2024-01-03 01:52:14,291 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 01:52:14,301 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 01:52:14,301 - mmseg - INFO - OMP num threads is 1 2024-01-03 01:52:14,386 - 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+fa48cb3 ------------------------------------------------------------ 2024-01-03 01:52:14,386 - mmseg - INFO - Distributed training: True 2024-01-03 01:52:14,386 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_voc2012_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', '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'}, {'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), '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': 6, 'train': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/train.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'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': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), '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': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), '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': 21, '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/voc2012/voc10k_distilled/vit_base_patch16_clip_384.laion2b_ft_in12k_in1k'} 2024-01-03 01:52:17,377 - mmseg - INFO - Set random seed to 729836284, deterministic: False 2024-01-03 01:52:19,744 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.norm_pre.weight', 'vit.model.norm_pre.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.qkv.weight', 'vit.model.blocks.0.attn.qkv.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1.weight', 'vit.model.blocks.0.mlp.fc1.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.qkv.weight', 'vit.model.blocks.1.attn.qkv.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1.weight', 'vit.model.blocks.1.mlp.fc1.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.qkv.weight', 'vit.model.blocks.2.attn.qkv.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1.weight', 'vit.model.blocks.2.mlp.fc1.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.qkv.weight', 'vit.model.blocks.3.attn.qkv.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1.weight', 'vit.model.blocks.3.mlp.fc1.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.qkv.weight', 'vit.model.blocks.4.attn.qkv.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1.weight', 'vit.model.blocks.4.mlp.fc1.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.qkv.weight', 'vit.model.blocks.5.attn.qkv.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1.weight', 'vit.model.blocks.5.mlp.fc1.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.qkv.weight', 'vit.model.blocks.6.attn.qkv.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1.weight', 'vit.model.blocks.6.mlp.fc1.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.qkv.weight', 'vit.model.blocks.7.attn.qkv.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1.weight', 'vit.model.blocks.7.mlp.fc1.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.qkv.weight', 'vit.model.blocks.8.attn.qkv.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1.weight', 'vit.model.blocks.8.mlp.fc1.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.qkv.weight', 'vit.model.blocks.9.attn.qkv.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1.weight', 'vit.model.blocks.9.mlp.fc1.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.qkv.weight', 'vit.model.blocks.10.attn.qkv.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1.weight', 'vit.model.blocks.10.mlp.fc1.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.qkv.weight', 'vit.model.blocks.11.attn.qkv.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1.weight', 'vit.model.blocks.11.mlp.fc1.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-03 01:52:19,746 - mmseg - INFO - pos_embed loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 01:52:19,746 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 01:52:19,768 - 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([21, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([21]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2024-01-03 01:52:19,773 - 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, 21, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2024-01-03 01:52:19,778 - mmseg - INFO - Loaded 1464 images 2024-01-03 01:52:22,944 - mmseg - INFO - Loaded 1449 images 2024-01-03 01:52:22,944 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_clip_384.laion2b_ft_in12k_in1k 2024-01-03 01:52:22,945 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-01-03 01:52:22,945 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 01:52:22,948 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_clip_384.laion2b_ft_in12k_in1k by HardDiskBackend. 2024-01-03 01:53:03,212 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:22:27, time: 0.124, data_time: 0.006, memory: 572, decode.loss_ce: 2.6277, decode.acc_seg: 3.5659, loss: 2.6277 2024-01-03 01:53:08,109 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:13:45, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 2.4868, decode.acc_seg: 9.8651, loss: 2.4868 2024-01-03 01:53:10,649 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:00:21, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 2.3174, decode.acc_seg: 32.8515, loss: 2.3174 2024-01-03 01:53:15,598 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:01:37, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 2.0477, decode.acc_seg: 55.4540, loss: 2.0477 2024-01-03 01:53:18,104 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:55:52, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 1.7319, decode.acc_seg: 70.0312, loss: 1.7319 2024-01-03 01:53:23,057 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:57:26, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 1.4853, decode.acc_seg: 77.6610, loss: 1.4853 2024-01-03 01:53:25,604 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:53:58, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 1.0910, decode.acc_seg: 83.9517, loss: 1.0910 2024-01-03 01:53:30,526 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:55:17, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.8065, decode.acc_seg: 87.5902, loss: 0.8065 2024-01-03 01:53:33,029 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:52:44, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.5827, decode.acc_seg: 88.5909, loss: 0.5827 2024-01-03 01:53:37,965 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:53:54, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.4768, decode.acc_seg: 88.8584, loss: 0.4768 2024-01-03 01:53:42,876 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:54:49, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.3739, decode.acc_seg: 90.5194, loss: 0.3739 2024-01-03 01:53:45,397 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:52:56, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.3235, decode.acc_seg: 90.8485, loss: 0.3235 2024-01-03 01:53:50,334 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:47, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.3069, decode.acc_seg: 90.5361, loss: 0.3069 2024-01-03 01:53:52,853 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:52:14, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2924, decode.acc_seg: 90.6472, loss: 0.2924 2024-01-03 01:53:57,794 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:53:00, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.2763, decode.acc_seg: 91.0671, loss: 0.2763 2024-01-03 01:54:00,332 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:42, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.2371, decode.acc_seg: 92.5145, loss: 0.2371 2024-01-03 01:54:05,342 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:52:26, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.2377, decode.acc_seg: 92.2914, loss: 0.2377 2024-01-03 01:54:07,864 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:51:17, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2370, decode.acc_seg: 92.3090, loss: 0.2370 2024-01-03 01:54:12,776 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:53, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.2181, decode.acc_seg: 92.8011, loss: 0.2181 2024-01-03 01:54:15,267 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 01:54:15,268 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:51, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2039, decode.acc_seg: 93.0503, loss: 0.2039 2024-01-03 01:54:20,261 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:51:27, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1976, decode.acc_seg: 93.0653, loss: 0.1976 2024-01-03 01:54:25,308 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:52:02, time: 0.101, data_time: 0.047, memory: 572, decode.loss_ce: 0.1993, decode.acc_seg: 93.1590, loss: 0.1993 2024-01-03 01:54:27,825 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:51:07, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1825, decode.acc_seg: 93.6229, loss: 0.1825 2024-01-03 01:54:32,805 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:51:36, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1781, decode.acc_seg: 93.7743, loss: 0.1781 2024-01-03 01:54:35,325 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:50:47, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1861, decode.acc_seg: 93.3519, loss: 0.1861 2024-01-03 01:54:40,241 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:51:12, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1751, decode.acc_seg: 94.0705, loss: 0.1751 2024-01-03 01:54:42,777 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:50:27, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1735, decode.acc_seg: 93.6535, loss: 0.1735 2024-01-03 01:54:47,756 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:53, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1661, decode.acc_seg: 94.1930, loss: 0.1661 2024-01-03 01:54:50,231 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:50:09, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1688, decode.acc_seg: 93.7872, loss: 0.1688 2024-01-03 01:54:55,146 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:50:31, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1508, decode.acc_seg: 94.4337, loss: 0.1508 2024-01-03 01:55:00,037 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:51, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1653, decode.acc_seg: 94.0458, loss: 0.1653 2024-01-03 01:55:02,566 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:50:12, time: 0.051, data_time: 0.002, memory: 572, decode.loss_ce: 0.1398, decode.acc_seg: 94.9252, loss: 0.1398 2024-01-03 01:55:07,473 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:50:31, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1609, decode.acc_seg: 94.1166, loss: 0.1609 2024-01-03 01:55:09,992 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:55, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1500, decode.acc_seg: 94.5301, loss: 0.1500 2024-01-03 01:55:14,846 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:50:12, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1475, decode.acc_seg: 94.5864, loss: 0.1475 2024-01-03 01:55:17,339 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:49:37, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1399, decode.acc_seg: 94.8749, loss: 0.1399 2024-01-03 01:55:22,374 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:57, time: 0.101, data_time: 0.046, memory: 572, decode.loss_ce: 0.1419, decode.acc_seg: 94.7238, loss: 0.1419 2024-01-03 01:55:24,872 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:49:24, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1458, decode.acc_seg: 94.7212, loss: 0.1458 2024-01-03 01:55:29,767 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:49:40, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1473, decode.acc_seg: 94.7773, loss: 0.1473 2024-01-03 01:55:32,288 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 01:55:32,289 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:49:09, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1383, decode.acc_seg: 94.9425, loss: 0.1383 2024-01-03 01:55:37,342 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:49:27, time: 0.101, data_time: 0.046, memory: 572, decode.loss_ce: 0.1372, decode.acc_seg: 94.9427, loss: 0.1372 2024-01-03 01:55:42,318 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:49:43, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1458, decode.acc_seg: 94.6809, loss: 0.1458 2024-01-03 01:55:44,846 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:49:14, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1421, decode.acc_seg: 94.6883, loss: 0.1421 2024-01-03 01:55:49,785 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:49:28, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1375, decode.acc_seg: 95.0859, loss: 0.1375 2024-01-03 01:55:52,303 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:49:00, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1385, decode.acc_seg: 94.9068, loss: 0.1385 2024-01-03 01:55:57,278 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:49:14, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1264, decode.acc_seg: 95.3053, loss: 0.1264 2024-01-03 01:55:59,779 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:47, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1257, decode.acc_seg: 95.4114, loss: 0.1257 2024-01-03 01:56:04,710 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:49:00, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1326, decode.acc_seg: 95.1644, loss: 0.1326 2024-01-03 01:56:07,226 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:48:35, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1299, decode.acc_seg: 95.0749, loss: 0.1299 2024-01-03 01:56:12,182 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:47, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1367, decode.acc_seg: 94.9277, loss: 0.1367 2024-01-03 01:56:17,101 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:58, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1248, decode.acc_seg: 95.3872, loss: 0.1248 2024-01-03 01:56:19,597 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:48:33, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1298, decode.acc_seg: 95.1843, loss: 0.1298 2024-01-03 01:56:24,550 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:44, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1260, decode.acc_seg: 95.4121, loss: 0.1260 2024-01-03 01:56:27,076 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:48:21, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1338, decode.acc_seg: 95.0637, loss: 0.1338 2024-01-03 01:56:32,014 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:48:32, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1216, decode.acc_seg: 95.5412, loss: 0.1216 2024-01-03 01:56:34,544 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:48:09, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1356, decode.acc_seg: 94.8896, loss: 0.1356 2024-01-03 01:56:39,517 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:48:20, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1165, decode.acc_seg: 95.7262, loss: 0.1165 2024-01-03 01:56:42,034 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:58, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1368, decode.acc_seg: 94.9875, loss: 0.1368 2024-01-03 01:56:47,087 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:48:09, time: 0.101, data_time: 0.045, memory: 572, decode.loss_ce: 0.1279, decode.acc_seg: 95.2750, loss: 0.1279 2024-01-03 01:56:49,608 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 01:56:49,608 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:48, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1146, decode.acc_seg: 95.7827, loss: 0.1146 2024-01-03 01:56:54,629 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:58, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1250, decode.acc_seg: 95.3574, loss: 0.1250 2024-01-03 01:56:59,642 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:48:07, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1239, decode.acc_seg: 95.3301, loss: 0.1239 2024-01-03 01:57:02,141 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:47:47, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1143, decode.acc_seg: 95.7797, loss: 0.1143 2024-01-03 01:57:07,041 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:55, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1179, decode.acc_seg: 95.5899, loss: 0.1179 2024-01-03 01:57:09,533 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:47:35, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1155, decode.acc_seg: 95.6167, loss: 0.1155 2024-01-03 01:57:14,486 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:47:43, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1212, decode.acc_seg: 95.3725, loss: 0.1212 2024-01-03 01:57:17,017 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:47:24, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1232, decode.acc_seg: 95.3619, loss: 0.1232 2024-01-03 01:57:21,899 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:47:31, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1200, decode.acc_seg: 95.4058, loss: 0.1200 2024-01-03 01:57:24,410 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:47:12, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1105, decode.acc_seg: 95.7968, loss: 0.1105 2024-01-03 01:57:29,362 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:47:19, time: 0.099, data_time: 0.050, memory: 572, decode.loss_ce: 0.1190, decode.acc_seg: 95.5564, loss: 0.1190 2024-01-03 01:57:34,325 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:47:27, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1242, decode.acc_seg: 95.4687, loss: 0.1242 2024-01-03 01:57:36,857 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:47:09, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1200, decode.acc_seg: 95.5184, loss: 0.1200 2024-01-03 01:57:41,861 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:47:16, time: 0.100, data_time: 0.050, memory: 572, decode.loss_ce: 0.1080, decode.acc_seg: 96.0368, loss: 0.1080 2024-01-03 01:57:44,391 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:59, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1159, decode.acc_seg: 