2024-01-02 22:10:53,573 - mmseg - INFO - Multi-processing start method is `None` 2024-01-02 22:10:53,586 - mmseg - INFO - OpenCV num_threads is `112 2024-01-02 22:10:53,586 - mmseg - INFO - OMP num threads is 1 2024-01-02 22:10:53,659 - 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+252a666 ------------------------------------------------------------ 2024-01-02 22:10:53,659 - mmseg - INFO - Distributed training: True 2024-01-02 22:10:53,659 - 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_patch14_dinov2.lvd142m'} 2024-01-02 22:10:56,923 - mmseg - INFO - Set random seed to 263111866, deterministic: False 2024-01-02 22:11:00,996 - 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.ls1.gamma', '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.0.ls2.gamma', '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.ls1.gamma', '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.1.ls2.gamma', '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.ls1.gamma', '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.2.ls2.gamma', '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.ls1.gamma', '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.3.ls2.gamma', '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.ls1.gamma', '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.4.ls2.gamma', '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.ls1.gamma', '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.5.ls2.gamma', '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.ls1.gamma', '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.6.ls2.gamma', '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.ls1.gamma', '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.7.ls2.gamma', '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.ls1.gamma', '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.8.ls2.gamma', '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.ls1.gamma', '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.9.ls2.gamma', '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.ls1.gamma', '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.10.ls2.gamma', '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.ls1.gamma', '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.blocks.11.ls2.gamma', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-02 22:11:00,997 - mmseg - INFO - pos_embed loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-02 22:11:00,997 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-02 22:11:00,998 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-02 22:11:00,998 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-02 22:11:00,998 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-02 22:11:00,998 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-02 22:11:00,998 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-02 22:11:01,017 - 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 2024-01-02 22:11:01,023 - 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'}} ) 2024-01-02 22:11:01,269 - mmseg - INFO - Loaded 20210 images 2024-01-02 22:11:04,337 - mmseg - INFO - Loaded 2000 images 2024-01-02 22:11:04,338 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch14_dinov2.lvd142m 2024-01-02 22:11:04,339 - 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 -------------------- 2024-01-02 22:11:04,339 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-02 22:11:04,341 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch14_dinov2.lvd142m by HardDiskBackend. 2024-01-02 22:11:35,698 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:48:51, time: 0.163, data_time: 0.005, memory: 4201, decode.loss_ce: 4.0341, decode.acc_seg: 1.5571, loss: 4.0341 2024-01-02 22:11:41,232 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:31:09, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 3.8434, decode.acc_seg: 16.1782, loss: 3.8434 2024-01-02 22:11:46,776 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:25:14, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 3.4621, decode.acc_seg: 49.5311, loss: 3.4621 2024-01-02 22:11:52,284 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:22:07, time: 0.110, data_time: 0.003, memory: 4201, decode.loss_ce: 2.8774, decode.acc_seg: 62.2182, loss: 2.8774 2024-01-02 22:11:57,725 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:20:02, time: 0.109, data_time: 0.003, memory: 4201, decode.loss_ce: 2.1680, decode.acc_seg: 67.2008, loss: 2.1680 2024-01-02 22:12:03,155 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:18:35, time: 0.109, data_time: 0.004, memory: 4201, decode.loss_ce: 1.6711, decode.acc_seg: 69.8921, loss: 1.6711 2024-01-02 22:12:08,641 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:17:37, time: 0.110, data_time: 0.003, memory: 4201, decode.loss_ce: 1.4149, decode.acc_seg: 69.0041, loss: 1.4149 2024-01-02 22:12:14,177 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:16:58, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 1.1416, decode.acc_seg: 70.3957, loss: 1.1416 2024-01-02 22:12:19,741 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:16:29, time: 0.111, data_time: 0.004, memory: 4201, decode.loss_ce: 1.0448, decode.acc_seg: 70.9608, loss: 1.0448 2024-01-02 22:12:25,335 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:16:07, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.9306, decode.acc_seg: 72.8816, loss: 0.9306 2024-01-02 22:12:30,939 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:15:48, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.8657, decode.acc_seg: 72.7171, loss: 0.8657 2024-01-02 22:12:36,542 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:15:32, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.8220, decode.acc_seg: 74.1503, loss: 0.8220 2024-01-02 22:12:42,144 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:15:17, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7872, decode.acc_seg: 73.5784, loss: 0.7872 2024-01-02 22:12:47,752 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:15:04, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7770, decode.acc_seg: 74.7085, loss: 0.7770 2024-01-02 22:12:53,388 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:14:53, time: 0.113, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7093, decode.acc_seg: 75.8084, loss: 0.7093 2024-01-02 22:12:58,992 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:14:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7200, decode.acc_seg: 75.2508, loss: 0.7200 2024-01-02 22:13:04,596 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:14:30, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7191, decode.acc_seg: 75.5764, loss: 0.7191 2024-01-02 22:13:10,197 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:14:20, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7139, decode.acc_seg: 75.3288, loss: 0.7139 2024-01-02 22:13:15,798 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:14:10, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6811, decode.acc_seg: 75.7533, loss: 0.6811 2024-01-02 22:13:21,396 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:13:21,396 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:14:00, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6938, decode.acc_seg: 75.3052, loss: 0.6938 2024-01-02 22:13:26,996 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:13:51, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6776, decode.acc_seg: 75.8199, loss: 0.6776 2024-01-02 22:13:32,594 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:13:42, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7038, decode.acc_seg: 75.5316, loss: 0.7038 2024-01-02 22:13:38,203 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:13:34, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6683, decode.acc_seg: 76.0618, loss: 0.6683 2024-01-02 22:13:43,810 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:13:26, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6552, decode.acc_seg: 76.5273, loss: 0.6552 2024-01-02 22:13:49,412 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:13:18, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6510, decode.acc_seg: 76.6351, loss: 0.6510 2024-01-02 22:13:57,336 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:14:19, time: 0.158, data_time: 0.047, memory: 4201, decode.loss_ce: 0.6463, decode.acc_seg: 77.1011, loss: 0.6463 2024-01-02 22:14:02,938 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:14:09, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6418, decode.acc_seg: 77.1027, loss: 0.6418 2024-01-02 22:14:08,608 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:14:01, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6370, decode.acc_seg: 76.5138, loss: 0.6370 2024-01-02 22:14:14,212 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:13:51, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6376, decode.acc_seg: 76.8772, loss: 0.6376 2024-01-02 22:14:19,812 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:13:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6612, decode.acc_seg: 75.8910, loss: 0.6612 2024-01-02 22:14:25,414 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:13:32, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6364, decode.acc_seg: 76.2657, loss: 0.6364 2024-01-02 22:14:31,014 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:13:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6221, decode.acc_seg: 77.1613, loss: 0.6221 2024-01-02 22:14:36,617 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:13:14, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6050, decode.acc_seg: 77.9141, loss: 0.6050 2024-01-02 22:14:42,219 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:13:06, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6417, decode.acc_seg: 76.3415, loss: 0.6417 2024-01-02 22:14:47,824 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:12:57, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5924, decode.acc_seg: 78.0892, loss: 0.5924 2024-01-02 22:14:53,423 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:12:49, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6277, decode.acc_seg: 77.3242, loss: 0.6277 2024-01-02 22:14:59,029 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:12:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6095, decode.acc_seg: 77.1830, loss: 0.6095 2024-01-02 22:15:04,636 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:12:33, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6555, decode.acc_seg: 76.7712, loss: 0.6555 2024-01-02 22:15:10,239 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:12:25, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6032, decode.acc_seg: 77.5490, loss: 0.6032 2024-01-02 22:15:15,836 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:15:15,836 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:12:17, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6472, decode.acc_seg: 76.0174, loss: 0.6472 2024-01-02 22:15:21,436 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:12:10, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6198, decode.acc_seg: 77.7889, loss: 0.6198 2024-01-02 22:15:27,037 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:12:02, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6252, decode.acc_seg: 77.6393, loss: 0.6252 2024-01-02 22:15:32,639 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:11:55, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6159, decode.acc_seg: 77.3710, loss: 0.6159 2024-01-02 22:15:38,241 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:11:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6261, decode.acc_seg: 76.4489, loss: 0.6261 2024-01-02 22:15:43,844 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:11:40, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6123, decode.acc_seg: 77.5525, loss: 0.6123 2024-01-02 22:15:49,447 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:11:33, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6436, decode.acc_seg: 76.7321, loss: 0.6436 2024-01-02 22:15:55,053 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:11:26, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6036, decode.acc_seg: 77.6386, loss: 0.6036 2024-01-02 22:16:00,658 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:11:18, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6061, decode.acc_seg: 77.2627, loss: 0.6061 2024-01-02 22:16:06,258 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:11:11, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6163, decode.acc_seg: 77.6521, loss: 0.6163 2024-01-02 22:16:11,859 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:11:04, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6019, decode.acc_seg: 77.8493, loss: 0.6019 2024-01-02 22:16:19,699 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:11:30, time: 0.157, data_time: 0.046, memory: 4201, decode.loss_ce: 0.6186, decode.acc_seg: 77.2356, loss: 0.6186 2024-01-02 22:16:25,296 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:11:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5667, decode.acc_seg: 78.3982, loss: 0.5667 2024-01-02 22:16:30,893 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:11:15, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5706, decode.acc_seg: 78.0759, loss: 0.5706 2024-01-02 22:16:36,490 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:11:08, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5771, decode.acc_seg: 78.1805, loss: 0.5771 2024-01-02 22:16:42,089 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:11:00, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6000, decode.acc_seg: 77.1796, loss: 0.6000 2024-01-02 22:16:47,748 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:10:54, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5792, decode.acc_seg: 78.5872, loss: 0.5792 2024-01-02 22:16:53,339 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:10:46, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6222, decode.acc_seg: 77.2776, loss: 0.6222 2024-01-02 22:16:58,938 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:10:39, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6130, decode.acc_seg: 77.2458, loss: 0.6130 2024-01-02 22:17:04,536 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:10:32, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5520, decode.acc_seg: 79.1543, loss: 0.5520 2024-01-02 22:17:10,132 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:17:10,132 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:10:25, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5758, decode.acc_seg: 78.1078, loss: 0.5758 2024-01-02 22:17:15,727 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:10:18, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5481, decode.acc_seg: 79.6763, loss: 0.5481 2024-01-02 22:17:21,321 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:10:11, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5872, decode.acc_seg: 77.4431, loss: 0.5872 2024-01-02 22:17:26,912 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:10:04, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6061, decode.acc_seg: 77.2228, loss: 0.6061 2024-01-02 22:17:32,510 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:09:57, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5870, decode.acc_seg: 77.6634, loss: 0.5870 2024-01-02 22:17:38,100 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:09:50, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6093, decode.acc_seg: 77.5889, loss: 0.6093 2024-01-02 22:17:43,694 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:09:43, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5933, decode.acc_seg: 77.8799, loss: 0.5933 2024-01-02 22:17:49,287 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:09:36, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5990, decode.acc_seg: 78.4099, loss: 0.5990 2024-01-02 22:17:54,880 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:09:29, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6200, decode.acc_seg: 77.2085, loss: 0.6200 2024-01-02 22:18:00,476 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:09:22, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5876, decode.acc_seg: 78.8015, loss: 0.5876 2024-01-02 22:18:06,074 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:09:16, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5932, decode.acc_seg: 78.1556, loss: 0.5932 2024-01-02 22:18:11,664 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:09:09, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6002, decode.acc_seg: 78.5045, loss: 0.6002 2024-01-02 22:18:17,258 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:09:02, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5660, decode.acc_seg: 78.5105, loss: 0.5660 2024-01-02 22:18:22,850 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:08:56, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5826, decode.acc_seg: 78.3059, loss: 0.5826 2024-01-02 22:18:28,444 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:08:49, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5733, decode.acc_seg: 78.4966, loss: 0.5733 2024-01-02 22:18:34,033 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:08:42, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5931, decode.acc_seg: 78.0037, loss: 0.5931 2024-01-02 22:18:41,893 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:08:57, time: 0.157, data_time: 0.048, memory: 4201, decode.loss_ce: 0.5626, decode.acc_seg: 78.1681, loss: 0.5626 2024-01-02 22:18:47,480 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:08:50, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5701, decode.acc_seg: 78.6463, loss: 0.5701 2024-01-02 22:18:53,069 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:08:44, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5237, decode.acc_seg: 80.3313, loss: 0.5237 2024-01-02 22:18:58,655 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:08:37, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5337, decode.acc_seg: 79.6965, loss: 0.5337 2024-01-02 22:19:04,239 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:19:04,239 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:08:30, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5655, decode.acc_seg: 78.7152, loss: 0.5655 2024-01-02 22:19:09,827 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:08:23, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5815, decode.acc_seg: 78.4359, loss: 0.5815 2024-01-02 22:19:15,409 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:08:16, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5637, decode.acc_seg: 78.8350, loss: 0.5637 2024-01-02 22:19:20,989 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:08:09, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5535, decode.acc_seg: 79.2385, loss: 0.5535 2024-01-02 22:19:26,573 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:08:03, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5565, decode.acc_seg: 78.5836, loss: 0.5565 2024-01-02 22:19:32,161 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:07:56, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5335, decode.acc_seg: 79.2721, loss: 0.5335 2024-01-02 22:19:37,761 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:07:49, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5589, decode.acc_seg: 78.8897, loss: 0.5589 2024-01-02 22:19:43,348 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:07:43, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6065, decode.acc_seg: 78.2504, loss: 0.6065 2024-01-02 22:19:48,934 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:07:36, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5546, decode.acc_seg: 78.3009, loss: 0.5546 2024-01-02 22:19:54,514 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:07:30, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5846, decode.acc_seg: 78.4030, loss: 0.5846 2024-01-02 22:20:00,097 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:07:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5950, decode.acc_seg: 77.7881, loss: 0.5950 2024-01-02 22:20:05,676 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:07:16, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5445, decode.acc_seg: 79.2548, loss: 0.5445 2024-01-02 22:20:11,252 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:07:10, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5990, decode.acc_seg: 76.9974, loss: 0.5990 2024-01-02 22:20:16,834 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:07:03, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5805, decode.acc_seg: 78.3775, loss: 0.5805 2024-01-02 22:20:22,421 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:06:57, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5629, decode.acc_seg: 78.5200, loss: 0.5629 2024-01-02 22:20:28,006 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:06:50, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5552, decode.acc_seg: 79.2960, loss: 0.5552 2024-01-02 22:20:33,585 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:06:44, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5980, decode.acc_seg: 77.9905, loss: 0.5980 2024-01-02 22:20:39,169 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:06:37, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5804, decode.acc_seg: 78.1501, loss: 0.5804 2024-01-02 22:20:44,755 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:06:31, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5684, decode.acc_seg: 78.4121, loss: 0.5684 2024-01-02 22:20:50,342 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:06:25, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5478, decode.acc_seg: 79.3479, loss: 0.5478 2024-01-02 22:20:55,922 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:20:55,922 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:06:18, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5705, decode.acc_seg: 78.2999, loss: 0.5705 2024-01-02 22:21:01,502 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:06:12, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5784, decode.acc_seg: 78.2013, loss: 0.5784 2024-01-02 22:21:09,309 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:06:21, time: 0.156, data_time: 0.047, memory: 4201, decode.loss_ce: 0.5367, decode.acc_seg: 79.1416, loss: 0.5367 2024-01-02 22:21:14,895 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:06:14, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5559, decode.acc_seg: 78.7040, loss: 0.5559 2024-01-02 22:21:20,478 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:06:08, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5125, decode.acc_seg: 80.1834, loss: 0.5125 2024-01-02 22:21:26,061 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:06:01, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5691, decode.acc_seg: 78.3832, loss: 0.5691 2024-01-02 22:21:31,645 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:05:55, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5300, decode.acc_seg: 79.0468, loss: 0.5300 2024-01-02 22:21:37,220 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:05:48, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5570, decode.acc_seg: 78.5343, loss: 0.5570 2024-01-02 22:21:42,808 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:05:42, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5788, decode.acc_seg: 78.2519, loss: 0.5788 2024-01-02 22:21:48,393 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:05:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5513, decode.acc_seg: 79.3487, loss: 0.5513 2024-01-02 22:21:53,975 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:05:29, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5280, decode.acc_seg: 80.0106, loss: 0.5280 2024-01-02 22:21:59,557 