: 0.5081, Acc.armchair: 0.3072, Acc.seat: 0.4307, Acc.fence: 0.4028, Acc.desk: 0.3270, Acc.rock: 0.5240, Acc.wardrobe: 0.3365, Acc.lamp: 0.4911, Acc.bathtub: 0.6381, Acc.railing: 0.3658, Acc.cushion: 0.5375, Acc.base: 0.1734, Acc.box: 0.1511, Acc.column: 0.3277, Acc.signboard: 0.3335, Acc.chest of drawers: 0.4155, Acc.counter: 0.3137, Acc.sand: 0.3924, Acc.sink: 0.6292, Acc.skyscraper: 0.6131, Acc.fireplace: 0.5112, Acc.refrigerator: 0.5871, Acc.grandstand: 0.6207, Acc.path: 0.3234, Acc.stairs: 0.2589, Acc.runway: 0.7464, Acc.case: 0.4592, Acc.pool table: 0.9280, Acc.pillow: 0.4457, Acc.screen door: 0.4283, Acc.stairway: 0.3510, Acc.river: 0.2054, Acc.bridge: 0.3841, Acc.bookcase: 0.5130, Acc.blind: 0.2044, Acc.coffee table: 0.6422, Acc.toilet: 0.7716, Acc.flower: 0.4924, Acc.book: 0.4473, Acc.hill: 0.0672, Acc.bench: 0.2513, Acc.countertop: 0.4834, Acc.stove: 0.5616, Acc.palm: 0.5042, Acc.kitchen island: 0.2826, Acc.computer: 0.5836, Acc.swivel chair: 0.5196, Acc.boat: 0.4832, Acc.bar: 0.1134, Acc.arcade machine: 0.1560, Acc.hovel: 0.0882, Acc.bus: 0.7842, Acc.towel: 0.5217, Acc.light: 0.3623, Acc.truck: 0.1072, Acc.tower: 0.3244, Acc.chandelier: 0.6449, Acc.awning: 0.2451, Acc.streetlight: 0.1016, Acc.booth: 0.1402, Acc.television receiver: 0.6087, Acc.airplane: 0.6190, Acc.dirt track: 0.0092, Acc.apparel: 0.3885, Acc.pole: 0.1300, Acc.land: 0.0511, Acc.bannister: 0.0413, Acc.escalator: 0.1720, Acc.ottoman: 0.2147, Acc.bottle: 0.1530, Acc.buffet: 0.3154, Acc.poster: 0.0836, Acc.stage: 0.1197, Acc.van: 0.1547, Acc.ship: 0.0683, Acc.fountain: 0.2590, Acc.conveyer belt: 0.5596, Acc.canopy: 0.1342, Acc.washer: 0.5171, Acc.plaything: 0.2913, Acc.swimming pool: 0.4280, Acc.stool: 0.2076, Acc.barrel: 0.0158, Acc.basket: 0.2754, Acc.waterfall: 0.7889, Acc.tent: 0.9060, Acc.bag: 0.0419, Acc.minibike: 0.5783, Acc.cradle: 0.8599, Acc.oven: 0.0856, Acc.ball: 0.4500, Acc.food: 0.5801, Acc.step: 0.0017, Acc.tank: 0.2317, Acc.trade name: 0.0775, Acc.microwave: 0.3383, Acc.pot: 0.2682, Acc.animal: 0.5973, Acc.bicycle: 0.5230, Acc.lake: 0.1483, Acc.dishwasher: 0.4941, Acc.screen: 0.6124, Acc.blanket: 0.1201, Acc.sculpture: 0.0933, Acc.hood: 0.3078, Acc.sconce: 0.2679, Acc.vase: 0.2221, Acc.traffic light: 0.2550, Acc.tray: 0.0282, Acc.ashcan: 0.2531, Acc.fan: 0.4211, Acc.pier: 0.6075, Acc.crt screen: 0.1790, Acc.plate: 0.4289, Acc.monitor: 0.0305, Acc.bulletin board: 0.3793, Acc.shower: 0.0000, Acc.radiator: 0.5053, Acc.glass: 0.0670, Acc.clock: 0.2231, Acc.flag: 0.2744 2024-01-03 11:12:00,098 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:35:08, time: 0.383, data_time: 0.285, memory: 3299, decode.loss_ce: 0.8471, decode.acc_seg: 70.4032, loss: 0.8471 2024-01-03 11:12:05,148 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:35:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8487, decode.acc_seg: 70.5023, loss: 0.8487 2024-01-03 11:12:10,192 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:34:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8316, decode.acc_seg: 71.5844, loss: 0.8316 2024-01-03 11:12:15,239 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:34:51, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8875, decode.acc_seg: 68.8402, loss: 0.8875 2024-01-03 11:12:22,547 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:34:48, time: 0.146, data_time: 0.045, memory: 3299, decode.loss_ce: 0.8276, decode.acc_seg: 71.6976, loss: 0.8276 2024-01-03 11:12:27,595 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:34:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8428, decode.acc_seg: 69.9616, loss: 0.8428 2024-01-03 11:12:32,644 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:34:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8053, decode.acc_seg: 71.7102, loss: 0.8053 2024-01-03 11:12:37,690 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:34:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8681, decode.acc_seg: 69.7870, loss: 0.8681 2024-01-03 11:12:42,730 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:34:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8204, decode.acc_seg: 70.9829, loss: 0.8204 2024-01-03 11:12:47,769 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:34:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8166, decode.acc_seg: 70.8937, loss: 0.8166 2024-01-03 11:12:52,815 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:34:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8286, decode.acc_seg: 71.3803, loss: 0.8286 2024-01-03 11:12:57,863 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:34:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8479, decode.acc_seg: 70.0064, loss: 0.8479 2024-01-03 11:13:02,916 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:34:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8002, decode.acc_seg: 72.4188, loss: 0.8002 2024-01-03 11:13:07,968 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:33:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8985, decode.acc_seg: 69.0278, loss: 0.8985 2024-01-03 11:13:13,019 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:33:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8434, decode.acc_seg: 70.9261, loss: 0.8434 2024-01-03 11:13:18,231 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:33:48, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8251, decode.acc_seg: 71.2915, loss: 0.8251 2024-01-03 11:13:23,281 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:33:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8567, decode.acc_seg: 69.8290, loss: 0.8567 2024-01-03 11:13:28,330 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:33:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8591, decode.acc_seg: 70.6954, loss: 0.8591 2024-01-03 11:13:33,378 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:33:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8664, decode.acc_seg: 70.0202, loss: 0.8664 2024-01-03 11:13:38,430 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:13:38,430 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:33:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8516, decode.acc_seg: 70.3165, loss: 0.8516 2024-01-03 11:13:43,480 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:33:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8583, decode.acc_seg: 70.0923, loss: 0.8583 2024-01-03 11:13:48,537 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:33:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8414, decode.acc_seg: 69.9318, loss: 0.8414 2024-01-03 11:13:53,586 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:33:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8199, decode.acc_seg: 71.1713, loss: 0.8199 2024-01-03 11:13:58,636 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:33:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8369, decode.acc_seg: 71.2261, loss: 0.8369 2024-01-03 11:14:03,695 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:32:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8607, decode.acc_seg: 69.0525, loss: 0.8607 2024-01-03 11:14:08,746 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:32:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8360, decode.acc_seg: 71.3555, loss: 0.8360 2024-01-03 11:14:13,798 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:32:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8554, decode.acc_seg: 71.0866, loss: 0.8554 2024-01-03 11:14:18,857 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:32:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8421, decode.acc_seg: 70.9419, loss: 0.8421 2024-01-03 11:14:23,911 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:32:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8725, decode.acc_seg: 69.9997, loss: 0.8725 2024-01-03 11:14:31,174 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:32:33, time: 0.145, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8455, decode.acc_seg: 70.4631, loss: 0.8455 2024-01-03 11:14:36,226 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:32:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8137, decode.acc_seg: 71.5848, loss: 0.8137 2024-01-03 11:14:41,274 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:32:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8103, decode.acc_seg: 72.0981, loss: 0.8103 2024-01-03 11:14:46,325 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:32:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8358, decode.acc_seg: 70.9503, loss: 0.8358 2024-01-03 11:14:51,374 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:32:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8376, decode.acc_seg: 70.9424, loss: 0.8376 2024-01-03 11:14:56,431 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:32:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8822, decode.acc_seg: 69.6644, loss: 0.8822 2024-01-03 11:15:01,481 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:32:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8559, decode.acc_seg: 70.9466, loss: 0.8559 2024-01-03 11:15:06,534 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:31:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8584, decode.acc_seg: 69.4401, loss: 0.8584 2024-01-03 11:15:11,763 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:31:49, time: 0.105, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8513, decode.acc_seg: 70.9770, loss: 0.8513 2024-01-03 11:15:16,817 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:31:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8296, decode.acc_seg: 71.0305, loss: 0.8296 2024-01-03 11:15:21,875 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:15:21,875 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:31:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8517, decode.acc_seg: 69.8028, loss: 0.8517 2024-01-03 11:15:26,930 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:31:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8346, decode.acc_seg: 70.8808, loss: 0.8346 2024-01-03 11:15:32,226 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:31:28, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8746, decode.acc_seg: 69.9264, loss: 0.8746 2024-01-03 11:15:37,279 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:31:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8624, decode.acc_seg: 69.8585, loss: 0.8624 2024-01-03 11:15:42,335 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:31:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8441, decode.acc_seg: 70.4270, loss: 0.8441 2024-01-03 11:15:47,393 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:31:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8297, decode.acc_seg: 71.2085, loss: 0.8297 2024-01-03 11:15:52,449 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:31:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8612, decode.acc_seg: 70.8847, loss: 0.8612 2024-01-03 11:15:57,503 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:31:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8437, decode.acc_seg: 70.6386, loss: 0.8437 2024-01-03 11:16:02,568 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:30:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8200, decode.acc_seg: 71.0657, loss: 0.8200 2024-01-03 11:16:07,622 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:30:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8351, decode.acc_seg: 70.2727, loss: 0.8351 2024-01-03 11:16:12,678 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:30:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8222, decode.acc_seg: 71.1375, loss: 0.8222 2024-01-03 11:16:17,727 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:30:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8168, decode.acc_seg: 71.6938, loss: 0.8168 2024-01-03 11:16:22,778 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:30:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8513, decode.acc_seg: 70.4024, loss: 