2024-01-02 22:07:17,688 - mmseg - INFO - Multi-processing start method is `None` 2024-01-02 22:07:17,697 - mmseg - INFO - OpenCV num_threads is `112 2024-01-02 22:07:17,697 - mmseg - INFO - OMP num threads is 1 2024-01-02 22:07:17,786 - 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 22:07:17,786 - mmseg - INFO - Distributed training: True 2024-01-02 22:07:17,786 - 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_reg4_dinov2.lvd142m'} 2024-01-02 22:07:20,847 - mmseg - INFO - Set random seed to 1530176323, deterministic: False 2024-01-02 22:07:23,378 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.reg_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 22:07:23,379 - mmseg - INFO - pos_embed loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-02 22:07:23,380 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-02 22:07:23,399 - 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 22:07:23,404 - 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 22:07:23,644 - mmseg - INFO - Loaded 20210 images 2024-01-02 22:07:26,954 - mmseg - INFO - Loaded 2000 images 2024-01-02 22:07:26,955 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch14_reg4_dinov2.lvd142m 2024-01-02 22:07:26,956 - 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 22:07:26,956 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-02 22:07:26,958 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/vit_base_patch14_reg4_dinov2.lvd142m by HardDiskBackend. 2024-01-02 22:07:58,363 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 2:11:09, time: 0.197, data_time: 0.006, memory: 4201, decode.loss_ce: 4.0812, decode.acc_seg: 1.8250, loss: 4.0812 2024-01-02 22:08:04,118 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:43:45, time: 0.115, data_time: 0.003, memory: 4201, decode.loss_ce: 3.8522, decode.acc_seg: 12.9033, loss: 3.8522 2024-01-02 22:08:09,691 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:33:45, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 3.5369, decode.acc_seg: 45.2317, loss: 3.5369 2024-01-02 22:08:15,255 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:28:41, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 3.0282, decode.acc_seg: 59.7411, loss: 3.0282 2024-01-02 22:08:20,728 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:25:22, time: 0.109, data_time: 0.003, memory: 4201, decode.loss_ce: 2.3641, decode.acc_seg: 67.3689, loss: 2.3641 2024-01-02 22:08:26,184 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:23:04, time: 0.109, data_time: 0.003, memory: 4201, decode.loss_ce: 1.8352, decode.acc_seg: 67.5988, loss: 1.8352 2024-01-02 22:08:31,664 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:21:28, time: 0.110, data_time: 0.003, memory: 4201, decode.loss_ce: 1.4633, decode.acc_seg: 68.4238, loss: 1.4633 2024-01-02 22:08:37,193 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:20:19, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 1.1731, decode.acc_seg: 71.6265, loss: 1.1731 2024-01-02 22:08:42,757 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:19:27, time: 0.111, data_time: 0.003, memory: 4201, decode.loss_ce: 1.0328, decode.acc_seg: 71.6293, loss: 1.0328 2024-01-02 22:08:48,355 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:18:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.9543, decode.acc_seg: 72.2529, loss: 0.9543 2024-01-02 22:08:53,956 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:18:13, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.8388, decode.acc_seg: 74.8146, loss: 0.8388 2024-01-02 22:08:59,577 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:17:46, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.8026, decode.acc_seg: 74.4422, loss: 0.8026 2024-01-02 22:09:05,203 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:17:22, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7962, decode.acc_seg: 74.8114, loss: 0.7962 2024-01-02 22:09:10,824 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:17:01, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7667, decode.acc_seg: 75.4533, loss: 0.7667 2024-01-02 22:09:16,454 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:16:42, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7618, decode.acc_seg: 73.9622, loss: 0.7618 2024-01-02 22:09:22,078 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:16:24, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6897, decode.acc_seg: 76.0101, loss: 0.6897 2024-01-02 22:09:27,711 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:16:08, time: 0.113, data_time: 0.004, memory: 4201, decode.loss_ce: 0.7562, decode.acc_seg: 74.4210, loss: 0.7562 2024-01-02 22:09:33,344 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:15:54, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6850, decode.acc_seg: 75.6640, loss: 0.6850 2024-01-02 22:09:38,977 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:15:40, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.7047, decode.acc_seg: 75.3719, loss: 0.7047 2024-01-02 22:09:44,610 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:09:44,610 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:15:27, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6917, decode.acc_seg: 75.8257, loss: 0.6917 2024-01-02 22:09:50,234 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:15:15, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6997, decode.acc_seg: 75.8367, loss: 0.6997 2024-01-02 22:09:55,871 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:15:03, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6751, decode.acc_seg: 76.3530, loss: 0.6751 2024-01-02 22:10:01,502 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:14:52, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6739, decode.acc_seg: 76.3340, loss: 0.6739 2024-01-02 22:10:07,125 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:14:41, time: 0.112, data_time: 0.004, memory: 4201, decode.loss_ce: 0.6656, decode.acc_seg: 76.0444, loss: 0.6656 2024-01-02 22:10:12,755 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:14:31, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6959, decode.acc_seg: 75.1731, loss: 0.6959 2024-01-02 22:10:20,631 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:15:28, time: 0.158, data_time: 0.046, memory: 4201, decode.loss_ce: 0.6461, decode.acc_seg: 77.3828, loss: 0.6461 2024-01-02 22:10:26,265 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:15:16, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6262, decode.acc_seg: 76.7131, loss: 0.6262 2024-01-02 22:10:31,893 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:15:04, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5819, decode.acc_seg: 77.8393, loss: 0.5819 2024-01-02 22:10:37,527 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:14:53, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6578, decode.acc_seg: 75.8839, loss: 0.6578 2024-01-02 22:10:43,161 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:14:42, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6213, decode.acc_seg: 77.4482, loss: 0.6213 2024-01-02 22:10:48,793 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:14:31, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6311, decode.acc_seg: 76.9723, loss: 0.6311 2024-01-02 22:10:54,419 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:14:21, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6105, decode.acc_seg: 77.5664, loss: 0.6105 2024-01-02 22:11:00,051 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:14:11, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6497, decode.acc_seg: 76.1858, loss: 0.6497 2024-01-02 22:11:05,675 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:14:01, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6438, decode.acc_seg: 75.8118, loss: 0.6438 2024-01-02 22:11:11,298 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:13:52, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6523, decode.acc_seg: 76.4942, loss: 0.6523 2024-01-02 22:11:16,918 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:13:42, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5872, decode.acc_seg: 77.9774, loss: 0.5872 2024-01-02 22:11:22,543 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:13:33, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6386, decode.acc_seg: 77.1217, loss: 0.6386 2024-01-02 22:11:28,167 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:13:24, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6036, decode.acc_seg: 77.7006, loss: 0.6036 2024-01-02 22:11:33,799 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:13:15, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6160, decode.acc_seg: 78.1133, loss: 0.6160 2024-01-02 22:11:39,426 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:11:39,426 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:13:07, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6220, decode.acc_seg: 77.6175, loss: 0.6220 2024-01-02 22:11:45,059 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:12:58, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6234, decode.acc_seg: 77.0595, loss: 0.6234 2024-01-02 22:11:50,685 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:12:50, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6485, decode.acc_seg: 76.6618, loss: 0.6485 2024-01-02 22:11:56,312 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:12:42, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6419, decode.acc_seg: 77.2258, loss: 0.6419 2024-01-02 22:12:01,939 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:12:34, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6110, decode.acc_seg: 77.1207, loss: 0.6110 2024-01-02 22:12:07,566 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:12:26, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6103, decode.acc_seg: 77.7138, loss: 0.6103 2024-01-02 22:12:13,190 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:12:18, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6307, decode.acc_seg: 76.7478, loss: 0.6307 2024-01-02 22:12:18,817 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:12:10, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6084, decode.acc_seg: 77.1440, loss: 0.6084 2024-01-02 22:12:24,445 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:12:02, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5673, decode.acc_seg: 78.8484, loss: 0.5673 2024-01-02 22:12:30,069 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:11:55, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6382, decode.acc_seg: 76.7863, loss: 0.6382 2024-01-02 22:12:35,697 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:11:47, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6325, decode.acc_seg: 77.1519, loss: 0.6325 2024-01-02 22:12:43,585 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:12:13, time: 0.158, data_time: 0.046, memory: 4201, decode.loss_ce: 0.6236, decode.acc_seg: 77.2545, loss: 0.6236 2024-01-02 22:12:49,212 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:12:05, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5845, decode.acc_seg: 77.7683, loss: 0.5845 2024-01-02 22:12:54,837 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:11:57, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6117, decode.acc_seg: 77.4746, loss: 0.6117 2024-01-02 22:13:00,463 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:11:49, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5864, decode.acc_seg: 78.1061, loss: 0.5864 2024-01-02 22:13:06,089 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:11:41, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5832, decode.acc_seg: 78.3935, loss: 0.5832 2024-01-02 22:13:11,715 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:11:33, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5744, decode.acc_seg: 78.4319, loss: 0.5744 2024-01-02 22:13:17,345 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:11:26, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6017, decode.acc_seg: 77.4848, loss: 0.6017 2024-01-02 22:13:22,978 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:11:18, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5964, decode.acc_seg: 76.8626, loss: 0.5964 2024-01-02 22:13:28,610 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:11:11, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5743, decode.acc_seg: 77.9997, loss: 0.5743 2024-01-02 22:13:34,232 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:13:34,233 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:11:03, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5730, decode.acc_seg: 78.1431, loss: 0.5730 2024-01-02 22:13:39,860 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:10:56, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5572, decode.acc_seg: 79.0300, loss: 0.5572 2024-01-02 22:13:45,482 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:10:48, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5805, decode.acc_seg: 78.1580, loss: 0.5805 2024-01-02 22:13:51,111 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:10:41, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5619, decode.acc_seg: 78.5093, loss: 0.5619 2024-01-02 22:13:56,737 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:10:34, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5659, decode.acc_seg: 78.5374, loss: 0.5659 2024-01-02 22:14:02,368 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:10:27, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5730, decode.acc_seg: 78.3235, loss: 0.5730 2024-01-02 22:14:07,996 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:10:20, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5864, decode.acc_seg: 78.3619, loss: 0.5864 2024-01-02 22:14:13,626 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:10:13, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5825, decode.acc_seg: 78.3408, loss: 0.5825 2024-01-02 22:14:19,253 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:10:06, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5668, decode.acc_seg: 78.4569, loss: 0.5668 2024-01-02 22:14:24,885 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:09:59, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5680, decode.acc_seg: 78.6598, loss: 0.5680 2024-01-02 22:14:30,516 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:09:52, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5664, decode.acc_seg: 77.9756, loss: 0.5664 2024-01-02 22:14:36,149 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:09:45, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5774, decode.acc_seg: 78.4074, loss: 0.5774 2024-01-02 22:14:41,780 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:09:38, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5750, decode.acc_seg: 78.2459, loss: 0.5750 2024-01-02 22:14:47,407 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:09:31, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5695, decode.acc_seg: 78.7589, loss: 0.5695 2024-01-02 22:14:53,037 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:09:24, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5785, decode.acc_seg: 78.2277, loss: 0.5785 2024-01-02 22:14:58,663 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:09:17, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5868, decode.acc_seg: 77.2474, loss: 0.5868 2024-01-02 22:15:06,527 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:09:32, time: 0.157, data_time: 0.047, memory: 4201, decode.loss_ce: 0.5406, decode.acc_seg: 79.1299, loss: 0.5406 2024-01-02 22:15:12,149 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:09:25, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5765, decode.acc_seg: 78.5874, loss: 0.5765 2024-01-02 22:15:17,772 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:09:18, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5541, decode.acc_seg: 78.6905, loss: 0.5541 2024-01-02 22:15:23,390 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:09:11, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5854, decode.acc_seg: 77.6202, loss: 0.5854 2024-01-02 22:15:29,012 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:15:29,013 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:09:04, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5710, decode.acc_seg: 78.4675, loss: 0.5710 2024-01-02 22:15:34,637 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:08:57, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5542, decode.acc_seg: 78.4966, loss: 0.5542 2024-01-02 22:15:40,263 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:08:50, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5320, decode.acc_seg: 79.1907, loss: 0.5320 2024-01-02 22:15:45,888 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:08:43, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5257, decode.acc_seg: 80.3444, loss: 0.5257 2024-01-02 22:15:51,511 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:08:36, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5601, decode.acc_seg: 78.4830, loss: 0.5601 2024-01-02 22:15:57,146 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:08:30, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5669, decode.acc_seg: 78.5192, loss: 0.5669 2024-01-02 22:16:02,768 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:08:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5449, decode.acc_seg: 78.9490, loss: 0.5449 2024-01-02 22:16:08,397 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:08:16, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5583, decode.acc_seg: 79.1992, loss: 0.5583 2024-01-02 22:16:14,023 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:08:09, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5691, decode.acc_seg: 78.5570, loss: 0.5691 2024-01-02 22:16:19,657 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:08:03, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5697, decode.acc_seg: 78.3313, loss: 0.5697 2024-01-02 22:16:25,284 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:07:56, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5621, decode.acc_seg: 78.7200, loss: 0.5621 2024-01-02 22:16:30,916 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:07:50, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5585, decode.acc_seg: 78.7818, loss: 0.5585 2024-01-02 22:16:36,542 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:07:43, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5528, decode.acc_seg: 79.2509, loss: 0.5528 2024-01-02 22:16:42,417 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:07:38, time: 0.117, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5648, decode.acc_seg: 78.1995, loss: 0.5648 2024-01-02 22:16:48,040 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:07:32, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5258, decode.acc_seg: 79.4280, loss: 0.5258 2024-01-02 22:16:53,665 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:07:25, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5528, decode.acc_seg: 78.7894, loss: 0.5528 2024-01-02 22:16:59,292 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:07:18, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5761, decode.acc_seg: 78.0470, loss: 0.5761 2024-01-02 22:17:04,916 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:07:12, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5533, decode.acc_seg: 79.2254, loss: 0.5533 2024-01-02 22:17:10,541 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:07:05, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5756, decode.acc_seg: 78.4670, loss: 0.5756 2024-01-02 22:17:16,166 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:06:59, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5746, decode.acc_seg: 78.3635, loss: 0.5746 2024-01-02 22:17:21,794 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:17:21,794 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:06:52, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5359, decode.acc_seg: 78.9131, loss: 0.5359 2024-01-02 22:17:27,417 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:06:46, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5557, decode.acc_seg: 78.5011, loss: 0.5557 2024-01-02 22:17:35,283 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:06:55, time: 0.157, data_time: 0.046, memory: 4201, decode.loss_ce: 0.5336, decode.acc_seg: 79.9891, loss: 0.5336 2024-01-02 22:17:40,899 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:06:48, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5437, decode.acc_seg: 79.1654, loss: 0.5437 2024-01-02 22:17:46,517 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:06:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5302, decode.acc_seg: 79.5156, loss: 0.5302 2024-01-02 22:17:52,134 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:06:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5550, decode.acc_seg: 79.1778, loss: 0.5550 2024-01-02 22:17:57,748 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:06:28, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5456, decode.acc_seg: 79.1137, loss: 0.5456 2024-01-02 22:18:03,370 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:06:22, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5592, decode.acc_seg: 78.4241, loss: 0.5592 2024-01-02 22:18:08,984 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:06:15, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5545, decode.acc_seg: 78.6996, loss: 0.5545 2024-01-02 22:18:14,604 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:06:08, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5678, decode.acc_seg: 78.5357, loss: 0.5678 2024-01-02 22:18:20,218 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:06:02, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5454, decode.acc_seg: 79.4930, loss: 0.5454 2024-01-02 22:18:25,839 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:05:55, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5331, decode.acc_seg: 79.6322, loss: 0.5331 2024-01-02 22:18:31,460 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:05:49, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5370, decode.acc_seg: 79.0231, loss: 0.5370 2024-01-02 22:18:37,257 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:05:44, time: 0.116, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5244, decode.acc_seg: 79.5438, loss: 0.5244 2024-01-02 22:18:42,881 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:05:37, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5246, decode.acc_seg: 79.6948, loss: 0.5246 2024-01-02 22:18:48,502 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:05:31, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5339, decode.acc_seg: 79.2483, loss: 0.5339 2024-01-02 22:18:54,121 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:05:24, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5568, decode.acc_seg: 79.5658, loss: 0.5568 2024-01-02 22:18:59,738 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:05:18, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5528, decode.acc_seg: 78.7616, loss: 0.5528 2024-01-02 22:19:05,352 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:05:11, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5460, decode.acc_seg: 78.8420, loss: 0.5460 2024-01-02 22:19:11,167 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:05:06, time: 0.116, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5480, decode.acc_seg: 78.5600, loss: 0.5480 2024-01-02 22:19:16,791 