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:05:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5324, decode.acc_seg: 79.5202, loss: 0.5324 2024-01-02 22:22:05,138 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:05:16, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5278, decode.acc_seg: 79.7219, loss: 0.5278 2024-01-02 22:22:10,719 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:05:10, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5775, decode.acc_seg: 77.9753, loss: 0.5775 2024-01-02 22:22:16,301 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:05:03, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5444, decode.acc_seg: 79.5206, loss: 0.5444 2024-01-02 22:22:21,888 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:04:57, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5417, decode.acc_seg: 79.4336, loss: 0.5417 2024-01-02 22:22:27,675 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:04:52, time: 0.116, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5469, decode.acc_seg: 78.7099, loss: 0.5469 2024-01-02 22:22:33,253 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:04:46, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5470, decode.acc_seg: 78.9504, loss: 0.5470 2024-01-02 22:22:38,837 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:04:39, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5222, decode.acc_seg: 79.7435, loss: 0.5222 2024-01-02 22:22:44,423 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:04:33, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5784, decode.acc_seg: 77.5683, loss: 0.5784 2024-01-02 22:22:50,008 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:22:50,009 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:04:27, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5420, decode.acc_seg: 78.2544, loss: 0.5420 2024-01-02 22:22:55,592 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:04:21, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5602, decode.acc_seg: 79.1492, loss: 0.5602 2024-01-02 22:23:01,175 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 1:04:14, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5670, decode.acc_seg: 78.1542, loss: 0.5670 2024-01-02 22:23:06,759 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 1:04:08, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5528, decode.acc_seg: 79.2297, loss: 0.5528 2024-01-02 22:23:12,345 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 1:04:02, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5725, decode.acc_seg: 78.1749, loss: 0.5725 2024-01-02 22:23:17,932 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 1:03:56, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5287, decode.acc_seg: 79.9958, loss: 0.5287 2024-01-02 22:23:23,514 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 1:03:49, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5488, decode.acc_seg: 79.3081, loss: 0.5488 2024-01-02 22:23:31,317 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 1:03:55, time: 0.156, data_time: 0.049, memory: 4201, decode.loss_ce: 0.5481, decode.acc_seg: 79.5441, loss: 0.5481 2024-01-02 22:23:36,906 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 1:03:49, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5190, decode.acc_seg: 79.8700, loss: 0.5190 2024-01-02 22:23:42,492 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 1:03:42, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5133, decode.acc_seg: 79.9598, loss: 0.5133 2024-01-02 22:23:48,074 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 1:03:36, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5240, decode.acc_seg: 79.8233, loss: 0.5240 2024-01-02 22:23:53,660 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 1:03:30, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5229, decode.acc_seg: 80.0173, loss: 0.5229 2024-01-02 22:23:59,252 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 1:03:24, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5386, decode.acc_seg: 79.3756, loss: 0.5386 2024-01-02 22:24:04,841 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 1:03:17, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5076, decode.acc_seg: 79.7615, loss: 0.5076 2024-01-02 22:24:10,440 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 1:03:11, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5347, decode.acc_seg: 79.6169, loss: 0.5347 2024-01-02 22:24:16,033 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 1:03:05, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5675, decode.acc_seg: 78.4530, loss: 0.5675 2024-01-02 22:24:21,624 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 1:02:59, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5266, decode.acc_seg: 79.7363, loss: 0.5266 2024-01-02 22:24:27,209 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 1:02:53, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5057, decode.acc_seg: 80.5404, loss: 0.5057 2024-01-02 22:24:32,801 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 1:02:46, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5592, decode.acc_seg: 78.5523, loss: 0.5592 2024-01-02 22:24:38,392 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 1:02:40, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5366, decode.acc_seg: 78.7473, loss: 0.5366 2024-01-02 22:24:43,976 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:24:43,977 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 1:02:34, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5513, decode.acc_seg: 78.9585, loss: 0.5513 2024-01-02 22:24:49,570 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 1:02:28, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5398, decode.acc_seg: 79.1279, loss: 0.5398 2024-01-02 22:24:55,165 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 1:02:22, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5569, decode.acc_seg: 79.4766, loss: 0.5569 2024-01-02 22:25:00,754 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 1:02:16, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5313, decode.acc_seg: 79.3298, loss: 0.5313 2024-01-02 22:25:06,341 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 1:02:10, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5391, decode.acc_seg: 79.2426, loss: 0.5391 2024-01-02 22:25:11,935 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 1:02:03, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5497, decode.acc_seg: 79.0188, loss: 0.5497 2024-01-02 22:25:17,718 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 1:01:58, time: 0.116, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5462, decode.acc_seg: 79.1961, loss: 0.5462 2024-01-02 22:25:23,309 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 1:01:52, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5420, decode.acc_seg: 79.0484, loss: 0.5420 2024-01-02 22:25:28,910 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 1:01:46, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5394, decode.acc_seg: 80.2158, loss: 0.5394 2024-01-02 22:25:34,509 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 1:01:40, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5521, decode.acc_seg: 79.0726, loss: 0.5521 2024-01-02 22:25:40,282 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 1:01:35, time: 0.115, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5453, decode.acc_seg: 79.3697, loss: 0.5453 2024-01-02 22:25:45,880 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 1:01:29, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5589, decode.acc_seg: 78.7353, loss: 0.5589 2024-01-02 22:25:53,768 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 1:01:32, time: 0.158, data_time: 0.047, memory: 4201, decode.loss_ce: 0.5446, decode.acc_seg: 79.0666, loss: 0.5446 2024-01-02 22:25:59,357 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 1:01:26, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5306, decode.acc_seg: 79.6481, loss: 0.5306 2024-01-02 22:26:04,948 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 1:01:20, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5245, decode.acc_seg: 79.5857, loss: 0.5245 2024-01-02 22:26:10,538 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 1:01:14, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5144, decode.acc_seg: 80.1803, loss: 0.5144 2024-01-02 22:26:16,125 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 1:01:08, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5306, decode.acc_seg: 79.5233, loss: 0.5306 2024-01-02 22:26:21,721 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 1:01:02, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5525, decode.acc_seg: 79.2212, loss: 0.5525 2024-01-02 22:26:27,321 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 1:00:56, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5452, decode.acc_seg: 79.0935, loss: 0.5452 2024-01-02 22:26:32,913 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 1:00:49, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5242, decode.acc_seg: 79.8928, loss: 0.5242 2024-01-02 22:26:38,508 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:26:38,508 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 1:00:43, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5673, decode.acc_seg: 78.2109, loss: 0.5673 2024-01-02 22:26:44,117 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 1:00:37, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5398, decode.acc_seg: 79.0896, loss: 0.5398 2024-01-02 22:26:49,716 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 1:00:31, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5361, decode.acc_seg: 79.0630, loss: 0.5361 2024-01-02 22:26:55,313 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 1:00:25, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5221, decode.acc_seg: 79.8560, loss: 0.5221 2024-01-02 22:27:00,909 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 1:00:19, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5533, decode.acc_seg: 79.1008, loss: 0.5533 2024-01-02 22:27:06,504 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 1:00:13, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5547, decode.acc_seg: 78.0884, loss: 0.5547 2024-01-02 22:27:12,100 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 1:00:07, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5546, decode.acc_seg: 78.7975, loss: 0.5546 2024-01-02 22:27:17,693 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 1:00:01, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5147, decode.acc_seg: 80.3821, loss: 0.5147 2024-01-02 22:27:23,286 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:59:55, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5667, decode.acc_seg: 78.1045, loss: 0.5667 2024-01-02 22:27:28,873 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:59:49, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5342, decode.acc_seg: 79.6277, loss: 0.5342 2024-01-02 22:27:34,468 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:59:43, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5234, decode.acc_seg: 80.1787, loss: 0.5234 2024-01-02 22:27:40,061 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:59:37, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5176, decode.acc_seg: 80.1313, loss: 0.5176 2024-01-02 22:27:45,646 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:59:31, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5578, decode.acc_seg: 78.4927, loss: 0.5578 2024-01-02 22:27:51,242 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:59:25, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5354, decode.acc_seg: 79.3263, loss: 0.5354 2024-01-02 22:27:56,839 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:59:19, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5302, decode.acc_seg: 79.5981, loss: 0.5302 2024-01-02 22:28:02,432 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:59:13, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5558, decode.acc_seg: 78.9705, loss: 0.5558 2024-01-02 22:28:08,027 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:59:07, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5615, decode.acc_seg: 78.7618, loss: 0.5615 2024-01-02 22:28:15,924 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:59:09, time: 0.158, data_time: 0.048, memory: 4201, decode.loss_ce: 0.5369, decode.acc_seg: 79.0186, loss: 0.5369 2024-01-02 22:28:21,515 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:59:03, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5264, decode.acc_seg: 80.1505, loss: 0.5264 2024-01-02 22:28:27,108 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:58:57, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5008, decode.acc_seg: 80.6325, loss: 0.5008 2024-01-02 22:28:32,696 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:28:32,696 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:58:51, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5300, decode.acc_seg: 79.2776, loss: 0.5300 2024-01-02 22:28:38,289 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:58:44, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5029, decode.acc_seg: 80.6781, loss: 0.5029 2024-01-02 22:28:43,884 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:58:38, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5274, decode.acc_seg: 79.7322, loss: 0.5274 2024-01-02 22:28:49,467 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:58:32, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5534, decode.acc_seg: 79.2649, loss: 0.5534 2024-01-02 22:28:55,053 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:58:26, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5118, decode.acc_seg: 80.1026, loss: 0.5118 2024-01-02 22:29:00,649 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:58:20, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.4914, decode.acc_seg: 80.7130, loss: 0.4914 2024-01-02 22:29:06,236 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:58:14, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5393, decode.acc_seg: 79.5304, loss: 0.5393 2024-01-02 22:29:11,832 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:58:08, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5176, decode.acc_seg: 79.6277, loss: 0.5176 2024-01-02 22:29:17,428 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:58:02, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5322, decode.acc_seg: 78.6195, loss: 0.5322 2024-01-02 22:29:23,024 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:57:56, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5419, decode.acc_seg: 79.2983, loss: 0.5419 2024-01-02 22:29:28,614 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:57:50, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5305, decode.acc_seg: 79.3808, loss: 0.5305 2024-01-02 22:29:34,209 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:57:44, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5441, decode.acc_seg: 79.1393, loss: 0.5441 2024-01-02 22:29:39,798 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:57:38, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5187, decode.acc_seg: 80.1888, loss: 0.5187 2024-01-02 22:29:45,389 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:57:32, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5269, decode.acc_seg: 79.6341, loss: 0.5269 2024-01-02 22:29:50,975 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:57:26, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5232, decode.acc_seg: 79.4993, loss: 0.5232 2024-01-02 22:29:56,564 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:57:20, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5543, decode.acc_seg: 78.8031, loss: 0.5543 2024-01-02 22:30:02,155 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:57:14, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5360, decode.acc_seg: 79.4870, loss: 0.5360 2024-01-02 22:30:07,739 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:57:08, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5433, decode.acc_seg: 79.1260, loss: 0.5433 2024-01-02 22:30:13,322 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:57:02, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5210, decode.acc_seg: 80.5886, loss: 0.5210 2024-01-02 22:30:18,914 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:56:56, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5056, decode.acc_seg: 79.8422, loss: 0.5056 2024-01-02 22:30:24,456 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-02 22:30:24,506 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:30:24,506 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:56:50, time: 0.113, data_time: 0.004, memory: 4201, decode.loss_ce: 0.5168, decode.acc_seg: 80.0665, loss: 0.5168 2024-01-02 22:31:04,017 - mmseg - INFO - per class results: 2024-01-02 22:31:04,022 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 73.34 | 85.31 | | building | 79.92 | 90.78 | | sky | 91.56 | 95.29 | | floor | 77.63 | 90.46 | | tree | 71.05 | 84.49 | | ceiling | 81.5 | 92.82 | | road | 81.51 | 90.04 | | bed | 87.34 | 94.07 | | windowpane | 56.95 | 78.71 | | grass | 65.73 | 76.1 | | cabinet | 59.16 | 72.29 | | sidewalk | 63.4 | 79.39 | | person | 78.68 | 90.99 | | earth | 33.35 | 46.39 | | door | 48.31 | 64.96 | | table | 57.81 | 75.59 | | mountain | 48.72 | 53.92 | | plant | 50.92 | 65.95 | | curtain | 70.2 | 82.01 | | chair | 54.17 | 68.14 | | car | 81.21 | 91.9 | | water | 50.36 | 64.12 | | painting | 64.16 | 82.94 | | sofa | 64.16 | 72.21 | | shelf | 41.03 | 61.98 | | house | 40.58 | 63.85 | | sea | 57.72 | 73.63 | | mirror | 54.5 | 68.09 | | rug | 50.6 | 54.73 | | field | 31.47 | 66.68 | | armchair | 46.28 | 72.68 | | seat | 62.08 | 83.73 | | fence | 41.7 | 51.39 | | desk | 38.87 | 48.47 | | rock | 50.64 | 82.92 | | wardrobe | 49.93 | 65.47 | | lamp | 57.31 | 66.0 | | bathtub | 74.79 | 82.92 | | railing | 36.28 | 48.74 | | cushion | 55.28 | 71.19 | | base | 23.87 | 29.64 | | box | 30.79 | 45.81 | | column | 45.29 | 57.21 | | signboard | 33.66 | 41.73 | | chest of drawers | 38.92 | 54.35 | | counter | 44.37 | 57.76 | | sand | 48.61 | 58.85 | | sink | 73.34 | 81.88 | | skyscraper | 44.55 | 58.43 | | fireplace | 69.98 | 87.73 | | refrigerator | 65.21 | 71.59 | | grandstand | 50.41 | 79.08 | | path | 15.65 | 27.52 | | stairs | 31.65 | 36.85 | | runway | 62.56 | 83.76 | | case | 52.84 | 65.12 | | pool table | 88.76 | 94.87 | | pillow | 45.92 | 49.5 | | screen door | 60.87 | 83.18 | | stairway | 39.13 | 48.2 | | river | 13.08 | 33.72 | | bridge | 48.05 | 63.61 | | bookcase | 31.46 | 45.44 | | blind | 17.86 | 18.26 | | coffee table | 63.25 | 84.63 | | toilet | 80.63 | 86.29 | | flower | 38.03 | 65.02 | | book | 48.0 | 61.58 | | hill | 6.94 | 15.05 | | bench | 54.58 | 66.91 | | countertop | 50.97 | 60.53 | | stove | 58.11 | 62.57 | | palm | 49.41 | 68.21 | | kitchen island | 39.44 | 71.49 | | computer | 74.67 | 87.81 | | swivel chair | 34.88 | 45.11 | | boat | 64.66 | 75.16 | | bar | 50.52 | 56.7 | | arcade machine | 42.99 | 53.23 | | hovel | 15.53 | 16.14 | | bus | 85.67 | 95.44 | | towel | 63.28 | 72.03 | | light | 32.04 | 40.14 | | truck | 39.67 | 52.39 | | tower | 8.1 | 12.7 | | chandelier | 63.54 | 78.85 | | awning | 31.4 | 43.96 | | streetlight | 21.91 | 32.93 | | booth | 28.62 | 36.18 | | television receiver | 65.47 | 74.4 | | airplane | 65.11 | 71.57 | | dirt track | 0.22 | 0.33 | | apparel | 51.32 | 73.45 | | pole | 16.86 | 20.04 | | land | 1.54 | 2.18 | | bannister | 9.07 | 13.69 | | escalator | 39.2 | 48.55 | | ottoman | 38.31 | 60.4 | | bottle | 40.89 | 53.3 | | buffet | 43.49 | 53.94 | | poster | 14.37 | 22.46 | | stage | 16.0 | 44.94 | | van | 31.47 | 39.6 | | ship | 11.5 | 12.81 | | fountain | 25.9 | 26.46 | | conveyer belt | 76.18 | 95.56 | | canopy | 51.15 | 59.66 | | washer | 72.23 | 78.54 | | plaything | 31.36 | 38.59 | | swimming pool | 49.59 | 71.46 | | stool | 30.76 | 40.72 | | barrel | 51.12 | 64.01 | | basket | 31.25 | 51.99 | | waterfall | 51.87 | 65.02 | | tent | 84.76 | 97.32 | | bag | 19.97 | 23.18 | | minibike | 68.62 | 85.88 | | cradle | 84.37 | 95.48 | | oven | 22.11 | 74.47 | | ball | 55.45 | 68.7 | | food | 54.4 | 60.2 | | step | 4.09 | 4.7 | | tank | 45.71 | 49.15 | | trade name | 17.6 | 18.95 | | microwave | 44.63 | 45.9 | | pot | 38.43 | 42.82 | | animal | 65.35 | 74.8 | | bicycle | 57.23 | 75.26 | | lake | 50.87 | 62.02 | | dishwasher | 50.07 | 57.83 | | screen | 57.83 | 84.28 | | blanket | 21.03 | 25.12 | | sculpture | 65.42 | 75.56 | | hood | 61.91 | 77.07 | | sconce | 36.56 | 46.97 | | vase | 37.28 | 52.52 | | traffic light | 32.15 | 47.84 | | tray | 9.61 | 13.35 | | ashcan | 38.45 | 47.01 | | fan | 51.93 | 68.45 | | pier | 35.66 | 38.82 | | crt screen | 4.08 | 6.35 | | plate | 51.83 | 62.05 | | monitor | 24.49 | 33.49 | | bulletin board | 40.07 | 40.75 | | shower | 1.17 | 1.28 | | radiator | 51.91 | 54.3 | | glass | 22.06 | 24.92 | | clock | 25.68 | 33.14 | | flag | 55.89 | 65.51 | +---------------------+-------+-------+ 2024-01-02 22:31:04,022 - mmseg - INFO - Summary: 2024-01-02 22:31:04,022 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.91 | 46.73 | 58.57 | +-------+-------+-------+ 2024-01-02 22:31:04,023 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:31:04,023 - mmseg - INFO - Iter(val) [250] aAcc: 0.8091, mIoU: 0.4673, mAcc: 0.5857, IoU.wall: 0.7334, IoU.building: 0.7992, IoU.sky: 0.9156, IoU.floor: 0.7763, IoU.tree: 0.7105, IoU.ceiling: 0.8150, IoU.road: 0.8151, IoU.bed : 0.8734, IoU.windowpane: 0.5695, IoU.grass: 0.6573, IoU.cabinet: 0.5916, IoU.sidewalk: 0.6340, IoU.person: 0.7868, IoU.earth: 0.3335, IoU.door: 0.4831, IoU.table: 0.5781, IoU.mountain: 0.4872, IoU.plant: 0.5092, IoU.curtain: 0.7020, IoU.chair: 0.5417, IoU.car: 0.8121, IoU.water: 0.5036, IoU.painting: 0.6416, IoU.sofa: 0.6416, IoU.shelf: 0.4103, IoU.house: 0.4058, IoU.sea: 0.5772, IoU.mirror: 0.5450, IoU.rug: 0.5060, IoU.field: 0.3147, IoU.armchair: 0.4628, IoU.seat: 0.6208, IoU.fence: 0.4170, IoU.desk: 0.3887, IoU.rock: 0.5064, IoU.wardrobe: 0.4993, IoU.lamp: 0.5731, IoU.bathtub: 0.7479, IoU.railing: 0.3628, IoU.cushion: 0.5528, IoU.base: 0.2387, IoU.box: 0.3079, IoU.column: 0.4529, IoU.signboard: 0.3366, IoU.chest of drawers: 0.3892, IoU.counter: 0.4437, IoU.sand: 0.4861, IoU.sink: 0.7334, IoU.skyscraper: 0.4455, IoU.fireplace: 0.6998, IoU.refrigerator: 0.6521, IoU.grandstand: 0.5041, IoU.path: 0.1565, IoU.stairs: 0.3165, IoU.runway: 0.6256, IoU.case: 0.5284, IoU.pool table: 0.8876, IoU.pillow: 0.4592, IoU.screen door: 0.6087, IoU.stairway: 0.3913, IoU.river: 0.1308, IoU.bridge: 0.4805, IoU.bookcase: 0.3146, IoU.blind: 0.1786, IoU.coffee table: 0.6325, IoU.toilet: 0.8063, IoU.flower: 0.3803, IoU.book: 0.4800, IoU.hill: 0.0694, IoU.bench: 0.5458, IoU.countertop: 0.5097, IoU.stove: 0.5811, IoU.palm: 0.4941, IoU.kitchen island: 0.3944, IoU.computer: 0.7467, IoU.swivel chair: 0.3488, IoU.boat: 0.6466, IoU.bar: 0.5052, IoU.arcade machine: 0.4299, IoU.hovel: 0.1553, IoU.bus: 0.8567, IoU.towel: 0.6328, IoU.light: 0.3204, IoU.truck: 0.3967, IoU.tower: 0.0810, IoU.chandelier: 0.6354, IoU.awning: 0.3140, IoU.streetlight: 0.2191, IoU.booth: 0.2862, IoU.television receiver: 0.6547, IoU.airplane: 0.6511, IoU.dirt track: 0.0022, IoU.apparel: 0.5132, IoU.pole: 0.1686, IoU.land: 0.0154, IoU.bannister: 0.0907, IoU.escalator: 0.3920, IoU.ottoman: 0.3831, IoU.bottle: 0.4089, IoU.buffet: 0.4349, IoU.poster: 0.1437, IoU.stage: 0.1600, IoU.van: 0.3147, IoU.ship: 0.1150, IoU.fountain: 0.2590, IoU.conveyer belt: 0.7618, IoU.canopy: 0.5115, IoU.washer: 0.7223, IoU.plaything: 0.3136, IoU.swimming pool: 0.4959, IoU.stool: 0.3076, IoU.barrel: 0.5112, IoU.basket: 0.3125, IoU.waterfall: 0.5187, IoU.tent: 0.8476, IoU.bag: 0.1997, IoU.minibike: 0.6862, IoU.cradle: 0.8437, IoU.oven: 0.2211, IoU.ball: 0.5545, IoU.food: 0.5440, IoU.step: 0.0409, IoU.tank: 0.4571, IoU.trade name: 