95.6008, loss: 0.1159 2024-01-03 01:57:49,278 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:47:05, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1168, decode.acc_seg: 95.6491, loss: 0.1168 2024-01-03 01:57:51,784 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:46:47, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1125, decode.acc_seg: 95.8012, loss: 0.1125 2024-01-03 01:57:56,629 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:53, time: 0.097, data_time: 0.045, memory: 572, decode.loss_ce: 0.1136, decode.acc_seg: 95.8541, loss: 0.1136 2024-01-03 01:57:59,185 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:46:36, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1155, decode.acc_seg: 95.7320, loss: 0.1155 2024-01-03 01:58:04,054 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:46:42, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1068, decode.acc_seg: 95.9645, loss: 0.1068 2024-01-03 01:58:06,522 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 01:58:06,522 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:46:25, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1205, decode.acc_seg: 95.4928, loss: 0.1205 2024-01-03 01:58:11,440 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:46:30, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1090, decode.acc_seg: 96.0119, loss: 0.1090 2024-01-03 01:58:16,418 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:46:36, time: 0.100, data_time: 0.049, memory: 572, decode.loss_ce: 0.1184, decode.acc_seg: 95.6870, loss: 0.1184 2024-01-03 01:58:18,946 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:46:20, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1196, decode.acc_seg: 95.6239, loss: 0.1196 2024-01-03 01:58:23,862 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:46:25, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1092, decode.acc_seg: 95.9698, loss: 0.1092 2024-01-03 01:58:26,366 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:46:10, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1167, decode.acc_seg: 95.7300, loss: 0.1167 2024-01-03 01:58:31,250 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:46:14, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1161, decode.acc_seg: 95.6124, loss: 0.1161 2024-01-03 01:58:33,760 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:59, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1119, decode.acc_seg: 95.6701, loss: 0.1119 2024-01-03 01:58:38,653 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:46:03, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1120, decode.acc_seg: 95.8441, loss: 0.1120 2024-01-03 01:58:41,191 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:49, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1216, decode.acc_seg: 95.4909, loss: 0.1216 2024-01-03 01:58:46,165 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:54, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1098, decode.acc_seg: 95.9074, loss: 0.1098 2024-01-03 01:58:48,644 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:45:39, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1214, decode.acc_seg: 95.4910, loss: 0.1214 2024-01-03 01:58:53,585 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:45:43, time: 0.099, data_time: 0.051, memory: 572, decode.loss_ce: 0.1084, decode.acc_seg: 95.9989, loss: 0.1084 2024-01-03 01:58:58,476 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:47, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1108, decode.acc_seg: 95.8218, loss: 0.1108 2024-01-03 01:59:00,981 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:45:33, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1171, decode.acc_seg: 95.5558, loss: 0.1171 2024-01-03 01:59:05,953 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:45:37, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1156, decode.acc_seg: 95.6690, loss: 0.1156 2024-01-03 01:59:08,466 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:45:23, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1129, decode.acc_seg: 95.9110, loss: 0.1129 2024-01-03 01:59:13,390 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:45:27, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1131, decode.acc_seg: 95.7848, loss: 0.1131 2024-01-03 01:59:15,923 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:45:14, time: 0.051, data_time: 0.002, memory: 572, decode.loss_ce: 0.1202, decode.acc_seg: 95.4698, loss: 0.1202 2024-01-03 01:59:20,838 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:45:17, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1092, decode.acc_seg: 95.8842, loss: 0.1092 2024-01-03 01:59:23,342 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 01:59:23,342 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:45:04, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1119, decode.acc_seg: 95.7431, loss: 0.1119 2024-01-03 01:59:28,225 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:45:07, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1094, decode.acc_seg: 95.8435, loss: 0.1094 2024-01-03 01:59:33,116 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:45:10, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1185, decode.acc_seg: 95.6343, loss: 0.1185 2024-01-03 01:59:35,609 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:57, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1079, decode.acc_seg: 95.9644, loss: 0.1079 2024-01-03 01:59:40,533 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:45:00, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1067, decode.acc_seg: 96.0844, loss: 0.1067 2024-01-03 01:59:43,055 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:44:47, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1062, decode.acc_seg: 96.0665, loss: 0.1062 2024-01-03 01:59:48,034 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:50, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1165, decode.acc_seg: 95.5746, loss: 0.1165 2024-01-03 01:59:50,584 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:44:38, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1105, decode.acc_seg: 95.9067, loss: 0.1105 2024-01-03 01:59:55,480 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:44:41, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1074, decode.acc_seg: 96.0910, loss: 0.1074 2024-01-03 01:59:57,997 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:44:28, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1057, decode.acc_seg: 96.1082, loss: 0.1057 2024-01-03 02:00:02,909 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:44:31, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1046, decode.acc_seg: 95.9954, loss: 0.1046 2024-01-03 02:00:05,403 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:44:18, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1170, decode.acc_seg: 95.5791, loss: 0.1170 2024-01-03 02:00:10,455 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:44:22, time: 0.101, data_time: 0.047, memory: 572, decode.loss_ce: 0.1089, decode.acc_seg: 95.9105, loss: 0.1089 2024-01-03 02:00:15,345 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:44:24, time: 0.098, data_time: 0.045, memory: 572, decode.loss_ce: 0.1050, decode.acc_seg: 96.2119, loss: 0.1050 2024-01-03 02:00:17,860 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:44:12, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1150, decode.acc_seg: 95.7224, loss: 0.1150 2024-01-03 02:00:22,761 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:44:14, time: 0.098, data_time: 0.045, memory: 572, decode.loss_ce: 0.1100, decode.acc_seg: 95.6802, loss: 0.1100 2024-01-03 02:00:25,304 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:44:03, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1038, decode.acc_seg: 96.2852, loss: 0.1038 2024-01-03 02:00:30,306 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:44:05, time: 0.100, data_time: 0.049, memory: 572, decode.loss_ce: 0.1144, decode.acc_seg: 95.6885, loss: 0.1144 2024-01-03 02:00:32,845 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:54, time: 0.051, data_time: 0.002, memory: 572, decode.loss_ce: 0.1130, decode.acc_seg: 95.8382, loss: 0.1130 2024-01-03 02:00:37,754 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:56, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1079, decode.acc_seg: 95.8993, loss: 0.1079 2024-01-03 02:00:40,278 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:00:40,278 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:43:44, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1096, decode.acc_seg: 95.8673, loss: 0.1096 2024-01-03 02:00:45,222 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:43:47, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1067, decode.acc_seg: 95.9909, loss: 0.1067 2024-01-03 02:00:50,127 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:43:49, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1148, decode.acc_seg: 95.6600, loss: 0.1148 2024-01-03 02:00:52,634 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:43:37, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1068, decode.acc_seg: 95.9220, loss: 0.1068 2024-01-03 02:00:57,607 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:43:39, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1147, decode.acc_seg: 95.6917, loss: 0.1147 2024-01-03 02:01:00,109 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:43:28, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1060, decode.acc_seg: 96.0449, loss: 0.1060 2024-01-03 02:01:05,013 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:43:30, time: 0.098, data_time: 0.045, memory: 572, decode.loss_ce: 0.1064, decode.acc_seg: 96.1560, loss: 0.1064 2024-01-03 02:01:07,546 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:43:19, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1157, decode.acc_seg: 95.6735, loss: 0.1157 2024-01-03 02:01:12,468 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:43:20, time: 0.098, data_time: 0.051, memory: 572, decode.loss_ce: 0.1095, decode.acc_seg: 95.8713, loss: 0.1095 2024-01-03 02:01:15,056 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:43:10, time: 0.052, data_time: 0.003, memory: 572, decode.loss_ce: 0.1095, decode.acc_seg: 95.8493, loss: 0.1095 2024-01-03 02:01:19,990 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:43:12, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1034, decode.acc_seg: 95.9992, loss: 0.1034 2024-01-03 02:01:22,516 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:43:01, time: 0.051, data_time: 0.002, memory: 572, decode.loss_ce: 0.1146, decode.acc_seg: 95.6792, loss: 0.1146 2024-01-03 02:01:27,506 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:43:03, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1104, decode.acc_seg: 95.8105, loss: 0.1104 2024-01-03 02:01:32,383 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:43:04, time: 0.098, data_time: 0.050, memory: 572, decode.loss_ce: 0.1019, decode.acc_seg: 96.1022, loss: 0.1019 2024-01-03 02:01:34,877 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:53, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.1086, decode.acc_seg: 96.0098, loss: 0.1086 2024-01-03 02:01:39,766 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:54, time: 0.098, data_time: 0.050, memory: 572, decode.loss_ce: 0.1105, decode.acc_seg: 95.9325, loss: 0.1105 2024-01-03 02:01:42,306 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:42:44, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1120, decode.acc_seg: 95.7074, loss: 0.1120 2024-01-03 02:01:47,173 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:42:45, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1058, decode.acc_seg: 96.1128, loss: 0.1058 2024-01-03 02:01:49,675 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:42:35, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.0973, decode.acc_seg: 96.3893, loss: 0.0973 2024-01-03 02:01:54,665 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:42:36, time: 0.100, data_time: 0.049, memory: 572, decode.loss_ce: 0.1107, decode.acc_seg: 95.8497, loss: 0.1107 2024-01-03 02:01:57,197 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:01:57,197 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:42:26, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1085, decode.acc_seg: 95.9236, loss: 0.1085 2024-01-03 02:02:02,093 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:42:27, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1098, decode.acc_seg: 95.8938, loss: 0.1098 2024-01-03 02:02:07,062 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:42:28, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1207, decode.acc_seg: 95.4910, loss: 0.1207 2024-01-03 02:02:09,556 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:42:18, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1071, decode.acc_seg: 95.9958, loss: 0.1071 2024-01-03 02:02:14,535 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:42:19, time: 0.100, data_time: 0.045, memory: 572, decode.loss_ce: 0.1060, decode.acc_seg: 95.9080, loss: 0.1060 2024-01-03 02:02:17,063 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:42:09, time: 0.051, data_time: 0.002, memory: 572, decode.loss_ce: 0.1026, decode.acc_seg: 96.0458, loss: 0.1026 2024-01-03 02:02:22,002 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:42:10, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1152, decode.acc_seg: 95.4651, loss: 0.1152 2024-01-03 02:02:24,502 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:42:00, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1130, decode.acc_seg: 95.8725, loss: 0.1130 2024-01-03 02:02:29,385 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:42:01, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.0974, decode.acc_seg: 96.3410, loss: 0.0974 2024-01-03 02:02:31,899 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:51, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1046, decode.acc_seg: 96.0105, loss: 0.1046 2024-01-03 02:02:36,872 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:52, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1009, decode.acc_seg: 96.2186, loss: 0.1009 2024-01-03 02:02:39,372 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:41:42, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1129, decode.acc_seg: 95.8361, loss: 0.1129 2024-01-03 02:02:44,321 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:41:43, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1041, decode.acc_seg: 95.9941, loss: 0.1041 2024-01-03 02:02:49,237 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:41:44, time: 0.098, data_time: 0.050, memory: 572, decode.loss_ce: 0.1029, decode.acc_seg: 96.2454, loss: 0.1029 2024-01-03 02:02:51,746 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:41:34, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1116, decode.acc_seg: 95.9778, loss: 0.1116 2024-01-03 02:02:56,617 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:41:34, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.0933, decode.acc_seg: 96.5400, loss: 0.0933 2024-01-03 02:02:59,141 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:41:25, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1094, decode.acc_seg: 95.8447, loss: 0.1094 2024-01-03 02:03:04,005 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:41:25, time: 0.097, data_time: 0.046, memory: 572, decode.loss_ce: 0.1042, decode.acc_seg: 96.0689, loss: 0.1042 2024-01-03 02:03:06,549 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:41:16, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1054, decode.acc_seg: 95.9583, loss: 0.1054 2024-01-03 02:03:11,444 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:41:16, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1068, decode.acc_seg: 95.8305, loss: 0.1068 2024-01-03 02:03:13,945 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:03:13,945 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:41:07, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1019, decode.acc_seg: 96.1877, loss: 0.1019 2024-01-03 02:03:18,789 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:41:07, time: 0.097, data_time: 0.046, memory: 572, decode.loss_ce: 0.1046, decode.acc_seg: 96.0357, loss: 0.1046 2024-01-03 02:03:23,710 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:41:07, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1022, decode.acc_seg: 96.1115, loss: 0.1022 2024-01-03 02:03:26,226 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:58, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1068, decode.acc_seg: 95.9985, loss: 0.1068 2024-01-03 02:03:31,115 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:58, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1082, decode.acc_seg: 95.9869, loss: 0.1082 2024-01-03 02:03:33,657 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:49, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1041, decode.acc_seg: 96.1011, loss: 0.1041 2024-01-03 02:03:38,563 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:50, time: 0.098, data_time: 0.045, memory: 572, decode.loss_ce: 0.1030, decode.acc_seg: 96.1120, loss: 0.1030 2024-01-03 02:03:41,082 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:40:41, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1096, decode.acc_seg: 95.9695, loss: 0.1096 2024-01-03 02:03:45,948 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:40:41, time: 0.097, data_time: 0.049, memory: 572, decode.loss_ce: 0.1040, decode.acc_seg: 96.3395, loss: 0.1040 2024-01-03 02:03:48,470 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:40:32, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1062, decode.acc_seg: 95.8377, loss: 0.1062 2024-01-03 02:03:53,422 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:40:32, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.1010, decode.acc_seg: 96.1856, loss: 0.1010 2024-01-03 02:03:55,966 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:40:23, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1069, decode.acc_seg: 96.0462, loss: 0.1069 2024-01-03 02:04:00,851 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:40:23, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1036, decode.acc_seg: 96.0713, loss: 0.1036 