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:19:16,791 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:05:00, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5492, decode.acc_seg: 79.4625, loss: 0.5492 2024-01-02 22:19:22,409 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:04:53, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5817, decode.acc_seg: 78.5117, loss: 0.5817 2024-01-02 22:19:28,031 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 1:04:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5632, decode.acc_seg: 78.1314, loss: 0.5632 2024-01-02 22:19:33,658 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 1:04:41, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5261, decode.acc_seg: 79.5806, loss: 0.5261 2024-01-02 22:19:39,279 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 1:04:34, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5862, decode.acc_seg: 78.5570, loss: 0.5862 2024-01-02 22:19:44,898 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 1:04:28, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5635, decode.acc_seg: 78.9916, loss: 0.5635 2024-01-02 22:19:50,516 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 1:04:22, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5446, decode.acc_seg: 78.5750, loss: 0.5446 2024-01-02 22:19:58,352 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 1:04:27, time: 0.157, data_time: 0.047, memory: 4201, decode.loss_ce: 0.5176, decode.acc_seg: 80.0663, loss: 0.5176 2024-01-02 22:20:03,970 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 1:04:21, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5223, decode.acc_seg: 79.1584, loss: 0.5223 2024-01-02 22:20:09,589 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 1:04:14, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5064, decode.acc_seg: 79.8473, loss: 0.5064 2024-01-02 22:20:15,203 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 1:04:08, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.4979, decode.acc_seg: 80.2070, loss: 0.4979 2024-01-02 22:20:20,818 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 1:04:01, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5320, decode.acc_seg: 79.5458, loss: 0.5320 2024-01-02 22:20:26,436 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 1:03:55, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5263, decode.acc_seg: 79.5347, loss: 0.5263 2024-01-02 22:20:32,060 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 1:03:49, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5397, decode.acc_seg: 78.9279, loss: 0.5397 2024-01-02 22:20:37,681 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 1:03:42, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5251, decode.acc_seg: 79.5196, loss: 0.5251 2024-01-02 22:20:43,515 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 1:03:37, time: 0.117, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5388, decode.acc_seg: 79.4941, loss: 0.5388 2024-01-02 22:20:49,134 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 1:03:31, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5379, decode.acc_seg: 78.7185, loss: 0.5379 2024-01-02 22:20:54,759 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 1:03:24, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5532, decode.acc_seg: 78.3403, loss: 0.5532 2024-01-02 22:21:00,386 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 1:03:18, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5319, decode.acc_seg: 79.9362, loss: 0.5319 2024-01-02 22:21:06,082 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 1:03:12, time: 0.114, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5591, decode.acc_seg: 79.1179, loss: 0.5591 2024-01-02 22:21:11,703 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:21:11,703 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 1:03:06, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5519, decode.acc_seg: 79.3685, loss: 0.5519 2024-01-02 22:21:17,329 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 1:03:00, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5276, decode.acc_seg: 79.3744, loss: 0.5276 2024-01-02 22:21:22,944 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 1:02:53, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5306, decode.acc_seg: 79.2901, loss: 0.5306 2024-01-02 22:21:28,560 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 1:02:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5503, decode.acc_seg: 79.0425, loss: 0.5503 2024-01-02 22:21:34,174 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 1:02:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5505, decode.acc_seg: 79.0281, loss: 0.5505 2024-01-02 22:21:39,793 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 1:02:34, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5409, decode.acc_seg: 79.5880, loss: 0.5409 2024-01-02 22:21:45,419 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 1:02:28, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5402, decode.acc_seg: 78.8962, loss: 0.5402 2024-01-02 22:21:51,043 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 1:02:22, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.6122, decode.acc_seg: 77.3231, loss: 0.6122 2024-01-02 22:21:56,659 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 1:02:16, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5382, decode.acc_seg: 78.9237, loss: 0.5382 2024-01-02 22:22:02,277 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 1:02:10, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5345, decode.acc_seg: 79.6909, loss: 0.5345 2024-01-02 22:22:07,897 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 1:02:03, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5269, decode.acc_seg: 79.4305, loss: 0.5269 2024-01-02 22:22:13,519 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 1:01:57, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5229, decode.acc_seg: 79.2108, loss: 0.5229 2024-01-02 22:22:21,306 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 1:02:00, time: 0.156, data_time: 0.046, memory: 4201, decode.loss_ce: 0.5226, decode.acc_seg: 79.8297, loss: 0.5226 2024-01-02 22:22:26,922 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 1:01:54, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5131, decode.acc_seg: 80.2719, loss: 0.5131 2024-01-02 22:22:32,586 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 1:01:48, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5074, decode.acc_seg: 80.4791, loss: 0.5074 2024-01-02 22:22:38,201 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 1:01:42, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5137, decode.acc_seg: 79.6533, loss: 0.5137 2024-01-02 22:22:43,818 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 1:01:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5174, decode.acc_seg: 79.2879, loss: 0.5174 2024-01-02 22:22:49,434 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 1:01:29, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5474, decode.acc_seg: 79.3958, loss: 0.5474 2024-01-02 22:22:55,170 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 1:01:23, time: 0.115, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5381, decode.acc_seg: 79.3336, loss: 0.5381 2024-01-02 22:23:00,789 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 1:01:17, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5090, decode.acc_seg: 79.8082, loss: 0.5090 2024-01-02 22:23:06,409 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:23:06,410 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 1:01:11, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5583, decode.acc_seg: 78.7617, loss: 0.5583 2024-01-02 22:23:12,031 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 1:01:05, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5441, decode.acc_seg: 79.4442, loss: 0.5441 2024-01-02 22:23:17,658 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 1:00:59, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5372, decode.acc_seg: 79.7284, loss: 0.5372 2024-01-02 22:23:23,284 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 1:00:52, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5342, decode.acc_seg: 79.4827, loss: 0.5342 2024-01-02 22:23:28,897 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 1:00:46, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5321, decode.acc_seg: 79.1175, loss: 0.5321 2024-01-02 22:23:34,731 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 1:00:41, time: 0.117, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5390, decode.acc_seg: 78.5426, loss: 0.5390 2024-01-02 22:23:40,342 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 1:00:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5647, decode.acc_seg: 78.8705, loss: 0.5647 2024-01-02 22:23:45,953 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 1:00:28, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5364, decode.acc_seg: 79.9768, loss: 0.5364 2024-01-02 22:23:51,574 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 1:00:22, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5308, decode.acc_seg: 79.3769, loss: 0.5308 2024-01-02 22:23:57,199 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 1:00:16, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.4921, decode.acc_seg: 80.5244, loss: 0.4921 2024-01-02 22:24:02,810 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 1:00:10, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5424, decode.acc_seg: 79.2293, loss: 0.5424 2024-01-02 22:24:08,427 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 1:00:04, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5173, decode.acc_seg: 79.7268, loss: 0.5173 2024-01-02 22:24:14,050 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:59:58, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5367, decode.acc_seg: 79.2324, loss: 0.5367 2024-01-02 22:24:19,668 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:59:52, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5001, decode.acc_seg: 80.1868, loss: 0.5001 2024-01-02 22:24:25,290 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:59:45, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5241, decode.acc_seg: 79.4258, loss: 0.5241 2024-01-02 22:24:30,902 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:59:39, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5128, decode.acc_seg: 80.3023, loss: 0.5128 2024-01-02 22:24:36,516 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:59:33, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5383, decode.acc_seg: 79.0201, loss: 0.5383 2024-01-02 22:24:44,426 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:59:35, time: 0.158, data_time: 0.047, memory: 4201, decode.loss_ce: 0.5434, decode.acc_seg: 78.7301, loss: 0.5434 2024-01-02 22:24:50,048 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:59:29, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5095, decode.acc_seg: 80.0815, loss: 0.5095 2024-01-02 22:24:55,670 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:59:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5110, decode.acc_seg: 80.3584, loss: 0.5110 2024-01-02 22:25:01,564 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:25:01,564 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:59:18, time: 0.118, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5045, decode.acc_seg: 80.2138, loss: 0.5045 2024-01-02 22:25:07,183 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:59:12, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5069, decode.acc_seg: 79.4206, loss: 0.5069 2024-01-02 22:25:12,818 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:59:05, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5260, decode.acc_seg: 79.5870, loss: 0.5260 2024-01-02 22:25:18,430 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:58:59, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5229, decode.acc_seg: 80.0841, loss: 0.5229 2024-01-02 22:25:24,045 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:58:53, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5229, decode.acc_seg: 79.8995, loss: 0.5229 2024-01-02 22:25:29,660 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:58:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5269, decode.acc_seg: 79.3560, loss: 0.5269 2024-01-02 22:25:35,279 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:58:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5011, decode.acc_seg: 80.1521, loss: 0.5011 2024-01-02 22:25:40,900 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:58:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5409, decode.acc_seg: 79.1650, loss: 0.5409 2024-01-02 22:25:46,609 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:58:29, time: 0.114, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5246, decode.acc_seg: 79.8849, loss: 0.5246 2024-01-02 22:25:52,232 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:58:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5264, decode.acc_seg: 79.5849, loss: 0.5264 2024-01-02 22:25:57,904 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:58:17, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5304, decode.acc_seg: 79.8798, loss: 0.5304 2024-01-02 22:26:03,527 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:58:11, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5109, decode.acc_seg: 79.5286, loss: 0.5109 2024-01-02 22:26:09,150 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:58:05, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5022, decode.acc_seg: 80.7089, loss: 0.5022 2024-01-02 22:26:14,771 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:57:59, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5160, decode.acc_seg: 79.8893, loss: 0.5160 2024-01-02 22:26:20,571 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:57:53, time: 0.116, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5170, decode.acc_seg: 79.6153, loss: 0.5170 2024-01-02 22:26:26,191 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:57:47, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5387, decode.acc_seg: 80.0854, loss: 0.5387 2024-01-02 22:26:31,814 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:57:41, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5392, decode.acc_seg: 79.6106, loss: 0.5392 2024-01-02 22:26:37,429 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:57:35, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5285, decode.acc_seg: 79.6424, loss: 0.5285 2024-01-02 22:26:43,054 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:57:29, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5409, decode.acc_seg: 79.7040, loss: 0.5409 2024-01-02 22:26:48,676 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:57:23, time: 0.112, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5102, decode.acc_seg: 80.5619, loss: 0.5102 2024-01-02 22:26:54,254 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-02 22:26:54,307 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:26:54,307 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:57:17, time: 0.113, data_time: 0.003, memory: 4201, decode.loss_ce: 0.5197, decode.acc_seg: 79.8931, loss: 0.5197 2024-01-02 22:27:34,534 - mmseg - INFO - per class results: 2024-01-02 22:27:34,539 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 73.72 | 83.2 | | building | 79.6 | 91.99 | | sky | 91.16 | 95.98 | | floor | 78.23 | 89.06 | | tree | 70.82 | 82.28 | | ceiling | 80.02 | 91.38 | | road | 81.64 | 88.24 | | bed | 83.38 | 96.68 | | windowpane | 57.9 | 77.24 | | grass | 64.74 | 79.45 | | cabinet | 59.54 | 70.41 | | sidewalk | 60.2 | 84.33 | | person | 78.32 | 90.47 | | earth | 37.28 | 46.65 | | door | 47.78 | 61.1 | | table | 57.04 | 73.5 | | mountain | 57.52 | 72.92 | | plant | 51.6 | 66.31 | | curtain | 69.17 | 81.28 | | chair | 54.77 | 68.56 | | car | 81.3 | 89.31 | | water | 58.89 | 83.36 | | painting | 64.96 | 86.11 | | sofa | 57.76 | 60.67 | | shelf | 39.37 | 60.63 | | house | 24.85 | 29.64 | | sea | 54.29 | 61.77 | | mirror | 57.27 | 70.8 | | rug | 60.94 | 69.77 | | field | 33.93 | 70.71 | | armchair | 42.21 | 79.12 | | seat | 66.25 | 82.95 | | fence | 42.97 | 59.99 | | desk | 39.57 | 63.66 | | rock | 50.55 | 75.35 | | wardrobe | 49.3 | 78.6 | | lamp | 57.38 | 70.94 | | bathtub | 75.23 | 85.06 | | railing | 34.24 | 45.94 | | cushion | 57.36 | 68.25 | | base | 29.62 | 48.15 | | box | 30.06 | 38.47 | | column | 45.84 | 59.2 | | signboard | 35.6 | 51.05 | | chest of drawers | 42.17 | 58.4 | | counter | 33.14 | 64.03 | | sand | 56.21 | 80.91 | | sink | 71.65 | 79.6 | | skyscraper | 42.96 | 64.36 | | fireplace | 71.19 | 86.66 | | refrigerator | 68.75 | 77.52 | | grandstand | 48.96 | 83.85 | | path | 12.34 | 15.87 | | stairs | 40.21 | 54.1 | | runway | 68.68 | 93.7 | | case | 48.73 | 62.28 | | pool table | 89.4 | 93.82 | | pillow | 34.49 | 35.58 | | screen door | 62.39 | 75.06 | | stairway | 41.65 | 45.31 | | river | 25.22 | 41.98 | | bridge | 54.38 | 73.99 | | bookcase | 12.27 | 14.0 | | blind | 32.44 | 37.45 | | coffee table | 61.21 | 83.37 | | toilet | 80.59 | 90.11 | | flower | 37.92 | 53.33 | | book | 46.13 | 74.75 | | hill | 5.32 | 6.39 | | bench | 54.3 | 69.81 | | countertop | 52.06 | 74.27 | | stove | 76.38 | 84.86 | | palm | 47.55 | 65.3 | | kitchen island | 35.39 | 64.75 | | computer | 70.29 | 79.02 | | swivel chair | 43.83 | 57.21 | | boat | 67.53 | 83.92 | | bar | 28.96 | 31.52 | | arcade machine | 63.48 | 70.93 | | hovel | 26.64 | 31.24 | | bus | 87.71 | 96.95 | | towel | 63.6 | 85.12 | | light | 29.96 | 33.29 | | truck | 38.9 | 51.14 | | tower | 16.25 | 26.67 | | chandelier | 64.73 | 75.94 | | awning | 27.5 | 35.63 | | streetlight | 24.04 | 29.36 | | booth | 29.47 | 32.13 | | television receiver | 69.16 | 79.02 | | airplane | 64.1 | 71.38 | | dirt track | 7.26 | 26.53 | | apparel | 48.67 | 76.84 | | pole | 20.04 | 28.63 | | land | 0.99 | 1.72 | | bannister | 20.03 | 27.58 | | escalator | 55.19 | 75.39 | | ottoman | 43.85 | 67.21 | | bottle | 43.28 | 62.71 | | buffet | 46.7 | 65.9 | | poster | 7.96 | 8.28 | | stage | 16.25 | 54.55 | | van | 38.03 | 71.67 | | ship | 13.29 | 14.23 | | fountain | 17.65 | 18.81 | | conveyer belt | 76.42 | 93.35 | | canopy | 34.7 | 43.24 | | washer | 84.95 | 92.03 | | plaything | 32.14 | 39.75 | | swimming pool | 58.47 | 72.87 | | stool | 38.68 | 46.52 | | barrel | 48.3 | 62.89 | | basket | 31.4 | 37.42 | | waterfall | 59.37 | 68.64 | | tent | 89.13 | 94.61 | | bag | 14.39 | 14.99 | | minibike | 63.8 | 76.5 | | cradle | 75.33 | 97.52 | | oven | 49.23 | 63.01 | | ball | 53.42 | 64.41 | | food | 44.81 | 47.91 | | step | 1.51 | 1.67 | | tank | 47.41 | 68.81 | | trade name | 6.27 | 6.33 | | microwave | 81.98 | 90.96 | | pot | 43.26 | 47.53 | | animal | 63.81 | 69.3 | | bicycle | 44.74 | 58.27 | | lake | 46.46 | 49.62 | | dishwasher | 48.69 | 69.67 | | screen | 58.27 | 76.17 | | blanket | 16.54 | 19.12 | | sculpture | 52.18 | 77.58 | | hood | 69.63 | 80.19 | | sconce | 31.09 | 37.99 | | vase | 38.7 | 50.53 | | traffic light | 31.94 | 50.49 | | tray | 12.98 | 16.61 | | ashcan | 42.92 | 53.82 | | fan | 54.1 | 82.93 | | pier | 24.99 | 46.64 | | crt screen | 7.84 | 15.02 | | plate | 55.97 | 71.13 | | monitor | 29.27 | 46.2 | | bulletin board | 49.3 | 66.77 | | shower | 0.29 | 0.34 | | radiator | 57.31 | 64.5 | | glass | 16.36 | 17.52 | | clock | 23.34 | 27.41 | | flag | 56.0 | 63.62 | +---------------------+-------+-------+ 2024-01-02 22:27:34,539 - mmseg - INFO - Summary: 2024-01-02 22:27:34,539 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.09 | 47.61 | 60.66 | +-------+-------+-------+ 2024-01-02 22:27:34,540 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:27:34,540 - mmseg - INFO - Iter(val) [250] aAcc: 0.8109, mIoU: 0.4761, mAcc: 0.6066, IoU.wall: 0.7372, IoU.building: 0.7960, IoU.sky: 0.9116, IoU.floor: 0.7823, IoU.tree: 0.7082, IoU.ceiling: 0.8002, IoU.road: 0.8164, IoU.bed : 0.8338, IoU.windowpane: 0.5790, IoU.grass: 0.6474, IoU.cabinet: 0.5954, IoU.sidewalk: 0.6020, IoU.person: 0.7832, IoU.earth: 0.3728, IoU.door: 0.4778, IoU.table: 0.5704, IoU.mountain: 0.5752, IoU.plant: 0.5160, IoU.curtain: 0.6917, IoU.chair: 0.5477, IoU.car: 0.8130, IoU.water: 0.5889, IoU.painting: 0.6496, IoU.sofa: 0.5776, IoU.shelf: 0.3937, IoU.house: 0.2485, IoU.sea: 0.5429, IoU.mirror: 0.5727, IoU.rug: 0.6094, IoU.field: 0.3393, IoU.armchair: 0.4221, IoU.seat: 0.6625, IoU.fence: 0.4297, IoU.desk: 0.3957, IoU.rock: 0.5055, IoU.wardrobe: 0.4930, IoU.lamp: 0.5738, IoU.bathtub: 0.7523, IoU.railing: 0.3424, IoU.cushion: 0.5736, IoU.base: 0.2962, IoU.box: 0.3006, IoU.column: 0.4584, IoU.signboard: 0.3560, IoU.chest of drawers: 0.4217, IoU.counter: 0.3314, IoU.sand: 0.5621, IoU.sink: 0.7165, IoU.skyscraper: 0.4296, IoU.fireplace: 0.7119, IoU.refrigerator: 0.6875, IoU.grandstand: 0.4896, IoU.path: 0.1234, IoU.stairs: 0.4021, IoU.runway: 0.6868, IoU.case: 0.4873, IoU.pool table: 0.8940, IoU.pillow: 0.3449, IoU.screen door: 0.6239, IoU.stairway: 0.4165, IoU.river: 0.2522, IoU.bridge: 0.5438, IoU.bookcase: 0.1227, IoU.blind: 0.3244, IoU.coffee table: 0.6121, IoU.toilet: 0.8059, IoU.flower: 0.3792, IoU.book: 0.4613, IoU.hill: 0.0532, IoU.bench: 0.5430, IoU.countertop: 0.5206, IoU.stove: 0.7638, IoU.palm: 0.4755, IoU.kitchen island: 0.3539, IoU.computer: 0.7029, IoU.swivel chair: 0.4383, IoU.boat: 0.6753, IoU.bar: 0.2896, IoU.arcade machine: 0.6348, IoU.hovel: 0.2664, IoU.bus: 0.8771, IoU.towel: 0.6360, IoU.light: 0.2996, IoU.truck: 0.3890, IoU.tower: 0.1625, IoU.chandelier: 0.6473, IoU.awning: 0.2750, IoU.streetlight: 0.2404, IoU.booth: 0.2947, IoU.television receiver: 0.6916, IoU.airplane: 0.6410, IoU.dirt track: 0.0726, IoU.apparel: 0.4867, IoU.pole: 0.2004, IoU.land: 0.0099, IoU.bannister: 0.2003, IoU.escalator: 0.5519, IoU.ottoman: 0.4385, IoU.bottle: 0.4328, IoU.buffet: 0.4670, IoU.poster: 0.0796, IoU.stage: 0.1625, IoU.van: 0.3803, IoU.ship: 0.1329, IoU.fountain: 0.1765, IoU.conveyer belt: 0.7642, IoU.canopy: 0.3470, IoU.washer: 0.8495, IoU.plaything: 0.3214, IoU.swimming pool: 0.5847, IoU.stool: 0.3868, IoU.barrel: 0.4830, IoU.basket: 0.3140, IoU.waterfall: 0.5937, IoU.tent: 0.8913, IoU.bag: 0.1439, IoU.minibike: 0.6380, IoU.cradle: 0.7533, IoU.oven: 0.4923, IoU.ball: 0.5342, IoU.food: 0.4481, IoU.step: 0.0151, IoU.tank: 0.4741, IoU.trade name: 0.0627, IoU.microwave: 0.8198, IoU.pot: 0.4326, IoU.animal: 0.6381, IoU.bicycle: 0.4474, IoU.lake: 0.4646, IoU.dishwasher: 0.4869, IoU.screen: 0.5827, IoU.blanket: 0.1654, IoU.sculpture: 0.5218, IoU.hood: 0.6963, IoU.sconce: 0.3109, IoU.vase: 0.3870, IoU.traffic light: 0.3194, IoU.tray: 0.1298, IoU.ashcan: 0.4292, IoU.fan: 0.5410, IoU.pier: 0.2499, IoU.crt screen: 0.0784, IoU.plate: 0.5597, IoU.monitor: 0.2927, IoU.bulletin board: 0.4930, IoU.shower: 0.0029, IoU.radiator: 0.5731, IoU.glass: 0.1636, IoU.clock: 0.2334, IoU.flag: 0.5600, Acc.wall: 0.8320, Acc.building: 0.9199, Acc.sky: 0.9598, Acc.floor: 0.8906, Acc.tree: 0.8228, Acc.ceiling: 0.9138, Acc.road: 0.8824, Acc.bed : 0.9668, Acc.windowpane: 0.7724, Acc.grass: 0.7945, Acc.cabinet: 0.7041, Acc.sidewalk: 0.8433, Acc.person: 0.9047, Acc.earth: 0.4665, Acc.door: 0.6110, Acc.table: 0.7350, Acc.mountain: 0.7292, Acc.plant: 0.6631, Acc.curtain: 0.8128, Acc.chair: 0.6856, Acc.car: 0.8931, Acc.water: 0.8336, Acc.painting: 0.8611, Acc.sofa: 0.6067, Acc.shelf: 0.6063, Acc.house: 0.2964, Acc.sea: 0.6177, Acc.mirror: 0.7080, Acc.rug: 0.6977, Acc.field: 0.7071, Acc.armchair: 0.7912, Acc.seat: 0.8295, Acc.fence: 