0.1760, IoU.microwave: 0.4463, IoU.pot: 0.3843, IoU.animal: 0.6535, IoU.bicycle: 0.5723, IoU.lake: 0.5087, IoU.dishwasher: 0.5007, IoU.screen: 0.5783, IoU.blanket: 0.2103, IoU.sculpture: 0.6542, IoU.hood: 0.6191, IoU.sconce: 0.3656, IoU.vase: 0.3728, IoU.traffic light: 0.3215, IoU.tray: 0.0961, IoU.ashcan: 0.3845, IoU.fan: 0.5193, IoU.pier: 0.3566, IoU.crt screen: 0.0408, IoU.plate: 0.5183, IoU.monitor: 0.2449, IoU.bulletin board: 0.4007, IoU.shower: 0.0117, IoU.radiator: 0.5191, IoU.glass: 0.2206, IoU.clock: 0.2568, IoU.flag: 0.5589, Acc.wall: 0.8531, Acc.building: 0.9078, Acc.sky: 0.9529, Acc.floor: 0.9046, Acc.tree: 0.8449, Acc.ceiling: 0.9282, Acc.road: 0.9004, Acc.bed : 0.9407, Acc.windowpane: 0.7871, Acc.grass: 0.7610, Acc.cabinet: 0.7229, Acc.sidewalk: 0.7939, Acc.person: 0.9099, Acc.earth: 0.4639, Acc.door: 0.6496, Acc.table: 0.7559, Acc.mountain: 0.5392, Acc.plant: 0.6595, Acc.curtain: 0.8201, Acc.chair: 0.6814, Acc.car: 0.9190, Acc.water: 0.6412, Acc.painting: 0.8294, Acc.sofa: 0.7221, Acc.shelf: 0.6198, Acc.house: 0.6385, Acc.sea: 0.7363, Acc.mirror: 0.6809, Acc.rug: 0.5473, Acc.field: 0.6668, Acc.armchair: 0.7268, Acc.seat: 0.8373, Acc.fence: 0.5139, Acc.desk: 0.4847, Acc.rock: 0.8292, Acc.wardrobe: 0.6547, Acc.lamp: 0.6600, Acc.bathtub: 0.8292, Acc.railing: 0.4874, Acc.cushion: 0.7119, Acc.base: 0.2964, Acc.box: 0.4581, Acc.column: 0.5721, Acc.signboard: 0.4173, Acc.chest of drawers: 0.5435, Acc.counter: 0.5776, Acc.sand: 0.5885, Acc.sink: 0.8188, Acc.skyscraper: 0.5843, Acc.fireplace: 0.8773, Acc.refrigerator: 0.7159, Acc.grandstand: 0.7908, Acc.path: 0.2752, Acc.stairs: 0.3685, Acc.runway: 0.8376, Acc.case: 0.6512, Acc.pool table: 0.9487, Acc.pillow: 0.4950, Acc.screen door: 0.8318, Acc.stairway: 0.4820, Acc.river: 0.3372, Acc.bridge: 0.6361, Acc.bookcase: 0.4544, Acc.blind: 0.1826, Acc.coffee table: 0.8463, Acc.toilet: 0.8629, Acc.flower: 0.6502, Acc.book: 0.6158, Acc.hill: 0.1505, Acc.bench: 0.6691, Acc.countertop: 0.6053, Acc.stove: 0.6257, Acc.palm: 0.6821, Acc.kitchen island: 0.7149, Acc.computer: 0.8781, Acc.swivel chair: 0.4511, Acc.boat: 0.7516, Acc.bar: 0.5670, Acc.arcade machine: 0.5323, Acc.hovel: 0.1614, Acc.bus: 0.9544, Acc.towel: 0.7203, Acc.light: 0.4014, Acc.truck: 0.5239, Acc.tower: 0.1270, Acc.chandelier: 0.7885, Acc.awning: 0.4396, Acc.streetlight: 0.3293, Acc.booth: 0.3618, Acc.television receiver: 0.7440, Acc.airplane: 0.7157, Acc.dirt track: 0.0033, Acc.apparel: 0.7345, Acc.pole: 0.2004, Acc.land: 0.0218, Acc.bannister: 0.1369, Acc.escalator: 0.4855, Acc.ottoman: 0.6040, Acc.bottle: 0.5330, Acc.buffet: 0.5394, Acc.poster: 0.2246, Acc.stage: 0.4494, Acc.van: 0.3960, Acc.ship: 0.1281, Acc.fountain: 0.2646, Acc.conveyer belt: 0.9556, Acc.canopy: 0.5966, Acc.washer: 0.7854, Acc.plaything: 0.3859, Acc.swimming pool: 0.7146, Acc.stool: 0.4072, Acc.barrel: 0.6401, Acc.basket: 0.5199, Acc.waterfall: 0.6502, Acc.tent: 0.9732, Acc.bag: 0.2318, Acc.minibike: 0.8588, Acc.cradle: 0.9548, Acc.oven: 0.7447, Acc.ball: 0.6870, Acc.food: 0.6020, Acc.step: 0.0470, Acc.tank: 0.4915, Acc.trade name: 0.1895, Acc.microwave: 0.4590, Acc.pot: 0.4282, Acc.animal: 0.7480, Acc.bicycle: 0.7526, Acc.lake: 0.6202, Acc.dishwasher: 0.5783, Acc.screen: 0.8428, Acc.blanket: 0.2512, Acc.sculpture: 0.7556, Acc.hood: 0.7707, Acc.sconce: 0.4697, Acc.vase: 0.5252, Acc.traffic light: 0.4784, Acc.tray: 0.1335, Acc.ashcan: 0.4701, Acc.fan: 0.6845, Acc.pier: 0.3882, Acc.crt screen: 0.0635, Acc.plate: 0.6205, Acc.monitor: 0.3349, Acc.bulletin board: 0.4075, Acc.shower: 0.0128, Acc.radiator: 0.5430, Acc.glass: 0.2492, Acc.clock: 0.3314, Acc.flag: 0.6551 2024-01-02 22:31:09,600 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:58:42, time: 0.901, data_time: 0.793, memory: 4356, decode.loss_ce: 0.5377, decode.acc_seg: 79.2075, loss: 0.5377 2024-01-02 22:31:15,178 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:58:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5341, decode.acc_seg: 78.9190, loss: 0.5341 2024-01-02 22:31:23,039 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:58:35, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.5267, decode.acc_seg: 79.9038, loss: 0.5267 2024-01-02 22:31:28,621 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:58:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5283, decode.acc_seg: 79.8975, loss: 0.5283 2024-01-02 22:31:34,203 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:58:22, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4980, decode.acc_seg: 80.4839, loss: 0.4980 2024-01-02 22:31:39,780 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:58:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5201, decode.acc_seg: 79.7142, loss: 0.5201 2024-01-02 22:31:45,359 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:58:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4968, decode.acc_seg: 80.6845, loss: 0.4968 2024-01-02 22:31:50,933 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:58:01, time: 0.111, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5142, decode.acc_seg: 80.1063, loss: 0.5142 2024-01-02 22:31:56,511 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:57:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5172, decode.acc_seg: 80.1316, loss: 0.5172 2024-01-02 22:32:02,086 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:57:48, time: 0.111, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5329, decode.acc_seg: 79.3412, loss: 0.5329 2024-01-02 22:32:07,669 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:57:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5232, decode.acc_seg: 79.9621, loss: 0.5232 2024-01-02 22:32:13,251 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:57:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4983, decode.acc_seg: 80.5583, loss: 0.4983 2024-01-02 22:32:18,835 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:57:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5319, decode.acc_seg: 79.5208, loss: 0.5319 2024-01-02 22:32:24,421 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:57:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5018, decode.acc_seg: 80.3446, loss: 0.5018 2024-01-02 22:32:30,000 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:57:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5243, decode.acc_seg: 80.3227, loss: 0.5243 2024-01-02 22:32:35,581 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:57:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5168, decode.acc_seg: 80.4963, loss: 0.5168 2024-01-02 22:32:41,164 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:57:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5261, decode.acc_seg: 79.4468, loss: 0.5261 2024-01-02 22:32:46,748 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:56:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4828, decode.acc_seg: 81.0089, loss: 0.4828 2024-01-02 22:32:52,514 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:56:48, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5217, decode.acc_seg: 79.3624, loss: 0.5217 2024-01-02 22:32:58,096 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:32:58,096 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:56:42, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5344, decode.acc_seg: 79.6849, loss: 0.5344 2024-01-02 22:33:03,674 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:56:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5451, decode.acc_seg: 78.9028, loss: 0.5451 2024-01-02 22:33:09,256 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:56:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5237, decode.acc_seg: 79.0170, loss: 0.5237 2024-01-02 22:33:14,837 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:56:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5136, decode.acc_seg: 80.1213, loss: 0.5136 2024-01-02 22:33:20,413 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:56:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5238, decode.acc_seg: 80.0716, loss: 0.5238 2024-01-02 22:33:25,997 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:56:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5411, decode.acc_seg: 78.9940, loss: 0.5411 2024-01-02 22:33:31,578 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:56:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5250, decode.acc_seg: 79.6249, loss: 0.5250 2024-01-02 22:33:37,161 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:55:56, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5309, decode.acc_seg: 79.0870, loss: 0.5309 2024-01-02 22:33:45,223 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:55:55, time: 0.161, data_time: 0.048, memory: 4356, decode.loss_ce: 0.5118, decode.acc_seg: 80.1185, loss: 0.5118 2024-01-02 22:33:50,799 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:55:49, time: 0.111, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5099, decode.acc_seg: 80.3070, loss: 0.5099 2024-01-02 22:33:56,376 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:55:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5073, decode.acc_seg: 79.8339, loss: 0.5073 2024-01-02 22:34:01,956 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:55:36, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5360, decode.acc_seg: 79.2643, loss: 0.5360 2024-01-02 22:34:07,533 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:55:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5362, decode.acc_seg: 79.2055, loss: 0.5362 2024-01-02 22:34:13,109 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:55:23, time: 0.111, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5216, decode.acc_seg: 79.9958, loss: 0.5216 2024-01-02 22:34:18,694 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:55:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5063, decode.acc_seg: 79.8354, loss: 0.5063 2024-01-02 22:34:24,274 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:55:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5125, decode.acc_seg: 79.5293, loss: 0.5125 2024-01-02 22:34:29,857 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:55:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5334, decode.acc_seg: 79.3579, loss: 0.5334 2024-01-02 22:34:35,439 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:54:56, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5131, decode.acc_seg: 80.3816, loss: 0.5131 2024-01-02 22:34:41,021 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:54:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5246, decode.acc_seg: 79.8698, loss: 0.5246 2024-01-02 22:34:46,604 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:54:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5290, decode.acc_seg: 80.5592, loss: 0.5290 2024-01-02 22:34:52,235 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:34:52,235 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:54:37, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5198, decode.acc_seg: 80.2239, loss: 0.5198 2024-01-02 22:34:57,819 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:54:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5141, decode.acc_seg: 80.2202, loss: 0.5141 2024-01-02 22:35:03,398 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:54:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5230, decode.acc_seg: 79.5549, loss: 0.5230 2024-01-02 22:35:08,980 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:54:18, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5272, decode.acc_seg: 79.0924, loss: 0.5272 2024-01-02 22:35:14,569 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:54:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5033, decode.acc_seg: 80.6396, loss: 0.5033 2024-01-02 22:35:20,150 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:54:05, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5110, decode.acc_seg: 79.2448, loss: 0.5110 2024-01-02 22:35:25,734 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:53:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5010, decode.acc_seg: 80.5051, loss: 0.5010 2024-01-02 22:35:31,318 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:53:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5131, decode.acc_seg: 79.5440, loss: 0.5131 2024-01-02 22:35:36,897 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:53:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5289, decode.acc_seg: 79.5852, loss: 0.5289 2024-01-02 22:35:42,598 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:53:39, time: 0.114, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5116, decode.acc_seg: 80.4481, loss: 0.5116 2024-01-02 22:35:48,183 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:53:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5310, decode.acc_seg: 79.0627, loss: 0.5310 2024-01-02 22:35:53,773 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:53:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5205, decode.acc_seg: 79.5585, loss: 0.5205 2024-01-02 22:35:59,363 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:53:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5180, decode.acc_seg: 80.1317, loss: 0.5180 2024-01-02 22:36:07,236 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:53:19, time: 0.157, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4912, decode.acc_seg: 80.6589, loss: 0.4912 2024-01-02 22:36:12,822 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:53:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4960, decode.acc_seg: 80.5971, loss: 0.4960 2024-01-02 22:36:18,401 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:53:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5241, decode.acc_seg: 79.4955, loss: 0.5241 2024-01-02 22:36:23,988 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:52:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4951, decode.acc_seg: 80.7720, loss: 0.4951 2024-01-02 22:36:29,576 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:52:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4972, decode.acc_seg: 80.5862, loss: 0.4972 2024-01-02 22:36:35,159 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:52:47, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4976, decode.acc_seg: 80.0257, loss: 0.4976 2024-01-02 22:36:40,749 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:52:40, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4884, decode.acc_seg: 81.0337, loss: 0.4884 2024-01-02 22:36:46,334 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:36:46,335 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:52:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5070, decode.acc_seg: 80.6823, loss: 0.5070 2024-01-02 22:36:51,924 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:52:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5223, decode.acc_seg: 79.7909, loss: 0.5223 2024-01-02 22:36:57,517 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:52:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5147, decode.acc_seg: 80.0703, loss: 0.5147 2024-01-02 22:37:03,109 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:52:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5352, decode.acc_seg: 79.5588, loss: 0.5352 2024-01-02 22:37:08,699 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:52:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5032, decode.acc_seg: 80.9372, loss: 0.5032 2024-01-02 22:37:14,289 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:52:02, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4898, decode.acc_seg: 80.6021, loss: 0.4898 2024-01-02 22:37:19,879 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:51:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5196, decode.acc_seg: 79.7409, loss: 0.5196 2024-01-02 22:37:25,467 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:51:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5166, decode.acc_seg: 79.9422, loss: 0.5166 2024-01-02 22:37:31,055 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:51:43, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5154, decode.acc_seg: 79.5861, loss: 0.5154 2024-01-02 22:37:36,650 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:51:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5417, decode.acc_seg: 79.5545, loss: 0.5417 2024-01-02 22:37:42,242 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:51:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5185, decode.acc_seg: 80.4902, loss: 0.5185 2024-01-02 22:37:47,836 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:51:24, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5105, decode.acc_seg: 80.3470, loss: 0.5105 2024-01-02 22:37:53,424 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:51:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4951, decode.acc_seg: 80.1454, loss: 0.4951 2024-01-02 22:37:59,015 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:51:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5087, decode.acc_seg: 80.2576, loss: 0.5087 2024-01-02 22:38:04,609 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:51:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5269, decode.acc_seg: 79.2729, loss: 0.5269 2024-01-02 22:38:10,202 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:50:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5441, decode.acc_seg: 79.7253, loss: 0.5441 2024-01-02 22:38:15,799 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:50:53, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5258, decode.acc_seg: 79.6554, loss: 0.5258 2024-01-02 22:38:21,392 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:50:47, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5187, decode.acc_seg: 79.0654, loss: 0.5187 2024-01-02 22:38:29,198 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:50:44, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.5230, decode.acc_seg: 79.3268, loss: 0.5230 2024-01-02 22:38:34,790 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:50:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4859, decode.acc_seg: 80.6599, loss: 0.4859 2024-01-02 22:38:40,384 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:38:40,385 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:50:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4963, decode.acc_seg: 80.2880, loss: 0.4963 2024-01-02 22:38:46,115 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:50:26, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5249, decode.acc_seg: 79.7504, loss: 0.5249 2024-01-02 22:38:51,708 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:50:20, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4978, decode.acc_seg: 80.4644, loss: 0.4978 2024-01-02 22:38:57,302 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:50:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5135, decode.acc_seg: 79.8596, loss: 0.5135 2024-01-02 22:39:02,894 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:50:07, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4970, decode.acc_seg: 80.9395, loss: 0.4970 2024-01-02 22:39:08,488 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:50:01, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 81.0782, loss: 0.4852 2024-01-02 22:39:14,087 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:49:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5228, decode.acc_seg: 79.7537, loss: 0.5228 2024-01-02 22:39:19,677 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:49:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5256, decode.acc_seg: 79.9036, loss: 0.5256 2024-01-02 22:39:25,271 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:49:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4957, decode.acc_seg: 80.7395, loss: 0.4957 2024-01-02 22:39:30,869 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:49:36, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4931, decode.acc_seg: 80.8630, loss: 0.4931 2024-01-02 22:39:36,465 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:49:30, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5024, decode.acc_seg: 80.5461, loss: 0.5024 2024-01-02 22:39:42,062 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:49:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4905, decode.acc_seg: 80.9367, loss: 0.4905 2024-01-02 22:39:47,657 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:49:17, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5460, decode.acc_seg: 78.6228, loss: 0.5460 2024-01-02 22:39:53,258 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:49:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5130, decode.acc_seg: 80.5058, loss: 0.5130 2024-01-02 22:39:58,863 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:49:05, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5045, decode.acc_seg: 80.3673, loss: 0.5045 2024-01-02 22:40:04,464 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:48:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5053, decode.acc_seg: 80.8168, loss: 0.5053 2024-01-02 22:40:10,063 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:48:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4992, decode.acc_seg: 80.7430, loss: 0.4992 2024-01-02 22:40:15,668 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:48:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5370, decode.acc_seg: 79.3195, loss: 0.5370 2024-01-02 22:40:21,265 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:48:40, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5161, decode.acc_seg: 79.5766, loss: 0.5161 2024-01-02 22:40:26,863 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:48:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5030, decode.acc_seg: 79.7609, loss: 0.5030 2024-01-02 22:40:32,465 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:40:32,465 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:48:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5326, decode.acc_seg: 79.0359, loss: 0.5326 2024-01-02 22:40:38,062 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:48:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5075, decode.acc_seg: 79.7568, loss: 0.5075 2024-01-02 22:40:43,663 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:48:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4923, decode.acc_seg: 80.5227, loss: 0.4923 2024-01-02 22:40:49,256 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:48:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5108, decode.acc_seg: 79.4585, loss: 0.5108 2024-01-02 22:40:57,054 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:48:07, time: 0.156, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4779, decode.acc_seg: 81.2883, loss: 0.4779 2024-01-02 22:41:02,648 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:48:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4892, decode.acc_seg: 80.7440, loss: 0.4892 2024-01-02 22:41:08,237 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:47:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5125, decode.acc_seg: 80.1387, loss: 0.5125 2024-01-02 22:41:13,825 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:47:48, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4989, decode.acc_seg: 80.1816, loss: 0.4989 2024-01-02 22:41:19,413 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:47:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5009, decode.acc_seg: 80.2032, loss: 0.5009 2024-01-02 22:41:25,184 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:47:36, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4839, decode.acc_seg: 80.9440, loss: 0.4839 2024-01-02 22:41:30,771 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:47:30, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4887, decode.acc_seg: 80.7331, loss: 0.4887 2024-01-02 22:41:36,357 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:47:24, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4923, decode.acc_seg: 81.0264, loss: 0.4923 2024-01-02 22:41:41,949 