2024-01-03 02:04:05,765 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:40:23, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1059, decode.acc_seg: 96.0794, loss: 0.1059 2024-01-03 02:04:08,315 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:40:14, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.0956, decode.acc_seg: 96.3532, loss: 0.0956 2024-01-03 02:04:13,222 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:40:14, time: 0.098, data_time: 0.050, memory: 572, decode.loss_ce: 0.1008, decode.acc_seg: 96.2269, loss: 0.1008 2024-01-03 02:04:15,754 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:40:06, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1057, decode.acc_seg: 96.0052, loss: 0.1057 2024-01-03 02:04:20,625 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:40:05, time: 0.097, data_time: 0.046, memory: 572, decode.loss_ce: 0.1048, decode.acc_seg: 96.0796, loss: 0.1048 2024-01-03 02:04:23,159 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:57, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1046, decode.acc_seg: 96.0477, loss: 0.1046 2024-01-03 02:04:28,102 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:57, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.0979, decode.acc_seg: 96.4309, loss: 0.0979 2024-01-03 02:04:30,604 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:04:30,604 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:48, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1087, decode.acc_seg: 95.8605, loss: 0.1087 2024-01-03 02:04:35,498 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:48, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1095, decode.acc_seg: 95.8340, loss: 0.1095 2024-01-03 02:04:37,969 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:39:39, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1008, decode.acc_seg: 96.2003, loss: 0.1008 2024-01-03 02:04:42,907 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:39:39, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.0976, decode.acc_seg: 96.3339, loss: 0.0976 2024-01-03 02:04:47,833 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:39:39, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1031, decode.acc_seg: 96.1062, loss: 0.1031 2024-01-03 02:04:50,335 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:39:31, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1035, decode.acc_seg: 96.1185, loss: 0.1035 2024-01-03 02:04:55,237 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:39:30, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1024, decode.acc_seg: 96.1842, loss: 0.1024 2024-01-03 02:04:57,740 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:39:22, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1070, decode.acc_seg: 95.9562, loss: 0.1070 2024-01-03 02:05:02,693 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:39:22, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1040, decode.acc_seg: 96.0449, loss: 0.1040 2024-01-03 02:05:05,242 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:39:14, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1000, decode.acc_seg: 96.2249, loss: 0.1000 2024-01-03 02:05:10,204 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:39:13, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1032, decode.acc_seg: 96.0638, loss: 0.1032 2024-01-03 02:05:12,740 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:39:05, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1001, decode.acc_seg: 96.2269, loss: 0.1001 2024-01-03 02:05:17,636 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:39:05, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1007, decode.acc_seg: 96.3075, loss: 0.1007 2024-01-03 02:05:22,513 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:39:04, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.0996, decode.acc_seg: 96.2583, loss: 0.0996 2024-01-03 02:05:25,044 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:56, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1035, decode.acc_seg: 95.9921, loss: 0.1035 2024-01-03 02:05:29,993 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:56, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.0970, decode.acc_seg: 96.4020, loss: 0.0970 2024-01-03 02:05:32,504 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:47, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.0971, decode.acc_seg: 96.2891, loss: 0.0971 2024-01-03 02:05:37,449 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:47, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.0974, decode.acc_seg: 96.2451, loss: 0.0974 2024-01-03 02:05:39,958 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:38:39, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1044, decode.acc_seg: 95.9538, loss: 0.1044 2024-01-03 02:05:44,845 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:38:38, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1009, decode.acc_seg: 96.2080, loss: 0.1009 2024-01-03 02:05:47,349 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 02:05:47,361 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:05:47,361 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:38:30, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1008, decode.acc_seg: 96.0617, loss: 0.1008 2024-01-03 02:06:32,164 - mmseg - INFO - per class results: 2024-01-03 02:06:32,165 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 94.26 | 96.76 | | aeroplane | 89.03 | 94.25 | | bicycle | 62.91 | 81.34 | | bird | 86.34 | 92.25 | | boat | 74.04 | 85.25 | | bottle | 77.65 | 87.89 | | bus | 91.91 | 95.53 | | car | 85.23 | 91.53 | | cat | 92.73 | 97.0 | | chair | 44.17 | 64.61 | | cow | 89.5 | 93.71 | | diningtable | 58.12 | 66.52 | | dog | 88.23 | 93.84 | | horse | 89.56 | 95.64 | | motorbike | 80.72 | 90.09 | | person | 87.83 | 94.55 | | pottedplant | 65.99 | 83.36 | | sheep | 87.73 | 95.07 | | sofa | 58.24 | 77.71 | | train | 84.52 | 92.31 | | tvmonitor | 70.7 | 88.4 | +-------------+-------+-------+ 2024-01-03 02:06:32,165 - mmseg - INFO - Summary: 2024-01-03 02:06:32,165 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 95.01 | 79.02 | 88.46 | +-------+-------+-------+ 2024-01-03 02:06:32,165 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:06:32,166 - mmseg - INFO - Iter(val) [182] aAcc: 0.9501, mIoU: 0.7902, mAcc: 0.8846, IoU.background: 0.9426, IoU.aeroplane: 0.8903, IoU.bicycle: 0.6291, IoU.bird: 0.8634, IoU.boat: 0.7404, IoU.bottle: 0.7765, IoU.bus: 0.9191, IoU.car: 0.8523, IoU.cat: 0.9273, IoU.chair: 0.4417, IoU.cow: 0.8950, IoU.diningtable: 0.5812, IoU.dog: 0.8823, IoU.horse: 0.8956, IoU.motorbike: 0.8072, IoU.person: 0.8783, IoU.pottedplant: 0.6599, IoU.sheep: 0.8773, IoU.sofa: 0.5824, IoU.train: 0.8452, IoU.tvmonitor: 0.7070, Acc.background: 0.9676, Acc.aeroplane: 0.9425, Acc.bicycle: 0.8134, Acc.bird: 0.9225, Acc.boat: 0.8525, Acc.bottle: 0.8789, Acc.bus: 0.9553, Acc.car: 0.9153, Acc.cat: 0.9700, Acc.chair: 0.6461, Acc.cow: 0.9371, Acc.diningtable: 0.6652, Acc.dog: 0.9384, Acc.horse: 0.9564, Acc.motorbike: 0.9009, Acc.person: 0.9455, Acc.pottedplant: 0.8336, Acc.sheep: 0.9507, Acc.sofa: 0.7771, Acc.train: 0.9231, Acc.tvmonitor: 0.8840 2024-01-03 02:06:37,055 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:40:43, time: 0.994, data_time: 0.943, memory: 623, decode.loss_ce: 0.1031, decode.acc_seg: 96.1440, loss: 0.1031 2024-01-03 02:06:39,566 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:40:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1035, decode.acc_seg: 96.0223, loss: 0.1035 2024-01-03 02:06:44,625 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:40:33, time: 0.101, data_time: 0.048, memory: 623, decode.loss_ce: 0.0992, decode.acc_seg: 96.1923, loss: 0.0992 2024-01-03 02:06:49,532 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:40:32, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0985, decode.acc_seg: 96.1879, loss: 0.0985 2024-01-03 02:06:52,043 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:40:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0961, decode.acc_seg: 96.3977, loss: 0.0961 2024-01-03 02:06:56,881 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:40:21, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.4153, loss: 0.0953 2024-01-03 02:06:59,417 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:40:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1073, decode.acc_seg: 96.0961, loss: 0.1073 2024-01-03 02:07:04,263 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:40:11, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1061, decode.acc_seg: 96.0305, loss: 0.1061 2024-01-03 02:07:06,770 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:40:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1003, decode.acc_seg: 96.1010, loss: 0.1003 2024-01-03 02:07:11,627 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:40:00, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1043, decode.acc_seg: 96.0874, loss: 0.1043 2024-01-03 02:07:14,122 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:39:52, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.1115, decode.acc_seg: 95.6966, loss: 0.1115 2024-01-03 02:07:18,982 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:39:50, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1080, decode.acc_seg: 96.0660, loss: 0.1080 2024-01-03 02:07:23,890 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:39:48, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0983, decode.acc_seg: 96.4010, loss: 0.0983 2024-01-03 02:07:26,403 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:39:40, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1041, decode.acc_seg: 96.1445, loss: 0.1041 2024-01-03 02:07:31,282 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:39:38, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1102, decode.acc_seg: 95.8289, loss: 0.1102 2024-01-03 02:07:33,806 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:39:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1084, decode.acc_seg: 96.0428, loss: 0.1084 2024-01-03 02:07:38,702 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:39:28, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.1024, decode.acc_seg: 96.1935, loss: 0.1024 2024-01-03 02:07:41,225 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:39:20, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.0925, decode.acc_seg: 96.3796, loss: 0.0925 2024-01-03 02:07:46,101 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:39:18, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1140, decode.acc_seg: 95.7172, loss: 0.1140 2024-01-03 02:07:48,605 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:07:48,605 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:39:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.3322, loss: 0.0940 2024-01-03 02:07:53,576 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:39:08, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1088, decode.acc_seg: 95.9021, loss: 0.1088 2024-01-03 02:07:56,056 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:39:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.6009, loss: 0.0922 2024-01-03 02:08:01,020 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:38:58, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1055, decode.acc_seg: 96.0671, loss: 0.1055 2024-01-03 02:08:06,091 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:38:57, time: 0.101, data_time: 0.047, memory: 623, decode.loss_ce: 0.1026, decode.acc_seg: 96.0695, loss: 0.1026 2024-01-03 02:08:08,594 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:38:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1104, decode.acc_seg: 95.8645, loss: 0.1104 2024-01-03 02:08:13,455 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:38:47, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.1158, loss: 0.1016 2024-01-03 02:08:15,969 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:38:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0991, decode.acc_seg: 96.2793, loss: 0.0991 2024-01-03 02:08:20,845 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:38:37, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1042, decode.acc_seg: 96.0191, loss: 0.1042 2024-01-03 02:08:23,358 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:38:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0994, decode.acc_seg: 96.3560, loss: 0.0994 2024-01-03 02:08:28,206 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:38:27, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1024, decode.acc_seg: 96.2216, loss: 0.1024 2024-01-03 02:08:30,736 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:19, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1111, decode.acc_seg: 96.0138, loss: 0.1111 2024-01-03 02:08:35,638 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:38:17, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0951, decode.acc_seg: 96.4143, loss: 0.0951 2024-01-03 02:08:40,496 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:38:15, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.2432, loss: 0.0974 2024-01-03 02:08:43,033 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:38:08, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0990, decode.acc_seg: 96.1124, loss: 0.0990 2024-01-03 02:08:48,015 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:38:06, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1082, decode.acc_seg: 96.0279, loss: 0.1082 2024-01-03 02:08:50,527 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:37:58, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0996, decode.acc_seg: 96.2543, loss: 0.0996 2024-01-03 02:08:55,518 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:37:56, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.5737, loss: 0.0928 2024-01-03 02:08:58,061 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:37:49, time: 0.051, data_time: 0.002, memory: 623, decode.loss_ce: 0.1063, decode.acc_seg: 95.9793, loss: 0.1063 2024-01-03 02:09:02,938 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:37:47, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1017, decode.acc_seg: 96.1805, loss: 0.1017 2024-01-03 02:09:05,466 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:09:05,467 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:37:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0961, decode.acc_seg: 96.3131, loss: 0.0961 2024-01-03 02:09:10,407 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:37:37, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1047, decode.acc_seg: 95.9593, loss: 0.1047 2024-01-03 02:09:12,878 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:37:29, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1064, decode.acc_seg: 96.0590, loss: 0.1064 2024-01-03 02:09:17,794 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:37:27, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.3726, loss: 0.0968 2024-01-03 02:09:22,669 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:37:25, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.2571, loss: 0.0967 2024-01-03 02:09:25,197 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:18, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.2488, loss: 0.0976 2024-01-03 02:09:30,072 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:37:16, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0931, decode.acc_seg: 96.3943, loss: 0.0931 2024-01-03 02:09:32,578 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:37:08, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1014, decode.acc_seg: 96.0639, loss: 0.1014 2024-01-03 02:09:37,470 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:37:06, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.2998, loss: 0.0967 2024-01-03 02:09:40,010 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:36:59, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1064, decode.acc_seg: 96.0179, loss: 0.1064 2024-01-03 02:09:44,945 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:36:57, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1032, decode.acc_seg: 96.0669, loss: 0.1032 2024-01-03 02:09:47,447 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:36:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0969, decode.acc_seg: 96.4094, loss: 0.0969 2024-01-03 02:09:52,376 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:36:47, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.3524, loss: 0.0982 2024-01-03 02:09:57,148 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:36:45, time: 0.096, data_time: 0.048, memory: 623, decode.loss_ce: 0.1019, decode.acc_seg: 96.0439, loss: 0.1019 2024-01-03 02:09:59,784 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:36:38, time: 0.053, data_time: 0.003, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.5434, loss: 0.0957 2024-01-03 02:10:04,716 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:36:36, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1095, decode.acc_seg: 95.7568, loss: 0.1095 2024-01-03 02:10:07,210 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.3066, loss: 0.0980 2024-01-03 02:10:12,122 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:26, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.3407, loss: 0.0968 2024-01-03 02:10:14,631 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0981, decode.acc_seg: 96.2367, loss: 0.0981 2024-01-03 02:10:19,540 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:36:17, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1020, decode.acc_seg: 96.1993, loss: 0.1020 2024-01-03 02:10:22,055 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:10:22,055 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:36:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1022, decode.acc_seg: 96.0560, loss: 0.1022 2024-01-03 02:10:26,930 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:36:08, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0919, decode.acc_seg: 96.4488, loss: 0.0919 2024-01-03 02:10:29,425 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:36:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1067, decode.acc_seg: 96.0493, loss: 0.1067 2024-01-03 02:10:34,343 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:35:58, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0959, decode.acc_seg: 96.2890, loss: 0.0959 2024-01-03 