0.5999, Acc.desk: 0.6366, Acc.rock: 0.7535, Acc.wardrobe: 0.7860, Acc.lamp: 0.7094, Acc.bathtub: 0.8506, Acc.railing: 0.4594, Acc.cushion: 0.6825, Acc.base: 0.4815, Acc.box: 0.3847, Acc.column: 0.5920, Acc.signboard: 0.5105, Acc.chest of drawers: 0.5840, Acc.counter: 0.6403, Acc.sand: 0.8091, Acc.sink: 0.7960, Acc.skyscraper: 0.6436, Acc.fireplace: 0.8666, Acc.refrigerator: 0.7752, Acc.grandstand: 0.8385, Acc.path: 0.1587, Acc.stairs: 0.5410, Acc.runway: 0.9370, Acc.case: 0.6228, Acc.pool table: 0.9382, Acc.pillow: 0.3558, Acc.screen door: 0.7506, Acc.stairway: 0.4531, Acc.river: 0.4198, Acc.bridge: 0.7399, Acc.bookcase: 0.1400, Acc.blind: 0.3745, Acc.coffee table: 0.8337, Acc.toilet: 0.9011, Acc.flower: 0.5333, Acc.book: 0.7475, Acc.hill: 0.0639, Acc.bench: 0.6981, Acc.countertop: 0.7427, Acc.stove: 0.8486, Acc.palm: 0.6530, Acc.kitchen island: 0.6475, Acc.computer: 0.7902, Acc.swivel chair: 0.5721, Acc.boat: 0.8392, Acc.bar: 0.3152, Acc.arcade machine: 0.7093, Acc.hovel: 0.3124, Acc.bus: 0.9695, Acc.towel: 0.8512, Acc.light: 0.3329, Acc.truck: 0.5114, Acc.tower: 0.2667, Acc.chandelier: 0.7594, Acc.awning: 0.3563, Acc.streetlight: 0.2936, Acc.booth: 0.3213, Acc.television receiver: 0.7902, Acc.airplane: 0.7138, Acc.dirt track: 0.2653, Acc.apparel: 0.7684, Acc.pole: 0.2863, Acc.land: 0.0172, Acc.bannister: 0.2758, Acc.escalator: 0.7539, Acc.ottoman: 0.6721, Acc.bottle: 0.6271, Acc.buffet: 0.6590, Acc.poster: 0.0828, Acc.stage: 0.5455, Acc.van: 0.7167, Acc.ship: 0.1423, Acc.fountain: 0.1881, Acc.conveyer belt: 0.9335, Acc.canopy: 0.4324, Acc.washer: 0.9203, Acc.plaything: 0.3975, Acc.swimming pool: 0.7287, Acc.stool: 0.4652, Acc.barrel: 0.6289, Acc.basket: 0.3742, Acc.waterfall: 0.6864, Acc.tent: 0.9461, Acc.bag: 0.1499, Acc.minibike: 0.7650, Acc.cradle: 0.9752, Acc.oven: 0.6301, Acc.ball: 0.6441, Acc.food: 0.4791, Acc.step: 0.0167, Acc.tank: 0.6881, Acc.trade name: 0.0633, Acc.microwave: 0.9096, Acc.pot: 0.4753, Acc.animal: 0.6930, Acc.bicycle: 0.5827, Acc.lake: 0.4962, Acc.dishwasher: 0.6967, Acc.screen: 0.7617, Acc.blanket: 0.1912, Acc.sculpture: 0.7758, Acc.hood: 0.8019, Acc.sconce: 0.3799, Acc.vase: 0.5053, Acc.traffic light: 0.5049, Acc.tray: 0.1661, Acc.ashcan: 0.5382, Acc.fan: 0.8293, Acc.pier: 0.4664, Acc.crt screen: 0.1502, Acc.plate: 0.7113, Acc.monitor: 0.4620, Acc.bulletin board: 0.6677, Acc.shower: 0.0034, Acc.radiator: 0.6450, Acc.glass: 0.1752, Acc.clock: 0.2741, Acc.flag: 0.6362 2024-01-02 22:27:40,158 - mmseg - INFO - Iter 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7.425e-04, eta: 0:58:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5030, decode.acc_seg: 80.3975, loss: 0.5030 2024-01-02 22:28:16,073 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:58:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4989, decode.acc_seg: 80.8351, loss: 0.4989 2024-01-02 22:28:21,691 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:58:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5034, decode.acc_seg: 80.2878, loss: 0.5034 2024-01-02 22:28:27,302 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:58:22, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5146, decode.acc_seg: 79.5749, loss: 0.5146 2024-01-02 22:28:32,919 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:58:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5164, decode.acc_seg: 80.2615, loss: 0.5164 2024-01-02 22:28:38,536 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:58:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5202, decode.acc_seg: 79.8108, loss: 0.5202 2024-01-02 22:28:44,154 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:58:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5286, decode.acc_seg: 79.1590, loss: 0.5286 2024-01-02 22:28:49,781 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:57:55, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5104, decode.acc_seg: 80.0347, loss: 0.5104 2024-01-02 22:28:55,400 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:57:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5445, decode.acc_seg: 78.9837, loss: 0.5445 2024-01-02 22:29:01,196 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:57:42, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5172, decode.acc_seg: 80.0828, loss: 0.5172 2024-01-02 22:29:06,818 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:57:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5195, decode.acc_seg: 79.9549, loss: 0.5195 2024-01-02 22:29:12,428 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:57:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5276, decode.acc_seg: 79.3303, loss: 0.5276 2024-01-02 22:29:18,273 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:57:23, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5470, decode.acc_seg: 79.7044, loss: 0.5470 2024-01-02 22:29:23,886 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:57:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5247, decode.acc_seg: 79.6284, loss: 0.5247 2024-01-02 22:29:29,504 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:29:29,504 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:57:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4949, decode.acc_seg: 80.6097, loss: 0.4949 2024-01-02 22:29:35,120 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:57:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5167, decode.acc_seg: 80.5126, loss: 0.5167 2024-01-02 22:29:40,737 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:56:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5090, decode.acc_seg: 79.5632, loss: 0.5090 2024-01-02 22:29:46,347 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:56:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5029, decode.acc_seg: 80.8256, loss: 0.5029 2024-01-02 22:29:51,965 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:56:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4999, decode.acc_seg: 80.3699, loss: 0.4999 2024-01-02 22:29:57,580 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:56:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5486, decode.acc_seg: 78.7223, loss: 0.5486 2024-01-02 22:30:03,200 - mmseg - INFO - Iter 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7.113e-04, eta: 0:56:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4834, decode.acc_seg: 80.8085, loss: 0.4834 2024-01-02 22:30:39,140 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:55:55, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5020, decode.acc_seg: 80.6266, loss: 0.5020 2024-01-02 22:30:44,761 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:55:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5141, decode.acc_seg: 80.2353, loss: 0.5141 2024-01-02 22:30:50,380 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:55:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5230, decode.acc_seg: 79.7179, loss: 0.5230 2024-01-02 22:30:55,995 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:55:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5059, decode.acc_seg: 80.4354, loss: 0.5059 2024-01-02 22:31:01,619 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:55:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5243, decode.acc_seg: 79.4355, loss: 0.5243 2024-01-02 22:31:07,308 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:55:22, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5218, decode.acc_seg: 79.2053, loss: 0.5218 2024-01-02 22:31:12,926 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:55:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4980, decode.acc_seg: 80.4919, loss: 0.4980 2024-01-02 22:31:18,539 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:55:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5165, decode.acc_seg: 80.0481, loss: 0.5165 2024-01-02 22:31:24,149 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:31:24,149 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:55:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5334, decode.acc_seg: 79.4535, loss: 0.5334 2024-01-02 22:31:29,767 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:54:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5167, decode.acc_seg: 79.6351, loss: 0.5167 2024-01-02 22:31:35,385 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:54:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5288, decode.acc_seg: 79.5649, loss: 0.5288 2024-01-02 22:31:41,021 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:54:43, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5138, decode.acc_seg: 80.6566, loss: 0.5138 2024-01-02 22:31:46,639 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:54:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4962, decode.acc_seg: 80.8221, loss: 0.4962 2024-01-02 22:31:52,247 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:54:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5138, decode.acc_seg: 79.8813, loss: 0.5138 2024-01-02 22:31:58,074 - mmseg 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[12550/40000] lr: 6.863e-04, eta: 0:53:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5210, decode.acc_seg: 79.9178, loss: 0.5210 2024-01-02 22:32:31,761 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:53:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5162, decode.acc_seg: 79.7202, loss: 0.5162 2024-01-02 22:32:39,616 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:53:43, time: 0.157, data_time: 0.045, memory: 4356, decode.loss_ce: 0.5385, decode.acc_seg: 79.1111, loss: 0.5385 2024-01-02 22:32:45,231 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:53:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4975, decode.acc_seg: 80.5225, loss: 0.4975 2024-01-02 22:32:50,846 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:53:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5108, decode.acc_seg: 80.2532, loss: 0.5108 2024-01-02 22:32:56,605 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:53:24, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5236, decode.acc_seg: 79.4240, loss: 0.5236 2024-01-02 22:33:02,225 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:53:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4752, decode.acc_seg: 81.3265, loss: 0.4752 2024-01-02 22:33:07,840 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:53:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5119, decode.acc_seg: 80.0589, loss: 0.5119 2024-01-02 22:33:13,454 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:53:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5140, decode.acc_seg: 80.6061, loss: 0.5140 2024-01-02 22:33:19,065 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:33:19,066 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:52:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5152, decode.acc_seg: 80.1938, loss: 0.5152 2024-01-02 22:33:24,680 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:52:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5360, decode.acc_seg: 79.2523, loss: 0.5360 2024-01-02 22:33:30,300 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:52:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4892, decode.acc_seg: 80.5720, loss: 0.4892 2024-01-02 22:33:35,919 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:52:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4963, decode.acc_seg: 80.2106, loss: 0.4963 2024-01-02 22:33:41,536 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:52:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5039, decode.acc_seg: 80.3164, loss: 0.5039 2024-01-02 22:33:47,149 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:52:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5007, decode.acc_seg: 80.7371, loss: 0.5007 2024-01-02 22:33:52,763 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:52:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5263, decode.acc_seg: 79.2121, loss: 0.5263 2024-01-02 22:33:58,382 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:52:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5187, decode.acc_seg: 80.1145, loss: 0.5187 2024-01-02 22:34:03,995 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:52:07, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5236, decode.acc_seg: 79.3888, loss: 0.5236 2024-01-02 22:34:09,616 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:52:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5238, decode.acc_seg: 79.4189, loss: 0.5238 2024-01-02 22:34:15,228 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:51:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5008, decode.acc_seg: 80.8075, loss: 0.5008 2024-01-02 22:34:21,143 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:51:48, time: 0.118, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5035, decode.acc_seg: 80.0774, loss: 0.5035 2024-01-02 22:34:26,756 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:51:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5053, decode.acc_seg: 80.5337, loss: 0.5053 2024-01-02 22:34:32,375 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:51:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4892, decode.acc_seg: 80.5867, loss: 0.4892 2024-01-02 22:34:37,986 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:51:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5328, decode.acc_seg: 78.9520, loss: 0.5328 2024-01-02 22:34:43,602 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:51:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5345, decode.acc_seg: 79.1387, loss: 0.5345 2024-01-02 22:34:49,220 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:51:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4982, decode.acc_seg: 80.3661, loss: 0.4982 2024-01-02 22:34:54,837 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:51:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5111, decode.acc_seg: 80.3504, loss: 0.5111 2024-01-02 22:35:02,694 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:51:08, time: 0.157, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4847, decode.acc_seg: 80.9266, loss: 0.4847 2024-01-02 22:35:08,310 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:51:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4922, decode.acc_seg: 80.2383, loss: 0.4922 2024-01-02 22:35:14,097 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:35:14,098 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:50:55, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5103, decode.acc_seg: 80.4831, loss: 0.5103 2024-01-02 22:35:19,716 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:50:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4934, decode.acc_seg: 81.0409, loss: 0.4934 2024-01-02 22:35:25,333 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:50:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4965, decode.acc_seg: 80.7217, loss: 0.4965 2024-01-02 22:35:30,959 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:50:36, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4950, decode.acc_seg: 80.6677, loss: 0.4950 2024-01-02 22:35:36,579 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:50:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4854, decode.acc_seg: 80.6539, loss: 0.4854 2024-01-02 22:35:42,193 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:50:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5310, decode.acc_seg: 79.4922, loss: 0.5310 2024-01-02 22:35:47,810 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:50:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4974, decode.acc_seg: 80.3102, loss: 0.4974 2024-01-02 22:35:53,428 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:50:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5414, decode.acc_seg: 79.3014, loss: 0.5414 2024-01-02 22:35:59,049 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:50:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 81.0205, loss: 0.4877 2024-01-02 22:36:04,669 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:49:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5229, decode.acc_seg: 79.5686, loss: 0.5229 2024-01-02 22:36:10,285 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:49:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5038, decode.acc_seg: 79.7634, loss: 0.5038 2024-01-02 22:36:15,900 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:49:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4956, decode.acc_seg: 80.4267, loss: 0.4956 2024-01-02 22:36:21,517 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:49:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4823, decode.acc_seg: 80.7388, loss: 0.4823 2024-01-02 22:36:27,132 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:49:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5015, decode.acc_seg: 80.5417, loss: 0.5015 2024-01-02 22:36:32,747 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:49:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4751, decode.acc_seg: 81.1055, loss: 0.4751 2024-01-02 22:36:38,579 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:49:21, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4879, decode.acc_seg: 80.9631, loss: 0.4879 2024-01-02 22:36:44,194 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:49:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5063, decode.acc_seg: 80.3362, loss: 0.5063 2024-01-02 22:36:49,809 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:49:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5285, decode.acc_seg: 79.1599, loss: 0.5285 2024-01-02 22:36:55,423 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:49:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5016, decode.acc_seg: 80.5610, loss: 0.5016 2024-01-02 22:37:01,250 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:48:56, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5037, decode.acc_seg: 80.5365, loss: 0.5037 2024-01-02 22:37:06,866 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:37:06,866 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:48:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4900, decode.acc_seg: 80.4674, loss: 0.4900 2024-01-02 22:37:12,474 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:48:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5250, decode.acc_seg: 79.2144, loss: 0.5250 2024-01-02 22:37:18,089 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:48:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5382, decode.acc_seg: 79.0310, loss: 0.5382 2024-01-02 22:37:23,707 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:48:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5107, decode.acc_seg: 79.9956, loss: 0.5107 2024-01-02 22:37:31,639 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:48:29, time: 0.159, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 80.7638, loss: 0.4877 2024-01-02 22:37:37,254 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:48:22, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.5139, decode.acc_seg: 80.0467, loss: 0.5139 2024-01-02 22:37:42,871 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:48:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4717, decode.acc_seg: 81.7408, loss: 0.4717 2024-01-02 22:37:48,486 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:48:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4870, decode.acc_seg: 81.2257, loss: 0.4870 2024-01-02 22:37:54,105 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:48:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4943, decode.acc_seg: 80.7374, loss: 0.4943 2024-01-02 22:37:59,720 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:47:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4962, decode.acc_seg: 80.2902, loss: 0.4962 2024-01-02 22:38:05,345 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:47:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4867, decode.acc_seg: 80.6239, loss: 0.4867 2024-01-02 22:38:10,960 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:47:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4888, decode.acc_seg: 81.1121, loss: 0.4888 2024-01-02 22:38:16,580 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:47:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4997, decode.acc_seg: 80.9201, loss: 0.4997 2024-01-02 22:38:22,196 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:47:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5181, decode.acc_seg: 80.1150, loss: 0.5181 2024-01-02 22:38:27,821 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:47:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5103, decode.acc_seg: 80.0805, loss: 0.5103 2024-01-02 22:38:33,441 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:47:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5154, decode.acc_seg: 80.5345, loss: 0.5154 2024-01-02 22:38:39,382 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:47:14, time: 0.119, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4923, decode.acc_seg: 80.7489, loss: 0.4923 2024-01-02 22:38:45,000 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:47:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5129, decode.acc_seg: 79.8961, loss: 0.5129 2024-01-02 22:38:50,618 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:47:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5034, decode.acc_seg: 80.1674, loss: 0.5034 2024-01-02 22:38:56,240 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:46:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5024, decode.acc_seg: 80.4673, loss: 0.5024 2024-01-02 22:39:01,862 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:39:01,862 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:46:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5058, decode.acc_seg: 80.1667, loss: 0.5058 2024-01-02 22:39:07,485 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:46:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4932, decode.acc_seg: 79.9611, loss: 0.4932 2024-01-02 22:39:13,106 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:46:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4982, decode.acc_seg: 80.6180, loss: 0.4982 2024-01-02 22:39:18,734 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:46:31, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5002, decode.acc_seg: 80.4443, loss: 0.5002 2024-01-02 22:39:24,353 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:46:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5242, decode.acc_seg: 79.4313, loss: 0.5242 2024-01-02 22:39:29,974 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:46:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5144, decode.acc_seg: 80.3368, loss: 0.5144 2024-01-02 22:39:35,594 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:46:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5080, decode.acc_seg: 80.5732, loss: 0.5080 2024-01-02 22:39:41,212 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:46:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5520, decode.acc_seg: 78.6927, loss: 0.5520 2024-01-02 22:39:46,833 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:46:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5019, decode.acc_seg: 80.3301, loss: 0.5019 2024-01-02 22:39:54,676 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:45:57, time: 0.157, data_time: 0.045, memory: 4356, decode.loss_ce: 0.5031, decode.acc_seg: 80.3495, loss: 0.5031 2024-01-02 22:40:00,305 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:45:51, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4813, decode.acc_seg: 81.2532, loss: 0.4813 2024-01-02 