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:47:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5217, decode.acc_seg: 79.7823, loss: 0.5217 2024-01-02 22:41:47,535 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:47:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5161, decode.acc_seg: 80.3212, loss: 0.5161 2024-01-02 22:41:53,137 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:47:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 81.0568, loss: 0.4877 2024-01-02 22:41:58,739 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:46:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5219, decode.acc_seg: 80.3497, loss: 0.5219 2024-01-02 22:42:04,324 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:46:53, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5230, decode.acc_seg: 79.9070, loss: 0.5230 2024-01-02 22:42:09,913 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:46:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4814, decode.acc_seg: 80.8752, loss: 0.4814 2024-01-02 22:42:15,502 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:46:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5227, decode.acc_seg: 79.4085, loss: 0.5227 2024-01-02 22:42:21,090 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:46:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5198, decode.acc_seg: 79.6130, loss: 0.5198 2024-01-02 22:42:26,682 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:42:26,682 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:46:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5019, decode.acc_seg: 80.4776, loss: 0.5019 2024-01-02 22:42:32,271 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:46:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5125, decode.acc_seg: 79.9991, loss: 0.5125 2024-01-02 22:42:37,859 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:46:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5164, decode.acc_seg: 80.2521, loss: 0.5164 2024-01-02 22:42:43,441 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:46:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5280, decode.acc_seg: 79.5674, loss: 0.5280 2024-01-02 22:42:49,027 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:46:04, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4988, decode.acc_seg: 80.3039, loss: 0.4988 2024-01-02 22:42:54,615 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:45:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4896, decode.acc_seg: 80.4310, loss: 0.4896 2024-01-02 22:43:00,203 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:45:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5199, decode.acc_seg: 79.7383, loss: 0.5199 2024-01-02 22:43:05,794 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:45:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4813, decode.acc_seg: 81.0508, loss: 0.4813 2024-01-02 22:43:11,379 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:45:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5238, decode.acc_seg: 79.2909, loss: 0.5238 2024-01-02 22:43:19,169 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:45:36, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4937, decode.acc_seg: 80.7923, loss: 0.4937 2024-01-02 22:43:24,752 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:45:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4934, decode.acc_seg: 80.8124, loss: 0.4934 2024-01-02 22:43:30,340 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:45:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5195, decode.acc_seg: 79.2878, loss: 0.5195 2024-01-02 22:43:35,925 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:45:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4848, decode.acc_seg: 81.4163, loss: 0.4848 2024-01-02 22:43:41,505 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:45:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4984, decode.acc_seg: 80.6486, loss: 0.4984 2024-01-02 22:43:47,090 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:45:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4938, decode.acc_seg: 80.5877, loss: 0.4938 2024-01-02 22:43:52,675 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:44:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5040, decode.acc_seg: 80.4715, loss: 0.5040 2024-01-02 22:43:58,259 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:44:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5113, decode.acc_seg: 79.7578, loss: 0.5113 2024-01-02 22:44:03,848 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:44:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4905, decode.acc_seg: 81.1202, loss: 0.4905 2024-01-02 22:44:09,431 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:44:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5068, decode.acc_seg: 80.5099, loss: 0.5068 2024-01-02 22:44:15,018 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:44:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5033, decode.acc_seg: 80.5885, loss: 0.5033 2024-01-02 22:44:20,596 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:44:20,596 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:44:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5157, decode.acc_seg: 79.5881, loss: 0.5157 2024-01-02 22:44:26,184 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:44:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5072, decode.acc_seg: 79.9123, loss: 0.5072 2024-01-02 22:44:31,762 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:44:17, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4881, decode.acc_seg: 80.4205, loss: 0.4881 2024-01-02 22:44:37,346 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:44:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4910, decode.acc_seg: 81.2105, loss: 0.4910 2024-01-02 22:44:42,931 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:44:04, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5083, decode.acc_seg: 80.1088, loss: 0.5083 2024-01-02 22:44:48,514 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:43:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4967, decode.acc_seg: 80.9140, loss: 0.4967 2024-01-02 22:44:54,224 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:43:52, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5081, decode.acc_seg: 80.5226, loss: 0.5081 2024-01-02 22:44:59,810 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:43:46, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5224, decode.acc_seg: 79.6408, loss: 0.5224 2024-01-02 22:45:05,398 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:43:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5059, decode.acc_seg: 80.4337, loss: 0.5059 2024-01-02 22:45:10,986 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:43:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4898, decode.acc_seg: 80.6290, loss: 0.4898 2024-01-02 22:45:16,575 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:43:28, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5305, decode.acc_seg: 79.4544, loss: 0.5305 2024-01-02 22:45:22,156 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:43:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5146, decode.acc_seg: 79.7504, loss: 0.5146 2024-01-02 22:45:27,741 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:43:16, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5164, decode.acc_seg: 80.0169, loss: 0.5164 2024-01-02 22:45:33,330 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:43:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5162, decode.acc_seg: 79.3661, loss: 0.5162 2024-01-02 22:45:41,170 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:43:07, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.5103, decode.acc_seg: 80.2584, loss: 0.5103 2024-01-02 22:45:46,752 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:43:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5196, decode.acc_seg: 79.0160, loss: 0.5196 2024-01-02 22:45:52,338 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:42:55, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4973, decode.acc_seg: 81.0622, loss: 0.4973 2024-01-02 22:45:57,919 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:42:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5111, decode.acc_seg: 79.9919, loss: 0.5111 2024-01-02 22:46:03,502 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:42:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4578, decode.acc_seg: 82.0007, loss: 0.4578 2024-01-02 22:46:09,082 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:42:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4891, decode.acc_seg: 80.7845, loss: 0.4891 2024-01-02 22:46:14,668 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:46:14,669 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:42:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5038, decode.acc_seg: 80.4476, loss: 0.5038 2024-01-02 22:46:20,250 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:42:24, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4962, decode.acc_seg: 80.7692, loss: 0.4962 2024-01-02 22:46:25,829 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:42:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4835, decode.acc_seg: 81.1547, loss: 0.4835 2024-01-02 22:46:31,417 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:42:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5023, decode.acc_seg: 79.9676, loss: 0.5023 2024-01-02 22:46:36,999 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:42:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4859, decode.acc_seg: 80.9503, loss: 0.4859 2024-01-02 22:46:42,584 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:42:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4959, decode.acc_seg: 81.1137, loss: 0.4959 2024-01-02 22:46:48,165 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:41:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4746, decode.acc_seg: 81.2715, loss: 0.4746 2024-01-02 22:46:53,747 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:41:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4998, decode.acc_seg: 79.7392, loss: 0.4998 2024-01-02 22:46:59,337 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:41:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5199, decode.acc_seg: 80.2724, loss: 0.5199 2024-01-02 22:47:04,920 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:41:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5389, decode.acc_seg: 78.9432, loss: 0.5389 2024-01-02 22:47:10,501 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:41:30, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 80.5261, loss: 0.4946 2024-01-02 22:47:16,085 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:41:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5052, decode.acc_seg: 80.0862, loss: 0.5052 2024-01-02 22:47:21,673 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:41:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4818, decode.acc_seg: 80.5333, loss: 0.4818 2024-01-02 22:47:27,257 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:41:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4832, decode.acc_seg: 80.9463, loss: 0.4832 2024-01-02 22:47:32,846 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:41:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4926, decode.acc_seg: 80.5509, loss: 0.4926 2024-01-02 22:47:38,432 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:41:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5220, decode.acc_seg: 79.3005, loss: 0.5220 2024-01-02 22:47:44,200 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:40:54, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4936, decode.acc_seg: 80.6598, loss: 0.4936 2024-01-02 22:47:49,789 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:40:48, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5185, decode.acc_seg: 80.2736, loss: 0.5185 2024-01-02 22:47:55,600 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:40:42, time: 0.116, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4992, decode.acc_seg: 81.0424, loss: 0.4992 2024-01-02 22:48:03,369 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:40:39, time: 0.155, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4975, decode.acc_seg: 80.3273, loss: 0.4975 2024-01-02 22:48:08,958 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:48:08,958 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:40:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5117, decode.acc_seg: 80.2232, loss: 0.5117 2024-01-02 22:48:14,539 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:40:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4987, decode.acc_seg: 80.6852, loss: 0.4987 2024-01-02 22:48:20,121 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:40:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5005, decode.acc_seg: 80.4672, loss: 0.5005 2024-01-02 22:48:25,709 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:40:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4965, decode.acc_seg: 80.9819, loss: 0.4965 2024-01-02 22:48:31,291 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:40:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 80.8006, loss: 0.4877 2024-01-02 22:48:36,875 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:40:02, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4704, decode.acc_seg: 81.3483, loss: 0.4704 2024-01-02 22:48:42,460 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:39:56, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5036, decode.acc_seg: 80.3498, loss: 0.5036 2024-01-02 22:48:48,179 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:39:51, time: 0.114, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4806, decode.acc_seg: 80.8867, loss: 0.4806 2024-01-02 22:48:53,771 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:39:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4767, decode.acc_seg: 80.6624, loss: 0.4767 2024-01-02 22:48:59,366 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:39:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5010, decode.acc_seg: 81.0683, loss: 0.5010 2024-01-02 22:49:04,963 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:39:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4660, decode.acc_seg: 81.1178, loss: 0.4660 2024-01-02 22:49:10,562 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:39:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4963, decode.acc_seg: 80.3613, loss: 0.4963 2024-01-02 22:49:16,156 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:39:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5047, decode.acc_seg: 80.3024, loss: 0.5047 2024-01-02 22:49:21,753 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:39:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4893, decode.acc_seg: 80.5296, loss: 0.4893 2024-01-02 22:49:27,349 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:39:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4930, decode.acc_seg: 80.9928, loss: 0.4930 2024-01-02 22:49:32,942 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:39:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5051, decode.acc_seg: 79.8414, loss: 0.5051 2024-01-02 22:49:38,537 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:38:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4901, decode.acc_seg: 80.7692, loss: 0.4901 2024-01-02 22:49:44,129 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:38:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5134, decode.acc_seg: 79.6880, loss: 0.5134 2024-01-02 22:49:49,728 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:38:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4763, decode.acc_seg: 81.3227, loss: 0.4763 2024-01-02 22:49:55,330 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:38:39, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4875, decode.acc_seg: 80.4852, loss: 0.4875 2024-01-02 22:50:00,887 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-02 22:50:00,944 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:50:00,945 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:38:33, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4962, decode.acc_seg: 80.6156, loss: 0.4962 2024-01-02 22:50:17,510 - mmseg - INFO - per class results: 2024-01-02 22:50:17,515 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 73.77 | 85.41 | | building | 79.86 | 92.48 | | sky | 91.52 | 95.76 | | floor | 78.15 | 90.06 | | tree | 70.58 | 84.15 | | ceiling | 80.63 | 92.24 | | road | 82.11 | 89.91 | | bed | 87.78 | 94.88 | | windowpane | 58.28 | 78.28 | | grass | 65.71 | 81.6 | | cabinet | 59.01 | 74.89 | | sidewalk | 63.56 | 77.69 | | person | 78.9 | 90.61 | | earth | 34.8 | 49.07 | | door | 45.72 | 55.43 | | table | 57.86 | 80.31 | | mountain | 53.72 | 71.6 | | plant | 53.21 | 65.07 | | curtain | 69.45 | 82.82 | | chair | 53.97 | 68.66 | | car | 79.66 | 94.1 | | water | 56.86 | 77.53 | | painting | 66.99 | 82.64 | | sofa | 67.68 | 87.27 | | shelf | 36.13 | 45.21 | | house | 44.9 | 62.71 | | sea | 58.87 | 74.64 | | mirror | 55.6 | 75.02 | | rug | 47.42 | 51.03 | | field | 27.47 | 45.78 | | armchair | 42.28 | 53.66 | | seat | 63.13 | 80.04 | | fence | 43.13 | 52.68 | | desk | 39.78 | 51.66 | | rock | 46.12 | 67.05 | | wardrobe | 51.95 | 67.34 | | lamp | 58.3 | 69.25 | | bathtub | 76.63 | 83.28 | | railing | 36.43 | 49.54 | | cushion | 58.84 | 75.42 | | base | 26.44 | 35.84 | | box | 28.07 | 37.54 | | column | 43.3 | 52.46 | | signboard | 32.78 | 39.69 | | chest of drawers | 35.63 | 47.07 | | counter | 43.77 | 66.06 | | sand | 54.55 | 68.46 | | sink | 70.85 | 77.23 | | skyscraper | 45.15 | 60.31 | | fireplace | 69.71 | 87.61 | | refrigerator | 66.03 | 74.2 | | grandstand | 60.25 | 77.65 | | path | 15.05 | 21.97 | | stairs | 40.68 | 45.99 | | runway | 63.07 | 84.7 | | case | 49.71 | 53.47 | | pool table | 89.36 | 92.93 | | pillow | 53.77 | 59.51 | | screen door | 68.87 | 77.46 | | stairway | 40.91 | 49.1 | | river | 13.39 | 20.31 | | bridge | 43.71 | 58.67 | | bookcase | 31.03 | 55.52 | | blind | 31.95 | 34.34 | | coffee table | 62.42 | 75.71 | | toilet | 79.02 | 88.75 | | flower | 42.3 | 51.71 | | book | 35.5 | 41.27 | | hill | 5.27 | 5.99 | | bench | 54.42 | 68.17 | | countertop | 53.16 | 66.59 | | stove | 60.82 | 65.07 | | palm | 50.83 | 73.19 | | kitchen island | 40.47 | 75.27 | | computer | 74.57 | 87.38 | | swivel chair | 45.01 | 59.35 | | boat | 66.31 | 85.96 | | bar | 45.99 | 51.41 | | arcade machine | 43.84 | 49.5 | | hovel | 26.25 | 29.66 | | bus | 89.14 | 95.17 | | towel | 65.47 | 78.31 | | light | 34.24 | 43.58 | | truck | 45.75 | 55.95 | | tower | 19.83 | 29.74 | | chandelier | 62.72 | 85.82 | | awning | 23.21 | 25.01 | | streetlight | 21.87 | 30.51 | | booth | 30.3 | 31.57 | | television receiver | 65.85 | 77.94 | | airplane | 70.66 | 76.02 | | dirt track | 8.94 | 12.57 | | apparel | 48.58 | 66.67 | | pole | 14.88 | 17.16 | | land | 1.65 | 2.37 | | bannister | 4.41 | 5.84 | | escalator | 42.17 | 51.05 | | ottoman | 41.93 | 57.68 | | bottle | 42.44 | 70.44 | | buffet | 21.95 | 23.07 | | poster | 18.51 | 24.31 | | stage | 14.34 | 27.19 | | van | 0.98 | 0.99 | | ship | 12.99 | 14.49 | | fountain | 22.44 | 23.16 | | conveyer belt | 80.53 | 94.24 | | canopy | 36.82 | 52.73 | | washer | 69.42 | 73.85 | | plaything | 31.61 | 43.3 | | swimming pool | 51.41 | 71.23 | | stool | 32.92 | 50.66 | | barrel | 53.59 | 74.72 | | basket | 31.54 | 50.36 | | waterfall | 48.13 | 52.01 | | tent | 80.48 | 98.31 | | bag | 21.65 | 26.13 | | minibike | 70.49 | 80.3 | | cradle | 83.34 | 96.37 | | oven | 31.15 | 72.8 | | ball | 55.5 | 71.55 | | food | 61.63 | 76.1 | | step | 5.89 | 6.58 | | tank | 47.16 | 51.85 | | trade name | 13.22 | 13.69 | | microwave | 62.85 | 67.16 | | pot | 41.03 | 46.3 | | animal | 58.04 | 61.67 | | bicycle | 48.47 | 56.61 | | lake | 30.74 | 36.44 | | dishwasher | 45.25 | 63.26 | | screen | 49.17 | 62.69 | | blanket | 31.04 | 40.16 | | sculpture | 59.15 | 84.48 | | hood | 61.86 | 69.71 | | sconce | 35.74 | 44.56 | | vase | 37.3 | 50.25 | | traffic light | 30.84 | 46.92 | | tray | 10.83 | 17.31 | | ashcan | 36.73 | 44.63 | | fan | 46.62 | 56.63 | | pier | 34.24 | 38.79 | | crt screen | 8.79 | 25.14 | | plate | 51.25 | 59.0 | | monitor | 9.29 | 9.58 | | bulletin board | 46.51 | 56.33 | | shower | 2.87 | 4.0 | | radiator | 58.53 | 69.74 | | glass | 20.34 | 21.93 | | clock | 37.91 | 51.24 | | flag | 53.58 | 62.18 | +---------------------+-------+-------+ 2024-01-02 22:50:17,515 - mmseg - INFO - Summary: 2024-01-02 22:50:17,515 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 81.36 | 46.94 | 58.2 | +-------+-------+------+ 2024-01-02 22:50:17,516 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:50:17,516 - mmseg - INFO - Iter(val) [250] aAcc: 0.8136, mIoU: 0.4694, mAcc: 0.5820, IoU.wall: 0.7377, IoU.building: 0.7986, IoU.sky: 0.9152, IoU.floor: 0.7815, IoU.tree: 0.7058, IoU.ceiling: 0.8063, IoU.road: 0.8211, IoU.bed : 0.8778, IoU.windowpane: 0.5828, IoU.grass: 0.6571, IoU.cabinet: 0.5901, IoU.sidewalk: 0.6356, IoU.person: 0.7890, IoU.earth: 0.3480, IoU.door: 0.4572, IoU.table: 0.5786, IoU.mountain: 0.5372, IoU.plant: 0.5321, IoU.curtain: 0.6945, IoU.chair: 0.5397, IoU.car: 0.7966, IoU.water: 0.5686, IoU.painting: 0.6699, IoU.sofa: 0.6768, IoU.shelf: 0.3613, IoU.house: 0.4490, IoU.sea: 0.5887, IoU.mirror: 0.5560, IoU.rug: 0.4742, IoU.field: 0.2747, IoU.armchair: 0.4228, IoU.seat: 0.6313, IoU.fence: 0.4313, IoU.desk: 0.3978, IoU.rock: 0.4612, IoU.wardrobe: 0.5195, IoU.lamp: 0.5830, IoU.bathtub: 0.7663, IoU.railing: 0.3643, IoU.cushion: 0.5884, IoU.base: 0.2644, IoU.box: 0.2807, IoU.column: 0.4330, IoU.signboard: 0.3278, IoU.chest of drawers: 0.3563, IoU.counter: 0.4377, IoU.sand: 0.5455, IoU.sink: 0.7085, IoU.skyscraper: 0.4515, IoU.fireplace: 0.6971, IoU.refrigerator: 0.6603, IoU.grandstand: 0.6025, IoU.path: 0.1505, IoU.stairs: 0.4068, IoU.runway: 0.6307, IoU.case: 0.4971, IoU.pool table: 0.8936, IoU.pillow: 0.5377, IoU.screen door: 0.6887, IoU.stairway: 0.4091, IoU.river: 0.1339, IoU.bridge: 0.4371, IoU.bookcase: 0.3103, IoU.blind: 0.3195, IoU.coffee table: 0.6242, IoU.toilet: 0.7902, IoU.flower: 0.4230, IoU.book: 0.3550, IoU.hill: 0.0527, IoU.bench: 0.5442, IoU.countertop: 0.5316, IoU.stove: 0.6082, IoU.palm: 0.5083, IoU.kitchen island: 0.4047, IoU.computer: 0.7457, IoU.swivel chair: 0.4501, IoU.boat: 0.6631, IoU.bar: 0.4599, IoU.arcade machine: 0.4384, IoU.hovel: 0.2625, IoU.bus: 0.8914, IoU.towel: 0.6547, IoU.light: 0.3424, IoU.truck: 0.4575, IoU.tower: 0.1983, IoU.chandelier: 0.6272, IoU.awning: 0.2321, IoU.streetlight: 0.2187, IoU.booth: 0.3030, IoU.television receiver: 0.6585, IoU.airplane: 0.7066, IoU.dirt track: 0.0894, IoU.apparel: 0.4858, IoU.pole: 0.1488, IoU.land: 0.0165, IoU.bannister: 0.0441, IoU.escalator: 0.4217, IoU.ottoman: 0.4193, IoU.bottle: 0.4244, IoU.buffet: 0.2195, IoU.poster: 0.1851, IoU.stage: 0.1434, IoU.van: 0.0098, IoU.ship: 0.1299, IoU.fountain: 0.2244, IoU.conveyer belt: 0.8053, IoU.canopy: 0.3682, IoU.washer: 0.6942, IoU.plaything: 0.3161, IoU.swimming pool: 0.5141, IoU.stool: 0.3292, IoU.barrel: 0.5359, IoU.basket: 0.3154, IoU.waterfall: 0.4813, IoU.tent: 0.8048, IoU.bag: 0.2165, IoU.minibike: 0.7049, IoU.cradle: 0.8334, IoU.oven: 0.3115, IoU.ball: 0.5550, IoU.food: 0.6163, IoU.step: 0.0589, IoU.tank: 0.4716, IoU.trade name: 0.1322, IoU.microwave: 0.6285, IoU.pot: 0.4103, IoU.animal: 0.5804, IoU.bicycle: 0.4847, IoU.lake: 0.3074, IoU.dishwasher: 0.4525, IoU.screen: 0.4917, IoU.blanket: 0.3104, IoU.sculpture: 0.5915, IoU.hood: 0.6186, IoU.sconce: 0.3574, IoU.vase: 0.3730, IoU.traffic light: 0.3084, IoU.tray: 0.1083, IoU.ashcan: 0.3673, IoU.fan: 0.4662, IoU.pier: 0.3424, IoU.crt screen: 0.0879, IoU.plate: 0.5125, IoU.monitor: 0.0929, IoU.bulletin board: 0.4651, IoU.shower: 0.0287, IoU.radiator: 0.5853, IoU.glass: 0.2034, IoU.clock: 0.3791, IoU.flag: 0.5358, Acc.wall: 