0.8513 2024-01-03 11:16:27,839 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:30:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8316, decode.acc_seg: 71.0543, loss: 0.8316 2024-01-03 11:16:32,894 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:30:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8473, decode.acc_seg: 69.9297, loss: 0.8473 2024-01-03 11:16:40,123 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:30:19, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8388, decode.acc_seg: 70.3513, loss: 0.8388 2024-01-03 11:16:45,177 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:30:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8092, decode.acc_seg: 71.9830, loss: 0.8092 2024-01-03 11:16:50,238 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:30:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8304, decode.acc_seg: 71.0505, loss: 0.8304 2024-01-03 11:16:55,298 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:30:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8521, decode.acc_seg: 69.6041, loss: 0.8521 2024-01-03 11:17:00,365 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:29:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8203, decode.acc_seg: 71.6332, loss: 0.8203 2024-01-03 11:17:05,423 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:17:05,423 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:29:51, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8020, decode.acc_seg: 71.5098, loss: 0.8020 2024-01-03 11:17:10,487 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:29:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8743, decode.acc_seg: 70.0546, loss: 0.8743 2024-01-03 11:17:15,545 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:29:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.9020, decode.acc_seg: 69.8782, loss: 0.9020 2024-01-03 11:17:20,613 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:29:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8085, decode.acc_seg: 71.6609, loss: 0.8085 2024-01-03 11:17:25,669 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:29:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8356, decode.acc_seg: 71.0417, loss: 0.8356 2024-01-03 11:17:30,728 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:29:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8603, decode.acc_seg: 70.7061, loss: 0.8603 2024-01-03 11:17:35,792 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:29:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8309, decode.acc_seg: 71.1720, loss: 0.8309 2024-01-03 11:17:40,852 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:29:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8760, decode.acc_seg: 69.6746, loss: 0.8760 2024-01-03 11:17:45,915 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:29:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8469, decode.acc_seg: 70.9105, loss: 0.8469 2024-01-03 11:17:50,977 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:29:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8566, decode.acc_seg: 69.7678, loss: 0.8566 2024-01-03 11:17:56,035 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:28:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8100, decode.acc_seg: 71.2336, loss: 0.8100 2024-01-03 11:18:01,094 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:28:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8533, decode.acc_seg: 70.5281, loss: 0.8533 2024-01-03 11:18:06,151 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:28:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8369, decode.acc_seg: 70.7530, loss: 0.8369 2024-01-03 11:18:11,212 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:28:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8516, decode.acc_seg: 70.6374, loss: 0.8516 2024-01-03 11:18:16,270 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:28:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8467, decode.acc_seg: 70.4244, loss: 0.8467 2024-01-03 11:18:21,325 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:28:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8938, decode.acc_seg: 68.7347, loss: 0.8938 2024-01-03 11:18:26,382 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:28:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8532, decode.acc_seg: 69.5019, loss: 0.8532 2024-01-03 11:18:31,437 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:28:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8164, decode.acc_seg: 71.3638, loss: 0.8164 2024-01-03 11:18:36,498 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:28:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8520, decode.acc_seg: 70.7611, loss: 0.8520 2024-01-03 11:18:41,555 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:28:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8407, decode.acc_seg: 71.1126, loss: 0.8407 2024-01-03 11:18:48,825 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:18:48,825 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:28:05, time: 0.145, data_time: 0.048, memory: 3299, decode.loss_ce: 0.8237, decode.acc_seg: 70.8655, loss: 0.8237 2024-01-03 11:18:53,880 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:27:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8617, decode.acc_seg: 69.8166, loss: 0.8617 2024-01-03 11:18:58,931 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:27:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8351, decode.acc_seg: 71.0961, loss: 0.8351 2024-01-03 11:19:03,983 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:27:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8527, decode.acc_seg: 70.2408, loss: 0.8527 2024-01-03 11:19:09,033 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:27:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8281, decode.acc_seg: 70.9037, loss: 0.8281 2024-01-03 11:19:14,093 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:27:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8355, decode.acc_seg: 70.4021, loss: 0.8355 2024-01-03 11:19:19,144 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:27:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8416, decode.acc_seg: 70.9053, loss: 0.8416 2024-01-03 11:19:24,201 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:27:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8030, decode.acc_seg: 70.9490, loss: 0.8030 2024-01-03 11:19:29,252 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:27:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8029, decode.acc_seg: 71.4750, loss: 0.8029 2024-01-03 11:19:34,307 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:27:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8102, decode.acc_seg: 71.8132, loss: 0.8102 2024-01-03 11:19:39,353 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:27:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8279, decode.acc_seg: 71.2399, loss: 0.8279 2024-01-03 11:19:44,413 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:27:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8435, decode.acc_seg: 70.2564, loss: 0.8435 2024-01-03 11:19:49,472 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:27:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8381, decode.acc_seg: 71.1853, loss: 0.8381 2024-01-03 11:19:54,562 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:26:55, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8316, decode.acc_seg: 70.6544, loss: 0.8316 2024-01-03 11:19:59,613 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:26:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8317, decode.acc_seg: 70.9746, loss: 0.8317 2024-01-03 11:20:04,670 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:26:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8737, decode.acc_seg: 69.5502, loss: 0.8737 2024-01-03 11:20:09,721 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:26:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8241, decode.acc_seg: 71.3352, loss: 0.8241 2024-01-03 11:20:14,769 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:26:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8406, decode.acc_seg: 70.9070, loss: 0.8406 2024-01-03 11:20:19,819 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:26:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8096, decode.acc_seg: 71.0797, loss: 0.8096 2024-01-03 11:20:24,871 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:26:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8192, decode.acc_seg: 71.4908, loss: 0.8192 2024-01-03 11:20:29,923 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:20:29,923 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:26:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8800, decode.acc_seg: 70.0754, loss: 0.8800 2024-01-03 11:20:34,978 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:26:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8648, decode.acc_seg: 69.8574, loss: 0.8648 2024-01-03 11:20:40,031 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:26:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8623, decode.acc_seg: 70.3823, loss: 0.8623 2024-01-03 11:20:45,085 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:26:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8419, decode.acc_seg: 70.9299, loss: 0.8419 2024-01-03 11:20:50,146 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:25:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8485, decode.acc_seg: 70.8849, loss: 0.8485 2024-01-03 11:20:55,191 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:25:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8361, decode.acc_seg: 70.7295, loss: 0.8361 2024-01-03 11:21:02,443 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:25:46, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8174, decode.acc_seg: 72.1609, loss: 0.8174 2024-01-03 11:21:07,492 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:25:40, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8170, decode.acc_seg: 71.0667, loss: 0.8170 2024-01-03 11:21:12,539 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:25:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8027, decode.acc_seg: 71.3150, loss: 0.8027 2024-01-03 11:21:17,585 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:25:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8135, decode.acc_seg: 71.5157, loss: 0.8135 2024-01-03 11:21:22,638 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:25:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7986, decode.acc_seg: 71.3925, loss: 0.7986 2024-01-03 11:21:27,681 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:25:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8605, decode.acc_seg: 69.9789, loss: 0.8605 2024-01-03 11:21:32,734 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:25:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8106, decode.acc_seg: 71.5909, loss: 0.8106 2024-01-03 11:21:37,785 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:25:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7907, decode.acc_seg: 71.8829, loss: 0.7907 2024-01-03 11:21:42,834 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:25:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8448, decode.acc_seg: 70.6827, loss: 0.8448 2024-01-03 11:21:47,887 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:24:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7720, decode.acc_seg: 72.7271, loss: 0.7720 2024-01-03 11:21:52,935 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:24:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8808, decode.acc_seg: 69.4027, loss: 0.8808 2024-01-03 11:21:57,989 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:24:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8159, decode.acc_seg: 71.5327, loss: 0.8159 2024-01-03 11:22:03,036 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:24:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8914, decode.acc_seg: 