22:40:05,936 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:45:45, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4671, decode.acc_seg: 81.6523, loss: 0.4671 2024-01-02 22:40:11,712 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:45:39, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5063, decode.acc_seg: 80.0549, loss: 0.5063 2024-01-02 22:40:17,346 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:45:32, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4956, decode.acc_seg: 80.0896, loss: 0.4956 2024-01-02 22:40:22,980 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:45:26, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4811, decode.acc_seg: 81.5270, loss: 0.4811 2024-01-02 22:40:28,613 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:45:20, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5324, decode.acc_seg: 79.4134, loss: 0.5324 2024-01-02 22:40:34,247 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:45:14, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5052, decode.acc_seg: 80.4826, loss: 0.5052 2024-01-02 22:40:39,876 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:45:08, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5067, decode.acc_seg: 79.8905, loss: 0.5067 2024-01-02 22:40:45,506 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:45:02, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5069, decode.acc_seg: 80.5768, loss: 0.5069 2024-01-02 22:40:51,133 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:44:56, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4791, decode.acc_seg: 80.7407, loss: 0.4791 2024-01-02 22:40:57,024 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:40:57,025 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:44:50, time: 0.118, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 81.1334, loss: 0.4852 2024-01-02 22:41:02,642 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:44:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4779, decode.acc_seg: 81.8028, loss: 0.4779 2024-01-02 22:41:08,265 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:44:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5322, decode.acc_seg: 79.1899, loss: 0.5322 2024-01-02 22:41:13,890 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:44:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4862, decode.acc_seg: 80.8110, loss: 0.4862 2024-01-02 22:41:19,514 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:44:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5042, decode.acc_seg: 80.3815, loss: 0.5042 2024-01-02 22:41:25,136 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:44:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5104, decode.acc_seg: 80.0684, loss: 0.5104 2024-01-02 22:41:30,757 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:44:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5169, decode.acc_seg: 79.8932, loss: 0.5169 2024-01-02 22:41:36,531 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:44:07, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4962, decode.acc_seg: 80.6375, loss: 0.4962 2024-01-02 22:41:42,151 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:44:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4919, decode.acc_seg: 80.5063, loss: 0.4919 2024-01-02 22:41:48,007 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:43:55, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4974, decode.acc_seg: 79.9677, loss: 0.4974 2024-01-02 22:41:53,629 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:43:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5002, decode.acc_seg: 80.6645, loss: 0.5002 2024-01-02 22:41:59,421 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:43:43, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5120, decode.acc_seg: 80.1725, loss: 0.5120 2024-01-02 22:42:05,041 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:43:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5180, decode.acc_seg: 79.9277, loss: 0.5180 2024-01-02 22:42:10,659 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:43:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5321, decode.acc_seg: 79.1592, loss: 0.5321 2024-01-02 22:42:18,599 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:43:27, time: 0.159, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4949, decode.acc_seg: 81.2884, loss: 0.4949 2024-01-02 22:42:24,351 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:43:22, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4861, decode.acc_seg: 80.6361, loss: 0.4861 2024-01-02 22:42:30,330 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:43:16, time: 0.120, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4863, decode.acc_seg: 81.1874, loss: 0.4863 2024-01-02 22:42:35,948 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:43:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4584, decode.acc_seg: 81.5243, loss: 0.4584 2024-01-02 22:42:41,571 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:43:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4927, decode.acc_seg: 80.4480, loss: 0.4927 2024-01-02 22:42:47,191 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:42:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 80.7388, loss: 0.4872 2024-01-02 22:42:52,812 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:42:52,812 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:42:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5149, decode.acc_seg: 80.2872, loss: 0.5149 2024-01-02 22:42:58,432 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:42:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4806, decode.acc_seg: 80.9197, loss: 0.4806 2024-01-02 22:43:04,132 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:42:39, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 80.0962, loss: 0.4946 2024-01-02 22:43:09,753 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:42:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5023, decode.acc_seg: 80.1733, loss: 0.5023 2024-01-02 22:43:15,371 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:42:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4659, decode.acc_seg: 81.5716, loss: 0.4659 2024-01-02 22:43:20,990 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:42:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 80.7192, loss: 0.4877 2024-01-02 22:43:26,606 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:42:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5022, decode.acc_seg: 80.0656, loss: 0.5022 2024-01-02 22:43:32,228 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:42:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5006, decode.acc_seg: 80.0451, loss: 0.5006 2024-01-02 22:43:37,837 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:42:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4878, decode.acc_seg: 81.1318, loss: 0.4878 2024-01-02 22:43:43,451 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:41:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4992, decode.acc_seg: 80.4399, loss: 0.4992 2024-01-02 22:43:49,066 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:41:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5191, decode.acc_seg: 79.1348, loss: 0.5191 2024-01-02 22:43:54,683 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:41:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4806, decode.acc_seg: 81.4588, loss: 0.4806 2024-01-02 22:44:00,301 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:41:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5073, decode.acc_seg: 80.6365, loss: 0.5073 2024-01-02 22:44:05,914 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:41:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5009, decode.acc_seg: 80.2248, loss: 0.5009 2024-01-02 22:44:11,533 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:41:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4965, decode.acc_seg: 80.3216, loss: 0.4965 2024-01-02 22:44:17,148 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:41:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5107, decode.acc_seg: 79.8754, loss: 0.5107 2024-01-02 22:44:22,766 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:41:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4997, decode.acc_seg: 80.7094, loss: 0.4997 2024-01-02 22:44:28,385 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:41:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5020, decode.acc_seg: 79.9362, loss: 0.5020 2024-01-02 22:44:33,999 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:41:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4682, decode.acc_seg: 81.4103, loss: 0.4682 2024-01-02 22:44:41,790 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:40:58, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.5212, decode.acc_seg: 79.6712, loss: 0.5212 2024-01-02 22:44:47,412 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:44:47,412 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:40:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4987, decode.acc_seg: 80.3040, loss: 0.4987 2024-01-02 22:44:53,027 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:40:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4628, decode.acc_seg: 81.0066, loss: 0.4628 2024-01-02 22:44:58,650 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:40:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4650, decode.acc_seg: 81.7140, loss: 0.4650 2024-01-02 22:45:04,274 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:40:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4975, decode.acc_seg: 80.8652, loss: 0.4975 2024-01-02 22:45:09,891 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:40:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4764, decode.acc_seg: 81.4015, loss: 0.4764 2024-01-02 22:45:15,503 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:40:22, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4790, decode.acc_seg: 81.2417, loss: 0.4790 2024-01-02 22:45:21,125 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:40:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4633, decode.acc_seg: 81.8645, loss: 0.4633 2024-01-02 22:45:26,748 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:40:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4724, decode.acc_seg: 81.0374, loss: 0.4724 2024-01-02 22:45:32,367 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:40:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5106, decode.acc_seg: 80.0710, loss: 0.5106 2024-01-02 22:45:37,993 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:39:57, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5133, decode.acc_seg: 79.8629, loss: 0.5133 2024-01-02 22:45:43,612 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:39:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4938, decode.acc_seg: 80.6533, loss: 0.4938 2024-01-02 22:45:49,230 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:39:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5215, decode.acc_seg: 79.5636, loss: 0.5215 2024-01-02 22:45:54,851 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:39:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5314, decode.acc_seg: 79.4007, loss: 0.5314 2024-01-02 22:46:00,473 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:39:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5384, decode.acc_seg: 79.6465, loss: 0.5384 2024-01-02 22:46:06,095 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:39:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4902, decode.acc_seg: 80.4635, loss: 0.4902 2024-01-02 22:46:11,715 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:39:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4917, decode.acc_seg: 81.2487, loss: 0.4917 2024-01-02 22:46:17,336 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:39:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5231, decode.acc_seg: 79.6415, loss: 0.5231 2024-01-02 22:46:22,959 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:39:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4982, decode.acc_seg: 80.5118, loss: 0.4982 2024-01-02 22:46:28,579 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:39:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4744, decode.acc_seg: 81.3504, loss: 0.4744 2024-01-02 22:46:34,205 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:38:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4730, decode.acc_seg: 81.8243, loss: 0.4730 2024-01-02 22:46:39,978 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-02 22:46:40,034 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:46:40,034 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:38:51, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4905, decode.acc_seg: 81.0082, loss: 0.4905 2024-01-02 22:46:56,743 - mmseg - INFO - per class results: 2024-01-02 22:46:56,749 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.32 | 85.92 | | building | 79.72 | 92.84 | | sky | 91.4 | 95.86 | | floor | 77.78 | 90.19 | | tree | 69.86 | 84.81 | | ceiling | 80.4 | 90.87 | | road | 81.73 | 89.91 | | bed | 87.37 | 94.9 | | windowpane | 58.03 | 77.5 | | grass | 65.68 | 85.71 | | cabinet | 59.58 | 71.13 | | sidewalk | 61.69 | 80.35 | | person | 78.29 | 90.41 | | earth | 38.63 | 50.99 | | door | 48.97 | 63.15 | | table | 58.88 | 76.03 | | mountain | 57.98 | 70.66 | | plant | 49.14 | 59.53 | | curtain | 66.68 | 74.14 | | chair | 54.31 | 68.45 | | car | 81.34 | 92.71 | | water | 60.39 | 79.68 | | painting | 65.48 | 85.06 | | sofa | 66.24 | 75.42 | | shelf | 39.01 | 55.58 | | house | 38.31 | 50.18 | | sea | 56.73 | 70.29 | | mirror | 58.25 | 66.98 | | rug | 44.34 | 47.3 | | field | 39.25 | 53.55 | | armchair | 44.72 | 75.04 | | seat | 62.05 | 82.62 | | fence | 40.9 | 49.98 | | desk | 43.86 | 63.81 | | rock | 57.76 | 74.89 | | wardrobe | 51.87 | 70.62 | | lamp | 57.84 | 72.59 | | bathtub | 75.43 | 82.08 | | railing | 36.19 | 47.16 | | cushion | 57.57 | 70.65 | | base | 28.5 | 39.32 | | box | 30.23 | 39.56 | | column | 43.75 | 51.15 | | signboard | 36.33 | 47.61 | | chest of drawers | 40.97 | 68.59 | | counter | 34.37 | 50.18 | | sand | 48.0 | 67.29 | | sink | 71.75 | 80.53 | | skyscraper | 44.12 | 61.93 | | fireplace | 70.47 | 83.72 | | refrigerator | 73.08 | 82.08 | | grandstand | 58.13 | 76.7 | | path | 14.28 | 18.07 | | stairs | 42.79 | 52.72 | | runway | 68.13 | 85.77 | | case | 52.1 | 62.48 | | pool table | 89.69 | 95.05 | | pillow | 57.5 | 64.99 | | screen door | 67.55 | 80.84 | | stairway | 42.33 | 48.32 | | river | 25.52 | 35.31 | | bridge | 48.03 | 56.54 | | bookcase | 13.8 | 16.09 | | blind | 24.78 | 26.24 | | coffee table | 60.84 | 80.99 | | toilet | 80.94 | 87.93 | | flower | 41.41 | 53.73 | | book | 44.94 | 78.94 | | hill | 3.03 | 3.91 | | bench | 46.01 | 54.69 | | countertop | 51.07 | 62.99 | | stove | 75.24 | 85.62 | | palm | 46.09 | 73.62 | | kitchen island | 40.31 | 65.02 | | computer | 70.83 | 85.12 | | swivel chair | 36.85 | 45.38 | | boat | 65.22 | 82.82 | | bar | 45.12 | 52.93 | | arcade machine | 68.88 | 75.12 | | hovel | 21.1 | 23.61 | | bus | 89.66 | 95.39 | | towel | 67.82 | 74.33 | | light | 34.07 | 38.97 | | truck | 39.84 | 56.77 | | tower | 8.42 | 12.91 | | chandelier | 64.77 | 75.64 | | awning | 20.94 | 22.8 | | streetlight | 21.1 | 25.85 | | booth | 29.96 | 33.94 | | television receiver | 67.69 | 75.58 | | airplane | 59.27 | 68.62 | | dirt track | 4.55 | 6.08 | | apparel | 48.56 | 74.8 | | pole | 13.32 | 16.41 | | land | 0.01 | 0.01 | | bannister | 19.93 | 28.96 | | escalator | 54.53 | 73.1 | | ottoman | 41.39 | 73.63 | | bottle | 42.05 | 59.12 | | buffet | 36.03 | 41.13 | | poster | 19.49 | 25.96 | | stage | 17.01 | 28.1 | | van | 36.77 | 49.51 | | ship | 27.29 | 32.41 | | fountain | 14.65 | 14.99 | | conveyer belt | 76.21 | 94.0 | | canopy | 41.19 | 56.37 | | washer | 81.85 | 86.53 | | plaything | 30.77 | 37.18 | | swimming pool | 53.52 | 79.74 | | stool | 44.26 | 55.3 | | barrel | 48.58 | 63.58 | | basket | 35.7 | 47.35 | | waterfall | 53.63 | 58.76 | | tent | 75.84 | 97.8 | | bag | 20.15 | 23.43 | | minibike | 66.2 | 82.41 | | cradle | 81.58 | 97.49 | | oven | 52.06 | 66.53 | | ball | 53.39 | 64.06 | | food | 52.94 | 59.98 | | step | 3.37 | 3.65 | | tank | 45.84 | 59.08 | | trade name | 12.73 | 13.15 | | microwave | 78.59 | 81.93 | | pot | 39.47 | 42.81 | | animal | 60.43 | 66.07 | | bicycle | 40.18 | 46.11 | | lake | 48.09 | 62.2 | | dishwasher | 50.27 | 52.17 | | screen | 55.54 | 81.72 | | blanket | 29.12 | 35.93 | | sculpture | 58.71 | 72.24 | | hood | 57.05 | 60.52 | | sconce | 31.81 | 35.85 | | vase | 36.89 | 53.46 | | traffic light | 31.87 | 56.29 | | tray | 10.79 | 12.87 | | ashcan | 41.7 | 52.25 | | fan | 52.24 | 62.59 | | pier | 34.55 | 42.71 | | crt screen | 2.43 | 5.99 | | plate | 56.3 | 71.19 | | monitor | 15.15 | 18.37 | | bulletin board | 48.15 | 66.49 | | shower | 3.26 | 4.13 | | radiator | 57.82 | 65.43 | | glass | 17.67 | 18.86 | | clock | 31.22 | 36.69 | | flag | 58.17 | 63.83 | +---------------------+-------+-------+ 2024-01-02 22:46:56,749 - mmseg - INFO - Summary: 2024-01-02 22:46:56,750 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.61 | 47.99 | 59.22 | +-------+-------+-------+ 2024-01-02 22:46:56,753 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:46:56,753 - mmseg - INFO - Iter(val) [250] aAcc: 0.8161, mIoU: 0.4799, mAcc: 0.5922, IoU.wall: 0.7432, IoU.building: 0.7972, IoU.sky: 0.9140, IoU.floor: 0.7778, IoU.tree: 0.6986, IoU.ceiling: 0.8040, IoU.road: 0.8173, IoU.bed : 0.8737, IoU.windowpane: 0.5803, IoU.grass: 0.6568, IoU.cabinet: 0.5958, IoU.sidewalk: 0.6169, IoU.person: 0.7829, IoU.earth: 0.3863, IoU.door: 0.4897, IoU.table: 0.5888, IoU.mountain: 0.5798, IoU.plant: 0.4914, IoU.curtain: 0.6668, IoU.chair: 0.5431, IoU.car: 0.8134, IoU.water: 0.6039, IoU.painting: 0.6548, IoU.sofa: 0.6624, IoU.shelf: 0.3901, IoU.house: 0.3831, IoU.sea: 0.5673, IoU.mirror: 0.5825, IoU.rug: 0.4434, IoU.field: 0.3925, IoU.armchair: 0.4472, IoU.seat: 0.6205, IoU.fence: 0.4090, IoU.desk: 0.4386, IoU.rock: 0.5776, IoU.wardrobe: 0.5187, IoU.lamp: 0.5784, IoU.bathtub: 0.7543, IoU.railing: 0.3619, IoU.cushion: 0.5757, IoU.base: 0.2850, IoU.box: 0.3023, IoU.column: 0.4375, IoU.signboard: 0.3633, IoU.chest of drawers: 0.4097, IoU.counter: 0.3437, IoU.sand: 0.4800, IoU.sink: 0.7175, IoU.skyscraper: 0.4412, IoU.fireplace: 0.7047, IoU.refrigerator: 0.7308, IoU.grandstand: 0.5813, IoU.path: 0.1428, IoU.stairs: 0.4279, IoU.runway: 0.6813, IoU.case: 0.5210, IoU.pool table: 0.8969, IoU.pillow: 0.5750, IoU.screen door: 0.6755, IoU.stairway: 0.4233, IoU.river: 0.2552, IoU.bridge: 0.4803, IoU.bookcase: 0.1380, IoU.blind: 0.2478, IoU.coffee table: 0.6084, IoU.toilet: 0.8094, IoU.flower: 0.4141, IoU.book: 0.4494, IoU.hill: 0.0303, IoU.bench: 0.4601, IoU.countertop: 0.5107, IoU.stove: 0.7524, IoU.palm: 0.4609, IoU.kitchen island: 0.4031, IoU.computer: 0.7083, IoU.swivel chair: 0.3685, IoU.boat: 0.6522, IoU.bar: 0.4512, IoU.arcade machine: 0.6888, IoU.hovel: 0.2110, IoU.bus: 0.8966, IoU.towel: 0.6782, IoU.light: 0.3407, IoU.truck: 0.3984, IoU.tower: 0.0842, IoU.chandelier: 0.6477, IoU.awning: 0.2094, IoU.streetlight: 0.2110, IoU.booth: 0.2996, IoU.television receiver: 0.6769, IoU.airplane: 0.5927, IoU.dirt track: 0.0455, IoU.apparel: 0.4856, IoU.pole: 0.1332, IoU.land: 0.0001, IoU.bannister: 0.1993, IoU.escalator: 0.5453, IoU.ottoman: 0.4139, IoU.bottle: 0.4205, IoU.buffet: 0.3603, IoU.poster: 0.1949, IoU.stage: 0.1701, IoU.van: 0.3677, IoU.ship: 0.2729, IoU.fountain: 0.1465, IoU.conveyer belt: 0.7621, IoU.canopy: 0.4119, IoU.washer: 0.8185, IoU.plaything: 0.3077, IoU.swimming pool: 0.5352, IoU.stool: 0.4426, IoU.barrel: 0.4858, IoU.basket: 0.3570, IoU.waterfall: 0.5363, IoU.tent: 0.7584, IoU.bag: 0.2015, IoU.minibike: 0.6620, IoU.cradle: 0.8158, IoU.oven: 0.5206, IoU.ball: 0.5339, IoU.food: 0.5294, IoU.step: 0.0337, IoU.tank: 0.4584, IoU.trade name: 0.1273, IoU.microwave: 0.7859, IoU.pot: 0.3947, IoU.animal: 0.6043, IoU.bicycle: 0.4018, IoU.lake: 0.4809, IoU.dishwasher: 0.5027, IoU.screen: 0.5554, IoU.blanket: 0.2912, IoU.sculpture: 0.5871, IoU.hood: 0.5705, IoU.sconce: 0.3181, IoU.vase: 0.3689, IoU.traffic light: 0.3187, IoU.tray: 0.1079, IoU.ashcan: 0.4170, IoU.fan: 0.5224, IoU.pier: 0.3455, IoU.crt screen: 0.0243, IoU.plate: 0.5630, IoU.monitor: 0.1515, IoU.bulletin board: 0.4815, IoU.shower: 0.0326, IoU.radiator: 0.5782, IoU.glass: 0.1767, IoU.clock: 0.3122, IoU.flag: 0.5817, Acc.wall: 0.8592, Acc.building: 0.9284, Acc.sky: 0.9586, Acc.floor: 0.9019, Acc.tree: 0.8481, Acc.ceiling: 0.9087, Acc.road: 0.8991, Acc.bed : 0.9490, Acc.windowpane: 0.7750, Acc.grass: 0.8571, Acc.cabinet: 0.7113, Acc.sidewalk: 0.8035, Acc.person: 0.9041, Acc.earth: 0.5099, Acc.door: 0.6315, Acc.table: 0.7603, Acc.mountain: 0.7066, Acc.plant: 0.5953, Acc.curtain: 0.7414, Acc.chair: 0.6845, Acc.car: 0.9271, Acc.water: 0.7968, Acc.painting: 0.8506, Acc.sofa: 0.7542, Acc.shelf: 0.5558, Acc.house: 0.5018, Acc.sea: 0.7029, Acc.mirror: 0.6698, Acc.rug: 0.4730, Acc.field: 0.5355, Acc.armchair: 0.7504, Acc.seat: 0.8262, Acc.fence: 0.4998, Acc.desk: 0.6381, Acc.rock: 0.7489, Acc.wardrobe: 0.7062, Acc.lamp: 0.7259, Acc.bathtub: 0.8208, Acc.railing: 0.4716, Acc.cushion: 0.7065, Acc.base: 0.3932, Acc.box: 0.3956, Acc.column: 0.5115, Acc.signboard: 0.4761, Acc.chest of drawers: 0.6859, Acc.counter: 0.5018, Acc.sand: 0.6729, Acc.sink: 0.8053, Acc.skyscraper: 0.6193, Acc.fireplace: 0.8372, Acc.refrigerator: 0.8208, Acc.grandstand: 0.7670, Acc.path: 0.1807, Acc.stairs: 0.5272, Acc.runway: 0.8577, Acc.case: 0.6248, Acc.pool table: 0.9505, Acc.pillow: 0.6499, Acc.screen door: 0.8084, Acc.stairway: 0.4832, Acc.river: 0.3531, Acc.bridge: 0.5654, Acc.bookcase: 0.1609, Acc.blind: 0.2624, Acc.coffee table: 0.8099, Acc.toilet: 0.8793, Acc.flower: 0.5373, Acc.book: 0.7894, Acc.hill: 0.0391, Acc.bench: 0.5469, Acc.countertop: 0.6299, Acc.stove: 0.8562, Acc.palm: 0.7362, Acc.kitchen island: 0.6502, Acc.computer: 0.8512, Acc.swivel chair: 0.4538, Acc.boat: 0.8282, Acc.bar: 0.5293, Acc.arcade machine: 0.7512, Acc.hovel: 0.2361, Acc.bus: 0.9539, Acc.towel: 0.7433, Acc.light: 0.3897, Acc.truck: 0.5677, Acc.tower: 0.1291, Acc.chandelier: 0.7564, Acc.awning: 0.2280, Acc.streetlight: 0.2585, Acc.booth: 0.3394, Acc.television receiver: 0.7558, Acc.airplane: 0.6862, Acc.dirt track: 0.0608, Acc.apparel: 0.7480, Acc.pole: 0.1641, Acc.land: 0.0001, Acc.bannister: 0.2896, Acc.escalator: 0.7310, Acc.ottoman: 0.7363, Acc.bottle: 0.5912, Acc.buffet: 0.4113, Acc.poster: 0.2596, Acc.stage: 0.2810, Acc.van: 0.4951, Acc.ship: 0.3241, Acc.fountain: 0.1499, Acc.conveyer belt: 0.9400, Acc.canopy: 0.5637, Acc.washer: 0.8653, Acc.plaything: 0.3718, Acc.swimming pool: 0.7974, Acc.stool: 0.5530, Acc.barrel: 0.6358, Acc.basket: 0.4735, Acc.waterfall: 0.5876, Acc.tent: 0.9780, Acc.bag: 0.2343, Acc.minibike: 0.8241, Acc.cradle: 0.9749, Acc.oven: 0.6653, Acc.ball: 0.6406, Acc.food: 0.5998, Acc.step: 0.0365, Acc.tank: 0.5908, Acc.trade name: 0.1315, Acc.microwave: 0.8193, Acc.pot: 0.4281, Acc.animal: 0.6607, Acc.bicycle: 0.4611, Acc.lake: 0.6220, Acc.dishwasher: 0.5217, Acc.screen: 0.8172, Acc.blanket: 0.3593, Acc.sculpture: 0.7224, Acc.hood: 0.6052, Acc.sconce: 0.3585, Acc.vase: 0.5346, Acc.traffic light: 0.5629, Acc.tray: 0.1287, Acc.ashcan: 0.5225, Acc.fan: 0.6259, Acc.pier: 0.4271, Acc.crt screen: 0.0599, Acc.plate: 0.7119, Acc.monitor: 0.1837, Acc.bulletin board: 0.6649, Acc.shower: 0.0413, Acc.radiator: 0.6543, Acc.glass: 0.1886, Acc.clock: 0.3669, Acc.flag: 0.6383 