0.8541, Acc.building: 0.9248, Acc.sky: 0.9576, Acc.floor: 0.9006, Acc.tree: 0.8415, Acc.ceiling: 0.9224, Acc.road: 0.8991, Acc.bed : 0.9488, Acc.windowpane: 0.7828, Acc.grass: 0.8160, Acc.cabinet: 0.7489, Acc.sidewalk: 0.7769, Acc.person: 0.9061, Acc.earth: 0.4907, Acc.door: 0.5543, Acc.table: 0.8031, Acc.mountain: 0.7160, Acc.plant: 0.6507, Acc.curtain: 0.8282, Acc.chair: 0.6866, Acc.car: 0.9410, Acc.water: 0.7753, Acc.painting: 0.8264, Acc.sofa: 0.8727, Acc.shelf: 0.4521, Acc.house: 0.6271, Acc.sea: 0.7464, Acc.mirror: 0.7502, Acc.rug: 0.5103, Acc.field: 0.4578, Acc.armchair: 0.5366, Acc.seat: 0.8004, Acc.fence: 0.5268, Acc.desk: 0.5166, Acc.rock: 0.6705, Acc.wardrobe: 0.6734, Acc.lamp: 0.6925, Acc.bathtub: 0.8328, Acc.railing: 0.4954, Acc.cushion: 0.7542, Acc.base: 0.3584, Acc.box: 0.3754, Acc.column: 0.5246, Acc.signboard: 0.3969, Acc.chest of drawers: 0.4707, Acc.counter: 0.6606, Acc.sand: 0.6846, Acc.sink: 0.7723, Acc.skyscraper: 0.6031, Acc.fireplace: 0.8761, Acc.refrigerator: 0.7420, Acc.grandstand: 0.7765, Acc.path: 0.2197, Acc.stairs: 0.4599, Acc.runway: 0.8470, Acc.case: 0.5347, Acc.pool table: 0.9293, Acc.pillow: 0.5951, Acc.screen door: 0.7746, Acc.stairway: 0.4910, Acc.river: 0.2031, Acc.bridge: 0.5867, Acc.bookcase: 0.5552, Acc.blind: 0.3434, Acc.coffee table: 0.7571, Acc.toilet: 0.8875, Acc.flower: 0.5171, Acc.book: 0.4127, Acc.hill: 0.0599, Acc.bench: 0.6817, Acc.countertop: 0.6659, Acc.stove: 0.6507, Acc.palm: 0.7319, Acc.kitchen island: 0.7527, Acc.computer: 0.8738, Acc.swivel chair: 0.5935, Acc.boat: 0.8596, Acc.bar: 0.5141, Acc.arcade machine: 0.4950, Acc.hovel: 0.2966, Acc.bus: 0.9517, Acc.towel: 0.7831, Acc.light: 0.4358, Acc.truck: 0.5595, Acc.tower: 0.2974, Acc.chandelier: 0.8582, Acc.awning: 0.2501, Acc.streetlight: 0.3051, Acc.booth: 0.3157, Acc.television receiver: 0.7794, Acc.airplane: 0.7602, Acc.dirt track: 0.1257, Acc.apparel: 0.6667, Acc.pole: 0.1716, Acc.land: 0.0237, Acc.bannister: 0.0584, Acc.escalator: 0.5105, Acc.ottoman: 0.5768, Acc.bottle: 0.7044, Acc.buffet: 0.2307, Acc.poster: 0.2431, Acc.stage: 0.2719, Acc.van: 0.0099, Acc.ship: 0.1449, Acc.fountain: 0.2316, Acc.conveyer belt: 0.9424, Acc.canopy: 0.5273, Acc.washer: 0.7385, Acc.plaything: 0.4330, Acc.swimming pool: 0.7123, Acc.stool: 0.5066, Acc.barrel: 0.7472, Acc.basket: 0.5036, Acc.waterfall: 0.5201, Acc.tent: 0.9831, Acc.bag: 0.2613, Acc.minibike: 0.8030, Acc.cradle: 0.9637, Acc.oven: 0.7280, Acc.ball: 0.7155, Acc.food: 0.7610, Acc.step: 0.0658, Acc.tank: 0.5185, Acc.trade name: 0.1369, Acc.microwave: 0.6716, Acc.pot: 0.4630, Acc.animal: 0.6167, Acc.bicycle: 0.5661, Acc.lake: 0.3644, Acc.dishwasher: 0.6326, Acc.screen: 0.6269, Acc.blanket: 0.4016, Acc.sculpture: 0.8448, Acc.hood: 0.6971, Acc.sconce: 0.4456, Acc.vase: 0.5025, Acc.traffic light: 0.4692, Acc.tray: 0.1731, Acc.ashcan: 0.4463, Acc.fan: 0.5663, Acc.pier: 0.3879, Acc.crt screen: 0.2514, Acc.plate: 0.5900, Acc.monitor: 0.0958, Acc.bulletin board: 0.5633, Acc.shower: 0.0400, Acc.radiator: 0.6974, Acc.glass: 0.2193, Acc.clock: 0.5124, Acc.flag: 0.6218 2024-01-02 22:50:23,116 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:38:43, time: 0.443, data_time: 0.334, memory: 4356, decode.loss_ce: 0.4990, decode.acc_seg: 80.6027, loss: 0.4990 2024-01-02 22:50:28,719 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:38:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5067, decode.acc_seg: 80.3597, loss: 0.5067 2024-01-02 22:50:34,319 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:38:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4950, decode.acc_seg: 81.0053, loss: 0.4950 2024-01-02 22:50:39,919 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:38:25, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5238, decode.acc_seg: 79.4822, loss: 0.5238 2024-01-02 22:50:47,833 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:38:21, time: 0.158, data_time: 0.051, memory: 4356, decode.loss_ce: 0.4824, decode.acc_seg: 80.9561, loss: 0.4824 2024-01-02 22:50:53,425 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:38:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4785, decode.acc_seg: 80.8711, loss: 0.4785 2024-01-02 22:50:59,116 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:38:09, time: 0.114, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4758, decode.acc_seg: 81.1939, loss: 0.4758 2024-01-02 22:51:04,714 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:38:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4918, decode.acc_seg: 80.9215, loss: 0.4918 2024-01-02 22:51:10,307 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:37:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4821, decode.acc_seg: 81.0678, loss: 0.4821 2024-01-02 22:51:15,898 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:37:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4704, decode.acc_seg: 81.1920, loss: 0.4704 2024-01-02 22:51:21,492 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:37:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5121, decode.acc_seg: 79.6018, loss: 0.5121 2024-01-02 22:51:27,085 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:37:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4753, decode.acc_seg: 81.0702, loss: 0.4753 2024-01-02 22:51:32,679 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:37:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4870, decode.acc_seg: 80.6584, loss: 0.4870 2024-01-02 22:51:38,273 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:37:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5084, decode.acc_seg: 80.0815, loss: 0.5084 2024-01-02 22:51:43,867 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:37:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4844, decode.acc_seg: 80.9422, loss: 0.4844 2024-01-02 22:51:49,460 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:37:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5056, decode.acc_seg: 80.3905, loss: 0.5056 2024-01-02 22:51:55,054 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:37:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5141, decode.acc_seg: 80.4637, loss: 0.5141 2024-01-02 22:52:00,652 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:37:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4875, decode.acc_seg: 80.8498, loss: 0.4875 2024-01-02 22:52:06,242 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:36:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4941, decode.acc_seg: 80.4689, loss: 0.4941 2024-01-02 22:52:11,832 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:52:11,832 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:36:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5129, decode.acc_seg: 80.0744, loss: 0.5129 2024-01-02 22:52:17,424 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:36:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5020, decode.acc_seg: 80.1852, loss: 0.5020 2024-01-02 22:52:23,017 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:36:39, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4929, decode.acc_seg: 80.7822, loss: 0.4929 2024-01-02 22:52:28,612 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:36:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5048, decode.acc_seg: 80.2446, loss: 0.5048 2024-01-02 22:52:34,204 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:36:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4809, decode.acc_seg: 81.2107, loss: 0.4809 2024-01-02 22:52:39,798 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:36:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5147, decode.acc_seg: 80.1836, loss: 0.5147 2024-01-02 22:52:45,395 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:36:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4991, decode.acc_seg: 80.4392, loss: 0.4991 2024-01-02 22:52:50,987 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:36:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5165, decode.acc_seg: 80.1014, loss: 0.5165 2024-01-02 22:52:56,581 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:36:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4932, decode.acc_seg: 80.8368, loss: 0.4932 2024-01-02 22:53:02,173 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:35:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4794, decode.acc_seg: 81.3692, loss: 0.4794 2024-01-02 22:53:09,976 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:35:53, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4874, decode.acc_seg: 80.5433, loss: 0.4874 2024-01-02 22:53:15,571 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:35:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4923, decode.acc_seg: 80.1162, loss: 0.4923 2024-01-02 22:53:21,166 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:35:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4914, decode.acc_seg: 80.5716, loss: 0.4914 2024-01-02 22:53:26,764 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:35:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4688, decode.acc_seg: 81.5715, loss: 0.4688 2024-01-02 22:53:32,356 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:35:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4885, decode.acc_seg: 80.7063, loss: 0.4885 2024-01-02 22:53:37,952 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:35:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4725, decode.acc_seg: 81.2690, loss: 0.4725 2024-01-02 22:53:43,543 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:35:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4747, decode.acc_seg: 81.5252, loss: 0.4747 2024-01-02 22:53:49,136 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:35:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4633, decode.acc_seg: 81.7249, loss: 0.4633 2024-01-02 22:53:54,726 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:35:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 81.1990, loss: 0.4872 2024-01-02 22:54:00,323 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:34:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4821, decode.acc_seg: 80.9752, loss: 0.4821 2024-01-02 22:54:05,916 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:54:05,917 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:34:53, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5085, decode.acc_seg: 79.7301, loss: 0.5085 2024-01-02 22:54:11,515 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:34:47, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4994, decode.acc_seg: 80.9700, loss: 0.4994 2024-01-02 22:54:17,106 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:34:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4727, decode.acc_seg: 81.0429, loss: 0.4727 2024-01-02 22:54:22,697 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:34:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5005, decode.acc_seg: 80.4410, loss: 0.5005 2024-01-02 22:54:28,293 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:34:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4989, decode.acc_seg: 80.6187, loss: 0.4989 2024-01-02 22:54:33,892 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:34:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5125, decode.acc_seg: 80.1194, loss: 0.5125 2024-01-02 22:54:39,485 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:34:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5072, decode.acc_seg: 80.2696, loss: 0.5072 2024-01-02 22:54:45,076 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:34:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5127, decode.acc_seg: 79.8359, loss: 0.5127 2024-01-02 22:54:50,671 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:34:05, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4763, decode.acc_seg: 81.2152, loss: 0.4763 2024-01-02 22:54:56,258 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:33:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5028, decode.acc_seg: 80.1831, loss: 0.5028 2024-01-02 22:55:02,026 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:33:53, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4717, decode.acc_seg: 81.0877, loss: 0.4717 2024-01-02 22:55:07,612 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:33:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4923, decode.acc_seg: 80.9071, loss: 0.4923 2024-01-02 22:55:13,200 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:33:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4820, decode.acc_seg: 81.0668, loss: 0.4820 2024-01-02 22:55:18,782 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:33:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5263, decode.acc_seg: 79.6290, loss: 0.5263 2024-01-02 22:55:24,365 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:33:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5053, decode.acc_seg: 80.6298, loss: 0.5053 2024-01-02 22:55:32,192 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:33:25, time: 0.157, data_time: 0.047, memory: 4356, decode.loss_ce: 0.5050, decode.acc_seg: 80.3288, loss: 0.5050 2024-01-02 22:55:37,775 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:33:19, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4730, decode.acc_seg: 81.1179, loss: 0.4730 2024-01-02 22:55:43,355 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:33:13, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4595, decode.acc_seg: 81.8824, loss: 0.4595 2024-01-02 22:55:48,933 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:33:07, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4976, decode.acc_seg: 80.4619, loss: 0.4976 2024-01-02 22:55:54,512 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:33:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4646, decode.acc_seg: 81.7326, loss: 0.4646 2024-01-02 22:56:00,089 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:56:00,089 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:32:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5092, decode.acc_seg: 79.6719, loss: 0.5092 2024-01-02 22:56:05,668 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:32:49, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4725, decode.acc_seg: 81.1801, loss: 0.4725 2024-01-02 22:56:11,245 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:32:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4843, decode.acc_seg: 81.2120, loss: 0.4843 2024-01-02 22:56:16,824 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:32:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5078, decode.acc_seg: 80.3844, loss: 0.5078 2024-01-02 22:56:22,399 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:32:31, time: 0.111, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5024, decode.acc_seg: 80.4033, loss: 0.5024 2024-01-02 22:56:27,983 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:32:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5125, decode.acc_seg: 80.1056, loss: 0.5125 2024-01-02 22:56:33,566 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:32:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4849, decode.acc_seg: 80.8593, loss: 0.4849 2024-01-02 22:56:39,152 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:32:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5020, decode.acc_seg: 80.4888, loss: 0.5020 2024-01-02 22:56:44,730 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:32:07, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4847, decode.acc_seg: 80.7869, loss: 0.4847 2024-01-02 22:56:50,316 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:32:01, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4948, decode.acc_seg: 80.8774, loss: 0.4948 2024-01-02 22:56:55,895 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:31:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4889, decode.acc_seg: 80.4895, loss: 0.4889 2024-01-02 22:57:01,476 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:31:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5074, decode.acc_seg: 79.7782, loss: 0.5074 2024-01-02 22:57:07,057 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:31:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4803, decode.acc_seg: 81.1291, loss: 0.4803 2024-01-02 22:57:12,638 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:31:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5269, decode.acc_seg: 79.9247, loss: 0.5269 2024-01-02 22:57:18,219 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:31:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4933, decode.acc_seg: 80.7040, loss: 0.4933 2024-01-02 22:57:23,802 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:31:25, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4969, decode.acc_seg: 80.6661, loss: 0.4969 2024-01-02 22:57:29,383 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:31:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4898, decode.acc_seg: 80.5539, loss: 0.4898 2024-01-02 22:57:34,967 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:31:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4918, decode.acc_seg: 80.8569, loss: 0.4918 2024-01-02 22:57:40,546 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:31:07, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4908, decode.acc_seg: 80.1375, loss: 0.4908 2024-01-02 22:57:46,130 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:31:02, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 80.6943, loss: 0.4877 2024-01-02 22:57:53,894 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:57:53,894 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:30:57, time: 0.155, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4829, decode.acc_seg: 80.6635, loss: 0.4829 2024-01-02 22:57:59,481 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:30:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4799, decode.acc_seg: 80.8579, loss: 0.4799 2024-01-02 22:58:05,065 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:30:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 80.9762, loss: 0.4872 2024-01-02 22:58:10,646 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:30:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4902, decode.acc_seg: 80.3760, loss: 0.4902 2024-01-02 22:58:16,320 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:30:33, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4971, decode.acc_seg: 80.2260, loss: 0.4971 2024-01-02 22:58:22,079 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:30:27, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.4265, loss: 0.4736 2024-01-02 22:58:27,664 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:30:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4849, decode.acc_seg: 80.9735, loss: 0.4849 2024-01-02 22:58:33,249 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:30:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4863, decode.acc_seg: 81.1639, loss: 0.4863 2024-01-02 22:58:38,835 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:30:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4839, decode.acc_seg: 81.1456, loss: 0.4839 2024-01-02 22:58:44,419 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:30:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4884, decode.acc_seg: 80.6131, loss: 0.4884 2024-01-02 22:58:50,001 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:29:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4904, decode.acc_seg: 80.7437, loss: 0.4904 2024-01-02 22:58:55,582 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:29:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4547, decode.acc_seg: 82.1393, loss: 0.4547 2024-01-02 22:59:01,169 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:29:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4831, decode.acc_seg: 80.8682, loss: 0.4831 2024-01-02 22:59:06,759 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:29:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4735, decode.acc_seg: 81.1719, loss: 0.4735 2024-01-02 22:59:12,346 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:29:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4844, decode.acc_seg: 80.8506, loss: 0.4844 2024-01-02 22:59:17,933 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:29:28, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4745, decode.acc_seg: 81.0080, loss: 0.4745 2024-01-02 22:59:23,520 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:29:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4848, decode.acc_seg: 80.6843, loss: 0.4848 2024-01-02 22:59:29,107 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:29:16, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4944, decode.acc_seg: 80.7258, loss: 0.4944 2024-01-02 22:59:34,697 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:29:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4939, decode.acc_seg: 80.8136, loss: 0.4939 2024-01-02 22:59:40,282 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:29:04, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4720, decode.acc_seg: 81.4504, loss: 0.4720 2024-01-02 22:59:45,865 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:59:45,865 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:28:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5295, decode.acc_seg: 79.7419, loss: 0.5295 2024-01-02 22:59:51,457 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:28:53, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4958, decode.acc_seg: 80.8949, loss: 0.4958 2024-01-02 22:59:57,048 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:28:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4894, decode.acc_seg: 80.8459, loss: 0.4894 2024-01-02 23:00:02,639 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:28:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4784, decode.acc_seg: 80.5513, loss: 0.4784 2024-01-02 23:00:08,225 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:28:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4890, decode.acc_seg: 81.1070, loss: 0.4890 2024-01-02 23:00:13,818 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:28:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4910, decode.acc_seg: 81.2225, loss: 0.4910 2024-01-02 23:00:21,732 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:28:24, time: 0.158, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4565, decode.acc_seg: 81.9721, loss: 0.4565 2024-01-02 23:00:27,328 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:28:18, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 80.8312, loss: 0.4852 2024-01-02 23:00:32,921 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:28:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4675, decode.acc_seg: 81.1971, loss: 0.4675 2024-01-02 23:00:38,509 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:28:07, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4806, decode.acc_seg: 81.1323, loss: 0.4806 2024-01-02 23:00:44,100 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:28:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4610, decode.acc_seg: 81.7488, loss: 0.4610 2024-01-02 23:00:49,689 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:27:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4803, decode.acc_seg: 80.7238, loss: 0.4803 2024-01-02 23:00:55,424 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:27:49, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4875, decode.acc_seg: 80.7038, loss: 0.4875 2024-01-02 23:01:01,020 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:27:43, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4718, decode.acc_seg: 81.3605, loss: 0.4718 2024-01-02 23:01:06,610 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:27:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4833, decode.acc_seg: 80.6142, loss: 0.4833 2024-01-02 23:01:12,388 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:27:31, time: 0.116, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4701, decode.acc_seg: 81.3471, loss: 