69.7341, loss: 0.8914 2024-01-03 11:22:08,087 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:24:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8195, decode.acc_seg: 71.4920, loss: 0.8195 2024-01-03 11:22:13,131 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:22:13,131 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:24:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8428, decode.acc_seg: 70.6352, loss: 0.8428 2024-01-03 11:22:18,187 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:24:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8432, decode.acc_seg: 70.5194, loss: 0.8432 2024-01-03 11:22:23,243 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:24:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8469, decode.acc_seg: 70.0495, loss: 0.8469 2024-01-03 11:22:28,293 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:24:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8377, decode.acc_seg: 70.9337, loss: 0.8377 2024-01-03 11:22:33,337 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:24:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8259, decode.acc_seg: 71.6391, loss: 0.8259 2024-01-03 11:22:38,382 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:24:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7934, decode.acc_seg: 72.3021, loss: 0.7934 2024-01-03 11:22:43,424 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:23:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8778, decode.acc_seg: 69.5267, loss: 0.8778 2024-01-03 11:22:48,481 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:23:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8140, decode.acc_seg: 71.9556, loss: 0.8140 2024-01-03 11:22:53,771 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:23:48, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8437, decode.acc_seg: 70.4011, loss: 0.8437 2024-01-03 11:22:58,816 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:23:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8631, decode.acc_seg: 70.0010, loss: 0.8631 2024-01-03 11:23:03,873 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:23:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8311, decode.acc_seg: 70.9136, loss: 0.8311 2024-01-03 11:23:11,130 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:23:33, time: 0.145, data_time: 0.045, memory: 3299, decode.loss_ce: 0.8422, decode.acc_seg: 71.0518, loss: 0.8422 2024-01-03 11:23:16,174 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:23:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8195, decode.acc_seg: 71.6756, loss: 0.8195 2024-01-03 11:23:21,219 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:23:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8125, decode.acc_seg: 70.8493, loss: 0.8125 2024-01-03 11:23:26,264 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:23:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8736, decode.acc_seg: 70.8337, loss: 0.8736 2024-01-03 11:23:31,307 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:23:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8566, decode.acc_seg: 70.0448, loss: 0.8566 2024-01-03 11:23:36,356 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:23:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8103, decode.acc_seg: 71.3272, loss: 0.8103 2024-01-03 11:23:41,403 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:23:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8037, decode.acc_seg: 71.7222, loss: 0.8037 2024-01-03 11:23:46,453 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:22:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8141, decode.acc_seg: 71.6353, loss: 0.8141 2024-01-03 11:23:51,507 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:22:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8137, decode.acc_seg: 71.6798, loss: 0.8137 2024-01-03 11:23:56,552 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:23:56,552 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:22:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8355, decode.acc_seg: 71.0326, loss: 0.8355 2024-01-03 11:24:01,609 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:22:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8514, decode.acc_seg: 70.5703, loss: 0.8514 2024-01-03 11:24:06,656 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:22:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8336, decode.acc_seg: 70.5108, loss: 0.8336 2024-01-03 11:24:11,720 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:22:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8109, decode.acc_seg: 71.4545, loss: 0.8109 2024-01-03 11:24:16,775 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:22:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8657, decode.acc_seg: 69.6557, loss: 0.8657 2024-01-03 11:24:21,834 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:22:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8411, decode.acc_seg: 70.9213, loss: 0.8411 2024-01-03 11:24:26,880 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:22:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8473, decode.acc_seg: 70.5188, loss: 0.8473 2024-01-03 11:24:31,926 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:22:07, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8493, decode.acc_seg: 70.6920, loss: 0.8493 2024-01-03 11:24:36,968 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:22:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8693, decode.acc_seg: 70.1198, loss: 0.8693 2024-01-03 11:24:42,017 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:21:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8347, decode.acc_seg: 71.9551, loss: 0.8347 2024-01-03 11:24:47,063 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:21:51, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8421, decode.acc_seg: 70.4589, loss: 0.8421 2024-01-03 11:24:52,115 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:21:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8482, decode.acc_seg: 70.6852, loss: 0.8482 2024-01-03 11:24:57,156 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:21:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8239, decode.acc_seg: 71.3590, loss: 0.8239 2024-01-03 11:25:02,207 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:21:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8066, decode.acc_seg: 71.4419, loss: 0.8066 2024-01-03 11:25:07,263 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:21:30, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8246, decode.acc_seg: 71.1307, loss: 0.8246 2024-01-03 11:25:12,318 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:21:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8181, decode.acc_seg: 71.0740, loss: 0.8181 2024-01-03 11:25:19,662 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:21:20, time: 0.147, data_time: 0.048, memory: 3299, decode.loss_ce: 0.8507, decode.acc_seg: 71.0533, loss: 0.8507 2024-01-03 11:25:24,715 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:21:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8146, decode.acc_seg: 71.1092, loss: 0.8146 2024-01-03 11:25:29,763 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:21:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8037, decode.acc_seg: 72.0751, loss: 0.8037 2024-01-03 11:25:34,820 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:21:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8193, decode.acc_seg: 70.6192, loss: 0.8193 2024-01-03 11:25:39,867 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:25:39,867 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:20:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8459, decode.acc_seg: 70.3108, loss: 0.8459 2024-01-03 11:25:44,913 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:20:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8410, decode.acc_seg: 70.1385, loss: 0.8410 2024-01-03 11:25:49,961 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:20:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8470, decode.acc_seg: 70.7500, loss: 0.8470 2024-01-03 11:25:55,015 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:20:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7699, decode.acc_seg: 72.3971, loss: 0.7699 2024-01-03 11:26:00,066 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:20:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8463, decode.acc_seg: 71.1646, loss: 0.8463 2024-01-03 11:26:05,115 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:20:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8403, decode.acc_seg: 71.0443, loss: 0.8403 2024-01-03 11:26:10,166 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:20:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8175, decode.acc_seg: 71.0260, loss: 0.8175 2024-01-03 11:26:15,221 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:20:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8372, decode.acc_seg: 71.1110, loss: 0.8372 2024-01-03 11:26:20,429 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:20:16, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7995, decode.acc_seg: 71.8326, loss: 0.7995 2024-01-03 11:26:25,488 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:20:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8431, decode.acc_seg: 70.5376, loss: 0.8431 2024-01-03 11:26:30,541 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:20:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8095, decode.acc_seg: 72.1344, loss: 0.8095 2024-01-03 11:26:35,595 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:20:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8075, decode.acc_seg: 72.0409, loss: 0.8075 2024-01-03 11:26:40,651 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:19:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8550, decode.acc_seg: 70.8206, loss: 0.8550 2024-01-03 11:26:45,712 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:19:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8421, decode.acc_seg: 71.2021, loss: 0.8421 2024-01-03 11:26:50,775 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:19:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8292, decode.acc_seg: 70.8444, loss: 0.8292 2024-01-03 11:26:55,836 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:19:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8096, decode.acc_seg: 71.0621, loss: 0.8096 2024-01-03 11:27:00,899 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:19:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8694, decode.acc_seg: 69.3893, loss: 0.8694 2024-01-03 11:27:05,959 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:19:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8304, decode.acc_seg: 70.3057, loss: 0.8304 2024-01-03 11:27:11,244 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:19:23, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7788, decode.acc_seg: 73.1806, loss: 0.7788 2024-01-03 11:27:16,297 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:19:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8611, decode.acc_seg: 70.2849, loss: 0.8611 2024-01-03 11:27:21,349 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:27:21,350 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:19:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8551, decode.acc_seg: 70.2123, loss: 0.8551 2024-01-03 11:27:28,611 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:19:08, time: 0.145, data_time: 0.048, memory: 3299, decode.loss_ce: 0.8603, decode.acc_seg: 70.2271, loss: 0.8603 2024-01-03 11:27:33,670 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:19:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8550, decode.acc_seg: 70.9265, loss: 0.8550 2024-01-03 11:27:38,724 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:18:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8043, decode.acc_seg: 71.9552, loss: 0.8043 2024-01-03 11:27:43,782 