2024-01-02 22:47:02,376 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:39:02, time: 0.446, data_time: 0.337, memory: 4356, decode.loss_ce: 0.5018, decode.acc_seg: 79.9346, loss: 0.5018 2024-01-02 22:47:07,990 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:38:55, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5073, decode.acc_seg: 79.9013, loss: 0.5073 2024-01-02 22:47:13,599 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:38:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4758, decode.acc_seg: 81.2508, loss: 0.4758 2024-01-02 22:47:19,324 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:38:43, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5029, decode.acc_seg: 80.3221, loss: 0.5029 2024-01-02 22:47:27,111 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:38:39, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4652, decode.acc_seg: 81.5358, loss: 0.4652 2024-01-02 22:47:32,730 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:38:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4799, decode.acc_seg: 81.2892, loss: 0.4799 2024-01-02 22:47:38,346 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:38:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4841, decode.acc_seg: 80.3308, loss: 0.4841 2024-01-02 22:47:43,953 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:38:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4836, decode.acc_seg: 80.6053, loss: 0.4836 2024-01-02 22:47:49,566 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:38:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4709, decode.acc_seg: 81.2507, loss: 0.4709 2024-01-02 22:47:55,181 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:38:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4880, decode.acc_seg: 80.5626, loss: 0.4880 2024-01-02 22:48:00,797 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:38:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4927, decode.acc_seg: 80.2726, loss: 0.4927 2024-01-02 22:48:06,412 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:37:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4914, decode.acc_seg: 80.6132, loss: 0.4914 2024-01-02 22:48:12,038 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:37:50, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4732, decode.acc_seg: 81.4351, loss: 0.4732 2024-01-02 22:48:17,659 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:37:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4795, decode.acc_seg: 81.2318, loss: 0.4795 2024-01-02 22:48:23,281 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:37:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4997, decode.acc_seg: 80.1661, loss: 0.4997 2024-01-02 22:48:28,897 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:37:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5156, decode.acc_seg: 80.5658, loss: 0.5156 2024-01-02 22:48:34,509 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:37:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4766, decode.acc_seg: 80.9459, loss: 0.4766 2024-01-02 22:48:40,126 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:37:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 80.8665, loss: 0.4946 2024-01-02 22:48:45,750 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:37:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5044, decode.acc_seg: 80.4658, loss: 0.5044 2024-01-02 22:48:51,373 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:48:51,374 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:37:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4842, decode.acc_seg: 81.5030, loss: 0.4842 2024-01-02 22:48:56,994 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:37:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4781, decode.acc_seg: 81.2137, loss: 0.4781 2024-01-02 22:49:02,615 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:36:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4998, decode.acc_seg: 80.5442, loss: 0.4998 2024-01-02 22:49:08,454 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:36:50, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4908, decode.acc_seg: 80.9181, loss: 0.4908 2024-01-02 22:49:14,073 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:36:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4850, decode.acc_seg: 80.9417, loss: 0.4850 2024-01-02 22:49:19,685 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:36:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4735, decode.acc_seg: 81.3295, loss: 0.4735 2024-01-02 22:49:25,304 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:36:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5186, decode.acc_seg: 79.6624, loss: 0.5186 2024-01-02 22:49:30,925 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:36:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5036, decode.acc_seg: 80.0443, loss: 0.5036 2024-01-02 22:49:36,553 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:36:19, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4905, decode.acc_seg: 80.6798, loss: 0.4905 2024-01-02 22:49:42,178 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:36:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 80.3835, loss: 0.4946 2024-01-02 22:49:50,437 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:36:09, time: 0.165, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4744, decode.acc_seg: 81.5662, loss: 0.4744 2024-01-02 22:49:56,049 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:36:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4990, decode.acc_seg: 80.4532, loss: 0.4990 2024-01-02 22:50:01,668 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:35:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4754, decode.acc_seg: 80.4002, loss: 0.4754 2024-01-02 22:50:07,290 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:35:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4937, decode.acc_seg: 80.4620, loss: 0.4937 2024-01-02 22:50:12,906 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:35:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4896, decode.acc_seg: 80.4974, loss: 0.4896 2024-01-02 22:50:18,530 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:35:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4686, decode.acc_seg: 81.2731, loss: 0.4686 2024-01-02 22:50:24,213 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:35:33, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4867, decode.acc_seg: 80.7941, loss: 0.4867 2024-01-02 22:50:29,838 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:35:27, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4995, decode.acc_seg: 80.0674, loss: 0.4995 2024-01-02 22:50:35,469 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:35:21, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4798, decode.acc_seg: 81.1534, loss: 0.4798 2024-01-02 22:50:41,095 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:35:15, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4809, decode.acc_seg: 80.9444, loss: 0.4809 2024-01-02 22:50:46,902 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:50:46,902 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:35:09, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4789, decode.acc_seg: 81.3589, loss: 0.4789 2024-01-02 22:50:52,529 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:35:03, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4907, decode.acc_seg: 80.9262, loss: 0.4907 2024-01-02 22:50:58,149 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:34:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5239, decode.acc_seg: 79.4209, loss: 0.5239 2024-01-02 22:51:03,867 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:34:51, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4755, decode.acc_seg: 81.4213, loss: 0.4755 2024-01-02 22:51:09,492 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:34:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4844, decode.acc_seg: 81.2877, loss: 0.4844 2024-01-02 22:51:15,124 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:34:39, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4625, decode.acc_seg: 82.1276, loss: 0.4625 2024-01-02 22:51:20,761 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:34:33, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4935, decode.acc_seg: 80.7660, loss: 0.4935 2024-01-02 22:51:26,388 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:34:27, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4878, decode.acc_seg: 80.1583, loss: 0.4878 2024-01-02 22:51:32,011 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:34:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4901, decode.acc_seg: 80.8671, loss: 0.4901 2024-01-02 22:51:37,643 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:34:15, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4606, decode.acc_seg: 81.7883, loss: 0.4606 2024-01-02 22:51:43,274 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:34:09, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4680, decode.acc_seg: 81.5835, loss: 0.4680 2024-01-02 22:51:48,902 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:34:03, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4769, decode.acc_seg: 80.9498, loss: 0.4769 2024-01-02 22:51:54,531 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:33:57, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4996, decode.acc_seg: 80.4770, loss: 0.4996 2024-01-02 22:52:00,157 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:33:51, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4869, decode.acc_seg: 80.6558, loss: 0.4869 2024-01-02 22:52:05,790 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:33:45, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4812, decode.acc_seg: 81.7342, loss: 0.4812 2024-01-02 22:52:13,660 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:33:40, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4619, decode.acc_seg: 81.6954, loss: 0.4619 2024-01-02 22:52:19,337 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:33:34, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4713, decode.acc_seg: 81.5750, loss: 0.4713 2024-01-02 22:52:24,966 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:33:28, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4774, decode.acc_seg: 81.4340, loss: 0.4774 2024-01-02 22:52:30,595 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:33:22, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4711, decode.acc_seg: 81.4959, loss: 0.4711 2024-01-02 22:52:36,219 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:33:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4661, decode.acc_seg: 81.2529, loss: 0.4661 2024-01-02 22:52:41,845 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:52:41,846 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:33:10, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4855, decode.acc_seg: 80.8288, loss: 0.4855 2024-01-02 22:52:47,474 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:33:04, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4728, decode.acc_seg: 81.3505, loss: 0.4728 2024-01-02 22:52:53,096 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:32:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5011, decode.acc_seg: 80.3842, loss: 0.5011 2024-01-02 22:52:58,722 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:32:52, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4958, decode.acc_seg: 80.2770, loss: 0.4958 2024-01-02 22:53:04,577 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:32:46, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4925, decode.acc_seg: 80.8344, loss: 0.4925 2024-01-02 22:53:10,200 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:32:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4602, decode.acc_seg: 81.6690, loss: 0.4602 2024-01-02 22:53:15,824 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:32:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4767, decode.acc_seg: 81.0848, loss: 0.4767 2024-01-02 22:53:21,445 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:32:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4908, decode.acc_seg: 80.9748, loss: 0.4908 2024-01-02 22:53:27,066 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:32:22, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4857, decode.acc_seg: 81.0844, loss: 0.4857 2024-01-02 22:53:32,686 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:32:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4794, decode.acc_seg: 80.4452, loss: 0.4794 2024-01-02 22:53:38,308 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:32:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5064, decode.acc_seg: 80.3974, loss: 0.5064 2024-01-02 22:53:43,932 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:32:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4883, decode.acc_seg: 80.4921, loss: 0.4883 2024-01-02 22:53:49,554 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:31:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4626, decode.acc_seg: 82.0088, loss: 0.4626 2024-01-02 22:53:55,167 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:31:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4933, decode.acc_seg: 80.4594, loss: 0.4933 2024-01-02 22:54:00,786 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:31:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4877, decode.acc_seg: 81.0884, loss: 0.4877 2024-01-02 22:54:06,409 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:31:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4684, decode.acc_seg: 81.3838, loss: 0.4684 2024-01-02 22:54:12,030 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:31:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4957, decode.acc_seg: 80.2729, loss: 0.4957 2024-01-02 22:54:17,650 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:31:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4884, decode.acc_seg: 81.3557, loss: 0.4884 2024-01-02 22:54:23,274 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:31:22, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5141, decode.acc_seg: 79.8560, loss: 0.5141 2024-01-02 22:54:29,036 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:31:16, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4493, decode.acc_seg: 81.6420, loss: 0.4493 2024-01-02 22:54:36,851 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:54:36,851 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:31:12, time: 0.156, data_time: 0.046, memory: 4356, decode.loss_ce: 0.5019, decode.acc_seg: 80.1440, loss: 0.5019 2024-01-02 22:54:42,640 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:31:06, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4976, decode.acc_seg: 80.7923, loss: 0.4976 2024-01-02 22:54:48,263 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:31:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4627, decode.acc_seg: 81.1678, loss: 0.4627 2024-01-02 22:54:53,890 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:30:54, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4828, decode.acc_seg: 80.4846, loss: 0.4828 2024-01-02 22:54:59,516 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:30:48, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4673, decode.acc_seg: 81.3392, loss: 0.4673 2024-01-02 22:55:05,146 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:30:42, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4912, decode.acc_seg: 80.8504, loss: 0.4912 2024-01-02 22:55:10,773 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:30:36, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4676, decode.acc_seg: 81.4705, loss: 0.4676 2024-01-02 22:55:16,399 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:30:30, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4815, decode.acc_seg: 80.8627, loss: 0.4815 2024-01-02 22:55:22,024 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:30:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4730, decode.acc_seg: 80.9638, loss: 0.4730 2024-01-02 22:55:27,652 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:30:18, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4822, decode.acc_seg: 81.4752, loss: 0.4822 2024-01-02 22:55:33,327 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:30:12, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4840, decode.acc_seg: 81.4777, loss: 0.4840 2024-01-02 22:55:38,953 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:30:06, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4871, decode.acc_seg: 80.5179, loss: 0.4871 2024-01-02 22:55:44,582 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:30:00, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 80.5873, loss: 0.4872 2024-01-02 22:55:50,206 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:29:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4797, decode.acc_seg: 81.3852, loss: 0.4797 2024-01-02 22:55:55,835 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:29:48, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4876, decode.acc_seg: 80.9430, loss: 0.4876 2024-01-02 22:56:01,461 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:29:42, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4755, decode.acc_seg: 81.3256, loss: 0.4755 2024-01-02 22:56:07,085 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:29:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4965, decode.acc_seg: 80.6482, loss: 0.4965 2024-01-02 22:56:12,704 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:29:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5018, decode.acc_seg: 80.4892, loss: 0.5018 2024-01-02 22:56:18,332 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:29:24, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5058, decode.acc_seg: 80.4364, loss: 0.5058 2024-01-02 22:56:23,953 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:29:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4840, decode.acc_seg: 80.3864, loss: 0.4840 2024-01-02 22:56:29,582 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:56:29,582 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:29:12, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4981, decode.acc_seg: 80.4340, loss: 0.4981 2024-01-02 22:56:35,466 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:29:06, time: 0.118, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4841, decode.acc_seg: 81.2591, loss: 0.4841 2024-01-02 22:56:41,092 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:29:00, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4858, decode.acc_seg: 81.0691, loss: 0.4858 2024-01-02 22:56:46,794 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:28:54, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4610, decode.acc_seg: 81.8503, loss: 0.4610 2024-01-02 22:56:52,421 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:28:48, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4713, decode.acc_seg: 81.0585, loss: 0.4713 2024-01-02 22:56:58,049 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:28:42, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4938, decode.acc_seg: 80.2256, loss: 0.4938 2024-01-02 22:57:05,954 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:28:38, time: 0.158, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4669, decode.acc_seg: 81.8884, loss: 0.4669 2024-01-02 22:57:11,577 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:28:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4743, decode.acc_seg: 81.0936, loss: 0.4743 2024-01-02 22:57:17,199 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:28:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4908, decode.acc_seg: 80.9087, loss: 0.4908 2024-01-02 22:57:22,821 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:28:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4747, decode.acc_seg: 81.1851, loss: 0.4747 2024-01-02 22:57:28,434 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:28:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5077, decode.acc_seg: 80.1836, loss: 0.5077 2024-01-02 22:57:34,054 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:28:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4791, decode.acc_seg: 80.7807, loss: 0.4791 2024-01-02 22:57:39,674 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:28:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4656, decode.acc_seg: 81.9243, loss: 0.4656 2024-01-02 22:57:45,297 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:27:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4612, decode.acc_seg: 81.5771, loss: 0.4612 2024-01-02 22:57:51,024 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:27:50, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4629, decode.acc_seg: 81.7833, loss: 0.4629 2024-01-02 22:57:56,646 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:27:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4813, decode.acc_seg: 80.9064, loss: 0.4813 2024-01-02 22:58:02,443 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:27:38, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4734, decode.acc_seg: 81.3319, loss: 0.4734 2024-01-02 22:58:08,072 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:27:32, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4886, decode.acc_seg: 80.6030, loss: 0.4886 2024-01-02 22:58:13,698 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:27:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4671, decode.acc_seg: 81.4668, loss: 0.4671 2024-01-02 22:58:19,324 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:27:20, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4490, decode.acc_seg: 81.8584, loss: 0.4490 2024-01-02 22:58:24,953 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 22:58:24,953 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:27:14, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4868, decode.acc_seg: 80.5806, loss: 0.4868 2024-01-02 22:58:30,579 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:27:09, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4858, decode.acc_seg: 81.0558, loss: 0.4858 2024-01-02 22:58:36,208 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:27:03, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4899, decode.acc_seg: 80.9238, loss: 0.4899 2024-01-02 22:58:41,838 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:26:57, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5114, decode.acc_seg: 80.1854, loss: 0.5114 2024-01-02 22:58:47,463 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:26:51, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4483, decode.acc_seg: 81.7945, loss: 0.4483 2024-01-02 22:58:53,095 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:26:45, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5023, decode.acc_seg: 80.2941, loss: 0.5023 2024-01-02 22:58:58,726 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:26:39, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5208, decode.acc_seg: 79.0691, loss: 0.5208 2024-01-02 22:59:04,353 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:26:33, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4785, decode.acc_seg: 80.7117, loss: 0.4785 2024-01-02 22:59:09,991 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:26:27, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4814, decode.acc_seg: 81.0880, loss: 0.4814 2024-01-02 22:59:15,620 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:26:21, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4756, decode.acc_seg: 