0.4701 2024-01-02 23:01:17,973 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:27:25, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5080, decode.acc_seg: 80.1316, loss: 0.5080 2024-01-02 23:01:23,590 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:27:19, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4740, decode.acc_seg: 81.3454, loss: 0.4740 2024-01-02 23:01:29,181 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:27:14, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5028, decode.acc_seg: 79.6842, loss: 0.5028 2024-01-02 23:01:34,771 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:27:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4860, decode.acc_seg: 80.8086, loss: 0.4860 2024-01-02 23:01:40,356 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:01:40,356 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:27:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4841, decode.acc_seg: 80.7619, loss: 0.4841 2024-01-02 23:01:45,947 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:26:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4621, decode.acc_seg: 81.7890, loss: 0.4621 2024-01-02 23:01:51,535 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:26:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4824, decode.acc_seg: 80.9799, loss: 0.4824 2024-01-02 23:01:57,133 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:26:44, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5164, decode.acc_seg: 80.1268, loss: 0.5164 2024-01-02 23:02:02,726 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:26:38, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4643, decode.acc_seg: 81.9420, loss: 0.4643 2024-01-02 23:02:08,323 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:26:32, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4744, decode.acc_seg: 81.2232, loss: 0.4744 2024-01-02 23:02:13,923 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:26:26, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4868, decode.acc_seg: 80.9159, loss: 0.4868 2024-01-02 23:02:19,514 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:26:20, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4973, decode.acc_seg: 80.6153, loss: 0.4973 2024-01-02 23:02:25,106 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:26:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4792, decode.acc_seg: 81.4427, loss: 0.4792 2024-01-02 23:02:30,699 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:26:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4784, decode.acc_seg: 81.2187, loss: 0.4784 2024-01-02 23:02:36,287 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:26:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5083, decode.acc_seg: 79.8808, loss: 0.5083 2024-01-02 23:02:44,049 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:25:58, time: 0.155, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4650, decode.acc_seg: 81.3993, loss: 0.4650 2024-01-02 23:02:49,641 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:25:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4732, decode.acc_seg: 81.0541, loss: 0.4732 2024-01-02 23:02:55,233 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:25:46, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4787, decode.acc_seg: 81.3183, loss: 0.4787 2024-01-02 23:03:00,820 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:25:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4660, decode.acc_seg: 82.0141, loss: 0.4660 2024-01-02 23:03:06,405 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:25:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4504, decode.acc_seg: 82.0479, loss: 0.4504 2024-01-02 23:03:11,991 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:25:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4683, decode.acc_seg: 81.3386, loss: 0.4683 2024-01-02 23:03:17,577 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:25:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4600, decode.acc_seg: 82.0653, loss: 0.4600 2024-01-02 23:03:23,163 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:25:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4766, decode.acc_seg: 81.1815, loss: 0.4766 2024-01-02 23:03:28,750 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:25:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4912, decode.acc_seg: 80.3514, loss: 0.4912 2024-01-02 23:03:34,338 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:03:34,339 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:25:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4701, decode.acc_seg: 81.4931, loss: 0.4701 2024-01-02 23:03:39,924 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:24:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4778, decode.acc_seg: 81.1559, loss: 0.4778 2024-01-02 23:03:45,511 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:24:53, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4665, decode.acc_seg: 81.1187, loss: 0.4665 2024-01-02 23:03:51,100 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:24:47, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5139, decode.acc_seg: 80.0373, loss: 0.5139 2024-01-02 23:03:56,686 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:24:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4737, decode.acc_seg: 81.2183, loss: 0.4737 2024-01-02 23:04:02,277 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:24:36, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4873, decode.acc_seg: 80.3469, loss: 0.4873 2024-01-02 23:04:07,860 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:24:30, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4761, decode.acc_seg: 81.3966, loss: 0.4761 2024-01-02 23:04:13,446 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:24:24, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4998, decode.acc_seg: 80.2377, loss: 0.4998 2024-01-02 23:04:19,040 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:24:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5094, decode.acc_seg: 80.3686, loss: 0.5094 2024-01-02 23:04:24,632 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:24:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5112, decode.acc_seg: 80.6288, loss: 0.5112 2024-01-02 23:04:30,219 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:24:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4995, decode.acc_seg: 80.6660, loss: 0.4995 2024-01-02 23:04:35,808 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:24:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4627, decode.acc_seg: 81.7667, loss: 0.4627 2024-01-02 23:04:41,399 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:23:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4950, decode.acc_seg: 81.1279, loss: 0.4950 2024-01-02 23:04:46,988 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:23:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 81.5771, loss: 0.4872 2024-01-02 23:04:52,578 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:23:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4593, decode.acc_seg: 80.8361, loss: 0.4593 2024-01-02 23:04:58,171 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:23:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4773, decode.acc_seg: 81.0934, loss: 0.4773 2024-01-02 23:05:06,017 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:23:32, time: 0.157, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4809, decode.acc_seg: 80.7304, loss: 0.4809 2024-01-02 23:05:11,604 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:23:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 81.2758, loss: 0.4692 2024-01-02 23:05:17,191 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:23:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4792, decode.acc_seg: 81.4169, loss: 0.4792 2024-01-02 23:05:22,772 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:23:14, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4606, decode.acc_seg: 82.0534, loss: 0.4606 2024-01-02 23:05:28,359 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:05:28,360 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:23:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4294, decode.acc_seg: 82.3292, loss: 0.4294 2024-01-02 23:05:33,942 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:23:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4959, decode.acc_seg: 80.1674, loss: 0.4959 2024-01-02 23:05:39,532 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:22:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4807, decode.acc_seg: 81.0554, loss: 0.4807 2024-01-02 23:05:45,117 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:22:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4722, decode.acc_seg: 81.5378, loss: 0.4722 2024-01-02 23:05:50,708 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:22:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4729, decode.acc_seg: 81.1574, loss: 0.4729 2024-01-02 23:05:56,295 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:22:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4894, decode.acc_seg: 80.7209, loss: 0.4894 2024-01-02 23:06:01,878 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:22:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4940, decode.acc_seg: 80.6981, loss: 0.4940 2024-01-02 23:06:07,466 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:22:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4716, decode.acc_seg: 81.0680, loss: 0.4716 2024-01-02 23:06:13,050 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:22:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4752, decode.acc_seg: 80.6227, loss: 0.4752 2024-01-02 23:06:18,633 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:22:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4745, decode.acc_seg: 81.1020, loss: 0.4745 2024-01-02 23:06:24,218 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:22:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4950, decode.acc_seg: 80.4546, loss: 0.4950 2024-01-02 23:06:29,800 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:22:04, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4926, decode.acc_seg: 80.3807, loss: 0.4926 2024-01-02 23:06:35,383 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:21:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4696, decode.acc_seg: 81.4676, loss: 0.4696 2024-01-02 23:06:40,973 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:21:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5021, decode.acc_seg: 80.2481, loss: 0.5021 2024-01-02 23:06:46,556 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:21:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 82.1972, loss: 0.4692 2024-01-02 23:06:52,139 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:21:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4810, decode.acc_seg: 80.5700, loss: 0.4810 2024-01-02 23:06:57,725 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:21:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4802, decode.acc_seg: 80.8166, loss: 0.4802 2024-01-02 23:07:03,305 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:21:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4755, decode.acc_seg: 81.3915, loss: 0.4755 2024-01-02 23:07:08,892 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:21:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.3430, loss: 0.4736 2024-01-02 23:07:14,477 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:21:17, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4773, decode.acc_seg: 81.3519, loss: 0.4773 2024-01-02 23:07:20,057 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:07:20,057 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:21:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5042, decode.acc_seg: 80.2345, loss: 0.5042 2024-01-02 23:07:27,901 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:21:06, time: 0.157, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4921, decode.acc_seg: 80.9126, loss: 0.4921 2024-01-02 23:07:33,485 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:21:00, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4863, decode.acc_seg: 81.1559, loss: 0.4863 2024-01-02 23:07:39,069 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:20:54, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4702, decode.acc_seg: 81.4833, loss: 0.4702 2024-01-02 23:07:44,651 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:20:49, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4871, decode.acc_seg: 81.1730, loss: 0.4871 2024-01-02 23:07:50,234 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:20:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4617, decode.acc_seg: 81.8340, loss: 0.4617 2024-01-02 23:07:55,818 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:20:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5005, decode.acc_seg: 80.4966, loss: 0.5005 2024-01-02 23:08:01,400 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:20:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4841, decode.acc_seg: 81.1074, loss: 0.4841 2024-01-02 23:08:06,980 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:20:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4922, decode.acc_seg: 80.4154, loss: 0.4922 2024-01-02 23:08:12,556 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:20:19, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4841, decode.acc_seg: 80.9301, loss: 0.4841 2024-01-02 23:08:18,139 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:20:13, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4788, decode.acc_seg: 81.2332, loss: 0.4788 2024-01-02 23:08:23,715 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:20:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4799, decode.acc_seg: 80.9816, loss: 0.4799 2024-01-02 23:08:29,296 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:20:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4544, decode.acc_seg: 81.5112, loss: 0.4544 2024-01-02 23:08:34,883 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:19:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4878, decode.acc_seg: 80.5699, loss: 0.4878 2024-01-02 23:08:40,464 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:19:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4992, decode.acc_seg: 80.5812, loss: 0.4992 2024-01-02 23:08:46,041 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:19:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4484, decode.acc_seg: 82.0229, loss: 0.4484 2024-01-02 23:08:51,624 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:19:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4810, decode.acc_seg: 81.4816, loss: 0.4810 2024-01-02 23:08:57,208 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:19:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4800, decode.acc_seg: 81.2241, loss: 0.4800 2024-01-02 23:09:02,787 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:19:27, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4844, decode.acc_seg: 80.7202, loss: 0.4844 2024-01-02 23:09:08,368 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:19:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4648, decode.acc_seg: 81.4255, loss: 0.4648 2024-01-02 23:09:13,905 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-02 23:09:13,974 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:09:13,974 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:19:15, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4786, decode.acc_seg: 81.0609, loss: 0.4786 2024-01-02 23:09:30,622 - mmseg - INFO - per class results: 2024-01-02 23:09:30,627 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.29 | 85.85 | | building | 80.78 | 92.05 | | sky | 91.61 | 95.6 | | floor | 78.89 | 90.29 | | tree | 71.53 | 84.56 | | ceiling | 81.33 | 90.16 | | road | 82.43 | 90.58 | | bed | 86.26 | 96.02 | | windowpane | 58.26 | 76.25 | | grass | 66.68 | 84.43 | | cabinet | 58.83 | 70.64 | | sidewalk | 63.39 | 78.81 | | person | 78.74 | 90.23 | | earth | 37.47 | 51.75 | | door | 45.91 | 56.57 | | table | 59.04 | 76.9 | | mountain | 54.27 | 73.01 | | plant | 51.43 | 63.29 | | curtain | 69.54 | 84.13 | | chair | 55.92 | 72.41 | | car | 80.96 | 92.55 | | water | 54.05 | 72.19 | | painting | 65.47 | 82.13 | | sofa | 67.22 | 87.05 | | shelf | 38.78 | 57.95 | | house | 42.55 | 53.56 | | sea | 61.76 | 72.97 | | mirror | 56.95 | 73.69 | | rug | 61.18 | 69.46 | | field | 30.92 | 45.87 | | armchair | 42.91 | 55.47 | | seat | 62.39 | 82.44 | | fence | 44.47 | 59.11 | | desk | 43.93 | 64.21 | | rock | 47.65 | 67.96 | | wardrobe | 49.06 | 71.11 | | lamp | 58.02 | 70.87 | | bathtub | 76.8 | 83.34 | | railing | 35.34 | 44.88 | | cushion | 58.25 | 68.56 | | base | 28.33 | 48.01 | | box | 24.79 | 30.68 | | column | 44.44 | 54.54 | | signboard | 34.78 | 44.89 | | chest of drawers | 38.28 | 61.1 | | counter | 41.21 | 52.39 | | sand | 53.6 | 72.85 | | sink | 71.57 | 82.0 | | skyscraper | 45.69 | 61.81 | | fireplace | 73.64 | 86.23 | | refrigerator | 63.97 | 79.64 | | grandstand | 56.82 | 83.46 | | path | 15.14 | 20.95 | | stairs | 40.21 | 50.89 | | runway | 65.07 | 85.69 | | case | 56.09 | 68.02 | | pool table | 89.63 | 93.83 | | pillow | 46.85 | 51.25 | | screen door | 64.75 | 72.66 | | stairway | 41.89 | 50.05 | | river | 11.13 | 25.44 | | bridge | 45.95 | 58.74 | | bookcase | 26.65 | 35.72 | | blind | 32.4 | 35.71 | | coffee table | 61.87 | 75.9 | | toilet | 79.82 | 91.5 | | flower | 41.05 | 54.13 | | book | 45.7 | 62.38 | | hill | 5.26 | 6.03 | | bench | 56.52 | 67.97 | | countertop | 54.84 | 69.35 | | stove | 71.38 | 81.89 | | palm | 50.96 | 66.8 | | kitchen island | 40.78 | 66.79 | | computer | 74.42 | 87.03 | | swivel chair | 43.96 | 56.23 | | boat | 67.26 | 88.97 | | bar | 50.2 | 59.72 | | arcade machine | 43.94 | 48.83 | | hovel | 34.79 | 40.55 | | bus | 87.83 | 95.18 | | towel | 65.37 | 77.48 | | light | 34.11 | 42.38 | | truck | 45.93 | 58.27 | | tower | 21.46 | 35.64 | | chandelier | 64.16 | 81.12 | | awning | 24.98 | 27.74 | | streetlight | 22.04 | 27.18 | | booth | 40.56 | 49.27 | | television receiver | 67.8 | 80.32 | | airplane | 72.11 | 81.89 | | dirt track | 7.37 | 13.33 | | apparel | 51.94 | 65.85 | | pole | 23.1 | 31.5 | | land | 0.0 | 0.0 | | bannister | 6.76 | 10.35 | | escalator | 44.31 | 54.93 | | ottoman | 40.71 | 58.35 | | bottle | 41.94 | 67.32 | | buffet | 35.92 | 40.53 | | poster | 20.54 | 26.36 | | stage | 13.72 | 28.02 | | van | 21.61 | 25.9 | | ship | 10.95 | 11.88 | | fountain | 16.48 | 16.77 | | conveyer belt | 77.02 | 94.71 | | canopy | 42.62 | 64.36 | | washer | 70.16 | 73.94 | | plaything | 31.75 | 43.1 | | swimming pool | 48.29 | 65.65 | | stool | 33.95 | 53.21 | | barrel | 51.68 | 74.31 | | basket | 30.56 | 47.08 | | waterfall | 47.51 | 52.28 | | tent | 85.46 | 97.07 | | bag | 17.3 | 19.54 | | minibike | 69.37 | 80.55 | | cradle | 78.65 | 97.82 | | oven | 40.25 | 63.75 | | ball | 53.03 | 66.64 | | food | 57.89 | 68.32 | | step | 9.36 | 10.53 | | tank | 49.29 | 59.11 | | trade name | 12.78 | 13.13 | | microwave | 72.24 | 77.8 | | pot | 41.94 | 47.44 | | animal | 59.05 | 63.49 | | bicycle | 57.81 | 76.17 | | lake | 49.17 | 54.09 | | dishwasher | 47.74 | 56.39 | | screen | 51.7 | 68.13 | | blanket | 17.35 | 19.82 | | sculpture | 63.56 | 81.71 | | hood | 63.05 | 74.22 | | sconce | 34.01 | 41.97 | | vase | 37.67 | 58.06 | | traffic light | 31.66 | 50.62 | | tray | 12.39 | 18.43 | | ashcan | 38.13 | 48.97 | | fan | 52.46 | 66.39 | | pier | 34.93 | 40.39 | | crt screen | 7.34 | 17.03 | | plate | 53.23 | 64.24 | | monitor | 20.8 | 25.7 | | bulletin board | 52.45 | 61.43 | | shower | 1.37 | 6.44 | | radiator | 57.57 | 66.39 | | glass | 19.93 | 21.43 | | clock | 32.18 | 39.51 | | flag | 58.57 | 68.01 | +---------------------+-------+-------+ 2024-01-02 23:09:30,627 - mmseg - INFO - Summary: 2024-01-02 23:09:30,627 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.72 | 48.12 | 59.84 | +-------+-------+-------+ 2024-01-02 23:09:30,628 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:09:30,628 - mmseg - INFO - Iter(val) [250] aAcc: 0.8172, mIoU: 0.4812, mAcc: 0.5984, IoU.wall: 0.7429, IoU.building: 0.8078, IoU.sky: 0.9161, IoU.floor: 0.7889, IoU.tree: 0.7153, IoU.ceiling: 0.8133, IoU.road: 0.8243, IoU.bed : 0.8626, IoU.windowpane: 0.5826, IoU.grass: 0.6668, IoU.cabinet: 0.5883, IoU.sidewalk: 0.6339, IoU.person: 0.7874, IoU.earth: 0.3747, IoU.door: 0.4591, IoU.table: 0.5904, IoU.mountain: 0.5427, IoU.plant: 0.5143, IoU.curtain: 0.6954, IoU.chair: 0.5592, IoU.car: 0.8096, IoU.water: 0.5405, IoU.painting: 0.6547, IoU.sofa: 0.6722, IoU.shelf: 0.3878, IoU.house: 0.4255, IoU.sea: 0.6176, IoU.mirror: 0.5695, IoU.rug: 0.6118, IoU.field: 0.3092, IoU.armchair: 0.4291, IoU.seat: 0.6239, IoU.fence: 0.4447, IoU.desk: 0.4393, IoU.rock: 0.4765, IoU.wardrobe: 0.4906, IoU.lamp: 0.5802, IoU.bathtub: 0.7680, IoU.railing: 0.3534, IoU.cushion: 0.5825, IoU.base: 0.2833, IoU.box: 0.2479, IoU.column: 0.4444, IoU.signboard: 0.3478, IoU.chest of drawers: 0.3828, IoU.counter: 0.4121, IoU.sand: 0.5360, IoU.sink: 0.7157, IoU.skyscraper: 0.4569, IoU.fireplace: 0.7364, IoU.refrigerator: 0.6397, IoU.grandstand: 0.5682, IoU.path: 0.1514, IoU.stairs: 0.4021, IoU.runway: 0.6507, IoU.case: 0.5609, IoU.pool table: 0.8963, IoU.pillow: 0.4685, IoU.screen door: 0.6475, IoU.stairway: 0.4189, IoU.river: 0.1113, IoU.bridge: 0.4595, IoU.bookcase: 0.2665, IoU.blind: 0.3240, IoU.coffee table: 0.6187, IoU.toilet: 0.7982, IoU.flower: 0.4105, IoU.book: 0.4570, IoU.hill: 0.0526, IoU.bench: 0.5652, IoU.countertop: 0.5484, IoU.stove: 0.7138, IoU.palm: 0.5096, IoU.kitchen island: 0.4078, IoU.computer: 0.7442, IoU.swivel chair: 0.4396, IoU.boat: 0.6726, IoU.bar: 0.5020, IoU.arcade machine: 0.4394, IoU.hovel: 0.3479, IoU.bus: 0.8783, IoU.towel: 0.6537, IoU.light: 0.3411, IoU.truck: 0.4593, IoU.tower: 0.2146, IoU.chandelier: 0.6416, IoU.awning: 0.2498, IoU.streetlight: 0.2204, IoU.booth: 0.4056, IoU.television receiver: 0.6780, IoU.airplane: 0.7211, IoU.dirt track: 0.0737, IoU.apparel: 0.5194, IoU.pole: 0.2310, IoU.land: 0.0000, IoU.bannister: 0.0676, IoU.escalator: 0.4431, IoU.ottoman: 0.4071, IoU.bottle: 0.4194, IoU.buffet: 0.3592, IoU.poster: 0.2054, IoU.stage: 0.1372, IoU.van: 0.2161, IoU.ship: 0.1095, IoU.fountain: 0.1648, IoU.conveyer belt: 0.7702, IoU.canopy: 0.4262, IoU.washer: 0.7016, IoU.plaything: 0.3175, IoU.swimming pool: 0.4829, IoU.stool: 0.3395, IoU.barrel: 0.5168, IoU.basket: 0.3056, IoU.waterfall: 0.4751, IoU.tent: 0.8546, IoU.bag: 0.1730, IoU.minibike: 0.6937, IoU.cradle: 0.7865, IoU.oven: 0.4025, IoU.ball: 0.5303, IoU.food: 0.5789, IoU.step: 0.0936, IoU.tank: 0.4929, IoU.trade name: 0.1278, IoU.microwave: 0.7224, IoU.pot: 0.4194, IoU.animal: 0.5905, IoU.bicycle: 0.5781, IoU.lake: 0.4917, IoU.dishwasher: 0.4774, IoU.screen: 0.5170, IoU.blanket: 0.1735, IoU.sculpture: 0.6356, IoU.hood: 0.6305, IoU.sconce: 0.3401, IoU.vase: 0.3767, IoU.traffic light: 0.3166, IoU.tray: 0.1239, IoU.ashcan: 0.3813, IoU.fan: 0.5246, IoU.pier: 0.3493, IoU.crt screen: 0.0734, IoU.plate: 0.5323, IoU.monitor: 0.2080, IoU.bulletin board: 0.5245, IoU.shower: 0.0137, IoU.radiator: 0.5757, IoU.glass: 0.1993, IoU.clock: 0.3218, IoU.flag: 0.5857, Acc.wall: 0.8585, Acc.building: 0.9205, Acc.sky: 0.9560, Acc.floor: 0.9029, Acc.tree: 0.8456, Acc.ceiling: 0.9016, Acc.road: 0.9058, Acc.bed : 0.9602, Acc.windowpane: 0.7625, Acc.grass: 0.8443, Acc.cabinet: 0.7064, Acc.sidewalk: 0.7881, Acc.person: 0.9023, Acc.earth: 0.5175, Acc.door: 0.5657, Acc.table: 0.7690, Acc.mountain: 0.7301, Acc.plant: 0.6329, Acc.curtain: 0.8413, Acc.chair: 0.7241, Acc.car: 0.9255, Acc.water: 0.7219, Acc.painting: 0.8213, Acc.sofa: 0.8705, Acc.shelf: 0.5795, Acc.house: 0.5356, Acc.sea: 0.7297, Acc.mirror: 0.7369, Acc.rug: 0.6946, Acc.field: 0.4587, Acc.armchair: 0.5547, Acc.seat: 0.8244, Acc.fence: 0.5911, Acc.desk: 0.6421, Acc.rock: 0.6796, Acc.wardrobe: 