02:10:39,336 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:35:56, time: 0.100, data_time: 0.052, memory: 623, decode.loss_ce: 0.1052, decode.acc_seg: 95.9950, loss: 0.1052 2024-01-03 02:10:41,885 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:35:49, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1020, decode.acc_seg: 96.0538, loss: 0.1020 2024-01-03 02:10:46,811 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:35:47, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1115, decode.acc_seg: 96.0729, loss: 0.1115 2024-01-03 02:10:49,299 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:35:40, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.1411, loss: 0.1016 2024-01-03 02:10:54,204 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:35:38, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1006, decode.acc_seg: 96.2200, loss: 0.1006 2024-01-03 02:10:56,750 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:31, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1014, decode.acc_seg: 96.1953, loss: 0.1014 2024-01-03 02:11:01,556 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:28, time: 0.096, data_time: 0.047, memory: 623, decode.loss_ce: 0.1027, decode.acc_seg: 96.0728, loss: 0.1027 2024-01-03 02:11:04,111 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:21, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0984, decode.acc_seg: 96.2830, loss: 0.0984 2024-01-03 02:11:08,999 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:19, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0991, decode.acc_seg: 96.2609, loss: 0.0991 2024-01-03 02:11:11,469 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:12, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1029, decode.acc_seg: 96.0709, loss: 0.1029 2024-01-03 02:11:16,457 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:35:10, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.1018, decode.acc_seg: 96.1660, loss: 0.1018 2024-01-03 02:11:21,358 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:35:08, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0971, decode.acc_seg: 96.2703, loss: 0.0971 2024-01-03 02:11:23,867 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:35:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1046, decode.acc_seg: 96.0181, loss: 0.1046 2024-01-03 02:11:28,781 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:34:58, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.4221, loss: 0.0937 2024-01-03 02:11:31,322 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:34:52, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1058, decode.acc_seg: 95.9625, loss: 0.1058 2024-01-03 02:11:36,260 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:34:49, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1023, decode.acc_seg: 96.2584, loss: 0.1023 2024-01-03 02:11:38,797 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:11:38,797 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:34:43, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1100, decode.acc_seg: 95.8583, loss: 0.1100 2024-01-03 02:11:43,753 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:34:40, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1063, decode.acc_seg: 96.0632, loss: 0.1063 2024-01-03 02:11:46,268 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1044, decode.acc_seg: 95.9759, loss: 0.1044 2024-01-03 02:11:51,205 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:31, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1008, decode.acc_seg: 96.1330, loss: 0.1008 2024-01-03 02:11:56,214 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:29, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1017, decode.acc_seg: 96.1902, loss: 0.1017 2024-01-03 02:11:58,707 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0987, decode.acc_seg: 96.2839, loss: 0.0987 2024-01-03 02:12:03,618 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:20, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0911, decode.acc_seg: 96.5830, loss: 0.0911 2024-01-03 02:12:06,161 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0981, decode.acc_seg: 96.2491, loss: 0.0981 2024-01-03 02:12:11,015 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:11, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1000, decode.acc_seg: 96.1211, loss: 0.1000 2024-01-03 02:12:13,526 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:34:04, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1008, decode.acc_seg: 96.3082, loss: 0.1008 2024-01-03 02:12:18,458 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:34:02, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1004, decode.acc_seg: 96.1487, loss: 0.1004 2024-01-03 02:12:21,006 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:33:55, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.3716, loss: 0.0953 2024-01-03 02:12:25,945 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:33:53, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1069, decode.acc_seg: 96.0830, loss: 0.1069 2024-01-03 02:12:28,421 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:33:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1057, decode.acc_seg: 96.0206, loss: 0.1057 2024-01-03 02:12:33,413 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:33:44, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1055, decode.acc_seg: 96.1811, loss: 0.1055 2024-01-03 02:12:38,222 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:33:41, time: 0.096, data_time: 0.049, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.2369, loss: 0.0962 2024-01-03 02:12:40,725 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:35, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0946, decode.acc_seg: 96.3247, loss: 0.0946 2024-01-03 02:12:45,698 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:33, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1004, decode.acc_seg: 96.2326, loss: 0.1004 2024-01-03 02:12:48,222 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1027, decode.acc_seg: 95.9927, loss: 0.1027 2024-01-03 02:12:53,079 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:23, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1033, decode.acc_seg: 96.0520, loss: 0.1033 2024-01-03 02:12:55,581 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:12:55,582 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:17, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.3198, loss: 0.0980 2024-01-03 02:13:00,573 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:15, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.2258, loss: 0.0963 2024-01-03 02:13:03,070 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:33:08, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1006, decode.acc_seg: 96.1294, loss: 0.1006 2024-01-03 02:13:08,090 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:33:06, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.5189, loss: 0.0934 2024-01-03 02:13:13,037 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:33:03, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1052, decode.acc_seg: 95.9927, loss: 0.1052 2024-01-03 02:13:15,554 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:32:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.3754, loss: 0.0939 2024-01-03 02:13:20,421 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:32:54, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1019, decode.acc_seg: 96.0636, loss: 0.1019 2024-01-03 02:13:22,946 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:32:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0985, decode.acc_seg: 96.1602, loss: 0.0985 2024-01-03 02:13:27,906 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:32:46, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0972, decode.acc_seg: 96.3764, loss: 0.0972 2024-01-03 02:13:30,438 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0966, decode.acc_seg: 96.4529, loss: 0.0966 2024-01-03 02:13:35,378 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:37, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1060, decode.acc_seg: 95.7868, loss: 0.1060 2024-01-03 02:13:37,897 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.2856, loss: 0.0956 2024-01-03 02:13:42,861 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:28, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0978, decode.acc_seg: 96.3132, loss: 0.0978 2024-01-03 02:13:45,334 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:22, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.1602, loss: 0.0980 2024-01-03 02:13:50,288 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:19, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.5203, loss: 0.0927 2024-01-03 02:13:55,229 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:17, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.3739, loss: 0.0956 2024-01-03 02:13:57,717 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1005, decode.acc_seg: 96.2497, loss: 0.1005 2024-01-03 02:14:02,646 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:32:08, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1012, decode.acc_seg: 96.1651, loss: 0.1012 2024-01-03 02:14:05,139 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:32:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.3096, loss: 0.0989 2024-01-03 02:14:10,033 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:31:59, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.2446, loss: 0.0974 2024-01-03 02:14:12,529 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:14:12,529 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:31:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.3684, loss: 0.0953 2024-01-03 02:14:17,513 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:31:50, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.3406, loss: 0.0976 2024-01-03 02:14:20,012 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:44, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0978, decode.acc_seg: 96.2865, loss: 0.0978 2024-01-03 02:14:24,951 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:41, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1008, decode.acc_seg: 96.1760, loss: 0.1008 2024-01-03 02:14:29,765 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:39, time: 0.096, data_time: 0.046, memory: 623, decode.loss_ce: 0.1048, decode.acc_seg: 95.9489, loss: 0.1048 2024-01-03 02:14:32,404 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:33, time: 0.053, data_time: 0.003, memory: 623, decode.loss_ce: 0.0861, decode.acc_seg: 96.7533, loss: 0.0861 2024-01-03 02:14:37,334 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:30, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1046, decode.acc_seg: 96.0340, loss: 0.1046 2024-01-03 02:14:39,862 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:24, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.3688, loss: 0.0976 2024-01-03 02:14:44,807 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:21, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0990, decode.acc_seg: 96.1750, loss: 0.0990 2024-01-03 02:14:47,361 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:15, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1015, decode.acc_seg: 96.2376, loss: 0.1015 2024-01-03 02:14:52,226 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:13, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1033, decode.acc_seg: 96.1137, loss: 0.1033 2024-01-03 02:14:54,753 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:31:07, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.3726, loss: 0.0957 2024-01-03 02:14:59,581 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:31:04, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0938, decode.acc_seg: 96.4713, loss: 0.0938 2024-01-03 02:15:02,065 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:30:58, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.1065, decode.acc_seg: 95.9788, loss: 0.1065 2024-01-03 02:15:06,990 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:30:55, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1058, decode.acc_seg: 96.0611, loss: 0.1058 2024-01-03 02:15:11,893 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:30:52, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.3049, loss: 0.0995 2024-01-03 02:15:14,401 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0991, decode.acc_seg: 96.2337, loss: 0.0991 2024-01-03 02:15:19,240 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:43, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.4286, loss: 0.0947 2024-01-03 02:15:21,780 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:37, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.5605, loss: 0.0922 2024-01-03 02:15:26,739 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:35, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1030, decode.acc_seg: 96.1263, loss: 0.1030 2024-01-03 02:15:29,239 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:15:29,240 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0941, decode.acc_seg: 96.3673, loss: 0.0941 2024-01-03 02:15:34,234 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:26, time: 0.100, data_time: 0.045, memory: 623, decode.loss_ce: 0.1018, decode.acc_seg: 96.1640, loss: 0.1018 2024-01-03 02:15:36,760 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:20, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.1218, loss: 0.1016 2024-01-03 02:15:41,663 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:18, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1040, decode.acc_seg: 96.1514, loss: 0.1040 2024-01-03 02:15:46,688 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:15, time: 0.101, data_time: 0.051, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.5325, loss: 0.0939 2024-01-03 02:15:49,208 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1017, decode.acc_seg: 96.2278, loss: 0.1017 2024-01-03 02:15:54,057 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:30:06, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0945, decode.acc_seg: 96.4509, loss: 0.0945 2024-01-03 02:15:56,561 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:30:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.3965, loss: 0.0956 2024-01-03 02:16:01,498 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:29:58, time: 0.099, data_time: 0.045, memory: 623, decode.loss_ce: 0.1107, decode.acc_seg: 95.8274, loss: 0.1107 2024-01-03 02:16:04,001 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:29:52, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.3488, loss: 0.0937 2024-01-03 02:16:08,865 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:49, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0985, decode.acc_seg: 96.2419, loss: 0.0985 2024-01-03 02:16:11,371 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:43, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.1023, decode.acc_seg: 96.0028, loss: 0.1023 2024-01-03 02:16:16,309 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:40, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0979, decode.acc_seg: 96.3808, loss: 0.0979 2024-01-03 02:16:18,804 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:34, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.0910, decode.acc_seg: 96.5352, loss: 0.0910 2024-01-03 02:16:23,686 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:32, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0891, decode.acc_seg: 96.5366, loss: 0.0891 2024-01-03 02:16:28,650 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:29, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.3304, loss: 0.0995 2024-01-03 02:16:31,140 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:23, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.1012, decode.acc_seg: 96.1453, loss: 0.1012 2024-01-03 02:16:36,030 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:20, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0954, decode.acc_seg: 96.3617, loss: 0.0954 2024-01-03 02:16:38,526 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.1680, loss: 0.0995 2024-01-03 02:16:43,455 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:12, time: 0.099, data_time: 0.051, memory: 623, decode.loss_ce: 0.1004, decode.acc_seg: 96.1532, loss: 0.1004 2024-01-03 02:16:45,977 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:16:45,977 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:29:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0988, decode.acc_seg: 96.2120, loss: 0.0988 2024-01-03 02:16:50,879 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:29:03, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0961, decode.acc_seg: 96.3440, loss: 0.0961 2024-01-03 02:16:53,396 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:28:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.3163, loss: 0.0950 2024-01-03 02:16:58,328 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:28:55, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0936, decode.acc_seg: 96.4395, loss: 0.0936 2024-01-03 02:17:00,820 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:49, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.1060, decode.acc_seg: 95.9755, loss: 0.1060 2024-01-03 02:17:05,733 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:46, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0992, decode.acc_seg: 96.3046, loss: 0.0992 2024-01-03 02:17:10,585 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:43, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.3888, loss: 0.0957 2024-01-03 02:17:13,109 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:37, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.2367, loss: 0.0995 2024-01-03 02:17:17,983 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:34, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0943, decode.acc_seg: 96.4392, loss: 0.0943 2024-01-03 02:17:20,486 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0966, decode.acc_seg: 96.2640, loss: 0.0966 2024-01-03 02:17:25,404 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:26, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0986, decode.acc_seg: 96.1979, loss: 0.0986 2024-01-03 02:17:27,937 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:20, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.3228, loss: 