81.4561, loss: 0.4756 2024-01-02 22:59:21,240 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:26:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4778, decode.acc_seg: 81.2304, loss: 0.4778 2024-01-02 22:59:29,119 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:26:10, time: 0.158, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4875, decode.acc_seg: 80.7938, loss: 0.4875 2024-01-02 22:59:34,739 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:26:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4788, decode.acc_seg: 81.3641, loss: 0.4788 2024-01-02 22:59:40,367 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:25:58, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4898, decode.acc_seg: 80.6021, loss: 0.4898 2024-01-02 22:59:45,990 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:25:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4981, decode.acc_seg: 80.3737, loss: 0.4981 2024-01-02 22:59:51,610 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:25:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4669, decode.acc_seg: 81.4452, loss: 0.4669 2024-01-02 22:59:57,228 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:25:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4795, decode.acc_seg: 81.2192, loss: 0.4795 2024-01-02 23:00:02,857 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:25:35, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4706, decode.acc_seg: 81.3319, loss: 0.4706 2024-01-02 23:00:08,476 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:25:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4707, decode.acc_seg: 81.1646, loss: 0.4707 2024-01-02 23:00:14,097 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:25:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4844, decode.acc_seg: 80.8369, loss: 0.4844 2024-01-02 23:00:19,722 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:00:19,722 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:25:17, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4813, decode.acc_seg: 80.9763, loss: 0.4813 2024-01-02 23:00:25,336 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:25:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4798, decode.acc_seg: 80.7283, loss: 0.4798 2024-01-02 23:00:30,999 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:25:05, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4625, decode.acc_seg: 81.6785, loss: 0.4625 2024-01-02 23:00:36,622 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:24:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4829, decode.acc_seg: 81.1871, loss: 0.4829 2024-01-02 23:00:42,247 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:24:53, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4807, decode.acc_seg: 80.8312, loss: 0.4807 2024-01-02 23:00:47,877 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:24:47, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4806, decode.acc_seg: 81.2417, loss: 0.4806 2024-01-02 23:00:53,503 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:24:41, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4726, decode.acc_seg: 81.7908, loss: 0.4726 2024-01-02 23:00:59,127 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:24:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5011, decode.acc_seg: 80.2591, loss: 0.5011 2024-01-02 23:01:04,758 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:24:29, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5032, decode.acc_seg: 80.5664, loss: 0.5032 2024-01-02 23:01:10,385 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:24:23, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4915, decode.acc_seg: 80.5877, loss: 0.4915 2024-01-02 23:01:16,046 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:24:17, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4916, decode.acc_seg: 80.5725, loss: 0.4916 2024-01-02 23:01:21,676 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:24:12, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4829, decode.acc_seg: 80.9123, loss: 0.4829 2024-01-02 23:01:27,299 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:24:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4533, decode.acc_seg: 81.8843, loss: 0.4533 2024-01-02 23:01:32,926 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:24:00, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4856, decode.acc_seg: 81.0746, loss: 0.4856 2024-01-02 23:01:38,546 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:23:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4776, decode.acc_seg: 81.2299, loss: 0.4776 2024-01-02 23:01:44,167 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:23:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4702, decode.acc_seg: 80.5157, loss: 0.4702 2024-01-02 23:01:52,026 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:23:43, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4497, decode.acc_seg: 82.0472, loss: 0.4497 2024-01-02 23:01:57,847 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:23:37, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4675, decode.acc_seg: 81.3423, loss: 0.4675 2024-01-02 23:02:03,471 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:23:31, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4611, decode.acc_seg: 82.2105, loss: 0.4611 2024-01-02 23:02:09,093 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:23:25, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4690, decode.acc_seg: 81.5964, loss: 0.4690 2024-01-02 23:02:14,724 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:02:14,724 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:23:19, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4780, decode.acc_seg: 80.7439, loss: 0.4780 2024-01-02 23:02:20,600 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:23:13, time: 0.118, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4724, decode.acc_seg: 81.1020, loss: 0.4724 2024-01-02 23:02:26,225 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:23:08, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4665, decode.acc_seg: 82.0815, loss: 0.4665 2024-01-02 23:02:31,848 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:23:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4776, decode.acc_seg: 81.2005, loss: 0.4776 2024-01-02 23:02:37,479 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:22:56, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4825, decode.acc_seg: 81.0512, loss: 0.4825 2024-01-02 23:02:43,097 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:22:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4777, decode.acc_seg: 80.7924, loss: 0.4777 2024-01-02 23:02:48,736 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:22:44, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4601, decode.acc_seg: 82.1037, loss: 0.4601 2024-01-02 23:02:54,362 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:22:38, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4625, decode.acc_seg: 81.3180, loss: 0.4625 2024-01-02 23:02:59,997 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:22:32, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4892, decode.acc_seg: 80.5131, loss: 0.4892 2024-01-02 23:03:05,623 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:22:26, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4778, decode.acc_seg: 80.8819, loss: 0.4778 2024-01-02 23:03:11,247 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:22:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4543, decode.acc_seg: 81.9161, loss: 0.4543 2024-01-02 23:03:16,871 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:22:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4724, decode.acc_seg: 81.1915, loss: 0.4724 2024-01-02 23:03:22,705 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:22:08, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4880, decode.acc_seg: 80.2941, loss: 0.4880 2024-01-02 23:03:28,332 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:22:03, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4601, decode.acc_seg: 81.7694, loss: 0.4601 2024-01-02 23:03:33,962 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:21:57, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4809, decode.acc_seg: 81.3778, loss: 0.4809 2024-01-02 23:03:39,590 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:21:51, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4909, decode.acc_seg: 80.6148, loss: 0.4909 2024-01-02 23:03:45,217 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:21:45, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4740, decode.acc_seg: 80.6118, loss: 0.4740 2024-01-02 23:03:50,849 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:21:39, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4943, decode.acc_seg: 80.5515, loss: 0.4943 2024-01-02 23:03:56,474 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:21:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4552, decode.acc_seg: 81.3987, loss: 0.4552 2024-01-02 23:04:02,107 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:21:27, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4744, decode.acc_seg: 81.1923, loss: 0.4744 2024-01-02 23:04:07,731 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:04:07,731 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:21:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4518, decode.acc_seg: 82.4184, loss: 0.4518 2024-01-02 23:04:15,537 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:21:16, time: 0.156, data_time: 0.047, memory: 4356, decode.loss_ce: 0.4779, decode.acc_seg: 80.5832, loss: 0.4779 2024-01-02 23:04:21,171 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:21:10, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4658, decode.acc_seg: 81.2519, loss: 0.4658 2024-01-02 23:04:26,808 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:21:04, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4605, decode.acc_seg: 82.4261, loss: 0.4605 2024-01-02 23:04:32,435 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:20:58, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4761, decode.acc_seg: 81.6540, loss: 0.4761 2024-01-02 23:04:38,063 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:20:53, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4388, decode.acc_seg: 82.3613, loss: 0.4388 2024-01-02 23:04:43,689 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:20:47, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4639, decode.acc_seg: 81.9887, loss: 0.4639 2024-01-02 23:04:49,504 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:20:41, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4470, decode.acc_seg: 82.2806, loss: 0.4470 2024-01-02 23:04:55,129 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:20:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4947, decode.acc_seg: 80.8532, loss: 0.4947 2024-01-02 23:05:00,758 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:20:29, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4484, decode.acc_seg: 81.9993, loss: 0.4484 2024-01-02 23:05:06,386 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:20:23, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4671, decode.acc_seg: 80.8935, loss: 0.4671 2024-01-02 23:05:12,019 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:20:17, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4550, decode.acc_seg: 82.3741, loss: 0.4550 2024-01-02 23:05:17,651 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:20:11, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4780, decode.acc_seg: 81.0920, loss: 0.4780 2024-01-02 23:05:23,283 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:20:05, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4549, decode.acc_seg: 81.9738, loss: 0.4549 2024-01-02 23:05:28,912 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:20:00, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4852, decode.acc_seg: 80.6474, loss: 0.4852 2024-01-02 23:05:34,786 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:19:54, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4791, decode.acc_seg: 80.9036, loss: 0.4791 2024-01-02 23:05:40,413 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:19:48, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4838, decode.acc_seg: 80.8768, loss: 0.4838 2024-01-02 23:05:46,029 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:19:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4789, decode.acc_seg: 81.0817, loss: 0.4789 2024-01-02 23:05:51,647 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:19:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4946, decode.acc_seg: 80.8485, loss: 0.4946 2024-01-02 23:05:57,267 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:19:30, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4565, decode.acc_seg: 81.6864, loss: 0.4565 2024-01-02 23:06:03,007 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-02 23:06:03,061 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:06:03,062 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:19:24, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.5152, decode.acc_seg: 79.8371, loss: 0.5152 2024-01-02 23:06:19,985 - mmseg - INFO - per class results: 2024-01-02 23:06:19,990 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.69 | 84.6 | | building | 80.16 | 92.17 | | sky | 91.44 | 96.03 | | floor | 78.95 | 88.71 | | tree | 70.96 | 84.07 | | ceiling | 80.51 | 91.74 | | road | 81.81 | 89.55 | | bed | 87.31 | 95.19 | | windowpane | 59.39 | 76.38 | | grass | 64.88 | 83.17 | | cabinet | 59.4 | 70.93 | | sidewalk | 61.52 | 80.49 | | person | 78.24 | 91.12 | | earth | 37.86 | 47.98 | | door | 49.96 | 63.23 | | table | 58.37 | 77.02 | | mountain | 58.99 | 75.45 | | plant | 51.04 | 60.91 | | curtain | 70.05 | 81.31 | | chair | 55.21 | 69.44 | | car | 80.93 | 93.18 | | water | 52.61 | 64.14 | | painting | 66.05 | 84.09 | | sofa | 67.35 | 86.06 | | shelf | 38.14 | 52.83 | | house | 38.32 | 49.3 | | sea | 62.61 | 81.9 | | mirror | 60.57 | 74.47 | | rug | 61.81 | 72.16 | | field | 37.51 | 60.93 | | armchair | 40.36 | 56.03 | | seat | 61.17 | 84.69 | | fence | 43.77 | 54.94 | | desk | 44.21 | 68.82 | | rock | 56.95 | 73.37 | | wardrobe | 51.25 | 73.01 | | lamp | 57.83 | 69.28 | | bathtub | 75.58 | 83.11 | | railing | 36.29 | 53.05 | | cushion | 59.86 | 72.84 | | base | 28.35 | 47.53 | | box | 28.32 | 34.86 | | column | 45.91 | 59.24 | | signboard | 36.41 | 51.86 | | chest of drawers | 45.04 | 63.84 | | counter | 33.69 | 45.6 | | sand | 54.36 | 77.36 | | sink | 70.58 | 79.91 | | skyscraper | 43.96 | 64.39 | | fireplace | 70.82 | 85.79 | | refrigerator | 73.39 | 79.05 | | grandstand | 48.45 | 80.86 | | path | 15.88 | 21.9 | | stairs | 39.4 | 51.31 | | runway | 68.08 | 88.88 | | case | 53.0 | 68.96 | | pool table | 90.19 | 95.2 | | pillow | 56.53 | 63.05 | | screen door | 43.45 | 48.79 | | stairway | 42.52 | 49.25 | | river | 19.83 | 46.65 | | bridge | 51.0 | 60.64 | | bookcase | 25.37 | 34.73 | | blind | 38.7 | 48.08 | | coffee table | 61.05 | 75.99 | | toilet | 80.67 | 91.51 | | flower | 41.49 | 62.35 | | book | 46.96 | 71.94 | | hill | 9.62 | 15.9 | | bench | 46.39 | 54.61 | | countertop | 54.53 | 71.34 | | stove | 76.1 | 88.65 | | palm | 50.3 | 70.68 | | kitchen island | 38.32 | 84.64 | | computer | 68.45 | 80.58 | | swivel chair | 47.63 | 64.69 | | boat | 65.79 | 84.6 | | bar | 50.44 | 64.68 | | arcade machine | 63.54 | 67.89 | | hovel | 20.14 | 22.24 | | bus | 89.37 | 95.91 | | towel | 68.41 | 82.25 | | light | 32.11 | 36.13 | | truck | 42.7 | 57.37 | | tower | 17.04 | 30.83 | | chandelier | 65.27 | 77.66 | | awning | 27.96 | 34.74 | | streetlight | 21.55 | 24.97 | | booth | 37.4 | 45.7 | | television receiver | 67.96 | 79.44 | | airplane | 59.05 | 68.96 | | dirt track | 5.54 | 13.39 | | apparel | 48.76 | 69.04 | | pole | 18.03 | 23.62 | | land | 0.22 | 0.39 | | bannister | 23.75 | 32.96 | | escalator | 56.04 | 80.3 | | ottoman | 45.15 | 68.19 | | bottle | 43.37 | 70.67 | | buffet | 47.54 | 67.53 | | poster | 21.89 | 27.81 | | stage | 17.06 | 55.2 | | van | 27.5 | 35.63 | | ship | 26.3 | 31.46 | | fountain | 20.29 | 20.8 | | conveyer belt | 68.86 | 97.49 | | canopy | 42.97 | 53.38 | | washer | 78.92 | 83.98 | | plaything | 31.77 | 39.07 | | swimming pool | 52.63 | 77.65 | | stool | 40.46 | 51.18 | | barrel | 45.21 | 63.94 | | basket | 36.89 | 49.1 | | waterfall | 63.0 | 75.07 | | tent | 84.98 | 97.4 | | bag | 26.6 | 33.66 | | minibike | 65.88 | 85.58 | | cradle | 81.67 | 96.69 | | oven | 52.77 | 70.95 | | ball | 53.36 | 63.06 | | food | 55.54 | 68.7 | | step | 7.67 | 8.39 | | tank | 48.45 | 62.27 | | trade name | 16.62 | 18.08 | | microwave | 82.3 | 89.07 | | pot | 42.23 | 46.63 | | animal | 55.24 | 59.39 | | bicycle | 54.89 | 71.34 | | lake | 52.76 | 62.8 | | dishwasher | 49.14 | 62.5 | | screen | 53.55 | 70.34 | | blanket | 27.37 | 33.04 | | sculpture | 56.11 | 72.46 | | hood | 59.11 | 67.95 | | sconce | 38.54 | 52.64 | | vase | 38.18 | 56.18 | | traffic light | 33.33 | 53.36 | | tray | 13.02 | 16.92 | | ashcan | 42.5 | 52.61 | | fan | 55.53 | 70.91 | | pier | 33.08 | 45.91 | | crt screen | 10.83 | 27.52 | | plate | 55.23 | 73.11 | | monitor | 24.01 | 31.18 | | bulletin board | 45.02 | 57.76 | | shower | 3.63 | 43.42 | | radiator | 57.68 | 65.64 | | glass | 20.98 | 23.87 | | clock | 32.97 | 41.08 | | flag | 58.11 | 64.01 | +---------------------+-------+-------+ 2024-01-02 23:06:19,991 - mmseg - INFO - Summary: 2024-01-02 23:06:19,991 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.77 | 49.12 | 62.44 | +-------+-------+-------+ 2024-01-02 23:06:19,991 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:06:19,992 - mmseg - INFO - Iter(val) [250] aAcc: 0.8177, mIoU: 0.4912, mAcc: 0.6244, IoU.wall: 0.7469, IoU.building: 0.8016, IoU.sky: 0.9144, IoU.floor: 0.7895, IoU.tree: 0.7096, IoU.ceiling: 0.8051, IoU.road: 0.8181, IoU.bed : 0.8731, IoU.windowpane: 0.5939, IoU.grass: 0.6488, IoU.cabinet: 0.5940, IoU.sidewalk: 0.6152, IoU.person: 0.7824, IoU.earth: 0.3786, IoU.door: 0.4996, IoU.table: 0.5837, IoU.mountain: 0.5899, IoU.plant: 0.5104, IoU.curtain: 0.7005, IoU.chair: 0.5521, IoU.car: 0.8093, IoU.water: 0.5261, IoU.painting: 0.6605, IoU.sofa: 0.6735, IoU.shelf: 0.3814, IoU.house: 0.3832, IoU.sea: 0.6261, IoU.mirror: 0.6057, IoU.rug: 0.6181, IoU.field: 0.3751, IoU.armchair: 0.4036, IoU.seat: 0.6117, IoU.fence: 0.4377, IoU.desk: 0.4421, IoU.rock: 0.5695, IoU.wardrobe: 0.5125, IoU.lamp: 0.5783, IoU.bathtub: 0.7558, IoU.railing: 0.3629, IoU.cushion: 0.5986, IoU.base: 0.2835, IoU.box: 0.2832, IoU.column: 0.4591, IoU.signboard: 0.3641, IoU.chest of drawers: 0.4504, IoU.counter: 0.3369, IoU.sand: 0.5436, IoU.sink: 0.7058, IoU.skyscraper: 0.4396, IoU.fireplace: 0.7082, IoU.refrigerator: 0.7339, IoU.grandstand: 0.4845, IoU.path: 0.1588, IoU.stairs: 0.3940, IoU.runway: 0.6808, IoU.case: 0.5300, IoU.pool table: 0.9019, IoU.pillow: 0.5653, IoU.screen door: 0.4345, IoU.stairway: 0.4252, IoU.river: 0.1983, IoU.bridge: 0.5100, IoU.bookcase: 0.2537, IoU.blind: 0.3870, IoU.coffee table: 0.6105, IoU.toilet: 0.8067, IoU.flower: 0.4149, IoU.book: 0.4696, IoU.hill: 0.0962, IoU.bench: 0.4639, IoU.countertop: 0.5453, IoU.stove: 0.7610, IoU.palm: 0.5030, IoU.kitchen island: 0.3832, IoU.computer: 0.6845, IoU.swivel chair: 0.4763, IoU.boat: 0.6579, IoU.bar: 0.5044, IoU.arcade machine: 0.6354, IoU.hovel: 0.2014, IoU.bus: 0.8937, IoU.towel: 0.6841, IoU.light: 0.3211, IoU.truck: 0.4270, IoU.tower: 0.1704, IoU.chandelier: 0.6527, IoU.awning: 0.2796, IoU.streetlight: 0.2155, IoU.booth: 0.3740, IoU.television receiver: 0.6796, IoU.airplane: 0.5905, IoU.dirt track: 0.0554, IoU.apparel: 0.4876, IoU.pole: 0.1803, IoU.land: 0.0022, IoU.bannister: 0.2375, IoU.escalator: 0.5604, IoU.ottoman: 0.4515, IoU.bottle: 0.4337, IoU.buffet: 0.4754, IoU.poster: 0.2189, IoU.stage: 0.1706, IoU.van: 0.2750, IoU.ship: 0.2630, IoU.fountain: 0.2029, IoU.conveyer belt: 0.6886, IoU.canopy: 0.4297, IoU.washer: 0.7892, IoU.plaything: 0.3177, IoU.swimming pool: 0.5263, IoU.stool: 0.4046, IoU.barrel: 0.4521, IoU.basket: 0.3689, IoU.waterfall: 0.6300, IoU.tent: 0.8498, IoU.bag: 0.2660, IoU.minibike: 0.6588, IoU.cradle: 0.8167, IoU.oven: 0.5277, IoU.ball: 0.5336, IoU.food: 0.5554, IoU.step: 0.0767, IoU.tank: 0.4845, IoU.trade name: 0.1662, IoU.microwave: 0.8230, IoU.pot: 0.4223, IoU.animal: 0.5524, IoU.bicycle: 0.5489, IoU.lake: 0.5276, IoU.dishwasher: 0.4914, IoU.screen: 0.5355, IoU.blanket: 0.2737, IoU.sculpture: 0.5611, IoU.hood: 0.5911, IoU.sconce: 0.3854, IoU.vase: 0.3818, IoU.traffic light: 0.3333, IoU.tray: 0.1302, IoU.ashcan: 0.4250, IoU.fan: 0.5553, IoU.pier: 0.3308, IoU.crt screen: 0.1083, IoU.plate: 0.5523, IoU.monitor: 0.2401, IoU.bulletin board: 0.4502, IoU.shower: 0.0363, IoU.radiator: 0.5768, IoU.glass: 0.2098, IoU.clock: 0.3297, IoU.flag: 0.5811, Acc.wall: 0.8460, Acc.building: 0.9217, Acc.sky: 0.9603, Acc.floor: 0.8871, Acc.tree: 0.8407, Acc.ceiling: 0.9174, Acc.road: 0.8955, Acc.bed : 0.9519, Acc.windowpane: 0.7638, Acc.grass: 0.8317, Acc.cabinet: 0.7093, Acc.sidewalk: 0.8049, Acc.person: 0.9112, Acc.earth: 0.4798, Acc.door: 0.6323, Acc.table: 0.7702, Acc.mountain: 0.7545, Acc.plant: 0.6091, Acc.curtain: 0.8131, Acc.chair: 0.6944, Acc.car: 0.9318, Acc.water: 0.6414, Acc.painting: 0.8409, Acc.sofa: 0.8606, Acc.shelf: 0.5283, Acc.house: 0.4930, Acc.sea: 0.8190, Acc.mirror: 0.7447, Acc.rug: 0.7216, Acc.field: 0.6093, Acc.armchair: 0.5603, Acc.seat: 0.8469, Acc.fence: 0.5494, Acc.desk: 0.6882, Acc.rock: 0.7337, Acc.wardrobe: 0.7301, Acc.lamp: 0.6928, Acc.bathtub: 0.8311, Acc.railing: 0.5305, Acc.cushion: 0.7284, Acc.base: 0.4753, Acc.box: 0.3486, Acc.column: 0.5924, Acc.signboard: 0.5186, Acc.chest of drawers: 0.6384, Acc.counter: 0.4560, Acc.sand: 0.7736, Acc.sink: 0.7991, Acc.skyscraper: 0.6439, Acc.fireplace: 0.8579, Acc.refrigerator: 0.7905, Acc.grandstand: 0.8086, Acc.path: 0.2190, Acc.stairs: 0.5131, Acc.runway: 0.8888, Acc.case: 0.6896, Acc.pool table: 0.9520, Acc.pillow: 0.6305, Acc.screen door: 0.4879, Acc.stairway: 0.4925, Acc.river: 0.4665, Acc.bridge: 0.6064, Acc.bookcase: 0.3473, Acc.blind: 0.4808, Acc.coffee table: 0.7599, Acc.toilet: 0.9151, Acc.flower: 0.6235, Acc.book: 0.7194, Acc.hill: 0.1590, Acc.bench: 0.5461, Acc.countertop: 0.7134, Acc.stove: 0.8865, Acc.palm: 0.7068, Acc.kitchen island: 0.8464, Acc.computer: 0.8058, Acc.swivel chair: 0.6469, Acc.boat: 0.8460, Acc.bar: 0.6468, Acc.arcade machine: 0.6789, Acc.hovel: 0.2224, Acc.bus: 0.9591, Acc.towel: 0.8225, Acc.light: 0.3613, Acc.truck: 0.5737, Acc.tower: 0.3083, Acc.chandelier: 0.7766, Acc.awning: 0.3474, Acc.streetlight: 0.2497, Acc.booth: 0.4570, Acc.television receiver: 0.7944, Acc.airplane: 0.6896, Acc.dirt track: 0.1339, Acc.apparel: 0.6904, Acc.pole: 0.2362, Acc.land: 0.0039, Acc.bannister: 0.3296, Acc.escalator: 0.8030, Acc.ottoman: 0.6819, Acc.bottle: 0.7067, Acc.buffet: 0.6753, Acc.poster: 0.2781, Acc.stage: 0.5520, Acc.van: 0.3563, Acc.ship: 0.3146, Acc.fountain: 0.2080, Acc.conveyer belt: 0.9749, Acc.canopy: 0.5338, Acc.washer: 0.8398, Acc.plaything: 0.3907, Acc.swimming pool: 0.7765, Acc.stool: 0.5118, Acc.barrel: 0.6394, Acc.basket: 0.4910, Acc.waterfall: 0.7507, Acc.tent: 0.9740, Acc.bag: 0.3366, Acc.minibike: 0.8558, Acc.cradle: 0.9669, Acc.oven: 0.7095, Acc.ball: 0.6306, Acc.food: 0.6870, Acc.step: 0.0839, Acc.tank: 0.6227, Acc.trade name: 0.1808, Acc.microwave: 0.8907, Acc.pot: 0.4663, Acc.animal: 0.5939, Acc.bicycle: 0.7134, Acc.lake: 0.6280, Acc.dishwasher: 0.6250, Acc.screen: 0.7034, Acc.blanket: 