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:18:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8254, decode.acc_seg: 70.9925, loss: 0.8254 2024-01-03 11:27:48,838 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:18:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7678, decode.acc_seg: 72.7054, loss: 0.7678 2024-01-03 11:27:53,893 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:18:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8185, decode.acc_seg: 70.9799, loss: 0.8185 2024-01-03 11:27:58,950 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:18:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7815, decode.acc_seg: 72.6140, loss: 0.7815 2024-01-03 11:28:04,007 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:18:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8249, decode.acc_seg: 72.0587, loss: 0.8249 2024-01-03 11:28:09,072 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:18:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8369, decode.acc_seg: 71.0804, loss: 0.8369 2024-01-03 11:28:14,136 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:18:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8028, decode.acc_seg: 71.1989, loss: 0.8028 2024-01-03 11:28:19,205 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:18:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8296, decode.acc_seg: 70.4482, loss: 0.8296 2024-01-03 11:28:24,265 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:18:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8117, decode.acc_seg: 71.6795, loss: 0.8117 2024-01-03 11:28:29,332 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:18:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8708, decode.acc_seg: 69.8195, loss: 0.8708 2024-01-03 11:28:34,392 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:17:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8157, decode.acc_seg: 71.8027, loss: 0.8157 2024-01-03 11:28:39,453 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:17:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8526, decode.acc_seg: 69.8535, loss: 0.8526 2024-01-03 11:28:44,508 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:17:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8139, decode.acc_seg: 71.2418, loss: 0.8139 2024-01-03 11:28:49,573 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:17:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8367, decode.acc_seg: 71.2462, loss: 0.8367 2024-01-03 11:28:54,635 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:17:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8285, decode.acc_seg: 70.5326, loss: 0.8285 2024-01-03 11:28:59,694 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:17:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7738, decode.acc_seg: 72.4661, loss: 0.7738 2024-01-03 11:29:04,710 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 11:29:04,766 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:29:04,766 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:17:27, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8417, decode.acc_seg: 70.7324, loss: 0.8417 2024-01-03 11:29:18,974 - mmseg - INFO - per class results: 2024-01-03 11:29:18,979 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 63.94 | 82.35 | | building | 74.18 | 88.36 | | sky | 91.91 | 96.2 | | floor | 71.54 | 84.98 | | tree | 67.7 | 85.27 | | ceiling | 73.75 | 85.97 | | road | 73.77 | 84.73 | | bed | 71.54 | 86.49 | | windowpane | 47.62 | 71.82 | | grass | 60.38 | 73.5 | | cabinet | 42.14 | 57.05 | | sidewalk | 49.96 | 72.67 | | person | 70.88 | 88.36 | | earth | 32.69 | 46.12 | | door | 18.95 | 26.38 | | table | 34.73 | 53.74 | | mountain | 48.45 | 62.57 | | plant | 44.59 | 54.78 | | curtain | 58.06 | 69.74 | | chair | 39.04 | 58.49 | | car | 72.65 | 86.43 | | water | 53.24 | 67.92 | | painting | 52.38 | 71.05 | | sofa | 45.81 | 63.23 | | shelf | 24.36 | 32.7 | | house | 42.38 | 60.22 | | sea | 52.65 | 71.36 | | mirror | 32.4 | 39.03 | | rug | 46.13 | 53.88 | | field | 21.97 | 45.75 | | armchair | 21.25 | 32.86 | | seat | 32.7 | 46.57 | | fence | 29.87 | 42.07 | | desk | 20.58 | 29.17 | | rock | 34.03 | 52.53 | | wardrobe | 26.68 | 35.33 | | lamp | 37.71 | 49.02 | | bathtub | 54.5 | 68.91 | | railing | 22.93 | 29.31 | | cushion | 37.18 | 54.7 | | base | 10.06 | 16.39 | | box | 11.86 | 16.31 | | column | 26.86 | 35.3 | | signboard | 26.83 | 34.97 | | chest of drawers | 29.07 | 46.42 | | counter | 21.97 | 26.07 | | sand | 27.8 | 36.16 | | sink | 48.32 | 58.27 | | skyscraper | 47.81 | 60.75 | | fireplace | 39.68 | 54.26 | | refrigerator | 45.18 | 56.92 | | grandstand | 39.59 | 58.59 | | path | 23.7 | 35.46 | | stairs | 26.36 | 32.38 | | runway | 57.66 | 75.76 | | case | 31.63 | 58.27 | | pool table | 82.73 | 91.65 | | pillow | 39.35 | 48.34 | | screen door | 36.49 | 44.9 | | stairway | 23.04 | 31.51 | | river | 10.25 | 14.22 | | bridge | 28.44 | 40.84 | | bookcase | 27.13 | 35.21 | | blind | 20.66 | 23.56 | | coffee table | 38.34 | 56.48 | | toilet | 65.13 | 76.99 | | flower | 30.31 | 43.98 | | book | 34.51 | 48.42 | | hill | 4.57 | 5.84 | | bench | 20.88 | 29.3 | | countertop | 35.86 | 46.41 | | stove | 43.42 | 57.0 | | palm | 37.58 | 51.34 | | kitchen island | 22.17 | 49.58 | | computer | 43.92 | 58.87 | | swivel chair | 30.05 | 39.76 | | boat | 39.13 | 53.15 | | bar | 10.16 | 11.09 | | arcade machine | 9.74 | 14.24 | | hovel | 12.71 | 15.09 | | bus | 59.27 | 74.08 | | towel | 40.79 | 52.29 | | light | 32.79 | 39.15 | | truck | 5.93 | 8.34 | | tower | 27.0 | 37.06 | | chandelier | 53.43 | 71.24 | | awning | 18.73 | 23.93 | | streetlight | 7.57 | 8.8 | | booth | 11.51 | 14.57 | | television receiver | 43.95 | 59.83 | | airplane | 47.09 | 61.81 | | dirt track | 2.93 | 3.55 | | apparel | 26.44 | 40.81 | | pole | 10.19 | 12.72 | | land | 4.23 | 8.13 | | bannister | 4.41 | 5.84 | | escalator | 15.02 | 21.51 | | ottoman | 17.82 | 23.22 | | bottle | 15.34 | 19.78 | | buffet | 19.83 | 22.51 | | poster | 4.77 | 5.54 | | stage | 7.92 | 11.15 | | van | 13.8 | 18.11 | | ship | 4.57 | 6.18 | | fountain | 18.61 | 21.87 | | conveyer belt | 46.73 | 63.37 | | canopy | 9.26 | 10.87 | | washer | 45.45 | 51.59 | | plaything | 15.65 | 23.07 | | swimming pool | 34.87 | 44.19 | | stool | 10.33 | 12.72 | | barrel | 0.05 | 0.18 | | basket | 19.48 | 23.95 | | waterfall | 50.99 | 64.09 | | tent | 76.65 | 94.46 | | bag | 5.47 | 6.39 | | minibike | 42.68 | 52.58 | | cradle | 66.86 | 87.0 | | oven | 7.08 | 9.16 | | ball | 32.52 | 37.64 | | food | 48.92 | 62.3 | | step | 0.96 | 1.07 | | tank | 22.25 | 25.7 | | trade name | 9.28 | 10.1 | | microwave | 29.88 | 35.34 | | pot | 22.55 | 25.46 | | animal | 48.99 | 56.64 | | bicycle | 40.5 | 69.65 | | lake | 15.03 | 27.31 | | dishwasher | 27.61 | 36.71 | | screen | 66.81 | 75.86 | | blanket | 9.58 | 10.58 | | sculpture | 13.61 | 20.33 | | hood | 26.13 | 33.12 | | sconce | 19.31 | 23.72 | | vase | 19.02 | 28.65 | | traffic light | 22.7 | 34.8 | | tray | 1.12 | 1.48 | | ashcan | 18.85 | 23.48 | | fan | 38.56 | 50.17 | | pier | 21.03 | 27.78 | | crt screen | 13.11 | 25.67 | | plate | 35.67 | 49.49 | | monitor | 2.12 | 2.62 | | bulletin board | 15.99 | 17.45 | | shower | 0.17 | 0.25 | | radiator | 42.41 | 47.23 | | glass | 7.02 | 7.48 | | clock | 12.0 | 14.24 | | flag | 25.85 | 29.1 | +---------------------+-------+-------+ 2024-01-03 11:29:18,980 - mmseg - INFO - Summary: 2024-01-03 11:29:18,980 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 74.3 | 32.09 | 41.86 | +------+-------+-------+ 2024-01-03 11:29:18,980 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:29:18,981 - mmseg - INFO - Iter(val) [250] aAcc: 0.7430, mIoU: 0.3209, mAcc: 0.4186, IoU.wall: 0.6394, IoU.building: 0.7418, IoU.sky: 0.9191, IoU.floor: 0.7154, IoU.tree: 0.6770, IoU.ceiling: 0.7375, IoU.road: 0.7377, IoU.bed : 0.7154, IoU.windowpane: 0.4762, IoU.grass: 0.6038, IoU.cabinet: 0.4214, IoU.sidewalk: 0.4996, IoU.person: 0.7088, IoU.earth: 0.3269, IoU.door: 0.1895, IoU.table: 0.3473, IoU.mountain: 0.4845, IoU.plant: 0.4459, IoU.curtain: 0.5806, IoU.chair: 0.3904, IoU.car: 0.7265, IoU.water: 0.5324, IoU.painting: 0.5238, IoU.sofa: 0.4581, IoU.shelf: 0.2436, IoU.house: 0.4238, IoU.sea: 0.5265, IoU.mirror: 0.3240, IoU.rug: 0.4613, IoU.field: 0.2197, IoU.armchair: 0.2125, IoU.seat: 0.3270, IoU.fence: 0.2987, IoU.desk: 0.2058, IoU.rock: 0.3403, IoU.wardrobe: 0.2668, IoU.lamp: 0.3771, IoU.bathtub: 0.5450, IoU.railing: 0.2293, IoU.cushion: 0.3718, IoU.base: 0.1006, IoU.box: 0.1186, IoU.column: 0.2686, IoU.signboard: 0.2683, IoU.chest of drawers: 0.2907, IoU.counter: 0.2197, IoU.sand: 0.2780, IoU.sink: 0.4832, IoU.skyscraper: 0.4781, IoU.fireplace: 0.3968, IoU.refrigerator: 0.4518, IoU.grandstand: 0.3959, IoU.path: 0.2370, IoU.stairs: 0.2636, IoU.runway: 0.5766, IoU.case: 0.3163, IoU.pool table: 0.8273, IoU.pillow: 0.3935, IoU.screen door: 0.3649, IoU.stairway: 0.2304, IoU.river: 0.1025, IoU.bridge: 0.2844, IoU.bookcase: 0.2713, IoU.blind: 0.2066, IoU.coffee table: 0.3834, IoU.toilet: 0.6513, IoU.flower: 0.3031, IoU.book: 0.3451, IoU.hill: 0.0457, IoU.bench: 0.2088, IoU.countertop: 0.3586, IoU.stove: 0.4342, IoU.palm: 0.3758, IoU.kitchen island: 0.2217, IoU.computer: 0.4392, IoU.swivel chair: 0.3005, IoU.boat: 0.3913, IoU.bar: 0.1016, IoU.arcade machine: 0.0974, IoU.hovel: 0.1271, IoU.bus: 0.5927, IoU.towel: 0.4079, IoU.light: 0.3279, IoU.truck: 0.0593, IoU.tower: 0.2700, IoU.chandelier: 0.5343, IoU.awning: 0.1873, IoU.streetlight: 0.0757, IoU.booth: 0.1151, IoU.television receiver: 0.4395, IoU.airplane: 0.4709, IoU.dirt track: 0.0293, IoU.apparel: 0.2644, IoU.pole: 0.1019, IoU.land: 0.0423, IoU.bannister: 0.0441, IoU.escalator: 0.1502, IoU.ottoman: 0.1782, IoU.bottle: 0.1534, IoU.buffet: 0.1983, IoU.poster: 0.0477, IoU.stage: 0.0792, IoU.van: 0.1380, IoU.ship: 0.0457, IoU.fountain: 0.1861, IoU.conveyer belt: 0.4673, IoU.canopy: 0.0926, IoU.washer: 0.4545, IoU.plaything: 0.1565, IoU.swimming pool: 0.3487, IoU.stool: 0.1033, IoU.barrel: 0.0005, IoU.basket: 0.1948, IoU.waterfall: 0.5099, IoU.tent: 0.7665, IoU.bag: 0.0547, IoU.minibike: 0.4268, IoU.cradle: 0.6686, IoU.oven: 0.0708, IoU.ball: 0.3252, IoU.food: 0.4892, IoU.step: 0.0096, IoU.tank: 0.2225, IoU.trade name: 0.0928, IoU.microwave: 0.2988, IoU.pot: 0.2255, IoU.animal: 0.4899, IoU.bicycle: 0.4050, IoU.lake: 0.1503, IoU.dishwasher: 0.2761, IoU.screen: 0.6681, IoU.blanket: 0.0958, IoU.sculpture: 0.1361, IoU.hood: 0.2613, IoU.sconce: 0.1931, IoU.vase: 0.1902, IoU.traffic light: 0.2270, IoU.tray: 0.0112, IoU.ashcan: 0.1885, IoU.fan: 0.3856, IoU.pier: 0.2103, IoU.crt screen: 0.1311, IoU.plate: 0.3567, IoU.monitor: 0.0212, IoU.bulletin board: 0.1599, IoU.shower: 0.0017, IoU.radiator: 0.4241, IoU.glass: 0.0702, IoU.clock: 0.1200, IoU.flag: 0.2585, Acc.wall: 0.8235, Acc.building: 0.8836, Acc.sky: 0.9620, Acc.floor: 0.8498, Acc.tree: 0.8527, Acc.ceiling: 0.8597, Acc.road: 0.8473, Acc.bed : 0.8649, Acc.windowpane: 0.7182, Acc.grass: 0.7350, Acc.cabinet: 0.5705, Acc.sidewalk: 0.7267, Acc.person: 0.8836, Acc.earth: 0.4612, Acc.door: 0.2638, Acc.table: 0.5374, Acc.mountain: 0.6257, Acc.plant: 0.5478, Acc.curtain: 0.6974, Acc.chair: 0.5849, Acc.car: 0.8643, Acc.water: 0.6792, Acc.painting: 0.7105, Acc.sofa: 0.6323, Acc.shelf: 0.3270, Acc.house: 0.6022, Acc.sea: 0.7136, Acc.mirror: 0.3903, Acc.rug: 0.5388, Acc.field: 0.4575, Acc.armchair: 0.3286, Acc.seat: 0.4657, Acc.fence: 0.4207, Acc.desk: 0.2917, Acc.rock: 0.5253, Acc.wardrobe: 0.3533, Acc.lamp: 0.4902, Acc.bathtub: 0.6891, Acc.railing: 0.2931, Acc.cushion: 0.5470, Acc.base: 0.1639, Acc.box: 0.1631, Acc.column: 0.3530, Acc.signboard: 0.3497, Acc.chest of drawers: 0.4642, Acc.counter: 0.2607, Acc.sand: 0.3616, Acc.sink: 0.5827, Acc.skyscraper: 0.6075, Acc.fireplace: 0.5426, Acc.refrigerator: 0.5692, Acc.grandstand: 0.5859, Acc.path: 0.3546, Acc.stairs: 0.3238, Acc.runway: 0.7576, Acc.case: 0.5827, Acc.pool table: 0.9165, Acc.pillow: 0.4834, Acc.screen