0.0968 2024-01-03 02:17:32,888 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:17, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0996, decode.acc_seg: 96.2135, loss: 0.0996 2024-01-03 02:17:35,377 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:12, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1012, decode.acc_seg: 96.2181, loss: 0.1012 2024-01-03 02:17:40,250 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:09, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0983, decode.acc_seg: 96.2872, loss: 0.0983 2024-01-03 02:17:45,098 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:06, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.0992, decode.acc_seg: 96.2242, loss: 0.0992 2024-01-03 02:17:47,622 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:28:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0993, decode.acc_seg: 96.2295, loss: 0.0993 2024-01-03 02:17:52,512 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:27:57, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0938, decode.acc_seg: 96.4550, loss: 0.0938 2024-01-03 02:17:55,029 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:52, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0979, decode.acc_seg: 96.2392, loss: 0.0979 2024-01-03 02:17:59,926 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:49, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1027, decode.acc_seg: 95.9767, loss: 0.1027 2024-01-03 02:18:02,434 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:18:02,434 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:43, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0925, decode.acc_seg: 96.5281, loss: 0.0925 2024-01-03 02:18:07,400 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:40, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1056, decode.acc_seg: 96.0725, loss: 0.1056 2024-01-03 02:18:09,961 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:35, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.1958, loss: 0.0989 2024-01-03 02:18:14,950 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:32, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.3013, loss: 0.0997 2024-01-03 02:18:17,416 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:27, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.3116, loss: 0.0980 2024-01-03 02:18:22,401 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:24, time: 0.100, data_time: 0.045, memory: 623, decode.loss_ce: 0.1017, decode.acc_seg: 96.1848, loss: 0.1017 2024-01-03 02:18:27,386 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:21, time: 0.100, data_time: 0.045, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.4433, loss: 0.0928 2024-01-03 02:18:29,920 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:15, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0894, decode.acc_seg: 96.5975, loss: 0.0894 2024-01-03 02:18:34,800 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:12, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0998, decode.acc_seg: 95.9967, loss: 0.0998 2024-01-03 02:18:37,314 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.4704, loss: 0.0917 2024-01-03 02:18:42,256 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:27:04, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0977, decode.acc_seg: 96.2548, loss: 0.0977 2024-01-03 02:18:44,785 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:26:58, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0975, decode.acc_seg: 96.1741, loss: 0.0975 2024-01-03 02:18:49,659 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:26:55, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.5080, loss: 0.0917 2024-01-03 02:18:52,133 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:50, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.0938, decode.acc_seg: 96.4746, loss: 0.0938 2024-01-03 02:18:57,074 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:47, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1044, decode.acc_seg: 95.9821, loss: 0.1044 2024-01-03 02:19:01,931 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:44, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1021, decode.acc_seg: 96.1129, loss: 0.1021 2024-01-03 02:19:04,485 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1009, decode.acc_seg: 96.1193, loss: 0.1009 2024-01-03 02:19:09,464 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:36, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.3426, loss: 0.0967 2024-01-03 02:19:11,974 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.4515, loss: 0.0927 2024-01-03 02:19:16,845 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:27, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0887, decode.acc_seg: 96.6121, loss: 0.0887 2024-01-03 02:19:19,335 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 02:19:19,369 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:19:19,370 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:22, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0965, decode.acc_seg: 96.3730, loss: 0.0965 2024-01-03 02:19:28,896 - mmseg - INFO - per class results: 2024-01-03 02:19:28,897 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 94.42 | 97.3 | | aeroplane | 88.5 | 94.39 | | bicycle | 61.31 | 84.75 | | bird | 86.49 | 91.64 | | boat | 73.87 | 81.69 | | bottle | 76.1 | 87.53 | | bus | 91.26 | 95.91 | | car | 85.7 | 91.11 | | cat | 92.88 | 96.89 | | chair | 43.63 | 62.58 | | cow | 89.62 | 92.92 | | diningtable | 59.42 | 69.1 | | dog | 88.49 | 93.45 | | horse | 89.52 | 95.28 | | motorbike | 81.77 | 89.89 | | person | 87.85 | 93.51 | | pottedplant | 64.08 | 75.2 | | sheep | 88.36 | 94.87 | | sofa | 59.79 | 70.65 | | train | 84.54 | 91.61 | | tvmonitor | 71.61 | 85.71 | +-------------+-------+-------+ 2024-01-03 02:19:28,897 - mmseg - INFO - Summary: 2024-01-03 02:19:28,897 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 95.15 | 79.01 | 87.43 | +-------+-------+-------+ 2024-01-03 02:19:28,898 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:19:28,898 - mmseg - INFO - Iter(val) [182] aAcc: 0.9515, mIoU: 0.7901, mAcc: 0.8743, IoU.background: 0.9442, IoU.aeroplane: 0.8850, IoU.bicycle: 0.6131, IoU.bird: 0.8649, IoU.boat: 0.7387, IoU.bottle: 0.7610, IoU.bus: 0.9126, IoU.car: 0.8570, IoU.cat: 0.9288, IoU.chair: 0.4363, IoU.cow: 0.8962, IoU.diningtable: 0.5942, IoU.dog: 0.8849, IoU.horse: 0.8952, IoU.motorbike: 0.8177, IoU.person: 0.8785, IoU.pottedplant: 0.6408, IoU.sheep: 0.8836, IoU.sofa: 0.5979, IoU.train: 0.8454, IoU.tvmonitor: 0.7161, Acc.background: 0.9730, Acc.aeroplane: 0.9439, Acc.bicycle: 0.8475, Acc.bird: 0.9164, Acc.boat: 0.8169, Acc.bottle: 0.8753, Acc.bus: 0.9591, Acc.car: 0.9111, Acc.cat: 0.9689, Acc.chair: 0.6258, Acc.cow: 0.9292, Acc.diningtable: 0.6910, Acc.dog: 0.9345, Acc.horse: 0.9528, Acc.motorbike: 0.8989, Acc.person: 0.9351, Acc.pottedplant: 0.7520, Acc.sheep: 0.9487, Acc.sofa: 0.7065, Acc.train: 0.9161, Acc.tvmonitor: 0.8571 2024-01-03 02:19:33,809 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:28, time: 0.289, data_time: 0.236, memory: 623, decode.loss_ce: 0.0946, decode.acc_seg: 96.3557, loss: 0.0946 2024-01-03 02:19:36,329 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1014, decode.acc_seg: 96.0797, loss: 0.1014 2024-01-03 02:19:41,195 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:20, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.3288, loss: 0.0953 2024-01-03 02:19:43,666 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:14, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1001, decode.acc_seg: 96.3646, loss: 0.1001 2024-01-03 02:19:48,644 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:11, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.2413, loss: 0.0997 2024-01-03 02:19:53,510 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:08, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.3838, loss: 0.0934 2024-01-03 02:19:56,058 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:26:03, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0988, decode.acc_seg: 96.2650, loss: 0.0988 2024-01-03 02:20:00,989 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:26:00, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.2542, loss: 0.0980 2024-01-03 02:20:03,502 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.4149, loss: 0.0937 2024-01-03 02:20:08,411 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:51, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0977, decode.acc_seg: 96.3225, loss: 0.0977 2024-01-03 02:20:10,981 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:46, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1002, decode.acc_seg: 96.2229, loss: 0.1002 2024-01-03 02:20:15,889 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:43, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0931, decode.acc_seg: 96.5118, loss: 0.0931 2024-01-03 02:20:18,418 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:37, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1004, decode.acc_seg: 96.1728, loss: 0.1004 2024-01-03 02:20:23,327 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:34, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.5167, loss: 0.0934 2024-01-03 02:20:28,218 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:31, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1054, decode.acc_seg: 95.9386, loss: 0.1054 2024-01-03 02:20:30,739 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.3570, loss: 0.0956 2024-01-03 02:20:35,773 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:23, time: 0.101, data_time: 0.047, memory: 623, decode.loss_ce: 0.1023, decode.acc_seg: 96.0919, loss: 0.1023 2024-01-03 02:20:38,326 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:18, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1080, decode.acc_seg: 95.9617, loss: 0.1080 2024-01-03 02:20:43,237 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:15, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0965, decode.acc_seg: 96.2822, loss: 0.0965 2024-01-03 02:20:45,778 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:20:45,778 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:09, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.3631, loss: 0.0947 2024-01-03 02:20:50,811 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:06, time: 0.101, data_time: 0.048, memory: 623, decode.loss_ce: 0.0941, decode.acc_seg: 96.4373, loss: 0.0941 2024-01-03 02:20:53,353 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:25:01, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.4447, loss: 0.0962 2024-01-03 02:20:58,246 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:24:58, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0992, decode.acc_seg: 96.2722, loss: 0.0992 2024-01-03 02:21:00,730 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1015, decode.acc_seg: 96.2157, loss: 0.1015 2024-01-03 02:21:05,679 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:49, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.3506, loss: 0.0963 2024-01-03 02:21:10,522 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:46, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4513, loss: 0.0950 2024-01-03 02:21:13,054 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:41, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1040, decode.acc_seg: 96.0038, loss: 0.1040 2024-01-03 02:21:17,978 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:38, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0911, decode.acc_seg: 96.5758, loss: 0.0911 2024-01-03 02:21:20,504 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:33, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.3521, loss: 0.0957 2024-01-03 02:21:25,374 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:29, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0988, decode.acc_seg: 96.3145, loss: 0.0988 2024-01-03 02:21:27,917 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:24, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.3704, loss: 0.0953 2024-01-03 02:21:32,914 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:21, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0973, decode.acc_seg: 96.1963, loss: 0.0973 2024-01-03 02:21:35,429 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:16, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.3386, loss: 0.0940 2024-01-03 02:21:40,336 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:13, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.1047, decode.acc_seg: 96.1379, loss: 0.1047 2024-01-03 02:21:45,128 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:09, time: 0.094, data_time: 0.047, memory: 623, decode.loss_ce: 0.0905, decode.acc_seg: 96.6066, loss: 0.0905 2024-01-03 02:21:47,734 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:04, time: 0.054, data_time: 0.004, memory: 623, decode.loss_ce: 0.0918, decode.acc_seg: 96.4887, loss: 0.0918 2024-01-03 02:21:52,719 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:24:01, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.0910, loss: 0.1016 2024-01-03 02:21:55,240 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:56, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0923, decode.acc_seg: 96.5790, loss: 0.0923 2024-01-03 02:22:00,111 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:53, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0955, decode.acc_seg: 96.4338, loss: 0.0955 2024-01-03 02:22:02,648 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:22:02,648 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:48, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0921, decode.acc_seg: 96.4538, loss: 0.0921 2024-01-03 02:22:07,545 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:44, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0929, decode.acc_seg: 96.5629, loss: 0.0929 2024-01-03 02:22:10,089 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1051, decode.acc_seg: 95.8964, loss: 0.1051 2024-01-03 02:22:14,984 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:36, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.5294, loss: 0.0917 2024-01-03 02:22:17,516 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:31, time: 0.051, data_time: 0.002, memory: 623, decode.loss_ce: 0.0948, decode.acc_seg: 96.4172, loss: 0.0948 2024-01-03 02:22:22,446 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:28, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.3968, loss: 0.0968 2024-01-03 02:22:27,367 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:25, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4485, loss: 0.0950 2024-01-03 02:22:29,901 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:19, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0958, decode.acc_seg: 96.3802, loss: 0.0958 2024-01-03 02:22:34,863 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:16, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.4471, loss: 0.0927 2024-01-03 02:22:37,393 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:11, time: 0.051, data_time: 0.002, memory: 623, decode.loss_ce: 0.0921, decode.acc_seg: 96.5616, loss: 0.0921 2024-01-03 02:22:42,282 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:08, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.2399, loss: 0.0976 2024-01-03 02:22:44,805 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:23:03, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.3718, loss: 0.0950 2024-01-03 02:22:49,817 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:23:00, time: 0.100, data_time: 0.050, memory: 623, decode.loss_ce: 0.0902, decode.acc_seg: 96.5555, loss: 0.0902 2024-01-03 02:22:52,362 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:55, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0986, decode.acc_seg: 96.1664, loss: 0.0986 2024-01-03 02:22:57,384 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:52, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0986, decode.acc_seg: 96.3630, loss: 0.0986 2024-01-03 02:22:59,871 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.4060, loss: 0.0928 2024-01-03 02:23:04,834 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:43, time: 0.099, data_time: 0.045, memory: 623, decode.loss_ce: 0.0951, decode.acc_seg: 96.3652, loss: 0.0951 2024-01-03 02:23:09,777 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:40, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1020, decode.acc_seg: 96.2303, loss: 0.1020 2024-01-03 02:23:12,301 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:35, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1014, decode.acc_seg: 96.1164, loss: 0.1014 2024-01-03 02:23:17,284 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:32, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1017, decode.acc_seg: 96.0764, loss: 0.1017 2024-01-03 02:23:19,805 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:23:19,805 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0945, decode.acc_seg: 96.3385, loss: 0.0945 2024-01-03 02:23:24,683 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:23, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.4902, loss: 0.0947 2024-01-03 02:23:27,212 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:18, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1011, decode.acc_seg: 96.1624, loss: 0.1011 2024-01-03 02:23:32,094 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:15, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4115, loss: 0.0950 2024-01-03 02:23:34,588 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4446, loss: 0.0934 2024-01-03 02:23:39,556 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:07, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0912, decode.acc_seg: 96.4827, loss: 0.0912 2024-01-03 02:23:44,558 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:22:04, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.3242, loss: 0.0976 2024-01-03 02:23:47,071 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:59, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.0943, decode.acc_seg: 96.4349, loss: 0.0943 2024-01-03 02:23:51,903 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:55, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.0908, decode.acc_seg: 96.5263, loss: 0.0908 2024-01-03 02:23:54,428 