0.3304, Acc.sculpture: 0.7246, Acc.hood: 0.6795, Acc.sconce: 0.5264, Acc.vase: 0.5618, Acc.traffic light: 0.5336, Acc.tray: 0.1692, Acc.ashcan: 0.5261, Acc.fan: 0.7091, Acc.pier: 0.4591, Acc.crt screen: 0.2752, Acc.plate: 0.7311, Acc.monitor: 0.3118, Acc.bulletin board: 0.5776, Acc.shower: 0.4342, Acc.radiator: 0.6564, Acc.glass: 0.2387, Acc.clock: 0.4108, Acc.flag: 0.6401 2024-01-02 23:06:25,788 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:19:24, time: 0.454, data_time: 0.341, memory: 4356, decode.loss_ce: 0.4868, decode.acc_seg: 81.0980, loss: 0.4868 2024-01-02 23:06:31,416 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:19:18, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4887, decode.acc_seg: 80.2972, loss: 0.4887 2024-01-02 23:06:37,038 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:19:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4858, decode.acc_seg: 81.2694, loss: 0.4858 2024-01-02 23:06:42,660 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:19:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4908, decode.acc_seg: 80.9758, loss: 0.4908 2024-01-02 23:06:48,382 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:19:00, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4764, decode.acc_seg: 80.7975, loss: 0.4764 2024-01-02 23:06:54,013 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:18:54, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4719, decode.acc_seg: 81.4123, loss: 0.4719 2024-01-02 23:07:01,877 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:18:49, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4531, decode.acc_seg: 81.6668, loss: 0.4531 2024-01-02 23:07:07,500 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:18:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4745, decode.acc_seg: 81.3077, loss: 0.4745 2024-01-02 23:07:13,118 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:18:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4761, decode.acc_seg: 80.9583, loss: 0.4761 2024-01-02 23:07:18,829 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:18:32, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4872, decode.acc_seg: 81.2600, loss: 0.4872 2024-01-02 23:07:24,449 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:18:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4875, decode.acc_seg: 80.9763, loss: 0.4875 2024-01-02 23:07:30,069 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:18:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4804, decode.acc_seg: 80.8140, loss: 0.4804 2024-01-02 23:07:35,679 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:18:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4609, decode.acc_seg: 81.7125, loss: 0.4609 2024-01-02 23:07:41,397 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:18:08, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4691, decode.acc_seg: 81.7859, loss: 0.4691 2024-01-02 23:07:47,015 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:18:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4864, decode.acc_seg: 80.8452, loss: 0.4864 2024-01-02 23:07:52,631 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:17:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4798, decode.acc_seg: 81.1220, loss: 0.4798 2024-01-02 23:07:58,247 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:17:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4531, decode.acc_seg: 81.9893, loss: 0.4531 2024-01-02 23:08:03,860 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:17:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4549, decode.acc_seg: 82.4985, loss: 0.4549 2024-01-02 23:08:09,482 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:17:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4716, decode.acc_seg: 81.3597, loss: 0.4716 2024-01-02 23:08:15,098 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:08:15,098 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:17:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4796, decode.acc_seg: 80.8452, loss: 0.4796 2024-01-02 23:08:20,893 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:17:26, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4903, decode.acc_seg: 80.9759, loss: 0.4903 2024-01-02 23:08:26,513 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:17:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4527, decode.acc_seg: 81.9554, loss: 0.4527 2024-01-02 23:08:32,133 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:17:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4432, decode.acc_seg: 81.9459, loss: 0.4432 2024-01-02 23:08:37,752 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:17:09, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4707, decode.acc_seg: 81.2351, loss: 0.4707 2024-01-02 23:08:43,376 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:17:03, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4737, decode.acc_seg: 81.2196, loss: 0.4737 2024-01-02 23:08:48,999 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:16:57, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4850, decode.acc_seg: 81.4169, loss: 0.4850 2024-01-02 23:08:54,620 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:16:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4816, decode.acc_seg: 81.0140, loss: 0.4816 2024-01-02 23:09:00,238 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:16:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4554, decode.acc_seg: 82.3318, loss: 0.4554 2024-01-02 23:09:05,854 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:16:39, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4786, decode.acc_seg: 80.8380, loss: 0.4786 2024-01-02 23:09:11,470 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:16:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4617, decode.acc_seg: 81.9206, loss: 0.4617 2024-01-02 23:09:17,177 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:16:27, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4918, decode.acc_seg: 80.6736, loss: 0.4918 2024-01-02 23:09:25,033 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:16:22, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4785, decode.acc_seg: 80.6079, loss: 0.4785 2024-01-02 23:09:30,656 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:16:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4729, decode.acc_seg: 81.5005, loss: 0.4729 2024-01-02 23:09:36,273 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:16:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4603, decode.acc_seg: 81.2364, loss: 0.4603 2024-01-02 23:09:41,891 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:16:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4621, decode.acc_seg: 81.6918, loss: 0.4621 2024-01-02 23:09:47,516 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:15:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4674, decode.acc_seg: 81.2170, loss: 0.4674 2024-01-02 23:09:53,142 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:15:53, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4691, decode.acc_seg: 81.6370, loss: 0.4691 2024-01-02 23:09:58,760 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:15:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4672, decode.acc_seg: 81.6659, loss: 0.4672 2024-01-02 23:10:04,382 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:15:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4601, decode.acc_seg: 81.6299, loss: 0.4601 2024-01-02 23:10:10,003 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:10:10,003 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:15:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4637, decode.acc_seg: 81.7622, loss: 0.4637 2024-01-02 23:10:15,624 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:15:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4749, decode.acc_seg: 81.1678, loss: 0.4749 2024-01-02 23:10:21,250 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:15:23, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4660, decode.acc_seg: 81.0456, loss: 0.4660 2024-01-02 23:10:26,869 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:15:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4680, decode.acc_seg: 81.3582, loss: 0.4680 2024-01-02 23:10:32,495 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:15:11, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4706, decode.acc_seg: 81.4385, loss: 0.4706 2024-01-02 23:10:38,110 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:15:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 81.6001, loss: 0.4692 2024-01-02 23:10:43,732 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:14:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4659, decode.acc_seg: 81.6249, loss: 0.4659 2024-01-02 23:10:49,356 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:14:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4586, decode.acc_seg: 82.2043, loss: 0.4586 2024-01-02 23:10:54,980 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:14:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4621, decode.acc_seg: 81.5793, loss: 0.4621 2024-01-02 23:11:00,601 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:14:42, time: 0.112, data_time: 0.004, memory: 4356, decode.loss_ce: 0.4789, decode.acc_seg: 81.5154, loss: 0.4789 2024-01-02 23:11:06,218 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:14:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4569, decode.acc_seg: 81.5199, loss: 0.4569 2024-01-02 23:11:12,110 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:14:30, time: 0.118, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4804, decode.acc_seg: 80.8729, loss: 0.4804 2024-01-02 23:11:17,732 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:14:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4533, decode.acc_seg: 81.9220, loss: 0.4533 2024-01-02 23:11:23,355 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:14:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4664, decode.acc_seg: 81.3122, loss: 0.4664 2024-01-02 23:11:28,970 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:14:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4661, decode.acc_seg: 81.9760, loss: 0.4661 2024-01-02 23:11:34,586 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:14:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4927, decode.acc_seg: 80.4138, loss: 0.4927 2024-01-02 23:11:40,206 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:14:01, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4795, decode.acc_seg: 81.0832, loss: 0.4795 2024-01-02 23:11:48,152 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:13:55, time: 0.159, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4959, decode.acc_seg: 80.4291, loss: 0.4959 2024-01-02 23:11:53,780 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:13:49, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4693, decode.acc_seg: 81.1909, loss: 0.4693 2024-01-02 23:11:59,398 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:13:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4864, decode.acc_seg: 80.8198, loss: 0.4864 2024-01-02 23:12:05,024 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:12:05,024 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:13:38, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4748, decode.acc_seg: 81.2575, loss: 0.4748 2024-01-02 23:12:10,638 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:13:32, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4751, decode.acc_seg: 80.8669, loss: 0.4751 2024-01-02 23:12:16,494 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:13:26, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4545, decode.acc_seg: 81.9058, loss: 0.4545 2024-01-02 23:12:22,123 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:13:20, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4655, decode.acc_seg: 81.8554, loss: 0.4655 2024-01-02 23:12:27,750 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:13:14, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4574, decode.acc_seg: 81.9270, loss: 0.4574 2024-01-02 23:12:33,367 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:13:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4762, decode.acc_seg: 81.2039, loss: 0.4762 2024-01-02 23:12:38,992 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:13:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4666, decode.acc_seg: 81.7336, loss: 0.4666 2024-01-02 23:12:44,614 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4831, decode.acc_seg: 80.9809, loss: 0.4831 2024-01-02 23:12:50,244 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:12:50, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4449, decode.acc_seg: 82.4399, loss: 0.4449 2024-01-02 23:12:55,866 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:12:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4705, decode.acc_seg: 81.5792, loss: 0.4705 2024-01-02 23:13:01,716 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:12:39, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4541, decode.acc_seg: 81.7945, loss: 0.4541 2024-01-02 23:13:07,341 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:12:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4548, decode.acc_seg: 82.3009, loss: 0.4548 2024-01-02 23:13:13,306 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:12:27, time: 0.119, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4602, decode.acc_seg: 81.2435, loss: 0.4602 2024-01-02 23:13:18,931 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:12:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4876, decode.acc_seg: 80.2459, loss: 0.4876 2024-01-02 23:13:24,556 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:12:15, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4617, decode.acc_seg: 81.3902, loss: 0.4617 2024-01-02 23:13:30,188 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:12:09, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4674, decode.acc_seg: 81.2844, loss: 0.4674 2024-01-02 23:13:35,807 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:12:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4733, decode.acc_seg: 81.1311, loss: 0.4733 2024-01-02 23:13:41,435 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:58, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4512, decode.acc_seg: 82.3534, loss: 0.4512 2024-01-02 23:13:47,058 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4591, decode.acc_seg: 81.7163, loss: 0.4591 2024-01-02 23:13:52,689 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:11:46, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4557, decode.acc_seg: 82.3045, loss: 0.4557 2024-01-02 23:13:58,321 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:13:58,321 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:11:40, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4867, decode.acc_seg: 80.8678, loss: 0.4867 2024-01-02 23:14:04,001 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:11:34, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4758, decode.acc_seg: 81.4193, loss: 0.4758 2024-01-02 23:14:09,627 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:11:28, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4675, decode.acc_seg: 80.9896, loss: 0.4675 2024-01-02 23:14:17,486 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:11:23, time: 0.157, data_time: 0.048, memory: 4356, decode.loss_ce: 0.4733, decode.acc_seg: 81.2870, loss: 0.4733 2024-01-02 23:14:23,108 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:11:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4598, decode.acc_seg: 82.1815, loss: 0.4598 2024-01-02 23:14:28,728 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:11:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4704, decode.acc_seg: 81.2381, loss: 0.4704 2024-01-02 23:14:34,349 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:11:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4673, decode.acc_seg: 81.6012, loss: 0.4673 2024-01-02 23:14:39,972 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4600, decode.acc_seg: 81.8346, loss: 0.4600 2024-01-02 23:14:45,761 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:53, time: 0.116, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4582, decode.acc_seg: 81.8682, loss: 0.4582 2024-01-02 23:14:51,381 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4467, decode.acc_seg: 81.7742, loss: 0.4467 2024-01-02 23:14:57,009 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:10:42, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4692, decode.acc_seg: 81.0660, loss: 0.4692 2024-01-02 23:15:02,639 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:10:36, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4679, decode.acc_seg: 81.2894, loss: 0.4679 2024-01-02 23:15:08,265 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:10:30, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4668, decode.acc_seg: 81.3170, loss: 0.4668 2024-01-02 23:15:13,887 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:10:24, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4678, decode.acc_seg: 81.8273, loss: 0.4678 2024-01-02 23:15:19,513 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:10:18, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4632, decode.acc_seg: 81.7389, loss: 0.4632 2024-01-02 23:15:25,143 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:10:12, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4610, decode.acc_seg: 82.2115, loss: 0.4610 2024-01-02 23:15:30,769 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:10:06, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4724, decode.acc_seg: 81.7695, loss: 0.4724 2024-01-02 23:15:36,396 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:10:01, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4650, decode.acc_seg: 81.1868, loss: 0.4650 2024-01-02 23:15:42,023 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:55, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4803, decode.acc_seg: 80.3337, loss: 0.4803 2024-01-02 23:15:47,646 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4627, decode.acc_seg: 81.5238, loss: 0.4627 2024-01-02 23:15:53,270 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:15:53,270 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4544, decode.acc_seg: 82.0111, loss: 0.4544 2024-01-02 23:15:58,899 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:09:37, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4931, decode.acc_seg: 80.5499, loss: 0.4931 2024-01-02 23:16:04,554 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:09:31, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4390, decode.acc_seg: 82.6503, loss: 0.4390 2024-01-02 23:16:10,185 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:09:25, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4537, decode.acc_seg: 82.1996, loss: 0.4537 2024-01-02 23:16:15,809 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:09:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4664, decode.acc_seg: 81.4059, loss: 0.4664 2024-01-02 23:16:21,433 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:09:14, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4537, decode.acc_seg: 81.7816, loss: 0.4537 2024-01-02 23:16:27,059 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:09:08, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4659, decode.acc_seg: 81.5102, loss: 0.4659 2024-01-02 23:16:32,688 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:09:02, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4715, decode.acc_seg: 81.2658, loss: 0.4715 2024-01-02 23:16:40,519 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:56, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4734, decode.acc_seg: 81.4680, loss: 0.4734 2024-01-02 23:16:46,144 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4550, decode.acc_seg: 82.2905, loss: 0.4550 2024-01-02 23:16:51,770 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:45, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4623, decode.acc_seg: 81.5334, loss: 0.4623 2024-01-02 23:16:57,400 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:39, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4605, decode.acc_seg: 81.6858, loss: 0.4605 2024-01-02 23:17:03,029 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:08:33, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4592, decode.acc_seg: 81.9824, loss: 0.4592 2024-01-02 23:17:08,777 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:08:27, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4749, decode.acc_seg: 81.5356, loss: 0.4749 2024-01-02 23:17:14,396 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:08:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4727, decode.acc_seg: 81.4562, loss: 0.4727 2024-01-02 23:17:20,021 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:08:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4604, decode.acc_seg: 81.7735, loss: 0.4604 2024-01-02 23:17:25,639 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:08:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4673, decode.acc_seg: 81.2188, loss: 0.4673 2024-01-02 23:17:31,262 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:08:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4770, decode.acc_seg: 81.7558, loss: 0.4770 2024-01-02 23:17:36,893 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:58, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4350, decode.acc_seg: 82.4028, loss: 0.4350 2024-01-02 23:17:42,519 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:52, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4614, decode.acc_seg: 81.4007, loss: 0.4614 2024-01-02 23:17:48,141 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:17:48,142 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4523, decode.acc_seg: 81.9478, loss: 0.4523 2024-01-02 23:17:53,767 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:40, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4532, decode.acc_seg: 81.9764, loss: 0.4532 2024-01-02 23:17:59,623 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:34, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4458, decode.acc_seg: 81.8177, loss: 0.4458 2024-01-02 23:18:05,243 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:07:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4613, decode.acc_seg: 81.6696, loss: 0.4613 2024-01-02 23:18:10,863 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:07:23, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4641, decode.acc_seg: 81.7375, loss: 0.4641 2024-01-02 23:18:16,484 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:07:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4804, decode.acc_seg: 81.0051, loss: 0.4804 2024-01-02 23:18:22,104 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:07:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4707, decode.acc_seg: 81.2702, loss: 0.4707 2024-01-02 23:18:27,720 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:07:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4499, decode.acc_seg: 81.6440, loss: 0.4499 2024-01-02 23:18:33,340 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:59, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4823, decode.acc_seg: 81.2910, loss: 0.4823 2024-01-02 23:18:38,963 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4905, decode.acc_seg: 80.8023, loss: 0.4905 2024-01-02 23:18:44,588 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4541, decode.acc_seg: 