0.7111, Acc.lamp: 0.7087, Acc.bathtub: 0.8334, Acc.railing: 0.4488, Acc.cushion: 0.6856, Acc.base: 0.4801, Acc.box: 0.3068, Acc.column: 0.5454, Acc.signboard: 0.4489, Acc.chest of drawers: 0.6110, Acc.counter: 0.5239, Acc.sand: 0.7285, Acc.sink: 0.8200, Acc.skyscraper: 0.6181, Acc.fireplace: 0.8623, Acc.refrigerator: 0.7964, Acc.grandstand: 0.8346, Acc.path: 0.2095, Acc.stairs: 0.5089, Acc.runway: 0.8569, Acc.case: 0.6802, Acc.pool table: 0.9383, Acc.pillow: 0.5125, Acc.screen door: 0.7266, Acc.stairway: 0.5005, Acc.river: 0.2544, Acc.bridge: 0.5874, Acc.bookcase: 0.3572, Acc.blind: 0.3571, Acc.coffee table: 0.7590, Acc.toilet: 0.9150, Acc.flower: 0.5413, Acc.book: 0.6238, Acc.hill: 0.0603, Acc.bench: 0.6797, Acc.countertop: 0.6935, Acc.stove: 0.8189, Acc.palm: 0.6680, Acc.kitchen island: 0.6679, Acc.computer: 0.8703, Acc.swivel chair: 0.5623, Acc.boat: 0.8897, Acc.bar: 0.5972, Acc.arcade machine: 0.4883, Acc.hovel: 0.4055, Acc.bus: 0.9518, Acc.towel: 0.7748, Acc.light: 0.4238, Acc.truck: 0.5827, Acc.tower: 0.3564, Acc.chandelier: 0.8112, Acc.awning: 0.2774, Acc.streetlight: 0.2718, Acc.booth: 0.4927, Acc.television receiver: 0.8032, Acc.airplane: 0.8189, Acc.dirt track: 0.1333, Acc.apparel: 0.6585, Acc.pole: 0.3150, Acc.land: 0.0000, Acc.bannister: 0.1035, Acc.escalator: 0.5493, Acc.ottoman: 0.5835, Acc.bottle: 0.6732, Acc.buffet: 0.4053, Acc.poster: 0.2636, Acc.stage: 0.2802, Acc.van: 0.2590, Acc.ship: 0.1188, Acc.fountain: 0.1677, Acc.conveyer belt: 0.9471, Acc.canopy: 0.6436, Acc.washer: 0.7394, Acc.plaything: 0.4310, Acc.swimming pool: 0.6565, Acc.stool: 0.5321, Acc.barrel: 0.7431, Acc.basket: 0.4708, Acc.waterfall: 0.5228, Acc.tent: 0.9707, Acc.bag: 0.1954, Acc.minibike: 0.8055, Acc.cradle: 0.9782, Acc.oven: 0.6375, Acc.ball: 0.6664, Acc.food: 0.6832, Acc.step: 0.1053, Acc.tank: 0.5911, Acc.trade name: 0.1313, Acc.microwave: 0.7780, Acc.pot: 0.4744, Acc.animal: 0.6349, Acc.bicycle: 0.7617, Acc.lake: 0.5409, Acc.dishwasher: 0.5639, Acc.screen: 0.6813, Acc.blanket: 0.1982, Acc.sculpture: 0.8171, Acc.hood: 0.7422, Acc.sconce: 0.4197, Acc.vase: 0.5806, Acc.traffic light: 0.5062, Acc.tray: 0.1843, Acc.ashcan: 0.4897, Acc.fan: 0.6639, Acc.pier: 0.4039, Acc.crt screen: 0.1703, Acc.plate: 0.6424, Acc.monitor: 0.2570, Acc.bulletin board: 0.6143, Acc.shower: 0.0644, Acc.radiator: 0.6639, Acc.glass: 0.2143, Acc.clock: 0.3951, Acc.flag: 0.6801 2024-01-02 23:09:36,417 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:19:15, time: 0.448, data_time: 0.336, memory: 4356, decode.loss_ce: 0.4894, decode.acc_seg: 80.7276, loss: 0.4894 2024-01-02 23:09:42,002 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:19:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 81.0344, loss: 0.4946 2024-01-02 23:09:47,589 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:19:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4712, decode.acc_seg: 81.4745, loss: 0.4712 2024-01-02 23:09:53,175 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:18:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4686, decode.acc_seg: 81.7069, loss: 0.4686 2024-01-02 23:09:58,760 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:18:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4952, decode.acc_seg: 80.2229, loss: 0.4952 2024-01-02 23:10:04,344 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:18:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4699, decode.acc_seg: 81.0825, loss: 0.4699 2024-01-02 23:10:12,187 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:18:40, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4815, decode.acc_seg: 80.9362, loss: 0.4815 2024-01-02 23:10:17,773 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:18:34, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4740, decode.acc_seg: 81.5328, loss: 0.4740 2024-01-02 23:10:23,358 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:18:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4727, decode.acc_seg: 81.1070, loss: 0.4727 2024-01-02 23:10:28,947 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:18:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4722, decode.acc_seg: 80.8757, loss: 0.4722 2024-01-02 23:10:34,532 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:18:17, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 80.7430, loss: 0.4852 2024-01-02 23:10:40,116 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:18:11, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4790, decode.acc_seg: 81.2221, loss: 0.4790 2024-01-02 23:10:45,856 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:18:05, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4706, decode.acc_seg: 81.4722, loss: 0.4706 2024-01-02 23:10:51,450 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:17:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4760, decode.acc_seg: 81.0111, loss: 0.4760 2024-01-02 23:10:57,049 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:17:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4554, decode.acc_seg: 82.3705, loss: 0.4554 2024-01-02 23:11:02,645 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:17:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4842, decode.acc_seg: 81.7506, loss: 0.4842 2024-01-02 23:11:08,249 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:17:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4565, decode.acc_seg: 81.8166, loss: 0.4565 2024-01-02 23:11:13,843 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:17:36, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 80.9095, loss: 0.4872 2024-01-02 23:11:19,435 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:17:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4539, decode.acc_seg: 81.5485, loss: 0.4539 2024-01-02 23:11:25,034 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:11:25,034 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:17:24, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4855, decode.acc_seg: 80.7031, loss: 0.4855 2024-01-02 23:11:30,628 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:17:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4947, decode.acc_seg: 80.9219, loss: 0.4947 2024-01-02 23:11:36,221 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:17:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4718, decode.acc_seg: 81.6671, loss: 0.4718 2024-01-02 23:11:41,823 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:17:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4488, decode.acc_seg: 82.6228, loss: 0.4488 2024-01-02 23:11:47,422 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:17:00, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5153, decode.acc_seg: 79.8282, loss: 0.5153 2024-01-02 23:11:53,021 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:16:55, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4686, decode.acc_seg: 81.6523, loss: 0.4686 2024-01-02 23:11:58,616 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:16:49, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5019, decode.acc_seg: 80.3608, loss: 0.5019 2024-01-02 23:12:04,216 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:16:43, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4723, decode.acc_seg: 81.9163, loss: 0.4723 2024-01-02 23:12:09,814 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:16:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4773, decode.acc_seg: 81.2421, loss: 0.4773 2024-01-02 23:12:15,412 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:16:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4693, decode.acc_seg: 81.8358, loss: 0.4693 2024-01-02 23:12:21,012 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:16:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5075, decode.acc_seg: 79.7922, loss: 0.5075 2024-01-02 23:12:26,617 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:16:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4743, decode.acc_seg: 81.4020, loss: 0.4743 2024-01-02 23:12:34,399 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:16:14, time: 0.156, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4654, decode.acc_seg: 81.9394, loss: 0.4654 2024-01-02 23:12:39,982 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:16:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4418, decode.acc_seg: 82.5920, loss: 0.4418 2024-01-02 23:12:45,565 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:16:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4581, decode.acc_seg: 81.7205, loss: 0.4581 2024-01-02 23:12:51,150 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:15:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4787, decode.acc_seg: 81.1767, loss: 0.4787 2024-01-02 23:12:56,734 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:15:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4774, decode.acc_seg: 81.2260, loss: 0.4774 2024-01-02 23:13:02,322 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:15:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4791, decode.acc_seg: 81.3680, loss: 0.4791 2024-01-02 23:13:07,908 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:15:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4581, decode.acc_seg: 81.7740, loss: 0.4581 2024-01-02 23:13:13,496 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:15:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4700, decode.acc_seg: 81.1115, loss: 0.4700 2024-01-02 23:13:19,080 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:13:19,081 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:15:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5053, decode.acc_seg: 80.3398, loss: 0.5053 2024-01-02 23:13:24,664 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:15:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4834, decode.acc_seg: 81.2023, loss: 0.4834 2024-01-02 23:13:30,250 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:15:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4742, decode.acc_seg: 81.3139, loss: 0.4742 2024-01-02 23:13:35,836 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:15:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4639, decode.acc_seg: 81.8954, loss: 0.4639 2024-01-02 23:13:41,424 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:15:04, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4784, decode.acc_seg: 80.9730, loss: 0.4784 2024-01-02 23:13:47,011 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:14:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4777, decode.acc_seg: 80.8651, loss: 0.4777 2024-01-02 23:13:52,607 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:14:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4815, decode.acc_seg: 80.8587, loss: 0.4815 2024-01-02 23:13:58,197 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:14:46, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4779, decode.acc_seg: 80.8536, loss: 0.4779 2024-01-02 23:14:03,780 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:14:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4553, decode.acc_seg: 81.9210, loss: 0.4553 2024-01-02 23:14:09,375 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:14:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4796, decode.acc_seg: 80.8475, loss: 0.4796 2024-01-02 23:14:14,965 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:14:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.1207, loss: 0.4736 2024-01-02 23:14:20,561 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:14:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4710, decode.acc_seg: 81.9393, loss: 0.4710 2024-01-02 23:14:26,158 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:14:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4881, decode.acc_seg: 80.9351, loss: 0.4881 2024-01-02 23:14:31,749 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:14:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4609, decode.acc_seg: 82.1698, loss: 0.4609 2024-01-02 23:14:37,336 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:14:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4784, decode.acc_seg: 81.0875, loss: 0.4784 2024-01-02 23:14:42,932 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:14:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5018, decode.acc_seg: 80.4123, loss: 0.5018 2024-01-02 23:14:48,522 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:13:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4683, decode.acc_seg: 81.6591, loss: 0.4683 2024-01-02 23:14:56,354 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:13:48, time: 0.157, data_time: 0.049, memory: 4356, decode.loss_ce: 0.4820, decode.acc_seg: 81.3531, loss: 0.4820 2024-01-02 23:15:01,945 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:13:43, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4627, decode.acc_seg: 82.0679, loss: 0.4627 2024-01-02 23:15:07,536 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:13:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4611, decode.acc_seg: 81.8503, loss: 0.4611 2024-01-02 23:15:13,126 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:15:13,126 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:13:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4787, decode.acc_seg: 81.3388, loss: 0.4787 2024-01-02 23:15:18,711 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:13:25, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4719, decode.acc_seg: 81.4139, loss: 0.4719 2024-01-02 23:15:24,301 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:13:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4716, decode.acc_seg: 81.3040, loss: 0.4716 2024-01-02 23:15:29,892 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:13:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5019, decode.acc_seg: 80.1753, loss: 0.5019 2024-01-02 23:15:35,479 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:13:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 81.4363, loss: 0.4692 2024-01-02 23:15:41,072 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:13:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4842, decode.acc_seg: 81.5855, loss: 0.4842 2024-01-02 23:15:46,672 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:12:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4737, decode.acc_seg: 81.6198, loss: 0.4737 2024-01-02 23:15:52,282 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4638, decode.acc_seg: 81.7260, loss: 0.4638 2024-01-02 23:15:57,881 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:12:44, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5065, decode.acc_seg: 80.8312, loss: 0.5065 2024-01-02 23:16:03,470 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:12:38, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4842, decode.acc_seg: 80.8487, loss: 0.4842 2024-01-02 23:16:09,063 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:12:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4628, decode.acc_seg: 81.8778, loss: 0.4628 2024-01-02 23:16:14,653 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:12:27, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4633, decode.acc_seg: 81.6551, loss: 0.4633 2024-01-02 23:16:20,305 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:12:21, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4554, decode.acc_seg: 82.3189, loss: 0.4554 2024-01-02 23:16:25,901 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:12:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4565, decode.acc_seg: 81.7394, loss: 0.4565 2024-01-02 23:16:31,494 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:12:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4690, decode.acc_seg: 81.4662, loss: 0.4690 2024-01-02 23:16:37,087 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:12:03, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4674, decode.acc_seg: 81.6481, loss: 0.4674 2024-01-02 23:16:42,677 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:11:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4563, decode.acc_seg: 81.7896, loss: 0.4563 2024-01-02 23:16:48,265 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4797, decode.acc_seg: 81.2061, loss: 0.4797 2024-01-02 23:16:53,854 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4726, decode.acc_seg: 81.4076, loss: 0.4726 2024-01-02 23:16:59,444 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:11:40, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4783, decode.acc_seg: 81.6643, loss: 0.4783 2024-01-02 23:17:05,026 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:17:05,026 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:11:34, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4636, decode.acc_seg: 81.4015, loss: 0.4636 2024-01-02 23:17:10,617 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:11:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4932, decode.acc_seg: 80.1816, loss: 0.4932 2024-01-02 23:17:16,205 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:11:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4811, decode.acc_seg: 80.7667, loss: 0.4811 2024-01-02 23:17:24,026 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:11:17, time: 0.156, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4700, decode.acc_seg: 81.5453, loss: 0.4700 2024-01-02 23:17:29,612 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:11:11, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4773, decode.acc_seg: 81.3325, loss: 0.4773 2024-01-02 23:17:35,196 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:11:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4688, decode.acc_seg: 80.9299, loss: 0.4688 2024-01-02 23:17:40,787 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:11:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4738, decode.acc_seg: 81.2560, loss: 0.4738 2024-01-02 23:17:46,376 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:54, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4724, decode.acc_seg: 81.3098, loss: 0.4724 2024-01-02 23:17:51,965 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4697, decode.acc_seg: 81.1514, loss: 0.4697 2024-01-02 23:17:57,546 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:42, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4527, decode.acc_seg: 81.3346, loss: 0.4527 2024-01-02 23:18:03,133 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:10:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4704, decode.acc_seg: 81.2059, loss: 0.4704 2024-01-02 23:18:08,720 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:10:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 81.4174, loss: 0.4692 2024-01-02 23:18:14,311 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:10:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4496, decode.acc_seg: 81.8714, loss: 0.4496 2024-01-02 23:18:19,895 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:10:19, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4682, decode.acc_seg: 81.4877, loss: 0.4682 2024-01-02 23:18:25,483 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:10:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4613, decode.acc_seg: 81.6726, loss: 0.4613 2024-01-02 23:18:31,073 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:10:07, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4555, decode.acc_seg: 81.8151, loss: 0.4555 2024-01-02 23:18:36,665 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:10:02, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4635, decode.acc_seg: 81.2792, loss: 0.4635 2024-01-02 23:18:42,256 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:56, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 81.1982, loss: 0.4852 2024-01-02 23:18:47,838 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:50, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4630, decode.acc_seg: 81.9770, loss: 0.4630 2024-01-02 23:18:53,423 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4796, decode.acc_seg: 81.7789, loss: 0.4796 2024-01-02 23:18:59,015 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:18:59,015 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:38, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4670, decode.acc_seg: 81.9157, loss: 0.4670 2024-01-02 23:19:04,605 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:09:32, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4553, decode.acc_seg: 81.6326, loss: 0.4553 2024-01-02 23:19:10,183 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:09:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4665, decode.acc_seg: 81.6607, loss: 0.4665 2024-01-02 23:19:15,769 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:09:21, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4600, decode.acc_seg: 81.6070, loss: 0.4600 2024-01-02 23:19:21,354 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:09:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4758, decode.acc_seg: 81.1955, loss: 0.4758 2024-01-02 23:19:26,936 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:09:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4779, decode.acc_seg: 80.5588, loss: 0.4779 2024-01-02 23:19:32,725 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:09:03, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4863, decode.acc_seg: 81.0477, loss: 0.4863 2024-01-02 23:19:38,310 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4836, decode.acc_seg: 81.5207, loss: 0.4836 2024-01-02 23:19:46,133 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:52, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4625, decode.acc_seg: 81.1849, loss: 0.4625 2024-01-02 23:19:51,711 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4524, decode.acc_seg: 81.7468, loss: 0.4524 2024-01-02 23:19:57,292 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:40, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4658, decode.acc_seg: 81.0457, loss: 0.4658 2024-01-02 23:20:03,058 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:35, time: 0.115, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4807, decode.acc_seg: 81.0922, loss: 0.4807 2024-01-02 23:20:08,644 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:08:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4801, decode.acc_seg: 81.3034, loss: 0.4801 2024-01-02 23:20:14,224 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:08:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4656, decode.acc_seg: 81.6629, loss: 0.4656 2024-01-02 23:20:19,806 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:08:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4881, decode.acc_seg: 80.8446, loss: 0.4881 2024-01-02 23:20:25,386 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:08:11, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4670, decode.acc_seg: 81.6008, loss: 0.4670 2024-01-02 23:20:30,971 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:08:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4824, decode.acc_seg: 81.0616, loss: 0.4824 2024-01-02 23:20:36,565 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:08:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4823, decode.acc_seg: 81.3026, loss: 0.4823 2024-01-02 23:20:42,144 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4828, decode.acc_seg: 80.8650, loss: 0.4828 2024-01-02 23:20:47,726 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:48, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4896, decode.acc_seg: 81.1940, loss: 0.4896 2024-01-02 23:20:53,311 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:20:53,312 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:42, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4574, decode.acc_seg: 81.8257, loss: 0.4574 2024-01-02 23:20:58,896 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:37, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4664, decode.acc_seg: 81.6552, loss: 0.4664 2024-01-02 23:21:04,479 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4568, decode.acc_seg: 