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:50, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.2639, loss: 0.0956 2024-01-03 02:23:59,393 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:47, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0923, decode.acc_seg: 96.4535, loss: 0.0923 2024-01-03 02:24:01,892 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0899, decode.acc_seg: 96.6425, loss: 0.0899 2024-01-03 02:24:06,869 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:39, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.1561, loss: 0.0989 2024-01-03 02:24:09,381 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4125, loss: 0.0950 2024-01-03 02:24:14,289 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:31, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.5551, loss: 0.0937 2024-01-03 02:24:16,744 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:26, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.1027, decode.acc_seg: 96.2163, loss: 0.1027 2024-01-03 02:24:21,684 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:22, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0979, decode.acc_seg: 96.3722, loss: 0.0979 2024-01-03 02:24:26,570 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:19, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0882, decode.acc_seg: 96.5960, loss: 0.0882 2024-01-03 02:24:29,096 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:14, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1007, decode.acc_seg: 96.2026, loss: 0.1007 2024-01-03 02:24:34,010 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:11, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0894, decode.acc_seg: 96.5710, loss: 0.0894 2024-01-03 02:24:36,504 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:24:36,504 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.3622, loss: 0.0968 2024-01-03 02:24:41,390 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:21:02, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1036, decode.acc_seg: 96.0642, loss: 0.1036 2024-01-03 02:24:43,897 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0910, decode.acc_seg: 96.5857, loss: 0.0910 2024-01-03 02:24:48,844 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:54, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0952, decode.acc_seg: 96.4219, loss: 0.0952 2024-01-03 02:24:51,367 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0932, decode.acc_seg: 96.4562, loss: 0.0932 2024-01-03 02:24:56,268 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:46, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.3480, loss: 0.0962 2024-01-03 02:25:01,242 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:43, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0986, decode.acc_seg: 96.2562, loss: 0.0986 2024-01-03 02:25:03,765 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:38, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0944, decode.acc_seg: 96.4510, loss: 0.0944 2024-01-03 02:25:08,594 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:34, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.2344, loss: 0.0950 2024-01-03 02:25:11,107 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4009, loss: 0.0950 2024-01-03 02:25:16,009 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:26, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.2700, loss: 0.0982 2024-01-03 02:25:18,511 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:21, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0909, decode.acc_seg: 96.5261, loss: 0.0909 2024-01-03 02:25:23,368 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:18, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.1243, loss: 0.1016 2024-01-03 02:25:25,895 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0985, decode.acc_seg: 96.2123, loss: 0.0985 2024-01-03 02:25:30,792 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:10, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0956, decode.acc_seg: 96.3048, loss: 0.0956 2024-01-03 02:25:33,259 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:05, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.3195, loss: 0.0995 2024-01-03 02:25:38,214 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:20:01, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0979, decode.acc_seg: 96.2091, loss: 0.0979 2024-01-03 02:25:43,146 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:58, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0981, decode.acc_seg: 96.2493, loss: 0.0981 2024-01-03 02:25:45,657 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0941, decode.acc_seg: 96.3335, loss: 0.0941 2024-01-03 02:25:50,637 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:50, time: 0.099, data_time: 0.053, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.4788, loss: 0.0928 2024-01-03 02:25:53,141 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:25:53,141 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.3742, loss: 0.0963 2024-01-03 02:25:58,020 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:42, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1015, decode.acc_seg: 96.0649, loss: 0.1015 2024-01-03 02:26:00,548 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:37, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.2799, loss: 0.0968 2024-01-03 02:26:05,477 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:34, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0941, decode.acc_seg: 96.4960, loss: 0.0941 2024-01-03 02:26:07,991 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.3137, loss: 0.0974 2024-01-03 02:26:12,965 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:25, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0978, decode.acc_seg: 96.2279, loss: 0.0978 2024-01-03 02:26:17,910 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:22, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0915, decode.acc_seg: 96.5664, loss: 0.0915 2024-01-03 02:26:20,406 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:17, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0977, decode.acc_seg: 96.3291, loss: 0.0977 2024-01-03 02:26:25,275 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:14, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0992, decode.acc_seg: 96.2304, loss: 0.0992 2024-01-03 02:26:27,845 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:09, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.1684, loss: 0.0989 2024-01-03 02:26:32,814 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:06, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0952, decode.acc_seg: 96.4135, loss: 0.0952 2024-01-03 02:26:35,300 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:19:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0888, decode.acc_seg: 96.5858, loss: 0.0888 2024-01-03 02:26:40,130 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:57, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1024, decode.acc_seg: 96.2189, loss: 0.1024 2024-01-03 02:26:42,649 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0930, decode.acc_seg: 96.4159, loss: 0.0930 2024-01-03 02:26:47,553 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:49, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.3237, loss: 0.0980 2024-01-03 02:26:50,066 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0910, decode.acc_seg: 96.4910, loss: 0.0910 2024-01-03 02:26:55,013 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:41, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0901, decode.acc_seg: 96.6380, loss: 0.0901 2024-01-03 02:26:59,923 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:38, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.5389, loss: 0.0917 2024-01-03 02:27:02,434 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:33, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0983, decode.acc_seg: 96.2107, loss: 0.0983 2024-01-03 02:27:07,396 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:30, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.2676, loss: 0.0967 2024-01-03 02:27:09,902 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:27:09,902 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:25, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.3548, loss: 0.0967 2024-01-03 02:27:14,899 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:21, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.0958, decode.acc_seg: 96.4230, loss: 0.0958 2024-01-03 02:27:17,441 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:17, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.2064, loss: 0.0989 2024-01-03 02:27:22,326 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:13, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0944, decode.acc_seg: 96.4259, loss: 0.0944 2024-01-03 02:27:24,877 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:09, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0960, decode.acc_seg: 96.2780, loss: 0.0960 2024-01-03 02:27:29,835 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:05, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0955, decode.acc_seg: 96.4136, loss: 0.0955 2024-01-03 02:27:34,680 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:18:02, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1031, decode.acc_seg: 96.1511, loss: 0.1031 2024-01-03 02:27:37,210 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:57, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0942, decode.acc_seg: 96.5253, loss: 0.0942 2024-01-03 02:27:42,068 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:54, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.4894, loss: 0.0928 2024-01-03 02:27:44,594 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:49, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0884, decode.acc_seg: 96.6423, loss: 0.0884 2024-01-03 02:27:49,546 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:45, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.4456, loss: 0.0968 2024-01-03 02:27:52,071 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:41, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0924, decode.acc_seg: 96.4943, loss: 0.0924 2024-01-03 02:27:56,957 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:37, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1033, decode.acc_seg: 96.1099, loss: 0.1033 2024-01-03 02:27:59,453 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:33, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.4386, loss: 0.0917 2024-01-03 02:28:04,387 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:29, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0987, decode.acc_seg: 96.2135, loss: 0.0987 2024-01-03 02:28:06,873 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:25, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0960, decode.acc_seg: 96.2505, loss: 0.0960 2024-01-03 02:28:11,832 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:21, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0925, decode.acc_seg: 96.4824, loss: 0.0925 2024-01-03 02:28:16,756 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:18, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.3163, loss: 0.0989 2024-01-03 02:28:19,279 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:13, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0964, decode.acc_seg: 96.3162, loss: 0.0964 2024-01-03 02:28:24,225 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:09, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0966, decode.acc_seg: 96.3187, loss: 0.0966 2024-01-03 02:28:26,729 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:28:26,729 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0944, decode.acc_seg: 96.4381, loss: 0.0944 2024-01-03 02:28:31,634 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:17:01, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1037, decode.acc_seg: 95.9011, loss: 0.1037 2024-01-03 02:28:34,137 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.4471, loss: 0.0922 2024-01-03 02:28:39,054 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:53, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0955, decode.acc_seg: 96.3417, loss: 0.0955 2024-01-03 02:28:41,577 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4368, loss: 0.0934 2024-01-03 02:28:46,596 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:45, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0935, decode.acc_seg: 96.3321, loss: 0.0935 2024-01-03 02:28:49,061 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:41, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.0942, decode.acc_seg: 96.4207, loss: 0.0942 2024-01-03 02:28:54,013 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:37, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0975, decode.acc_seg: 96.2374, loss: 0.0975 2024-01-03 02:28:58,958 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:34, time: 0.099, data_time: 0.052, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4898, loss: 0.0934 2024-01-03 02:29:01,485 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:29, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0904, decode.acc_seg: 96.4698, loss: 0.0904 2024-01-03 02:29:06,342 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:26, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1006, decode.acc_seg: 96.1377, loss: 0.1006 2024-01-03 02:29:08,846 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:21, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1003, decode.acc_seg: 96.2599, loss: 0.1003 2024-01-03 02:29:13,731 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:17, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0926, decode.acc_seg: 96.4478, loss: 0.0926 2024-01-03 02:29:16,249 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:13, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.2887, loss: 0.0982 2024-01-03 02:29:21,127 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:09, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0978, decode.acc_seg: 96.2992, loss: 0.0978 2024-01-03 02:29:23,627 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.3925, loss: 0.0997 2024-01-03 02:29:28,641 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:16:01, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.2580, loss: 0.0947 2024-01-03 02:29:33,482 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:58, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0900, decode.acc_seg: 96.6180, loss: 0.0900 2024-01-03 02:29:36,010 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:53, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0911, decode.acc_seg: 96.4525, loss: 0.0911 2024-01-03 02:29:41,012 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:50, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.2572, loss: 0.0997 2024-01-03 02:29:43,508 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:29:43,509 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0898, decode.acc_seg: 96.6546, loss: 0.0898 2024-01-03 02:29:48,443 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:42, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1003, decode.acc_seg: 96.2405, loss: 0.1003 2024-01-03 02:29:50,969 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:37, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.5795, loss: 0.0917 2024-01-03 02:29:55,839 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:33, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0849, decode.acc_seg: 96.6556, loss: 0.0849 2024-01-03 02:29:58,448 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:29, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0930, decode.acc_seg: 96.4277, loss: 0.0930 2024-01-03 02:30:03,355 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:25, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0921, decode.acc_seg: 96.3918, loss: 0.0921 2024-01-03 02:30:05,854 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:21, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0917, decode.acc_seg: 96.5850, loss: 0.0917 2024-01-03 02:30:10,928 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:17, time: 0.101, data_time: 0.047, memory: 623, decode.loss_ce: 0.0868, decode.acc_seg: 96.6110, loss: 0.0868 2024-01-03 02:30:15,834 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:14, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.3085, loss: 0.0940 2024-01-03 02:30:18,359 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:09, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0989, decode.acc_seg: 96.2216, loss: 0.0989 2024-01-03 02:30:23,231 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:06, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0943, decode.acc_seg: 96.4766, loss: 0.0943 2024-01-03 02:30:25,747 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:15:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0954, decode.acc_seg: 96.4138, loss: 0.0954 2024-01-03 02:30:30,673 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:58, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0903, decode.acc_seg: 96.4329, loss: 0.0903 2024-01-03 02:30:33,226 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:53, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1002, decode.acc_seg: 96.1268, loss: 0.1002 2024-01-03 02:30:38,139 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:50, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0933, decode.acc_seg: 96.4164, loss: 0.0933 2024-01-03 02:30:40,633 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.4138, loss: 0.0974 2024-01-03 02:30:45,621 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:42, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0902, decode.acc_seg: 96.5530, loss: 0.0902 2024-01-03 02:30:50,441 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:38, time: 0.096, data_time: 0.047, memory: 623, decode.loss_ce: 0.0984, decode.acc_seg: 96.2477, loss: 0.0984 2024-01-03 02:30:53,038 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:34, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0977, decode.acc_seg: 96.3176, loss: 0.0977 2024-01-03 02:30:58,002 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:30, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0920, decode.acc_seg: 96.5182, loss: 0.0920 2024-01-03 02:31:00,541 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:31:00,541 