81.8805, loss: 0.4541 2024-01-02 23:18:50,207 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:42, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4636, decode.acc_seg: 81.8092, loss: 0.4636 2024-01-02 23:18:55,825 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:36, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4530, decode.acc_seg: 82.2831, loss: 0.4530 2024-01-02 23:19:03,689 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:30, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4749, decode.acc_seg: 81.0350, loss: 0.4749 2024-01-02 23:19:09,316 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:06:24, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4583, decode.acc_seg: 82.1474, loss: 0.4583 2024-01-02 23:19:14,943 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:06:19, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4850, decode.acc_seg: 81.1767, loss: 0.4850 2024-01-02 23:19:20,575 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:06:13, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4502, decode.acc_seg: 81.8264, loss: 0.4502 2024-01-02 23:19:26,202 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:06:07, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4510, decode.acc_seg: 81.9312, loss: 0.4510 2024-01-02 23:19:31,828 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:06:01, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4414, decode.acc_seg: 82.3468, loss: 0.4414 2024-01-02 23:19:37,453 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:55, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4658, decode.acc_seg: 81.9901, loss: 0.4658 2024-01-02 23:19:43,078 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:19:43,078 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:49, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4700, decode.acc_seg: 81.4018, loss: 0.4700 2024-01-02 23:19:48,704 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:43, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4647, decode.acc_seg: 82.0348, loss: 0.4647 2024-01-02 23:19:54,329 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:38, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4591, decode.acc_seg: 81.9189, loss: 0.4591 2024-01-02 23:19:59,956 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:32, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4599, decode.acc_seg: 81.6286, loss: 0.4599 2024-01-02 23:20:05,573 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:26, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4346, decode.acc_seg: 82.3245, loss: 0.4346 2024-01-02 23:20:11,192 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:05:20, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4423, decode.acc_seg: 82.4452, loss: 0.4423 2024-01-02 23:20:16,818 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:05:14, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4410, decode.acc_seg: 82.7422, loss: 0.4410 2024-01-02 23:20:22,578 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:05:08, time: 0.115, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4879, decode.acc_seg: 81.1993, loss: 0.4879 2024-01-02 23:20:28,432 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:05:03, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4624, decode.acc_seg: 81.5344, loss: 0.4624 2024-01-02 23:20:34,059 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:57, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4622, decode.acc_seg: 81.7206, loss: 0.4622 2024-01-02 23:20:39,677 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:51, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4725, decode.acc_seg: 81.0177, loss: 0.4725 2024-01-02 23:20:45,301 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:45, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4683, decode.acc_seg: 81.3273, loss: 0.4683 2024-01-02 23:20:50,928 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:39, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4736, decode.acc_seg: 81.4024, loss: 0.4736 2024-01-02 23:20:56,552 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:33, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4666, decode.acc_seg: 81.7854, loss: 0.4666 2024-01-02 23:21:02,171 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:28, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4735, decode.acc_seg: 81.4531, loss: 0.4735 2024-01-02 23:21:07,798 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:22, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4767, decode.acc_seg: 81.1050, loss: 0.4767 2024-01-02 23:21:13,420 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:04:16, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4778, decode.acc_seg: 80.9847, loss: 0.4778 2024-01-02 23:21:19,045 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:04:10, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4667, decode.acc_seg: 81.3896, loss: 0.4667 2024-01-02 23:21:26,889 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:04:04, time: 0.157, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4672, decode.acc_seg: 81.2409, loss: 0.4672 2024-01-02 23:21:32,506 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4874, decode.acc_seg: 80.6587, loss: 0.4874 2024-01-02 23:21:38,129 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:21:38,129 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:53, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4628, decode.acc_seg: 82.0996, loss: 0.4628 2024-01-02 23:21:43,749 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:47, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4812, decode.acc_seg: 81.3659, loss: 0.4812 2024-01-02 23:21:49,367 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:41, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4410, decode.acc_seg: 82.4479, loss: 0.4410 2024-01-02 23:21:54,992 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:35, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4564, decode.acc_seg: 81.9230, loss: 0.4564 2024-01-02 23:22:00,610 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4582, decode.acc_seg: 81.9202, loss: 0.4582 2024-01-02 23:22:06,465 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:23, time: 0.117, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4463, decode.acc_seg: 82.1408, loss: 0.4463 2024-01-02 23:22:12,084 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:18, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4626, decode.acc_seg: 81.7494, loss: 0.4626 2024-01-02 23:22:17,706 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:03:12, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4593, decode.acc_seg: 81.5591, loss: 0.4593 2024-01-02 23:22:23,330 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:03:06, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4778, decode.acc_seg: 81.2175, loss: 0.4778 2024-01-02 23:22:28,950 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:03:00, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4965, decode.acc_seg: 80.3375, loss: 0.4965 2024-01-02 23:22:34,572 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:54, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4474, decode.acc_seg: 82.2598, loss: 0.4474 2024-01-02 23:22:40,190 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:48, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4504, decode.acc_seg: 81.6685, loss: 0.4504 2024-01-02 23:22:45,810 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:43, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4765, decode.acc_seg: 81.2303, loss: 0.4765 2024-01-02 23:22:51,430 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:37, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4737, decode.acc_seg: 80.8001, loss: 0.4737 2024-01-02 23:22:57,060 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:31, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4592, decode.acc_seg: 81.6423, loss: 0.4592 2024-01-02 23:23:02,686 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:25, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4574, decode.acc_seg: 81.9116, loss: 0.4574 2024-01-02 23:23:08,308 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:19, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4731, decode.acc_seg: 81.4368, loss: 0.4731 2024-01-02 23:23:13,932 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:13, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4518, decode.acc_seg: 82.0567, loss: 0.4518 2024-01-02 23:23:19,543 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:02:08, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4541, decode.acc_seg: 81.7822, loss: 0.4541 2024-01-02 23:23:25,162 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:02:02, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4564, decode.acc_seg: 82.4376, loss: 0.4564 2024-01-02 23:23:30,781 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:23:30,781 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:56, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4665, decode.acc_seg: 81.4588, loss: 0.4665 2024-01-02 23:23:36,406 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:50, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4697, decode.acc_seg: 81.7841, loss: 0.4697 2024-01-02 23:23:42,022 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:44, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4671, decode.acc_seg: 82.1777, loss: 0.4671 2024-01-02 23:23:47,634 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:38, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4588, decode.acc_seg: 81.3720, loss: 0.4588 2024-01-02 23:23:55,519 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:33, time: 0.158, data_time: 0.046, memory: 4356, decode.loss_ce: 0.4408, decode.acc_seg: 82.2442, loss: 0.4408 2024-01-02 23:24:01,133 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:27, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4662, decode.acc_seg: 81.1109, loss: 0.4662 2024-01-02 23:24:06,755 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:21, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4551, decode.acc_seg: 82.3350, loss: 0.4551 2024-01-02 23:24:12,368 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:15, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4546, decode.acc_seg: 82.0798, loss: 0.4546 2024-01-02 23:24:17,994 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:09, time: 0.113, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4476, decode.acc_seg: 82.2633, loss: 0.4476 2024-01-02 23:24:23,610 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:01:04, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4771, decode.acc_seg: 81.3068, loss: 0.4771 2024-01-02 23:24:29,230 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:58, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4476, decode.acc_seg: 81.8542, loss: 0.4476 2024-01-02 23:24:34,849 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:52, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4569, decode.acc_seg: 82.3974, loss: 0.4569 2024-01-02 23:24:40,473 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:46, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4761, decode.acc_seg: 80.7901, loss: 0.4761 2024-01-02 23:24:46,091 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:40, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4847, decode.acc_seg: 80.9279, loss: 0.4847 2024-01-02 23:24:51,714 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:34, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4662, decode.acc_seg: 82.1398, loss: 0.4662 2024-01-02 23:24:57,333 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:29, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4929, decode.acc_seg: 80.6389, loss: 0.4929 2024-01-02 23:25:02,958 - 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: 0.4387, decode.acc_seg: 82.1218, loss: 0.4387 2024-01-02 23:25:08,578 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:17, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4453, decode.acc_seg: 81.8755, loss: 0.4453 2024-01-02 23:25:14,201 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:11, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4679, decode.acc_seg: 81.6474, loss: 0.4679 2024-01-02 23:25:19,826 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.112, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4589, decode.acc_seg: 82.0492, loss: 0.4589 2024-01-02 23:25:25,410 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-02 23:25:25,466 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:25:25,466 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.114, data_time: 0.003, memory: 4356, decode.loss_ce: 0.4439, decode.acc_seg: 82.4503, loss: 0.4439 2024-01-02 23:25:42,159 - mmseg - INFO - per class results: 2024-01-02 23:25:42,164 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 74.73 | 85.08 | | building | 80.48 | 91.82 | | sky | 91.53 | 95.89 | | floor | 78.92 | 89.22 | | tree | 70.66 | 84.95 | | ceiling | 80.52 | 91.07 | | road | 81.53 | 90.02 | | bed | 87.33 | 95.27 | | windowpane | 58.97 | 77.07 | | grass | 65.28 | 79.73 | | cabinet | 59.79 | 73.16 | | sidewalk | 61.43 | 79.45 | | person | 78.3 | 90.69 | | earth | 40.76 | 55.45 | | door | 49.18 | 62.29 | | table | 58.28 | 75.06 | | mountain | 59.58 | 73.02 | | plant | 51.43 | 61.77 | | curtain | 68.43 | 83.74 | | chair | 55.64 | 70.38 | | car | 81.3 | 93.02 | | water | 56.63 | 73.51 | | painting | 66.18 | 84.24 | | sofa | 69.26 | 83.37 | | shelf | 38.37 | 53.28 | | house | 41.38 | 54.74 | | sea | 60.47 | 79.96 | | mirror | 59.65 | 71.58 | | rug | 61.43 | 71.01 | | field | 37.08 | 62.96 | | armchair | 45.02 | 63.44 | | seat | 61.86 | 82.36 | | fence | 44.37 | 58.6 | | desk | 42.84 | 65.32 | | rock | 57.01 | 75.6 | | wardrobe | 51.64 | 73.16 | | lamp | 58.2 | 71.42 | | bathtub | 75.21 | 83.92 | | railing | 36.33 | 49.62 | | cushion | 60.01 | 71.87 | | base | 30.11 | 44.54 | | box | 31.88 | 41.63 | | column | 44.02 | 52.71 | | signboard | 36.58 | 48.43 | | chest of drawers | 42.74 | 65.3 | | counter | 33.94 | 46.27 | | sand | 53.92 | 72.16 | | sink | 71.66 | 79.45 | | skyscraper | 43.0 | 62.84 | | fireplace | 70.8 | 85.83 | | refrigerator | 72.49 | 79.23 | | grandstand | 49.28 | 76.83 | | path | 14.4 | 20.13 | | stairs | 37.62 | 43.83 | | runway | 65.79 | 85.65 | | case | 53.57 | 68.77 | | pool table | 90.15 | 95.82 | | pillow | 60.81 | 71.27 | | screen door | 66.11 | 75.7 | | stairway | 43.73 | 54.12 | | river | 18.74 | 29.79 | | bridge | 51.32 | 61.18 | | bookcase | 27.27 | 40.46 | | blind | 24.54 | 27.53 | | coffee table | 61.56 | 82.52 | | toilet | 80.94 | 91.14 | | flower | 41.48 | 61.16 | | book | 46.9 | 69.98 | | hill | 8.24 | 11.42 | | bench | 45.61 | 53.11 | | countertop | 54.3 | 70.46 | | stove | 76.74 | 86.86 | | palm | 48.89 | 66.56 | | kitchen island | 39.71 | 70.55 | | computer | 69.53 | 83.69 | | swivel chair | 46.88 | 64.52 | | boat | 65.52 | 82.45 | | bar | 48.03 | 55.94 | | arcade machine | 66.44 | 71.96 | | hovel | 22.16 | 25.03 | | bus | 89.13 | 96.21 | | towel | 69.01 | 81.47 | | light | 34.91 | 40.86 | | truck | 43.07 | 58.28 | | tower | 15.3 | 27.52 | | chandelier | 65.76 | 82.06 | | awning | 26.77 | 31.5 | | streetlight | 24.67 | 30.73 | | booth | 36.22 | 47.58 | | television receiver | 68.52 | 79.59 | | airplane | 59.66 | 67.59 | | dirt track | 7.05 | 15.53 | | apparel | 45.02 | 62.79 | | pole | 16.09 | 20.62 | | land | 0.16 | 0.24 | | bannister | 19.93 | 26.69 | | escalator | 55.24 | 79.22 | | ottoman | 45.57 | 66.34 | | bottle | 45.05 | 70.12 | | buffet | 43.69 | 56.0 | | poster | 21.21 | 26.65 | | stage | 17.02 | 33.72 | | van | 35.33 | 46.65 | | ship | 19.33 | 22.71 | | fountain | 18.61 | 19.17 | | conveyer belt | 73.75 | 96.27 | | canopy | 39.51 | 49.1 | | washer | 83.1 | 89.71 | | plaything | 33.33 | 43.51 | | swimming pool | 54.13 | 75.45 | | stool | 42.89 | 58.46 | | barrel | 47.45 | 65.75 | | basket | 36.05 | 48.87 | | waterfall | 59.6 | 73.63 | | tent | 83.92 | 97.59 | | bag | 21.61 | 25.34 | | minibike | 66.34 | 85.51 | | cradle | 80.79 | 96.63 | | oven | 52.67 | 68.45 | | ball | 55.16 | 66.59 | | food | 55.76 | 65.13 | | step | 7.58 | 8.27 | | tank | 51.23 | 63.9 | | trade name | 15.62 | 16.62 | | microwave | 82.36 | 90.75 | | pot | 45.38 | 51.2 | | animal | 54.12 | 57.88 | | bicycle | 56.31 | 72.65 | | lake | 52.2 | 61.33 | | dishwasher | 48.39 | 54.03 | | screen | 56.26 | 80.23 | | blanket | 26.44 | 31.54 | | sculpture | 55.85 | 72.03 | | hood | 66.69 | 76.03 | | sconce | 39.07 | 50.78 | | vase | 39.32 | 56.92 | | traffic light | 32.43 | 52.65 | | tray | 12.81 | 16.93 | | ashcan | 43.29 | 55.04 | | fan | 54.36 | 66.96 | | pier | 35.49 | 43.07 | | crt screen | 10.83 | 25.96 | | plate | 55.03 | 70.2 | | monitor | 19.98 | 24.44 | | bulletin board | 44.03 | 52.35 | | shower | 6.15 | 10.59 | | radiator | 57.86 | 65.96 | | glass | 18.63 | 20.01 | | clock | 33.15 | 40.65 | | flag | 57.3 | 65.68 | +---------------------+-------+-------+ 2024-01-02 23:25:42,164 - mmseg - INFO - Summary: 2024-01-02 23:25:42,164 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 81.94 | 49.34 | 61.7 | +-------+-------+------+ 2024-01-02 23:25:42,165 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-02 23:25:42,165 - mmseg - INFO - Iter(val) [250] aAcc: 0.8194, mIoU: 0.4934, mAcc: 0.6170, IoU.wall: 0.7473, IoU.building: 0.8048, IoU.sky: 0.9153, IoU.floor: 0.7892, IoU.tree: 0.7066, IoU.ceiling: 0.8052, IoU.road: 0.8153, IoU.bed : 0.8733, IoU.windowpane: 0.5897, IoU.grass: 0.6528, IoU.cabinet: 0.5979, IoU.sidewalk: 0.6143, IoU.person: 0.7830, IoU.earth: 0.4076, IoU.door: 0.4918, IoU.table: 0.5828, IoU.mountain: 0.5958, IoU.plant: 0.5143, IoU.curtain: 0.6843, IoU.chair: 0.5564, IoU.car: 0.8130, IoU.water: 0.5663, IoU.painting: 0.6618, IoU.sofa: 0.6926, IoU.shelf: 0.3837, IoU.house: 0.4138, IoU.sea: 0.6047, IoU.mirror: 0.5965, IoU.rug: 0.6143, IoU.field: 0.3708, IoU.armchair: 0.4502, IoU.seat: 0.6186, IoU.fence: 0.4437, IoU.desk: 0.4284, IoU.rock: 0.5701, IoU.wardrobe: 0.5164, IoU.lamp: 0.5820, IoU.bathtub: 0.7521, IoU.railing: 0.3633, IoU.cushion: 0.6001, IoU.base: 0.3011, IoU.box: 0.3188, IoU.column: 0.4402, IoU.signboard: 0.3658, IoU.chest of drawers: 0.4274, IoU.counter: 0.3394, IoU.sand: 0.5392, IoU.sink: 0.7166, IoU.skyscraper: 0.4300, IoU.fireplace: 0.7080, IoU.refrigerator: 0.7249, IoU.grandstand: 0.4928, IoU.path: 0.1440, IoU.stairs: 0.3762, IoU.runway: 0.6579, IoU.case: 0.5357, IoU.pool table: 0.9015, IoU.pillow: 0.6081, IoU.screen door: 0.6611, IoU.stairway: 0.4373, IoU.river: 0.1874, IoU.bridge: 0.5132, IoU.bookcase: 0.2727, IoU.blind: 0.2454, IoU.coffee table: 0.6156, IoU.toilet: 0.8094, IoU.flower: 0.4148, IoU.book: 0.4690, IoU.hill: 0.0824, IoU.bench: 0.4561, IoU.countertop: 0.5430, IoU.stove: 0.7674, IoU.palm: 0.4889, IoU.kitchen island: 0.3971, IoU.computer: 0.6953, IoU.swivel chair: 0.4688, IoU.boat: 0.6552, IoU.bar: 0.4803, IoU.arcade machine: 0.6644, IoU.hovel: 0.2216, IoU.bus: 0.8913, IoU.towel: 0.6901, IoU.light: 0.3491, IoU.truck: 0.4307, IoU.tower: 0.1530, IoU.chandelier: 0.6576, IoU.awning: 0.2677, IoU.streetlight: 0.2467, IoU.booth: 0.3622, IoU.television receiver: 0.6852, IoU.airplane: 0.5966, IoU.dirt track: 0.0705, IoU.apparel: 0.4502, IoU.pole: 0.1609, IoU.land: 0.0016, IoU.bannister: 0.1993, IoU.escalator: 0.5524, IoU.ottoman: 0.4557, IoU.bottle: 0.4505, IoU.buffet: 0.4369, IoU.poster: 0.2121, IoU.stage: 0.1702, IoU.van: 0.3533, IoU.ship: 0.1933, IoU.fountain: 0.1861, IoU.conveyer belt: 0.7375, IoU.canopy: 0.3951, IoU.washer: 0.8310, IoU.plaything: 0.3333, IoU.swimming pool: 0.5413, IoU.stool: 0.4289, IoU.barrel: 0.4745, IoU.basket: 0.3605, IoU.waterfall: 0.5960, IoU.tent: 0.8392, IoU.bag: 0.2161, IoU.minibike: 0.6634, IoU.cradle: 0.8079, IoU.oven: 0.5267, IoU.ball: 0.5516, IoU.food: 0.5576, IoU.step: 0.0758, IoU.tank: 0.5123, IoU.trade name: 0.1562, IoU.microwave: 0.8236, IoU.pot: 0.4538, IoU.animal: 0.5412, IoU.bicycle: 0.5631, IoU.lake: 0.5220, IoU.dishwasher: 0.4839, IoU.screen: 0.5626, IoU.blanket: 0.2644, IoU.sculpture: 0.5585, IoU.hood: 0.6669, IoU.sconce: 0.3907, IoU.vase: 0.3932, IoU.traffic light: 0.3243, IoU.tray: 0.1281, IoU.ashcan: 0.4329, IoU.fan: 0.5436, IoU.pier: 0.3549, IoU.crt screen: 0.1083, IoU.plate: 0.5503, IoU.monitor: 0.1998, IoU.bulletin board: 0.4403, IoU.shower: 0.0615, IoU.radiator: 0.5786, IoU.glass: 0.1863, IoU.clock: 0.3315, IoU.flag: 0.5730, Acc.wall: 0.8508, Acc.building: 0.9182, Acc.sky: 0.9589, Acc.floor: 0.8922, Acc.tree: 0.8495, Acc.ceiling: 0.9107, Acc.road: 0.9002, Acc.bed : 0.9527, Acc.windowpane: 0.7707, Acc.grass: 0.7973, Acc.cabinet: 0.7316, Acc.sidewalk: 0.7945, Acc.person: 0.9069, Acc.earth: 0.5545, Acc.door: 0.6229, Acc.table: 0.7506, Acc.mountain: 0.7302, Acc.plant: 0.6177, Acc.curtain: 0.8374, Acc.chair: 0.7038, Acc.car: 0.9302, Acc.water: 0.7351, Acc.painting: 0.8424, Acc.sofa: 0.8337, Acc.shelf: 0.5328, Acc.house: 0.5474, Acc.sea: 0.7996, Acc.mirror: 0.7158, Acc.rug: 0.7101, Acc.field: 0.6296, Acc.armchair: 0.6344, Acc.seat: 0.8236, Acc.fence: 0.5860, Acc.desk: 0.6532, Acc.rock: 0.7560, Acc.wardrobe: 0.7316, Acc.lamp: 0.7142, Acc.bathtub: 0.8392, Acc.railing: 0.4962, Acc.cushion: 0.7187, Acc.base: 0.4454, Acc.box: 0.4163, Acc.column: 0.5271, Acc.signboard: 0.4843, Acc.chest of drawers: 0.6530, Acc.counter: 0.4627, Acc.sand: 0.7216, Acc.sink: 0.7945, Acc.skyscraper: 0.6284, Acc.fireplace: 0.8583, Acc.refrigerator: 0.7923, Acc.grandstand: 0.7683, Acc.path: 0.2013, Acc.stairs: 0.4383, Acc.runway: 0.8565, Acc.case: 0.6877, Acc.pool table: 0.9582, Acc.pillow: 0.7127, Acc.screen door: 0.7570, Acc.stairway: 0.5412, Acc.river: 0.2979, Acc.bridge: 0.6118, Acc.bookcase: 0.4046, Acc.blind: 0.2753, Acc.coffee table: 0.8252, Acc.toilet: 0.9114, Acc.flower: 0.6116, Acc.book: 0.6998, Acc.hill: 0.1142, Acc.bench: 0.5311, Acc.countertop: 0.7046, Acc.stove: 0.8686, Acc.palm: 0.6656, Acc.kitchen island: 0.7055, Acc.computer: 0.8369, Acc.swivel chair: 0.6452, Acc.boat: 0.8245, Acc.bar: 0.5594, Acc.arcade machine: 0.7196, Acc.hovel: 0.2503, Acc.bus: 0.9621, Acc.towel: 0.8147, Acc.light: 0.4086, Acc.truck: 0.5828, Acc.tower: 0.2752, Acc.chandelier: 0.8206, Acc.awning: 0.3150, Acc.streetlight: 0.3073, Acc.booth: 0.4758, Acc.television receiver: 0.7959, Acc.airplane: 0.6759, Acc.dirt track: 0.1553, Acc.apparel: 0.6279, Acc.pole: 0.2062, Acc.land: 0.0024, Acc.bannister: 0.2669, Acc.escalator: 0.7922, Acc.ottoman: 0.6634, Acc.bottle: 0.7012, Acc.buffet: 0.5600, Acc.poster: 0.2665, Acc.stage: 0.3372, Acc.van: 0.4665, Acc.ship: 0.2271, Acc.fountain: 0.1917, Acc.conveyer belt: 0.9627, Acc.canopy: 0.4910, Acc.washer: 0.8971, Acc.plaything: 0.4351, Acc.swimming pool: 0.7545, Acc.stool: 0.5846, Acc.barrel: 0.6575, Acc.basket: 0.4887, Acc.waterfall: 0.7363, Acc.tent: 0.9759, Acc.bag: 0.2534, Acc.minibike: 0.8551, Acc.cradle: 0.9663, Acc.oven: 0.6845, Acc.ball: 0.6659, Acc.food: 0.6513, Acc.step: 0.0827, Acc.tank: 0.6390, Acc.trade name: 0.1662, Acc.microwave: 0.9075, Acc.pot: 0.5120, Acc.animal: 0.5788, Acc.bicycle: 0.7265, Acc.lake: 0.6133, Acc.dishwasher: 0.5403, Acc.screen: 0.8023, Acc.blanket: 0.3154, Acc.sculpture: 0.7203, Acc.hood: 0.7603, Acc.sconce: 0.5078, Acc.vase: 0.5692, Acc.traffic light: 0.5265, Acc.tray: 0.1693, Acc.ashcan: 0.5504, Acc.fan: 0.6696, Acc.pier: 0.4307, Acc.crt screen: 0.2596, Acc.plate: 0.7020, Acc.monitor: 0.2444, Acc.bulletin board: 0.5235, Acc.shower: 0.1059, Acc.radiator: 0.6596, Acc.glass: 0.2001, Acc.clock: 0.4065, Acc.flag: 0.6568