door: 0.4490, Acc.stairway: 0.3151, Acc.river: 0.1422, Acc.bridge: 0.4084, Acc.bookcase: 0.3521, Acc.blind: 0.2356, Acc.coffee table: 0.5648, Acc.toilet: 0.7699, Acc.flower: 0.4398, Acc.book: 0.4842, Acc.hill: 0.0584, Acc.bench: 0.2930, Acc.countertop: 0.4641, Acc.stove: 0.5700, Acc.palm: 0.5134, Acc.kitchen island: 0.4958, Acc.computer: 0.5887, Acc.swivel chair: 0.3976, Acc.boat: 0.5315, Acc.bar: 0.1109, Acc.arcade machine: 0.1424, Acc.hovel: 0.1509, Acc.bus: 0.7408, Acc.towel: 0.5229, Acc.light: 0.3915, Acc.truck: 0.0834, Acc.tower: 0.3706, Acc.chandelier: 0.7124, Acc.awning: 0.2393, Acc.streetlight: 0.0880, Acc.booth: 0.1457, Acc.television receiver: 0.5983, Acc.airplane: 0.6181, Acc.dirt track: 0.0355, Acc.apparel: 0.4081, Acc.pole: 0.1272, Acc.land: 0.0813, Acc.bannister: 0.0584, Acc.escalator: 0.2151, Acc.ottoman: 0.2322, Acc.bottle: 0.1978, Acc.buffet: 0.2251, Acc.poster: 0.0554, Acc.stage: 0.1115, Acc.van: 0.1811, Acc.ship: 0.0618, Acc.fountain: 0.2187, Acc.conveyer belt: 0.6337, Acc.canopy: 0.1087, Acc.washer: 0.5159, Acc.plaything: 0.2307, Acc.swimming pool: 0.4419, Acc.stool: 0.1272, Acc.barrel: 0.0018, Acc.basket: 0.2395, Acc.waterfall: 0.6409, Acc.tent: 0.9446, Acc.bag: 0.0639, Acc.minibike: 0.5258, Acc.cradle: 0.8700, Acc.oven: 0.0916, Acc.ball: 0.3764, Acc.food: 0.6230, Acc.step: 0.0107, Acc.tank: 0.2570, Acc.trade name: 0.1010, Acc.microwave: 0.3534, Acc.pot: 0.2546, Acc.animal: 0.5664, Acc.bicycle: 0.6965, Acc.lake: 0.2731, Acc.dishwasher: 0.3671, Acc.screen: 0.7586, Acc.blanket: 0.1058, Acc.sculpture: 0.2033, Acc.hood: 0.3312, Acc.sconce: 0.2372, Acc.vase: 0.2865, Acc.traffic light: 0.3480, Acc.tray: 0.0148, Acc.ashcan: 0.2348, Acc.fan: 0.5017, Acc.pier: 0.2778, Acc.crt screen: 0.2567, Acc.plate: 0.4949, Acc.monitor: 0.0262, Acc.bulletin board: 0.1745, Acc.shower: 0.0025, Acc.radiator: 0.4723, Acc.glass: 0.0748, Acc.clock: 0.1424, Acc.flag: 0.2910 2024-01-03 11:29:24,043 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:17:27, time: 0.385, data_time: 0.287, memory: 3299, decode.loss_ce: 0.8213, decode.acc_seg: 71.2629, loss: 0.8213 2024-01-03 11:29:29,107 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:17:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8107, decode.acc_seg: 71.4053, loss: 0.8107 2024-01-03 11:29:34,167 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:17:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7910, decode.acc_seg: 72.0289, loss: 0.7910 2024-01-03 11:29:39,231 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:17:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8364, decode.acc_seg: 70.3421, loss: 0.8364 2024-01-03 11:29:44,281 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:17:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8270, decode.acc_seg: 71.1719, loss: 0.8270 2024-01-03 11:29:49,344 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:17:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8236, decode.acc_seg: 71.3855, loss: 0.8236 2024-01-03 11:29:56,644 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:16:56, time: 0.146, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8247, decode.acc_seg: 71.5744, loss: 0.8247 2024-01-03 11:30:01,701 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:16:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8415, decode.acc_seg: 71.0831, loss: 0.8415 2024-01-03 11:30:06,760 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:16:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8025, decode.acc_seg: 72.3606, loss: 0.8025 2024-01-03 11:30:11,811 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:16:40, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8411, decode.acc_seg: 71.3677, loss: 0.8411 2024-01-03 11:30:16,868 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:16:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8149, decode.acc_seg: 71.3343, loss: 0.8149 2024-01-03 11:30:21,923 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:16:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8336, decode.acc_seg: 70.5226, loss: 0.8336 2024-01-03 11:30:26,985 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:16:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8201, decode.acc_seg: 71.9366, loss: 0.8201 2024-01-03 11:30:32,044 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:16:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8076, decode.acc_seg: 71.6452, loss: 0.8076 2024-01-03 11:30:37,097 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:16:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8445, decode.acc_seg: 70.2544, loss: 0.8445 2024-01-03 11:30:42,150 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:16:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8282, decode.acc_seg: 70.3964, loss: 0.8282 2024-01-03 11:30:47,206 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:16:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8280, decode.acc_seg: 70.7806, loss: 0.8280 2024-01-03 11:30:52,257 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:15:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7908, decode.acc_seg: 72.0479, loss: 0.7908 2024-01-03 11:30:57,314 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:15:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8170, decode.acc_seg: 71.5749, loss: 0.8170 2024-01-03 11:31:02,377 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:31:02,377 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:15:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8117, decode.acc_seg: 70.8876, loss: 0.8117 2024-01-03 11:31:07,433 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:15:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7900, decode.acc_seg: 71.6617, loss: 0.7900 2024-01-03 11:31:12,489 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:15:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7945, decode.acc_seg: 72.0223, loss: 0.7945 2024-01-03 11:31:17,810 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:15:30, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8199, decode.acc_seg: 70.8676, loss: 0.8199 2024-01-03 11:31:22,860 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:15:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8480, decode.acc_seg: 70.6007, loss: 0.8480 2024-01-03 11:31:27,915 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:15:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7852, decode.acc_seg: 72.7532, loss: 0.7852 2024-01-03 11:31:32,969 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:15:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8477, decode.acc_seg: 70.1352, loss: 0.8477 2024-01-03 11:31:38,020 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:15:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7896, decode.acc_seg: 72.3277, loss: 0.7896 2024-01-03 11:31:43,076 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:15:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8232, decode.acc_seg: 71.4955, loss: 0.8232 2024-01-03 11:31:48,127 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:14:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8096, decode.acc_seg: 71.6046, loss: 0.8096 2024-01-03 11:31:53,184 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:14:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8263, decode.acc_seg: 70.8105, loss: 0.8263 2024-01-03 11:31:58,240 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:14:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8766, decode.acc_seg: 69.9434, loss: 0.8766 2024-01-03 11:32:05,483 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:14:43, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8189, decode.acc_seg: 71.4375, loss: 0.8189 2024-01-03 11:32:10,537 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:14:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8027, decode.acc_seg: 71.9206, loss: 0.8027 2024-01-03 11:32:15,589 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:14:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8238, decode.acc_seg: 70.8457, loss: 0.8238 2024-01-03 11:32:20,641 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:14:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7976, decode.acc_seg: 72.2438, loss: 0.7976 2024-01-03 11:32:25,686 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:14:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8009, decode.acc_seg: 71.8270, loss: 0.8009 2024-01-03 11:32:30,737 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:14:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8093, decode.acc_seg: 71.2577, loss: 0.8093 2024-01-03 11:32:35,786 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:14:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8522, decode.acc_seg: 70.9342, loss: 0.8522 2024-01-03 11:32:40,835 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:14:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8412, decode.acc_seg: 70.4748, loss: 0.8412 2024-01-03 11:32:45,882 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:32:45,882 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:14:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8144, decode.acc_seg: 71.3390, loss: 0.8144 2024-01-03 11:32:50,936 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:13:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8121, decode.acc_seg: 71.8181, loss: 0.8121 2024-01-03 11:32:55,985 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:13:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8416, decode.acc_seg: 70.7573, loss: 0.8416 2024-01-03 11:33:01,035 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:13:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8206, decode.acc_seg: 71.3483, loss: 0.8206 2024-01-03 11:33:06,094 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:13:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8730, decode.acc_seg: 69.6284, loss: 0.8730 2024-01-03 11:33:11,146 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:13:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8214, decode.acc_seg: 71.8599, loss: 0.8214 2024-01-03 11:33:16,194 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:13:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8138, decode.acc_seg: 71.3157, loss: 0.8138 2024-01-03 11:33:21,246 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:13:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8244, decode.acc_seg: 70.8972, loss: 0.8244 2024-01-03 11:33:26,295 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:13:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7738, decode.acc_seg: 73.0260, loss: 0.7738 2024-01-03 11:33:31,344 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:13:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8211, decode.acc_seg: 71.1084, loss: 0.8211 2024-01-03 11:33:36,393 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:13:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8016, decode.acc_seg: 71.4492, loss: 0.8016 2024-01-03 11:33:41,443 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:13:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8393, decode.acc_seg: 70.3196, loss: 0.8393 2024-01-03 11:33:46,495 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:12:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7919, decode.acc_seg: 71.8431, loss: 0.7919 2024-01-03 11:33:51,542 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:12:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8337, decode.acc_seg: 70.5497, loss: 0.8337 2024-01-03 11:33:56,594 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:12:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8126, decode.acc_seg: 71.4281, loss: 0.8126 2024-01-03 11:34:01,638 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:12:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8081, decode.acc_seg: 71.7095, loss: 0.8081 2024-01-03 11:34:06,688 