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:26, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0898, decode.acc_seg: 96.6475, loss: 0.0898 2024-01-03 02:31:05,434 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:22, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0942, decode.acc_seg: 96.2842, loss: 0.0942 2024-01-03 02:31:07,934 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0969, decode.acc_seg: 96.2175, loss: 0.0969 2024-01-03 02:31:12,765 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:14, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0900, decode.acc_seg: 96.5553, loss: 0.0900 2024-01-03 02:31:15,271 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0967, decode.acc_seg: 96.3124, loss: 0.0967 2024-01-03 02:31:20,235 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:06, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0996, decode.acc_seg: 96.2253, loss: 0.0996 2024-01-03 02:31:22,702 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:14:01, time: 0.049, data_time: 0.002, memory: 623, decode.loss_ce: 0.0931, decode.acc_seg: 96.4604, loss: 0.0931 2024-01-03 02:31:27,648 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:58, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.1621, loss: 0.1016 2024-01-03 02:31:32,604 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:54, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1005, decode.acc_seg: 96.1780, loss: 0.1005 2024-01-03 02:31:35,137 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:50, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.5014, loss: 0.0939 2024-01-03 02:31:40,132 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:46, time: 0.100, data_time: 0.050, memory: 623, decode.loss_ce: 0.0926, decode.acc_seg: 96.5333, loss: 0.0926 2024-01-03 02:31:42,677 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:42, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1004, decode.acc_seg: 96.1005, loss: 0.1004 2024-01-03 02:31:47,537 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:38, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0889, decode.acc_seg: 96.6249, loss: 0.0889 2024-01-03 02:31:50,083 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:34, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0865, decode.acc_seg: 96.7850, loss: 0.0865 2024-01-03 02:31:54,990 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:30, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0935, decode.acc_seg: 96.4726, loss: 0.0935 2024-01-03 02:31:57,492 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0914, decode.acc_seg: 96.5217, loss: 0.0914 2024-01-03 02:32:02,409 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:22, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0931, decode.acc_seg: 96.3732, loss: 0.0931 2024-01-03 02:32:07,245 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:19, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.4506, loss: 0.0939 2024-01-03 02:32:09,795 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:14, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.2522, loss: 0.0962 2024-01-03 02:32:14,681 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:11, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0935, decode.acc_seg: 96.4850, loss: 0.0935 2024-01-03 02:32:17,227 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 02:32:17,312 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:32:17,312 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:06, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0951, decode.acc_seg: 96.4007, loss: 0.0951 2024-01-03 02:32:26,647 - mmseg - INFO - per class results: 2024-01-03 02:32:26,648 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 94.44 | 97.49 | | aeroplane | 88.12 | 95.46 | | bicycle | 62.8 | 84.24 | | bird | 85.82 | 90.78 | | boat | 73.45 | 81.7 | | bottle | 75.47 | 84.88 | | bus | 91.36 | 95.58 | | car | 85.44 | 89.76 | | cat | 93.38 | 96.51 | | chair | 45.09 | 67.41 | | cow | 88.97 | 92.07 | | diningtable | 55.17 | 60.96 | | dog | 88.97 | 94.29 | | horse | 89.88 | 95.09 | | motorbike | 82.22 | 89.72 | | person | 88.13 | 93.71 | | pottedplant | 64.28 | 74.24 | | sheep | 88.76 | 92.6 | | sofa | 60.53 | 72.86 | | train | 84.96 | 90.88 | | tvmonitor | 70.87 | 82.34 | +-------------+-------+-------+ 2024-01-03 02:32:26,648 - mmseg - INFO - Summary: 2024-01-03 02:32:26,649 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 95.17 | 78.96 | 86.79 | +-------+-------+-------+ 2024-01-03 02:32:26,649 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:32:26,649 - mmseg - INFO - Iter(val) [182] aAcc: 0.9517, mIoU: 0.7896, mAcc: 0.8679, IoU.background: 0.9444, IoU.aeroplane: 0.8812, IoU.bicycle: 0.6280, IoU.bird: 0.8582, IoU.boat: 0.7345, IoU.bottle: 0.7547, IoU.bus: 0.9136, IoU.car: 0.8544, IoU.cat: 0.9338, IoU.chair: 0.4509, IoU.cow: 0.8897, IoU.diningtable: 0.5517, IoU.dog: 0.8897, IoU.horse: 0.8988, IoU.motorbike: 0.8222, IoU.person: 0.8813, IoU.pottedplant: 0.6428, IoU.sheep: 0.8876, IoU.sofa: 0.6053, IoU.train: 0.8496, IoU.tvmonitor: 0.7087, Acc.background: 0.9749, Acc.aeroplane: 0.9546, Acc.bicycle: 0.8424, Acc.bird: 0.9078, Acc.boat: 0.8170, Acc.bottle: 0.8488, Acc.bus: 0.9558, Acc.car: 0.8976, Acc.cat: 0.9651, Acc.chair: 0.6741, Acc.cow: 0.9207, Acc.diningtable: 0.6096, Acc.dog: 0.9429, Acc.horse: 0.9509, Acc.motorbike: 0.8972, Acc.person: 0.9371, Acc.pottedplant: 0.7424, Acc.sheep: 0.9260, Acc.sofa: 0.7286, Acc.train: 0.9088, Acc.tvmonitor: 0.8234 2024-01-03 02:32:31,582 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:06, time: 0.286, data_time: 0.236, memory: 623, decode.loss_ce: 0.0906, decode.acc_seg: 96.5912, loss: 0.0906 2024-01-03 02:32:34,130 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:13:01, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0994, decode.acc_seg: 96.2830, loss: 0.0994 2024-01-03 02:32:39,083 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:58, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0955, decode.acc_seg: 96.3579, loss: 0.0955 2024-01-03 02:32:41,595 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1028, decode.acc_seg: 96.1413, loss: 0.1028 2024-01-03 02:32:46,516 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:50, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.3773, loss: 0.0947 2024-01-03 02:32:49,003 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0909, decode.acc_seg: 96.6495, loss: 0.0909 2024-01-03 02:32:54,034 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:42, time: 0.101, data_time: 0.046, memory: 623, decode.loss_ce: 0.0920, decode.acc_seg: 96.5944, loss: 0.0920 2024-01-03 02:32:59,026 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:38, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0953, decode.acc_seg: 96.3605, loss: 0.0953 2024-01-03 02:33:01,556 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:34, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0971, decode.acc_seg: 96.2715, loss: 0.0971 2024-01-03 02:33:06,448 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:30, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0980, decode.acc_seg: 96.3556, loss: 0.0980 2024-01-03 02:33:08,967 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0952, decode.acc_seg: 96.4036, loss: 0.0952 2024-01-03 02:33:13,900 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:22, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0958, decode.acc_seg: 96.2571, loss: 0.0958 2024-01-03 02:33:16,413 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0900, decode.acc_seg: 96.5713, loss: 0.0900 2024-01-03 02:33:21,349 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:14, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1019, decode.acc_seg: 96.1341, loss: 0.1019 2024-01-03 02:33:23,842 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.4039, loss: 0.0962 2024-01-03 02:33:28,693 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:06, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0902, decode.acc_seg: 96.5017, loss: 0.0902 2024-01-03 02:33:33,524 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:12:02, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.0924, decode.acc_seg: 96.5035, loss: 0.0924 2024-01-03 02:33:36,129 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:58, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.2743, loss: 0.0976 2024-01-03 02:33:41,004 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:54, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0878, decode.acc_seg: 96.6511, loss: 0.0878 2024-01-03 02:33:43,510 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:33:43,511 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.2765, loss: 0.0963 2024-01-03 02:33:48,374 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:46, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1016, decode.acc_seg: 96.2359, loss: 0.1016 2024-01-03 02:33:50,891 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0899, decode.acc_seg: 96.5254, loss: 0.0899 2024-01-03 02:33:55,776 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:38, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1018, decode.acc_seg: 96.1475, loss: 0.1018 2024-01-03 02:33:58,320 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:34, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.5567, loss: 0.0922 2024-01-03 02:34:03,178 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:30, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.4040, loss: 0.0940 2024-01-03 02:34:05,679 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0959, decode.acc_seg: 96.3055, loss: 0.0959 2024-01-03 02:34:10,584 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:22, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0983, decode.acc_seg: 96.2437, loss: 0.0983 2024-01-03 02:34:15,403 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:18, time: 0.096, data_time: 0.047, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4083, loss: 0.0934 2024-01-03 02:34:17,933 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:14, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0978, decode.acc_seg: 96.2038, loss: 0.0978 2024-01-03 02:34:22,780 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:10, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4885, loss: 0.0950 2024-01-03 02:34:25,292 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.3627, loss: 0.0939 2024-01-03 02:34:30,191 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:02, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0920, decode.acc_seg: 96.5140, loss: 0.0920 2024-01-03 02:34:32,690 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:58, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.2410, loss: 0.0982 2024-01-03 02:34:37,556 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:54, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.3858, loss: 0.0950 2024-01-03 02:34:40,077 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0945, decode.acc_seg: 96.4062, loss: 0.0945 2024-01-03 02:34:44,954 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:46, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0931, decode.acc_seg: 96.4070, loss: 0.0931 2024-01-03 02:34:47,452 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0925, decode.acc_seg: 96.4839, loss: 0.0925 2024-01-03 02:34:52,398 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:38, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.5572, loss: 0.0927 2024-01-03 02:34:57,338 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:34, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0951, decode.acc_seg: 96.4207, loss: 0.0951 2024-01-03 02:34:59,845 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:34:59,846 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1000, decode.acc_seg: 96.2757, loss: 0.1000 2024-01-03 02:35:04,745 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:26, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.3581, loss: 0.0976 2024-01-03 02:35:07,258 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.2968, loss: 0.0963 2024-01-03 02:35:12,134 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:18, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0900, decode.acc_seg: 96.6511, loss: 0.0900 2024-01-03 02:35:14,664 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:14, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0943, decode.acc_seg: 96.4255, loss: 0.0943 2024-01-03 02:35:19,547 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:10, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0908, decode.acc_seg: 96.5062, loss: 0.0908 2024-01-03 02:35:22,051 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1005, decode.acc_seg: 96.2282, loss: 0.1005 2024-01-03 02:35:27,012 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:02, time: 0.099, data_time: 0.045, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.3732, loss: 0.0963 2024-01-03 02:35:31,905 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:59, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0950, decode.acc_seg: 96.4018, loss: 0.0950 2024-01-03 02:35:34,420 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0952, decode.acc_seg: 96.4700, loss: 0.0952 2024-01-03 02:35:39,321 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:51, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0975, decode.acc_seg: 96.3882, loss: 0.0975 2024-01-03 02:35:41,841 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.1576, loss: 0.0962 2024-01-03 02:35:46,786 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:43, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0971, decode.acc_seg: 96.3354, loss: 0.0971 2024-01-03 02:35:49,306 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0965, decode.acc_seg: 96.2838, loss: 0.0965 2024-01-03 02:35:54,240 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:35, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0909, decode.acc_seg: 96.5598, loss: 0.0909 2024-01-03 02:35:56,722 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:31, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0926, decode.acc_seg: 96.4088, loss: 0.0926 2024-01-03 02:36:01,598 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:27, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0913, decode.acc_seg: 96.5213, loss: 0.0913 2024-01-03 02:36:04,068 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:23, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.2939, loss: 0.0974 2024-01-03 02:36:08,917 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:19, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0845, decode.acc_seg: 96.7438, loss: 0.0845 2024-01-03 02:36:13,825 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:15, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.2310, loss: 0.0997 2024-01-03 02:36:16,341 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:36:16,342 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:11, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0912, decode.acc_seg: 96.4135, loss: 0.0912 2024-01-03 02:36:21,273 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:07, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0921, decode.acc_seg: 96.4963, loss: 0.0921 2024-01-03 02:36:23,797 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:03, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0909, decode.acc_seg: 96.4980, loss: 0.0909 2024-01-03 02:36:28,730 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:59, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.4749, loss: 0.0927 2024-01-03 02:36:31,284 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:55, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0918, decode.acc_seg: 96.5501, loss: 0.0918 2024-01-03 02:36:36,283 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:51, time: 0.100, data_time: 0.053, memory: 623, decode.loss_ce: 0.1010, decode.acc_seg: 96.0999, loss: 0.1010 2024-01-03 02:36:38,784 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:47, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.3979, loss: 0.0927 2024-01-03 02:36:43,681 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:43, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0923, decode.acc_seg: 96.4877, loss: 0.0923 2024-01-03 02:36:48,617 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:39, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.3981, loss: 0.0947 2024-01-03 02:36:51,128 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:35, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0932, decode.acc_seg: 96.4467, loss: 0.0932 2024-01-03 02:36:56,027 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:32, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0904, decode.acc_seg: 96.4948, loss: 0.0904 2024-01-03 02:36:58,537 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0954, decode.acc_seg: 96.2923, loss: 0.0954 2024-01-03 02:37:03,418 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:24, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0873, decode.acc_seg: 96.6755, loss: 0.0873 2024-01-03 02:37:05,918 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0997, decode.acc_seg: 96.2086, loss: 0.0997 2024-01-03 02:37:10,840 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:16, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0929, decode.acc_seg: 96.5375, loss: 0.0929 2024-01-03 02:37:13,369 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:11, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0945, decode.acc_seg: 96.4337, loss: 0.0945 2024-01-03 02:37:18,198 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:08, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0869, decode.acc_seg: 96.7082, loss: 0.0869 2024-01-03 02:37:20,672 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:03, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1008, decode.acc_seg: 96.2422, loss: 0.1008 2024-01-03 02:37:25,623 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:08:00, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0935, decode.acc_seg: 96.3916, loss: 0.0935 2024-01-03 02:37:30,470 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:56, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0923, decode.acc_seg: 96.4381, loss: 0.0923 2024-01-03 02:37:32,986 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:37:32,986 