82.2752, loss: 0.4568 2024-01-02 23:21:10,065 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:07:25, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4748, decode.acc_seg: 80.6180, loss: 0.4748 2024-01-02 23:21:15,647 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:07:19, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4674, decode.acc_seg: 81.6834, loss: 0.4674 2024-01-02 23:21:21,236 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:07:13, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.0763, loss: 0.4736 2024-01-02 23:21:26,816 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:07:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4605, decode.acc_seg: 81.7761, loss: 0.4605 2024-01-02 23:21:32,399 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:07:02, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4497, decode.acc_seg: 82.5686, loss: 0.4497 2024-01-02 23:21:37,979 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4637, decode.acc_seg: 81.8958, loss: 0.4637 2024-01-02 23:21:43,562 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:50, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4586, decode.acc_seg: 81.4272, loss: 0.4586 2024-01-02 23:21:49,143 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:44, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4873, decode.acc_seg: 80.9558, loss: 0.4873 2024-01-02 23:21:54,728 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:38, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4896, decode.acc_seg: 81.0170, loss: 0.4896 2024-01-02 23:22:00,306 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4592, decode.acc_seg: 82.0629, loss: 0.4592 2024-01-02 23:22:08,063 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:27, time: 0.155, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4638, decode.acc_seg: 81.3322, loss: 0.4638 2024-01-02 23:22:13,636 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:06:21, time: 0.111, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4547, decode.acc_seg: 82.0914, loss: 0.4547 2024-01-02 23:22:19,213 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:06:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4871, decode.acc_seg: 80.5343, loss: 0.4871 2024-01-02 23:22:24,798 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:06:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4742, decode.acc_seg: 81.7175, loss: 0.4742 2024-01-02 23:22:30,379 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:06:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4585, decode.acc_seg: 81.9067, loss: 0.4585 2024-01-02 23:22:35,959 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:58, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4562, decode.acc_seg: 82.4604, loss: 0.4562 2024-01-02 23:22:41,539 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:52, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4532, decode.acc_seg: 82.1378, loss: 0.4532 2024-01-02 23:22:47,121 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:22:47,121 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:46, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4719, decode.acc_seg: 81.3885, loss: 0.4719 2024-01-02 23:22:52,708 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:41, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4597, decode.acc_seg: 81.6640, loss: 0.4597 2024-01-02 23:22:58,290 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4700, decode.acc_seg: 81.6746, loss: 0.4700 2024-01-02 23:23:03,870 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:29, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4290, decode.acc_seg: 82.6354, loss: 0.4290 2024-01-02 23:23:09,453 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:23, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4732, decode.acc_seg: 81.3348, loss: 0.4732 2024-01-02 23:23:15,035 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:05:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4514, decode.acc_seg: 81.4333, loss: 0.4514 2024-01-02 23:23:20,615 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:05:12, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.2761, loss: 0.4736 2024-01-02 23:23:26,227 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:05:06, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4534, decode.acc_seg: 81.9271, loss: 0.4534 2024-01-02 23:23:31,806 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:05:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4789, decode.acc_seg: 81.1021, loss: 0.4789 2024-01-02 23:23:37,394 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:54, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4639, decode.acc_seg: 81.8260, loss: 0.4639 2024-01-02 23:23:42,979 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:49, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4513, decode.acc_seg: 82.0073, loss: 0.4513 2024-01-02 23:23:48,572 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:43, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4659, decode.acc_seg: 81.9661, loss: 0.4659 2024-01-02 23:23:54,161 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4903, decode.acc_seg: 80.4295, loss: 0.4903 2024-01-02 23:23:59,744 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:31, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4870, decode.acc_seg: 80.7872, loss: 0.4870 2024-01-02 23:24:05,382 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:25, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4916, decode.acc_seg: 81.0750, loss: 0.4916 2024-01-02 23:24:10,965 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:20, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4708, decode.acc_seg: 81.3656, loss: 0.4708 2024-01-02 23:24:16,559 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:04:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4822, decode.acc_seg: 81.3309, loss: 0.4822 2024-01-02 23:24:22,142 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:04:08, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4722, decode.acc_seg: 80.7954, loss: 0.4722 2024-01-02 23:24:29,984 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:04:02, time: 0.157, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4486, decode.acc_seg: 82.0796, loss: 0.4486 2024-01-02 23:24:35,569 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4602, decode.acc_seg: 81.3984, loss: 0.4602 2024-01-02 23:24:41,153 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:24:41,154 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4642, decode.acc_seg: 81.6461, loss: 0.4642 2024-01-02 23:24:46,738 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:45, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4639, decode.acc_seg: 81.5843, loss: 0.4639 2024-01-02 23:24:52,323 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4750, decode.acc_seg: 81.3690, loss: 0.4750 2024-01-02 23:24:57,907 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:33, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4829, decode.acc_seg: 81.1984, loss: 0.4829 2024-01-02 23:25:03,495 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:28, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4707, decode.acc_seg: 81.5545, loss: 0.4707 2024-01-02 23:25:09,081 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4804, decode.acc_seg: 81.4321, loss: 0.4804 2024-01-02 23:25:14,664 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4765, decode.acc_seg: 81.4126, loss: 0.4765 2024-01-02 23:25:20,252 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:03:10, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4396, decode.acc_seg: 82.2883, loss: 0.4396 2024-01-02 23:25:25,843 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:03:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4660, decode.acc_seg: 81.7107, loss: 0.4660 2024-01-02 23:25:31,436 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:59, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4652, decode.acc_seg: 81.7594, loss: 0.4652 2024-01-02 23:25:37,024 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4632, decode.acc_seg: 81.8397, loss: 0.4632 2024-01-02 23:25:42,613 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:47, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4564, decode.acc_seg: 81.5242, loss: 0.4564 2024-01-02 23:25:48,203 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4705, decode.acc_seg: 81.4951, loss: 0.4705 2024-01-02 23:25:53,795 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:35, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4590, decode.acc_seg: 82.0630, loss: 0.4590 2024-01-02 23:25:59,384 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:30, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4602, decode.acc_seg: 81.7860, loss: 0.4602 2024-01-02 23:26:04,971 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4398, decode.acc_seg: 82.8645, loss: 0.4398 2024-01-02 23:26:10,557 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:18, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4745, decode.acc_seg: 81.2628, loss: 0.4745 2024-01-02 23:26:16,149 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4599, decode.acc_seg: 82.0984, loss: 0.4599 2024-01-02 23:26:21,736 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:02:07, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 80.7083, loss: 0.4877 2024-01-02 23:26:27,328 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:02:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4597, decode.acc_seg: 81.8560, loss: 0.4597 2024-01-02 23:26:32,923 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:26:32,923 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:55, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4761, decode.acc_seg: 81.0715, loss: 0.4761 2024-01-02 23:26:38,518 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4599, decode.acc_seg: 81.7713, loss: 0.4599 2024-01-02 23:26:44,104 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4671, decode.acc_seg: 81.2597, loss: 0.4671 2024-01-02 23:26:49,696 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:38, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4790, decode.acc_seg: 81.2400, loss: 0.4790 2024-01-02 23:26:57,581 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:32, time: 0.158, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4707, decode.acc_seg: 81.5873, loss: 0.4707 2024-01-02 23:27:03,167 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4620, decode.acc_seg: 81.8719, loss: 0.4620 2024-01-02 23:27:08,755 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4694, decode.acc_seg: 81.7038, loss: 0.4694 2024-01-02 23:27:14,342 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:15, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4646, decode.acc_seg: 81.3388, loss: 0.4646 2024-01-02 23:27:19,933 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:09, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4651, decode.acc_seg: 81.7564, loss: 0.4651 2024-01-02 23:27:25,526 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:01:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4744, decode.acc_seg: 82.0446, loss: 0.4744 2024-01-02 23:27:31,116 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:57, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4489, decode.acc_seg: 82.1666, loss: 0.4489 2024-01-02 23:27:36,709 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:51, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4621, decode.acc_seg: 82.1792, loss: 0.4621 2024-01-02 23:27:42,305 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:46, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4632, decode.acc_seg: 81.7311, loss: 0.4632 2024-01-02 23:27:47,893 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:40, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4370, decode.acc_seg: 82.4717, loss: 0.4370 2024-01-02 23:27:53,486 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:34, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4506, decode.acc_seg: 81.3234, loss: 0.4506 2024-01-02 23:27:59,083 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:28, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4811, decode.acc_seg: 81.2635, loss: 0.4811 2024-01-02 23:28:04,675 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4602, decode.acc_seg: 82.1381, loss: 0.4602 2024-01-02 23:28:10,270 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:17, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4598, decode.acc_seg: 82.2066, loss: 0.4598 2024-01-02 23:28:15,861 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:11, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4394, decode.acc_seg: 82.1267, loss: 0.4394 2024-01-02 23:28:21,454 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4972, decode.acc_seg: 81.0490, loss: 0.4972 2024-01-02 23:28:27,007 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-02 23:28:27,063 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:28:27,064 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.113, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4858, decode.acc_seg: 81.0007, loss: 0.4858 2024-01-02 23:28:43,588 - mmseg - INFO - per class results: 2024-01-02 23:28:43,593 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.41 | 86.25 | | building | 80.68 | 92.03 | | sky | 91.78 | 95.57 | | floor | 78.91 | 90.2 | | tree | 71.43 | 85.83 | | ceiling | 81.38 | 90.99 | | road | 82.63 | 89.97 | | bed | 87.5 | 95.35 | | windowpane | 58.61 | 76.18 | | grass | 65.94 | 81.65 | | cabinet | 59.85 | 72.77 | | sidewalk | 63.87 | 79.93 | | person | 78.87 | 91.33 | | earth | 36.23 | 50.54 | | door | 47.58 | 60.01 | | table | 59.69 | 74.66 | | mountain | 53.64 | 69.21 | | plant | 52.44 | 64.53 | | curtain | 69.83 | 82.0 | | chair | 54.89 | 68.26 | | car | 81.77 | 92.16 | | water | 56.3 | 71.08 | | painting | 65.05 | 82.46 | | sofa | 68.81 | 81.38 | | shelf | 39.49 | 56.2 | | house | 42.34 | 55.09 | | sea | 65.03 | 83.9 | | mirror | 57.14 | 74.34 | | rug | 59.91 | 67.26 | | field | 30.53 | 50.39 | | armchair | 47.18 | 68.43 | | seat | 62.54 | 82.01 | | fence | 43.89 | 54.48 | | desk | 42.81 | 61.77 | | rock | 47.94 | 69.06 | | wardrobe | 50.91 | 66.13 | | lamp | 59.12 | 71.14 | | bathtub | 76.26 | 84.03 | | railing | 37.42 | 51.94 | | cushion | 59.17 | 70.11 | | base | 27.68 | 41.02 | | box | 27.75 | 35.81 | | column | 44.69 | 55.14 | | signboard | 34.32 | 44.26 | | chest of drawers | 39.43 | 56.32 | | counter | 41.09 | 52.8 | | sand | 51.16 | 68.78 | | sink | 72.2 | 79.99 | | skyscraper | 45.15 | 63.66 | | fireplace | 71.31 | 90.76 | | refrigerator | 65.91 | 78.04 | | grandstand | 61.89 | 81.54 | | path | 15.75 | 23.2 | | stairs | 44.42 | 54.84 | | runway | 66.6 | 88.77 | | case | 55.14 | 69.37 | | pool table | 89.73 | 95.76 | | pillow | 56.85 | 64.7 | | screen door | 68.39 | 77.33 | | stairway | 42.87 | 50.95 | | river | 12.37 | 22.99 | | bridge | 44.29 | 54.61 | | bookcase | 30.79 | 43.73 | | blind | 35.06 | 38.94 | | coffee table | 62.45 | 81.63 | | toilet | 79.71 | 89.97 | | flower | 41.1 | 57.3 | | book | 47.47 | 68.62 | | hill | 6.46 | 9.01 | | bench | 55.31 | 64.7 | | countertop | 54.69 | 67.96 | | stove | 71.59 | 79.42 | | palm | 51.41 | 69.84 | | kitchen island | 42.0 | 67.91 | | computer | 73.79 | 88.14 | | swivel chair | 45.92 | 64.02 | | boat | 65.62 | 86.28 | | bar | 50.65 | 60.64 | | arcade machine | 47.32 | 56.08 | | hovel | 30.25 | 32.98 | | bus | 88.83 | 95.3 | | towel | 64.6 | 76.8 | | light | 33.41 | 40.46 | | truck | 43.71 | 57.65 | | tower | 21.66 | 38.44 | | chandelier | 65.07 | 80.87 | | awning | 23.26 | 26.31 | | streetlight | 22.66 | 29.78 | | booth | 36.55 | 41.93 | | television receiver | 67.89 | 78.47 | | airplane | 69.67 | 76.92 | | dirt track | 3.74 | 5.93 | | apparel | 52.14 | 68.15 | | pole | 20.73 | 27.12 | | land | 0.08 | 0.1 | | bannister | 5.86 | 8.66 | | escalator | 44.29 | 54.2 | | ottoman | 41.08 | 60.09 | | bottle | 42.85 | 65.78 | | buffet | 38.9 | 44.61 | | poster | 19.18 | 24.24 | | stage | 14.65 | 27.83 | | van | 38.49 | 49.17 | | ship | 10.74 | 11.86 | | fountain | 24.75 | 25.24 | | conveyer belt | 76.93 | 93.63 | | canopy | 44.66 | 58.48 | | washer | 72.72 | 77.82 | | plaything | 32.65 | 46.02 | | swimming pool | 49.61 | 69.31 | | stool | 35.43 | 52.66 | | barrel | 55.73 | 73.01 | | basket | 30.5 | 49.98 | | waterfall | 50.07 | 55.58 | | tent | 85.75 | 97.35 | | bag | 19.68 | 22.92 | | minibike | 70.69 | 83.19 | | cradle | 80.66 | 96.75 | | oven | 41.94 | 66.13 | | ball | 51.42 | 63.97 | | food | 56.54 | 65.58 | | step | 7.59 | 8.72 | | tank | 53.26 | 59.68 | | trade name | 16.12 | 17.16 | | microwave | 72.97 | 77.59 | | pot | 42.15 | 47.95 | | animal | 61.25 | 66.26 | | bicycle | 54.6 | 69.2 | | lake | 49.42 | 58.65 | | dishwasher | 50.18 | 56.83 | | screen | 51.68 | 75.22 | | blanket | 21.11 | 25.42 | | sculpture | 65.27 | 80.57 | | hood | 60.25 | 69.23 | | sconce | 38.38 | 49.53 | | vase | 38.26 | 56.6 | | traffic light | 31.82 | 49.4 | | tray | 9.47 | 12.45 | | ashcan | 39.11 | 50.42 | | fan | 53.44 | 69.1 | | pier | 32.81 | 36.78 | | crt screen | 5.54 | 14.1 | | plate | 53.31 | 65.79 | | monitor | 9.45 | 10.37 | | bulletin board | 47.09 | 54.07 | | shower | 2.12 | 3.62 | | radiator | 57.45 | 66.2 | | glass | 19.61 | 20.97 | | clock | 34.83 | 44.42 | | flag | 56.82 | 63.69 | +---------------------+-------+-------+ 2024-01-02 23:28:43,593 - mmseg - INFO - Summary: 2024-01-02 23:28:43,593 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.89 | 48.66 | 60.24 | +-------+-------+-------+ 2024-01-02 23:28:43,594 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:28:43,594 - mmseg - INFO - Iter(val) [250] aAcc: 0.8189, mIoU: 0.4866, mAcc: 0.6024, IoU.wall: 0.7441, IoU.building: 0.8068, IoU.sky: 0.9178, IoU.floor: 0.7891, IoU.tree: 0.7143, IoU.ceiling: 0.8138, IoU.road: 0.8263, IoU.bed : 0.8750, IoU.windowpane: 0.5861, IoU.grass: 0.6594, IoU.cabinet: 0.5985, IoU.sidewalk: 0.6387, IoU.person: 0.7887, IoU.earth: 0.3623, IoU.door: 0.4758, IoU.table: 0.5969, IoU.mountain: 0.5364, IoU.plant: 0.5244, IoU.curtain: 0.6983, IoU.chair: 0.5489, IoU.car: 0.8177, IoU.water: 0.5630, IoU.painting: 0.6505, IoU.sofa: 0.6881, IoU.shelf: 0.3949, IoU.house: 0.4234, IoU.sea: 0.6503, IoU.mirror: 0.5714, IoU.rug: 0.5991, IoU.field: 0.3053, IoU.armchair: 0.4718, IoU.seat: 0.6254, IoU.fence: 0.4389, IoU.desk: 0.4281, IoU.rock: 0.4794, IoU.wardrobe: 0.5091, IoU.lamp: 0.5912, IoU.bathtub: 0.7626, IoU.railing: 0.3742, IoU.cushion: 0.5917, IoU.base: 0.2768, IoU.box: 0.2775, IoU.column: 0.4469, IoU.signboard: 0.3432, IoU.chest of drawers: 0.3943, IoU.counter: 0.4109, IoU.sand: 0.5116, IoU.sink: 0.7220, IoU.skyscraper: 0.4515, IoU.fireplace: 0.7131, IoU.refrigerator: 0.6591, IoU.grandstand: 0.6189, IoU.path: 0.1575, IoU.stairs: 0.4442, IoU.runway: 0.6660, IoU.case: 0.5514, IoU.pool table: 0.8973, IoU.pillow: 0.5685, IoU.screen door: 0.6839, IoU.stairway: 0.4287, IoU.river: 0.1237, IoU.bridge: 0.4429, IoU.bookcase: 0.3079, IoU.blind: 0.3506, IoU.coffee table: 0.6245, IoU.toilet: 0.7971, IoU.flower: 0.4110, IoU.book: 0.4747, IoU.hill: 0.0646, IoU.bench: 0.5531, IoU.countertop: 0.5469, IoU.stove: 0.7159, IoU.palm: 0.5141, IoU.kitchen island: 0.4200, IoU.computer: 0.7379, IoU.swivel chair: 0.4592, IoU.boat: 0.6562, IoU.bar: 0.5065, IoU.arcade machine: 0.4732, IoU.hovel: 0.3025, IoU.bus: 0.8883, IoU.towel: 0.6460, IoU.light: 0.3341, IoU.truck: 0.4371, IoU.tower: 0.2166, IoU.chandelier: 0.6507, IoU.awning: 0.2326, IoU.streetlight: 0.2266, IoU.booth: 0.3655, IoU.television receiver: 0.6789, IoU.airplane: 0.6967, IoU.dirt track: 0.0374, IoU.apparel: 0.5214, IoU.pole: 0.2073, IoU.land: 0.0008, IoU.bannister: 0.0586, IoU.escalator: 0.4429, IoU.ottoman: 0.4108, IoU.bottle: 0.4285, IoU.buffet: 0.3890, IoU.poster: 0.1918, IoU.stage: 0.1465, IoU.van: 0.3849, IoU.ship: 0.1074, IoU.fountain: 0.2475, IoU.conveyer belt: 0.7693, IoU.canopy: 0.4466, IoU.washer: 0.7272, IoU.plaything: 0.3265, IoU.swimming pool: 0.4961, IoU.stool: 0.3543, IoU.barrel: 0.5573, IoU.basket: 0.3050, IoU.waterfall: 0.5007, IoU.tent: 0.8575, IoU.bag: 0.1968, IoU.minibike: 0.7069, IoU.cradle: 0.8066, IoU.oven: 0.4194, IoU.ball: 0.5142, IoU.food: 0.5654, IoU.step: 0.0759, IoU.tank: 0.5326, IoU.trade name: 0.1612, IoU.microwave: 0.7297, IoU.pot: 0.4215, IoU.animal: 0.6125, IoU.bicycle: 0.5460, IoU.lake: 0.4942, IoU.dishwasher: 0.5018, IoU.screen: 0.5168, IoU.blanket: 0.2111, IoU.sculpture: 0.6527, IoU.hood: 0.6025, IoU.sconce: 0.3838, IoU.vase: 0.3826, IoU.traffic light: 0.3182, IoU.tray: 0.0947, IoU.ashcan: 0.3911, IoU.fan: 0.5344, IoU.pier: 0.3281, IoU.crt screen: 0.0554, IoU.plate: 0.5331, IoU.monitor: 0.0945, IoU.bulletin board: 0.4709, IoU.shower: 0.0212, IoU.radiator: 0.5745, IoU.glass: 0.1961, IoU.clock: 0.3483, IoU.flag: 0.5682, Acc.wall: 0.8625, Acc.building: 0.9203, Acc.sky: 0.9557, Acc.floor: 0.9020, Acc.tree: 0.8583, Acc.ceiling: 0.9099, Acc.road: 0.8997, Acc.bed : 0.9535, Acc.windowpane: 0.7618, Acc.grass: 0.8165, Acc.cabinet: 0.7277, Acc.sidewalk: 0.7993, Acc.person: 0.9133, Acc.earth: 0.5054, Acc.door: 0.6001, Acc.table: 0.7466, Acc.mountain: 0.6921, Acc.plant: 0.6453, Acc.curtain: 0.8200, Acc.chair: 0.6826, Acc.car: 0.9216, Acc.water: 0.7108, Acc.painting: 0.8246, Acc.sofa: 0.8138, Acc.shelf: 0.5620, Acc.house: 0.5509, Acc.sea: 0.8390, Acc.mirror: 0.7434, Acc.rug: 0.6726, Acc.field: 0.5039, Acc.armchair: 0.6843, Acc.seat: 0.8201, Acc.fence: 0.5448, Acc.desk: 0.6177, Acc.rock: 0.6906, Acc.wardrobe: 0.6613, Acc.lamp: 0.7114, Acc.bathtub: 0.8403, Acc.railing: 0.5194, Acc.cushion: 0.7011, Acc.base: 0.4102, Acc.box: 0.3581, Acc.column: 0.5514, Acc.signboard: 0.4426, Acc.chest of drawers: 0.5632, Acc.counter: 0.5280, Acc.sand: 0.6878, Acc.sink: 0.7999, Acc.skyscraper: 0.6366, Acc.fireplace: 0.9076, Acc.refrigerator: 0.7804, Acc.grandstand: 0.8154, Acc.path: 0.2320, Acc.stairs: 0.5484, Acc.runway: 0.8877, Acc.case: 0.6937, Acc.pool table: 0.9576, Acc.pillow: 0.6470, Acc.screen door: 0.7733, Acc.stairway: 0.5095, Acc.river: 0.2299, Acc.bridge: 0.5461, Acc.bookcase: 0.4373, Acc.blind: 0.3894, Acc.coffee table: 0.8163, Acc.toilet: 0.8997, Acc.flower: 0.5730, Acc.book: 0.6862, Acc.hill: 0.0901, Acc.bench: 0.6470, Acc.countertop: 0.6796, Acc.stove: 0.7942, Acc.palm: 0.6984, Acc.kitchen island: 0.6791, Acc.computer: 0.8814, Acc.swivel chair: 0.6402, Acc.boat: 0.8628, Acc.bar: 0.6064, Acc.arcade machine: 0.5608, Acc.hovel: 0.3298, Acc.bus: 0.9530, Acc.towel: 0.7680, Acc.light: 0.4046, Acc.truck: 0.5765, Acc.tower: 0.3844, Acc.chandelier: 0.8087, Acc.awning: 0.2631, Acc.streetlight: 0.2978, Acc.booth: 0.4193, Acc.television receiver: 0.7847, Acc.airplane: 0.7692, Acc.dirt track: 0.0593, Acc.apparel: 0.6815, Acc.pole: 0.2712, Acc.land: 0.0010, Acc.bannister: 0.0866, Acc.escalator: 0.5420, Acc.ottoman: 0.6009, Acc.bottle: 0.6578, Acc.buffet: 0.4461, Acc.poster: 0.2424, Acc.stage: 0.2783, Acc.van: 0.4917, Acc.ship: 0.1186, Acc.fountain: 0.2524, Acc.conveyer belt: 0.9363, Acc.canopy: 0.5848, Acc.washer: 0.7782, Acc.plaything: 0.4602, Acc.swimming pool: 0.6931, Acc.stool: 0.5266, Acc.barrel: 0.7301, Acc.basket: 0.4998, Acc.waterfall: 0.5558, Acc.tent: 0.9735, Acc.bag: 0.2292, Acc.minibike: 0.8319, Acc.cradle: 0.9675, Acc.oven: 0.6613, Acc.ball: 0.6397, Acc.food: 0.6558, Acc.step: 0.0872, Acc.tank: 0.5968, Acc.trade name: 0.1716, Acc.microwave: 0.7759, Acc.pot: 0.4795, Acc.animal: 0.6626, Acc.bicycle: 0.6920, Acc.lake: 0.5865, Acc.dishwasher: 0.5683, Acc.screen: 0.7522, Acc.blanket: 0.2542, Acc.sculpture: 0.8057, Acc.hood: 0.6923, Acc.sconce: 0.4953, Acc.vase: 0.5660, Acc.traffic light: 0.4940, Acc.tray: 0.1245, Acc.ashcan: 0.5042, Acc.fan: 0.6910, Acc.pier: 0.3678, Acc.crt screen: 0.1410, Acc.plate: 0.6579, Acc.monitor: 0.1037, Acc.bulletin board: 0.5407, Acc.shower: 0.0362, Acc.radiator: 0.6620, Acc.glass: 0.2097, Acc.clock: 0.4442, Acc.flag: 0.6369