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:12:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8295, decode.acc_seg: 70.6270, loss: 0.8295 2024-01-03 11:34:13,955 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:12:31, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8452, decode.acc_seg: 70.9107, loss: 0.8452 2024-01-03 11:34:18,994 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:12:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8476, decode.acc_seg: 70.6298, loss: 0.8476 2024-01-03 11:34:24,035 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:12:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8312, decode.acc_seg: 71.3292, loss: 0.8312 2024-01-03 11:34:29,081 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:34:29,081 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:12:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8209, decode.acc_seg: 71.9716, loss: 0.8209 2024-01-03 11:34:34,127 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:12:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8310, decode.acc_seg: 70.4864, loss: 0.8310 2024-01-03 11:34:39,170 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:12:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8301, decode.acc_seg: 70.0904, loss: 0.8301 2024-01-03 11:34:44,218 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:11:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8222, decode.acc_seg: 71.3138, loss: 0.8222 2024-01-03 11:34:49,260 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:11:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7935, decode.acc_seg: 72.1033, loss: 0.7935 2024-01-03 11:34:54,306 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:11:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8402, decode.acc_seg: 71.1949, loss: 0.8402 2024-01-03 11:34:59,355 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:11:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8408, decode.acc_seg: 71.1694, loss: 0.8408 2024-01-03 11:35:04,408 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:11:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7871, decode.acc_seg: 72.0847, loss: 0.7871 2024-01-03 11:35:09,454 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:11:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8455, decode.acc_seg: 70.3333, loss: 0.8455 2024-01-03 11:35:14,506 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:11:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7833, decode.acc_seg: 72.2356, loss: 0.7833 2024-01-03 11:35:19,552 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:11:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8185, decode.acc_seg: 71.4947, loss: 0.8185 2024-01-03 11:35:24,598 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:11:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8159, decode.acc_seg: 70.7341, loss: 0.8159 2024-01-03 11:35:29,643 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:11:12, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7981, decode.acc_seg: 71.8649, loss: 0.7981 2024-01-03 11:35:34,691 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:11:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7992, decode.acc_seg: 71.5474, loss: 0.7992 2024-01-03 11:35:39,741 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:11:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8170, decode.acc_seg: 71.5194, loss: 0.8170 2024-01-03 11:35:44,786 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:10:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8204, decode.acc_seg: 71.1984, loss: 0.8204 2024-01-03 11:35:49,841 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:10:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8383, decode.acc_seg: 70.1510, loss: 0.8383 2024-01-03 11:35:54,892 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:10:45, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8091, decode.acc_seg: 72.0392, loss: 0.8091 2024-01-03 11:35:59,937 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:10:40, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8184, decode.acc_seg: 71.3504, loss: 0.8184 2024-01-03 11:36:04,980 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:10:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7882, decode.acc_seg: 72.1646, loss: 0.7882 2024-01-03 11:36:10,025 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:36:10,025 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:10:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8450, decode.acc_seg: 70.7525, loss: 0.8450 2024-01-03 11:36:15,065 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:10:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8519, decode.acc_seg: 70.6657, loss: 0.8519 2024-01-03 11:36:20,114 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:10:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8097, decode.acc_seg: 71.5786, loss: 0.8097 2024-01-03 11:36:27,320 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:10:14, time: 0.144, data_time: 0.047, memory: 3299, decode.loss_ce: 0.7890, decode.acc_seg: 72.0757, loss: 0.7890 2024-01-03 11:36:32,358 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:10:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8414, decode.acc_seg: 71.0967, loss: 0.8414 2024-01-03 11:36:37,407 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:10:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8032, decode.acc_seg: 71.8240, loss: 0.8032 2024-01-03 11:36:42,703 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:09:58, time: 0.106, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8022, decode.acc_seg: 71.8136, loss: 0.8022 2024-01-03 11:36:47,752 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:09:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8009, decode.acc_seg: 72.4753, loss: 0.8009 2024-01-03 11:36:52,799 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:09:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8166, decode.acc_seg: 71.7519, loss: 0.8166 2024-01-03 11:36:57,848 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:09:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8170, decode.acc_seg: 71.2375, loss: 0.8170 2024-01-03 11:37:02,897 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:09:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8024, decode.acc_seg: 72.3668, loss: 0.8024 2024-01-03 11:37:07,944 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:09:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7806, decode.acc_seg: 71.8077, loss: 0.7806 2024-01-03 11:37:12,988 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:09:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8222, decode.acc_seg: 71.2990, loss: 0.8222 2024-01-03 11:37:18,035 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:09:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8421, decode.acc_seg: 70.9640, loss: 0.8421 2024-01-03 11:37:23,082 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:09:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7947, decode.acc_seg: 72.0914, loss: 0.7947 2024-01-03 11:37:28,132 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8379, decode.acc_seg: 70.8677, loss: 0.8379 2024-01-03 11:37:33,186 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:09:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8316, decode.acc_seg: 71.5273, loss: 0.8316 2024-01-03 11:37:38,232 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7976, decode.acc_seg: 72.2504, loss: 0.7976 2024-01-03 11:37:43,290 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:08:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7998, decode.acc_seg: 71.5300, loss: 0.7998 2024-01-03 11:37:48,341 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:08:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8290, decode.acc_seg: 70.8886, loss: 0.8290 2024-01-03 11:37:53,395 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:37:53,395 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:08:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8293, decode.acc_seg: 70.5952, loss: 0.8293 2024-01-03 11:37:58,456 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:08:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8114, decode.acc_seg: 71.3022, loss: 0.8114 2024-01-03 11:38:03,506 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:08:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8167, decode.acc_seg: 71.6326, loss: 0.8167 2024-01-03 11:38:08,552 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:08:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7884, decode.acc_seg: 72.7179, loss: 0.7884 2024-01-03 11:38:13,600 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:08:23, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8258, decode.acc_seg: 71.4131, loss: 0.8258 2024-01-03 11:38:18,655 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:08:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7772, decode.acc_seg: 72.3337, loss: 0.7772 2024-01-03 11:38:23,712 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:12, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8364, decode.acc_seg: 70.7237, loss: 0.8364 2024-01-03 11:38:28,771 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:07, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8167, decode.acc_seg: 70.6099, loss: 0.8167 2024-01-03 11:38:36,032 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:02, time: 0.145, data_time: 0.047, memory: 3299, decode.loss_ce: 0.8318, decode.acc_seg: 70.7558, loss: 0.8318 2024-01-03 11:38:41,090 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:07:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7971, decode.acc_seg: 72.1395, loss: 0.7971 2024-01-03 11:38:46,137 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:07:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7826, decode.acc_seg: 72.1722, loss: 0.7826 2024-01-03 11:38:51,194 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:07:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8321, decode.acc_seg: 71.3003, loss: 0.8321 2024-01-03 11:38:56,241 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:07:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7919, decode.acc_seg: 71.6704, loss: 0.7919 2024-01-03 11:39:01,293 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:07:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8405, decode.acc_seg: 70.9452, loss: 0.8405 2024-01-03 11:39:06,345 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:07:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8279, decode.acc_seg: 71.5785, loss: 0.8279 2024-01-03 11:39:11,404 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:07:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8300, decode.acc_seg: 71.1473, loss: 0.8300 2024-01-03 11:39:16,453 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8140, decode.acc_seg: 71.2118, loss: 0.8140 2024-01-03 11:39:21,500 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7795, decode.acc_seg: 72.1733, loss: 0.7795 2024-01-03 11:39:26,565 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8331, decode.acc_seg: 70.7263, loss: 0.8331 2024-01-03 11:39:31,620 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8411, decode.acc_seg: 70.6153, loss: 0.8411 2024-01-03 11:39:36,676 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:39:36,676 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:06:59, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8043, decode.acc_seg: 72.1163, loss: 0.8043 2024-01-03 11:39:41,731 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:06:54, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7870, decode.acc_seg: 71.4553, loss: 0.7870 2024-01-03 11:39:46,781 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:06:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8129, decode.acc_seg: 72.0140, loss: 0.8129 2024-01-03 11:39:51,834 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:06:43, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8100, decode.acc_seg: 71.2275, loss: 0.8100 2024-01-03 11:39:56,880 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:06:38, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8527, decode.acc_seg: 70.9533, loss: 0.8527 2024-01-03 11:40:01,929 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:06:33, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7823, decode.acc_seg: 72.6087, loss: 0.7823 2024-01-03 11:40:06,986 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:06:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7564, decode.acc_seg: 73.2297, loss: 0.7564 2024-01-03 11:40:12,041 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:22, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8399, decode.acc_seg: 70.3129, loss: 0.8399 2024-01-03 11:40:17,094 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:17, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8115, decode.acc_seg: 71.4186, loss: 0.8115 2024-01-03 11:40:22,153 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:12, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8079, decode.acc_seg: 70.9987, loss: 0.8079 2024-01-03 11:40:27,210 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8278, decode.acc_seg: 71.1150, loss: 0.8278 2024-01-03 11:40:32,260 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:01, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8001, decode.acc_seg: 71.8534, loss: 0.8001 2024-01-03 11:40:37,311 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:56, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8301, decode.acc_seg: 71.3263, loss: 0.8301 2024-01-03 11:40:44,631 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:05:51, time: 0.146, data_time: 0.046, memory: 3299, decode.loss_ce: 0.7945, decode.acc_seg: 71.9647, loss: 0.7945 2024-01-03 11:40:49,695 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:05:46, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8004, decode.acc_seg: 71.2558, loss: 0.8004 2024-01-03 11:40:54,748 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:05:40, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8382, decode.acc_seg: 71.2291, loss: 0.8382 2024-01-03 11:40:59,808 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:05:35, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8130, decode.acc_seg: 70.9549, loss: 0.8130 2024-01-03 11:41:04,888 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:30, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8139, decode.acc_seg: 71.9772, loss: 0.8139 2024-01-03 11:41:09,960 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:25, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7810, decode.acc_seg: 72.2723, loss: 0.7810 2024-01-03 11:41:15,020 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7822, decode.acc_seg: 72.3245, loss: 0.7822 2024-01-03 11:41:20,084 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:41:20,084 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:14, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7958, decode.acc_seg: 72.4492, loss: 0.7958 2024-01-03 11:41:25,148 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:09, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8739, decode.acc_seg: 69.6648, loss: 0.8739 2024-01-03 11:41:30,212 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:04, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8384, decode.acc_seg: 70.8062, loss: 0.8384 2024-01-03 11:41:35,277 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7694, decode.acc_seg: 72.5618, loss: 0.7694 2024-01-03 11:41:40,336 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:53, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8101, decode.acc_seg: 72.5154, loss: 0.8101 2024-01-03 11:41:45,388 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:48, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8160, decode.acc_seg: 71.9376, loss: 0.8160 2024-01-03 11:41:50,448 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8048, decode.acc_seg: 71.5718, loss: 0.8048 2024-01-03 11:41:55,508 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7822, decode.acc_seg: 72.3537, loss: 0.7822 2024-01-03 11:42:00,567 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:32, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8497, decode.acc_seg: 70.6985, loss: 0.8497 2024-01-03 11:42:05,631 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:27, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8124, decode.acc_seg: 71.4706, loss: 0.8124 2024-01-03 11:42:10,690 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8066, decode.acc_seg: 71.9228, loss: 0.8066 2024-01-03 11:42:15,753 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8378, decode.acc_seg: 70.5239, loss: 0.8378 2024-01-03 11:42:20,816 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:11, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7884, decode.acc_seg: 71.9605, loss: 0.7884 2024-01-03 11:42:25,876 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:06, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8597, decode.acc_seg: 69.6205, loss: 0.8597 2024-01-03 11:42:30,937 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7704, decode.acc_seg: 72.7731, loss: 0.7704 2024-01-03 11:42:35,992 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:55, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7976, decode.acc_seg: 72.1271, loss: 0.7976 2024-01-03 11:42:41,050 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:50, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7857, decode.acc_seg: 72.5356, loss: 0.7857 2024-01-03 11:42:46,275 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:45, time: 0.105, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8388, decode.acc_seg: 71.1255, loss: 0.8388 2024-01-03 11:42:53,532 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:40, time: 0.145, data_time: 0.046, memory: 3299, decode.loss_ce: 0.8189, decode.acc_seg: 70.9856, loss: 0.8189 2024-01-03 11:42:58,583 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8023, decode.acc_seg: 71.8425, loss: 0.8023 2024-01-03 11:43:03,642 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:43:03,642 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:29, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7835, decode.acc_seg: 72.2803, loss: 0.7835 2024-01-03 11:43:08,690 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:24, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8374, decode.acc_seg: 71.5054, loss: 0.8374 2024-01-03 11:43:13,752 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:19, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7759, decode.acc_seg: 72.9047, loss: 0.7759 2024-01-03 11:43:18,808 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8121, decode.acc_seg: 71.8882, loss: 0.8121 2024-01-03 11:43:23,860 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8409, decode.acc_seg: 70.4059, loss: 0.8409 2024-01-03 11:43:28,916 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:03, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8019, decode.acc_seg: 71.5455, loss: 0.8019 2024-01-03 11:43:33,969 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:58, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8119, decode.acc_seg: 71.9064, loss: 0.8119 2024-01-03 11:43:39,023 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7985, decode.acc_seg: 71.5986, loss: 0.7985 2024-01-03 11:43:44,083 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8412, decode.acc_seg: 70.4254, loss: 0.8412 2024-01-03 11:43:49,137 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:42, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7986, decode.acc_seg: 71.9892, loss: 0.7986 2024-01-03 11:43:54,196 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:37, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8096, decode.acc_seg: 71.9935, loss: 0.8096 2024-01-03 11:43:59,254 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8094, decode.acc_seg: 71.7690, loss: 0.8094 2024-01-03 11:44:04,302 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8234, decode.acc_seg: 70.7628, loss: 0.8234 2024-01-03 11:44:09,358 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:21, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8149, decode.acc_seg: 71.9491, loss: 0.8149 2024-01-03 11:44:14,414 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:16, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8154, decode.acc_seg: 72.3262, loss: 0.8154 2024-01-03 11:44:19,467 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7969, decode.acc_seg: 71.5662, loss: 0.7969 2024-01-03 11:44:24,534 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8298, decode.acc_seg: 70.6238, loss: 0.8298 2024-01-03 11:44:29,588 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:00, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8026, decode.acc_seg: 72.1365, loss: 0.8026 2024-01-03 11:44:34,806 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:55, time: 0.104, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7978, decode.acc_seg: 71.8289, loss: 0.7978 2024-01-03 11:44:39,848 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:49, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8081, decode.acc_seg: 71.9095, loss: 0.8081 2024-01-03 11:44:44,898 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:44:44,899 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:44, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8320, decode.acc_seg: 71.6258, loss: 0.8320 2024-01-03 11:44:49,951 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:39, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8280, decode.acc_seg: 71.0406, loss: 0.8280 2024-01-03 11:44:55,003 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:34, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8095, decode.acc_seg: 71.4837, loss: 0.8095 2024-01-03 11:45:00,048 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:28, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7891, decode.acc_seg: 72.2148, loss: 0.7891 2024-01-03 11:45:07,328 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:23, time: 0.146, data_time: 0.047, memory: 3299, decode.loss_ce: 0.7716, decode.acc_seg: 73.0110, loss: 0.7716 2024-01-03 11:45:12,371 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:18, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7896, decode.acc_seg: 72.3388, loss: 0.7896 2024-01-03 11:45:17,422 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:13, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8257, decode.acc_seg: 70.9283, loss: 0.8257 2024-01-03 11:45:22,467 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:08, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7996, decode.acc_seg: 71.7415, loss: 0.7996 2024-01-03 11:45:27,514 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:02, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8162, decode.acc_seg: 71.5948, loss: 0.8162 2024-01-03 11:45:32,563 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:57, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8410, decode.acc_seg: 71.4924, loss: 0.8410 2024-01-03 11:45:37,609 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:52, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7815, decode.acc_seg: 71.9069, loss: 0.7815 2024-01-03 11:45:42,654 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:47, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8324, decode.acc_seg: 71.5264, loss: 0.8324 2024-01-03 11:45:47,699 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:41, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8002, decode.acc_seg: 72.0727, loss: 0.8002 2024-01-03 11:45:52,753 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:36, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7935, decode.acc_seg: 71.8090, loss: 0.7935 2024-01-03 11:45:57,799 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:31, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8340, decode.acc_seg: 71.5060, loss: 0.8340 2024-01-03 11:46:02,849 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:26, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8172, decode.acc_seg: 71.3093, loss: 0.8172 2024-01-03 11:46:07,898 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:20, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7822, decode.acc_seg: 72.3228, loss: 0.7822 2024-01-03 11:46:12,948 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:15, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8355, decode.acc_seg: 71.6418, loss: 0.8355 2024-01-03 11:46:18,004 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:10, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7897, decode.acc_seg: 71.3720, loss: 0.7897 2024-01-03 11:46:23,062 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.101, data_time: 0.003, memory: 3299, decode.loss_ce: 0.8016, decode.acc_seg: 71.7890, loss: 0.8016 2024-01-03 11:46:28,069 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 11:46:28,126 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:46:28,126 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.102, data_time: 0.003, memory: 3299, decode.loss_ce: 0.7910, decode.acc_seg: 72.0255, loss: 0.7910 2024-01-03 11:46:42,264 - mmseg - INFO - per class results: 2024-01-03 11:46:42,270 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 64.22 | 83.37 | | building | 74.53 | 89.38 | | sky | 91.97 | 96.18 | | floor | 71.83 | 85.29 | | tree | 67.71 | 85.71 | | ceiling | 74.17 | 85.25 | | road | 74.1 | 85.77 | | bed | 71.76 | 86.86 | | windowpane | 48.38 | 69.17 | | grass | 61.37 | 76.16 | | cabinet | 42.7 | 58.92 | | sidewalk | 50.06 | 69.06 | | person | 71.22 | 88.44 | | earth | 31.58 | 43.73 | | door | 17.92 | 24.01 | | table | 34.6 | 51.95 | | mountain | 47.93 | 63.11 | | plant | 43.39 | 52.76 | | curtain | 58.22 | 71.13 | | chair | 38.97 | 59.93 | | car | 72.69 | 86.77 | | water | 51.71 | 67.13 | | painting | 52.7 | 68.23 | | sofa | 46.83 | 65.25 | | shelf | 25.93 | 38.6 | | house | 39.69 | 48.3 | | sea | 51.99 | 73.74 | | mirror | 33.51 | 40.43 | | rug | 46.1 | 53.24 | | field | 22.67 | 44.18 | | armchair | 21.55 | 33.96 | | seat | 32.31 | 43.67 | | fence | 30.09 | 44.41 | | desk | 21.93 | 33.08 | | rock | 33.89 | 52.62 | | wardrobe | 28.47 | 39.04 | | lamp | 37.74 | 49.16 | | bathtub | 53.22 | 66.2 | | railing | 24.03 | 31.58 | | cushion | 36.01 | 49.64 | | base | 9.33 | 13.71 | | box | 13.05 | 19.78 | | column | 26.97 | 32.87 | | signboard | 26.9 | 36.12 | | chest of drawers | 28.59 | 42.23 | | counter | 22.33 | 29.54 | | sand | 30.08 | 39.55 | | sink | 47.91 | 60.58 | | skyscraper | 50.73 | 65.18 | | fireplace | 40.08 | 53.13 | | refrigerator | 44.31 | 58.91 | | grandstand | 39.58 | 57.37 | | path | 22.38 | 29.52 | | stairs | 25.81 | 31.56 | | runway | 61.38 | 73.87 | | case | 35.5 | 54.54 | | pool table | 82.6 | 92.25 | | pillow | 40.87 | 51.33 | | screen door | 33.27 | 37.96 | | stairway | 24.02 | 30.1 | | river | 9.22 | 13.84 | | bridge | 28.14 | 38.61 | | bookcase | 28.05 | 37.51 | | blind | 20.78 | 23.09 | | coffee table | 39.61 | 54.72 | | toilet | 65.28 | 76.78 | | flower | 30.6 | 41.97 | | book | 34.03 | 50.08 | | hill | 6.77 | 9.0 | | bench | 19.86 | 25.84 | | countertop | 37.91 | 49.65 | | stove | 42.74 | 57.51 | | palm | 39.59 | 53.97 | | kitchen island | 21.79 | 46.0 | | computer | 43.5 | 59.13 | | swivel chair | 31.25 | 45.07 | | boat | 36.21 | 49.48 | | bar | 9.64 | 10.69 | | arcade machine | 11.16 | 18.04 | | hovel | 10.47 | 11.44 | | bus | 59.69 | 76.55 | | towel | 41.14 | 52.02 | | light | 32.17 | 37.36 | | truck | 6.86 | 9.7 | | tower | 26.16 | 37.55 | | chandelier | 51.14 | 63.26 | | awning | 18.56 | 22.99 | | streetlight | 8.81 | 10.68 | | booth | 13.05 | 16.89 | | television receiver | 44.81 | 58.95 | | airplane | 46.87 | 62.23 | | dirt track | 3.08 | 4.85 | | apparel | 25.69 | 39.62 | | pole | 10.92 | 14.55 | | land | 4.38 | 7.94 | | bannister | 3.65 | 4.36 | | escalator | 14.63 | 19.1 | | ottoman | 16.6 | 20.52 | | bottle | 13.64 | 16.9 | | buffet | 24.25 | 29.66 | | poster | 8.31 | 9.93 | | stage | 6.88 | 10.32 | | van | 15.1 | 19.53 | | ship | 4.97 | 7.38 | | fountain | 18.74 | 21.89 | | conveyer belt | 44.05 | 57.93 | | canopy | 7.88 | 9.21 | | washer | 46.01 | 52.87 | | plaything | 16.12 | 29.82 | | swimming pool | 30.49 | 46.97 | | stool | 10.66 | 13.77 | | barrel | 0.07 | 0.24 | | basket | 19.06 | 24.0 | | waterfall | 55.34 | 70.06 | | tent | 79.59 | 92.94 | | bag | 5.21 | 6.08 | | minibike | 43.27 | 54.84 | | cradle | 67.89 | 89.77 | | oven | 6.78 | 8.93 | | ball | 31.98 | 37.18 | | food | 50.13 | 62.26 | | step | 0.25 | 0.26 | | tank | 22.45 | 25.54 | | trade name | 11.61 | 12.95 | | microwave | 28.92 | 32.71 | | pot | 22.35 | 25.1 | | animal | 49.14 | 57.05 | | bicycle | 40.84 | 65.32 | | lake | 18.09 | 25.5 | | dishwasher | 27.74 | 36.86 | | screen | 66.69 | 74.7 | | blanket | 8.14 | 8.85 | | sculpture | 10.35 | 13.96 | | hood | 25.27 | 31.03 | | sconce | 20.62 | 26.28 | | vase | 18.89 | 27.43 | | traffic light | 23.0 | 30.63 | | tray | 1.42 | 1.91 | | ashcan | 19.26 | 25.29 | | fan | 38.4 | 49.41 | | pier | 34.52 | 50.78 | | crt screen | 12.65 | 25.12 | | plate | 35.64 | 49.67 | | monitor | 3.91 | 4.82 | | bulletin board | 24.14 | 29.53 | | shower | 0.61 | 1.16 | | radiator | 42.21 | 47.14 | | glass | 7.98 | 8.69 | | clock | 12.05 | 14.29 | | flag | 26.72 | 30.21 | +---------------------+-------+-------+ 2024-01-03 11:46:42,270 - mmseg - INFO - Summary: 2024-01-03 11:46:42,270 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 74.53 | 32.4 | 42.01 | +-------+------+-------+ 2024-01-03 11:46:42,271 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:46:42,271 - mmseg - INFO - Iter(val) [250] aAcc: 0.7453, mIoU: 0.3240, mAcc: 0.4201, IoU.wall: 0.6422, IoU.building: 0.7453, IoU.sky: 0.9197, IoU.floor: 0.7183, IoU.tree: 0.6771, IoU.ceiling: 0.7417, IoU.road: 0.7410, IoU.bed : 0.7176, IoU.windowpane: 0.4838, IoU.grass: 0.6137, IoU.cabinet: 0.4270, IoU.sidewalk: 0.5006, IoU.person: 0.7122, IoU.earth: 0.3158, IoU.door: 0.1792, IoU.table: 0.3460, IoU.mountain: 0.4793, IoU.plant: 0.4339, IoU.curtain: 0.5822, IoU.chair: 0.3897, IoU.car: 0.7269, IoU.water: 0.5171, IoU.painting: 0.5270, IoU.sofa: 0.4683, IoU.shelf: 0.2593, IoU.house: 0.3969, IoU.sea: 0.5199, IoU.mirror: 0.3351, IoU.rug: 0.4610, IoU.field: 0.2267, IoU.armchair: 0.2155, IoU.seat: 0.3231, IoU.fence: 0.3009, IoU.desk: 0.2193, IoU.rock: 0.3389, IoU.wardrobe: 0.2847, IoU.lamp: 0.3774, IoU.bathtub: 0.5322, IoU.railing: 0.2403, IoU.cushion: 0.3601, IoU.base: 0.0933, IoU.box: 0.1305, IoU.column: 0.2697, IoU.signboard: 0.2690, IoU.chest of drawers: 0.2859, IoU.counter: 0.2233, IoU.sand: 0.3008, IoU.sink: 0.4791, IoU.skyscraper: 0.5073, IoU.fireplace: 0.4008, IoU.refrigerator: 0.4431, IoU.grandstand: 0.3958, IoU.path: 0.2238, IoU.stairs: 0.2581, IoU.runway: 0.6138, IoU.case: 0.3550, IoU.pool table: 0.8260, IoU.pillow: 0.4087, IoU.screen door: 0.3327, IoU.stairway: 0.2402, IoU.river: 0.0922, IoU.bridge: 0.2814, IoU.bookcase: 0.2805, IoU.blind: 0.2078, IoU.coffee table: 0.3961, IoU.toilet: 0.6528, IoU.flower: 0.3060, IoU.book: 0.3403, IoU.hill: 0.0677, IoU.bench: 0.1986, IoU.countertop: 0.3791, IoU.stove: 0.4274, IoU.palm: 0.3959, IoU.kitchen island: 0.2179, IoU.computer: 0.4350, IoU.swivel chair: 0.3125, IoU.boat: 0.3621, IoU.bar: 0.0964, IoU.arcade machine: 0.1116, IoU.hovel: 0.1047, IoU.bus: 0.5969, IoU.towel: 0.4114, IoU.light: 0.3217, IoU.truck: 0.0686, IoU.tower: 0.2616, IoU.chandelier: 0.5114, IoU.awning: 0.1856, IoU.streetlight: 0.0881, IoU.booth: 0.1305, IoU.television receiver: 0.4481, IoU.airplane: 0.4687, IoU.dirt track: 0.0308, IoU.apparel: 0.2569, IoU.pole: 0.1092, IoU.land: 0.0438, IoU.bannister: 0.0365, IoU.escalator: 0.1463, IoU.ottoman: 0.1660, IoU.bottle: 0.1364, IoU.buffet: 0.2425, IoU.poster: 0.0831, IoU.stage: 0.0688, IoU.van: 0.1510, IoU.ship: 0.0497, IoU.fountain: 0.1874, IoU.conveyer belt: 0.4405, IoU.canopy: 0.0788, IoU.washer: 0.4601, IoU.plaything: 0.1612, IoU.swimming pool: 0.3049, IoU.stool: 0.1066, IoU.barrel: 0.0007, IoU.basket: 0.1906, IoU.waterfall: 0.5534, IoU.tent: 0.7959, IoU.bag: 0.0521, IoU.minibike: 0.4327, IoU.cradle: 0.6789, IoU.oven: 0.0678, IoU.ball: 0.3198, IoU.food: 0.5013, IoU.step: 0.0025, IoU.tank: 0.2245, IoU.trade name: 0.1161, IoU.microwave: 0.2892, IoU.pot: 0.2235, IoU.animal: 0.4914, IoU.bicycle: 0.4084, IoU.lake: 0.1809, IoU.dishwasher: 0.2774, IoU.screen: 0.6669, IoU.blanket: 0.0814, IoU.sculpture: 0.1035, IoU.hood: 0.2527, IoU.sconce: 0.2062, IoU.vase: 0.1889, IoU.traffic light: 0.2300, IoU.tray: 0.0142, IoU.ashcan: 0.1926, IoU.fan: 0.3840, IoU.pier: 0.3452, IoU.crt screen: 0.1265, IoU.plate: 0.3564, IoU.monitor: 0.0391, IoU.bulletin board: 0.2414, IoU.shower: 0.0061, IoU.radiator: 0.4221, IoU.glass: 0.0798, IoU.clock: 0.1205, IoU.flag: 0.2672, Acc.wall: 0.8337, Acc.building: 0.8938, Acc.sky: 0.9618, Acc.floor: 0.8529, Acc.tree: 0.8571, Acc.ceiling: 0.8525, Acc.road: 0.8577, Acc.bed : 0.8686, Acc.windowpane: 0.6917, Acc.grass: 0.7616, Acc.cabinet: 0.5892, Acc.sidewalk: 0.6906, Acc.person: 0.8844, Acc.earth: 0.4373, Acc.door: 0.2401, Acc.table: 0.5195, Acc.mountain: 0.6311, Acc.plant: 0.5276, Acc.curtain: 0.7113, Acc.chair: 0.5993, Acc.car: 0.8677, Acc.water: 0.6713, Acc.painting: 0.6823, Acc.sofa: 0.6525, Acc.shelf: 0.3860, Acc.house: 0.4830, Acc.sea: 0.7374, Acc.mirror: 0.4043, Acc.rug: 0.5324, Acc.field: 0.4418, Acc.armchair: 0.3396, Acc.seat: 0.4367, Acc.fence: 0.4441, Acc.desk: 0.3308, Acc.rock: 0.5262, Acc.wardrobe: 0.3904, Acc.lamp: 0.4916, Acc.bathtub: 0.6620, Acc.railing: 0.3158, Acc.cushion: 0.4964, Acc.base: 0.1371, Acc.box: 0.1978, Acc.column: 0.3287, Acc.signboard: 0.3612, Acc.chest of drawers: 0.4223, Acc.counter: 0.2954, Acc.sand: 0.3955, Acc.sink: 0.6058, Acc.skyscraper: 0.6518, Acc.fireplace: 0.5313, Acc.refrigerator: 0.5891, Acc.grandstand: 0.5737, Acc.path: 0.2952, Acc.stairs: 0.3156, Acc.runway: 0.7387, Acc.case: 0.5454, Acc.pool table: 0.9225, Acc.pillow: 0.5133, Acc.screen door: 0.3796, Acc.stairway: 0.3010, Acc.river: 0.1384, Acc.bridge: 0.3861, Acc.bookcase: 0.3751, Acc.blind: 0.2309, Acc.coffee table: 0.5472, Acc.toilet: 0.7678, Acc.flower: 0.4197, Acc.book: 0.5008, Acc.hill: 0.0900, Acc.bench: 0.2584, Acc.countertop: 0.4965, Acc.stove: 0.5751, Acc.palm: 0.5397, Acc.kitchen island: 0.4600, Acc.computer: 0.5913, Acc.swivel chair: 0.4507, Acc.boat: 0.4948, Acc.bar: 0.1069, Acc.arcade machine: 0.1804, Acc.hovel: 0.1144, Acc.bus: 0.7655, Acc.towel: 0.5202, Acc.light: 0.3736, Acc.truck: 0.0970, Acc.tower: 0.3755, Acc.chandelier: 0.6326, Acc.awning: 0.2299, Acc.streetlight: 0.1068, Acc.booth: 0.1689, Acc.television receiver: 0.5895, Acc.airplane: 0.6223, Acc.dirt track: 0.0485, Acc.apparel: 0.3962, Acc.pole: 0.1455, Acc.land: 0.0794, Acc.bannister: 0.0436, Acc.escalator: 0.1910, Acc.ottoman: 0.2052, Acc.bottle: 0.1690, Acc.buffet: 0.2966, Acc.poster: 0.0993, Acc.stage: 0.1032, Acc.van: 0.1953, Acc.ship: 0.0738, Acc.fountain: 0.2189, Acc.conveyer belt: 0.5793, Acc.canopy: 0.0921, Acc.washer: 0.5287, Acc.plaything: 0.2982, Acc.swimming pool: 0.4697, Acc.stool: 0.1377, Acc.barrel: 0.0024, Acc.basket: 0.2400, Acc.waterfall: 0.7006, Acc.tent: 0.9294, Acc.bag: 0.0608, Acc.minibike: 0.5484, Acc.cradle: 0.8977, Acc.oven: 0.0893, Acc.ball: 0.3718, Acc.food: 0.6226, Acc.step: 0.0026, Acc.tank: 0.2554, Acc.trade name: 0.1295, Acc.microwave: 0.3271, Acc.pot: 0.2510, Acc.animal: 0.5705, Acc.bicycle: 0.6532, Acc.lake: 0.2550, Acc.dishwasher: 0.3686, Acc.screen: 0.7470, Acc.blanket: 0.0885, Acc.sculpture: 0.1396, Acc.hood: 0.3103, Acc.sconce: 0.2628, Acc.vase: 0.2743, Acc.traffic light: 0.3063, Acc.tray: 0.0191, Acc.ashcan: 0.2529, Acc.fan: 0.4941, Acc.pier: 0.5078, Acc.crt screen: 0.2512, Acc.plate: 0.4967, Acc.monitor: 0.0482, Acc.bulletin board: 0.2953, Acc.shower: 0.0116, Acc.radiator: 0.4714, Acc.glass: 0.0869, Acc.clock: 0.1429, Acc.flag: 0.3021