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:52, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0907, decode.acc_seg: 96.5171, loss: 0.0907 2024-01-03 02:37:37,904 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:48, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0990, decode.acc_seg: 96.2686, loss: 0.0990 2024-01-03 02:37:40,394 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:44, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1025, decode.acc_seg: 96.1845, loss: 0.1025 2024-01-03 02:37:45,302 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:40, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0867, decode.acc_seg: 96.6727, loss: 0.0867 2024-01-03 02:37:47,821 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:36, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1010, decode.acc_seg: 96.2935, loss: 0.1010 2024-01-03 02:37:52,738 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:32, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1008, decode.acc_seg: 96.1103, loss: 0.1008 2024-01-03 02:37:55,239 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:28, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0976, decode.acc_seg: 96.2534, loss: 0.0976 2024-01-03 02:38:00,143 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:24, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0908, decode.acc_seg: 96.5559, loss: 0.0908 2024-01-03 02:38:05,144 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:20, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.2678, loss: 0.0962 2024-01-03 02:38:07,683 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:16, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.3350, loss: 0.0957 2024-01-03 02:38:12,549 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:12, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0970, decode.acc_seg: 96.2991, loss: 0.0970 2024-01-03 02:38:15,065 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:08, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.3635, loss: 0.0939 2024-01-03 02:38:19,990 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:04, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0881, decode.acc_seg: 96.5231, loss: 0.0881 2024-01-03 02:38:22,502 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:07:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0939, decode.acc_seg: 96.5002, loss: 0.0939 2024-01-03 02:38:27,370 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:57, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0906, decode.acc_seg: 96.4686, loss: 0.0906 2024-01-03 02:38:29,887 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:52, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0930, decode.acc_seg: 96.3749, loss: 0.0930 2024-01-03 02:38:34,845 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:49, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0882, decode.acc_seg: 96.6512, loss: 0.0882 2024-01-03 02:38:37,345 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:44, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4857, loss: 0.0934 2024-01-03 02:38:42,290 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:41, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0995, decode.acc_seg: 96.1914, loss: 0.0995 2024-01-03 02:38:47,218 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:37, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0869, decode.acc_seg: 96.7539, loss: 0.0869 2024-01-03 02:38:49,736 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:38:49,736 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:33, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0958, decode.acc_seg: 96.3190, loss: 0.0958 2024-01-03 02:38:54,672 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:29, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0944, decode.acc_seg: 96.3441, loss: 0.0944 2024-01-03 02:38:57,180 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:25, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0973, decode.acc_seg: 96.4704, loss: 0.0973 2024-01-03 02:39:02,050 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:21, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0942, decode.acc_seg: 96.4640, loss: 0.0942 2024-01-03 02:39:04,563 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:17, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0926, decode.acc_seg: 96.5499, loss: 0.0926 2024-01-03 02:39:09,433 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:13, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.0914, decode.acc_seg: 96.4142, loss: 0.0914 2024-01-03 02:39:11,952 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.4788, loss: 0.0934 2024-01-03 02:39:16,884 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:05, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0888, decode.acc_seg: 96.5823, loss: 0.0888 2024-01-03 02:39:21,789 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:01, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0911, decode.acc_seg: 96.5102, loss: 0.0911 2024-01-03 02:39:24,327 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:57, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0912, decode.acc_seg: 96.6143, loss: 0.0912 2024-01-03 02:39:29,329 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:53, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.5027, loss: 0.0927 2024-01-03 02:39:31,853 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0885, decode.acc_seg: 96.6362, loss: 0.0885 2024-01-03 02:39:36,738 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:46, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0901, decode.acc_seg: 96.5251, loss: 0.0901 2024-01-03 02:39:39,289 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:41, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.3977, loss: 0.0937 2024-01-03 02:39:44,258 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:38, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0926, decode.acc_seg: 96.5116, loss: 0.0926 2024-01-03 02:39:46,773 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0932, decode.acc_seg: 96.4822, loss: 0.0932 2024-01-03 02:39:51,753 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:30, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0904, decode.acc_seg: 96.5723, loss: 0.0904 2024-01-03 02:39:54,260 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0929, decode.acc_seg: 96.4185, loss: 0.0929 2024-01-03 02:39:59,207 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:22, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0944, decode.acc_seg: 96.4739, loss: 0.0944 2024-01-03 02:40:04,272 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:18, time: 0.101, data_time: 0.050, memory: 623, decode.loss_ce: 0.0945, decode.acc_seg: 96.4371, loss: 0.0945 2024-01-03 02:40:06,793 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:40:06,793 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0899, decode.acc_seg: 96.5481, loss: 0.0899 2024-01-03 02:40:11,773 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:10, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0938, decode.acc_seg: 96.5358, loss: 0.0938 2024-01-03 02:40:14,310 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:06, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0991, decode.acc_seg: 96.2278, loss: 0.0991 2024-01-03 02:40:19,244 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:02, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0974, decode.acc_seg: 96.2582, loss: 0.0974 2024-01-03 02:40:21,820 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:58, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0938, decode.acc_seg: 96.5293, loss: 0.0938 2024-01-03 02:40:26,722 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:54, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0968, decode.acc_seg: 96.2586, loss: 0.0968 2024-01-03 02:40:29,279 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:50, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0914, decode.acc_seg: 96.5288, loss: 0.0914 2024-01-03 02:40:34,189 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:46, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0942, decode.acc_seg: 96.4697, loss: 0.0942 2024-01-03 02:40:36,649 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:42, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.0884, decode.acc_seg: 96.6788, loss: 0.0884 2024-01-03 02:40:41,560 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:38, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0954, decode.acc_seg: 96.4082, loss: 0.0954 2024-01-03 02:40:46,466 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:35, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.0970, decode.acc_seg: 96.2528, loss: 0.0970 2024-01-03 02:40:48,977 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:31, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0983, decode.acc_seg: 96.2526, loss: 0.0983 2024-01-03 02:40:53,989 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:27, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0897, decode.acc_seg: 96.6093, loss: 0.0897 2024-01-03 02:40:56,501 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0936, decode.acc_seg: 96.4893, loss: 0.0936 2024-01-03 02:41:01,339 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:19, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.2490, loss: 0.0982 2024-01-03 02:41:03,861 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0932, decode.acc_seg: 96.6262, loss: 0.0932 2024-01-03 02:41:08,846 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:11, time: 0.100, data_time: 0.051, memory: 623, decode.loss_ce: 0.0907, decode.acc_seg: 96.5240, loss: 0.0907 2024-01-03 02:41:11,373 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:07, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0941, decode.acc_seg: 96.4979, loss: 0.0941 2024-01-03 02:41:16,281 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:03, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0877, decode.acc_seg: 96.6099, loss: 0.0877 2024-01-03 02:41:21,123 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:59, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0954, decode.acc_seg: 96.4043, loss: 0.0954 2024-01-03 02:41:23,642 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:41:23,642 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:55, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.4751, loss: 0.0922 2024-01-03 02:41:28,530 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:51, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.0951, decode.acc_seg: 96.2778, loss: 0.0951 2024-01-03 02:41:31,106 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:47, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0988, decode.acc_seg: 96.3606, loss: 0.0988 2024-01-03 02:41:36,017 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:43, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0920, decode.acc_seg: 96.4790, loss: 0.0920 2024-01-03 02:41:38,563 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.4524, loss: 0.0927 2024-01-03 02:41:43,591 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:36, time: 0.101, data_time: 0.047, memory: 623, decode.loss_ce: 0.0943, decode.acc_seg: 96.4757, loss: 0.0943 2024-01-03 02:41:46,096 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0948, decode.acc_seg: 96.3643, loss: 0.0948 2024-01-03 02:41:51,042 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:28, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0948, decode.acc_seg: 96.4457, loss: 0.0948 2024-01-03 02:41:53,513 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:24, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.0883, decode.acc_seg: 96.6294, loss: 0.0883 2024-01-03 02:41:58,407 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:20, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0894, decode.acc_seg: 96.5939, loss: 0.0894 2024-01-03 02:42:03,352 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:16, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0919, decode.acc_seg: 96.3890, loss: 0.0919 2024-01-03 02:42:05,866 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:12, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0873, decode.acc_seg: 96.7018, loss: 0.0873 2024-01-03 02:42:10,831 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:08, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0955, decode.acc_seg: 96.2843, loss: 0.0955 2024-01-03 02:42:13,357 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:04, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0907, decode.acc_seg: 96.4635, loss: 0.0907 2024-01-03 02:42:18,291 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:00, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0899, decode.acc_seg: 96.5553, loss: 0.0899 2024-01-03 02:42:20,810 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:56, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0924, decode.acc_seg: 96.3424, loss: 0.0924 2024-01-03 02:42:25,746 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:52, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.0958, decode.acc_seg: 96.4254, loss: 0.0958 2024-01-03 02:42:28,234 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0877, decode.acc_seg: 96.6542, loss: 0.0877 2024-01-03 02:42:33,242 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:44, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.0857, decode.acc_seg: 96.7843, loss: 0.0857 2024-01-03 02:42:38,084 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:41, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.0985, decode.acc_seg: 96.2113, loss: 0.0985 2024-01-03 02:42:40,668 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:42:40,669 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:37, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.0927, decode.acc_seg: 96.5187, loss: 0.0927 2024-01-03 02:42:45,641 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:33, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.0929, decode.acc_seg: 96.5079, loss: 0.0929 2024-01-03 02:42:48,177 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0847, decode.acc_seg: 96.8037, loss: 0.0847 2024-01-03 02:42:53,035 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:25, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0972, decode.acc_seg: 96.3078, loss: 0.0972 2024-01-03 02:42:55,586 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:21, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0962, decode.acc_seg: 96.3777, loss: 0.0962 2024-01-03 02:43:00,663 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:17, time: 0.102, data_time: 0.049, memory: 623, decode.loss_ce: 0.0920, decode.acc_seg: 96.5928, loss: 0.0920 2024-01-03 02:43:03,212 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0890, decode.acc_seg: 96.6245, loss: 0.0890 2024-01-03 02:43:08,193 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:09, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.0903, decode.acc_seg: 96.5761, loss: 0.0903 2024-01-03 02:43:10,684 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0895, decode.acc_seg: 96.5980, loss: 0.0895 2024-01-03 02:43:15,586 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:01, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0905, decode.acc_seg: 96.6010, loss: 0.0905 2024-01-03 02:43:20,527 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:57, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0961, decode.acc_seg: 96.1982, loss: 0.0961 2024-01-03 02:43:23,033 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0934, decode.acc_seg: 96.5443, loss: 0.0934 2024-01-03 02:43:27,968 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.3741, loss: 0.0940 2024-01-03 02:43:30,522 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:45, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0947, decode.acc_seg: 96.2872, loss: 0.0947 2024-01-03 02:43:35,454 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:42, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.0987, decode.acc_seg: 96.2975, loss: 0.0987 2024-01-03 02:43:37,978 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:38, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0913, decode.acc_seg: 96.5760, loss: 0.0913 2024-01-03 02:43:42,869 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:34, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.4300, loss: 0.0937 2024-01-03 02:43:45,398 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:30, time: 0.051, data_time: 0.002, memory: 623, decode.loss_ce: 0.0888, decode.acc_seg: 96.6789, loss: 0.0888 2024-01-03 02:43:50,325 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:26, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.5259, loss: 0.0928 2024-01-03 02:43:55,363 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:22, time: 0.101, data_time: 0.054, memory: 623, decode.loss_ce: 0.1001, decode.acc_seg: 96.2450, loss: 0.1001 2024-01-03 02:43:57,890 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:43:57,891 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:18, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0988, decode.acc_seg: 96.2670, loss: 0.0988 2024-01-03 02:44:02,748 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:14, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0914, decode.acc_seg: 96.5690, loss: 0.0914 2024-01-03 02:44:05,245 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0929, decode.acc_seg: 96.4994, loss: 0.0929 2024-01-03 02:44:10,117 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.0957, decode.acc_seg: 96.4219, loss: 0.0957 2024-01-03 02:44:12,637 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0871, decode.acc_seg: 96.7073, loss: 0.0871 2024-01-03 02:44:17,542 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0987, decode.acc_seg: 96.1850, loss: 0.0987 2024-01-03 02:44:20,070 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0906, decode.acc_seg: 96.5653, loss: 0.0906 2024-01-03 02:44:24,967 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:51, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.0877, decode.acc_seg: 96.6322, loss: 0.0877 2024-01-03 02:44:27,453 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:47, time: 0.050, data_time: 0.002, memory: 623, decode.loss_ce: 0.0897, decode.acc_seg: 96.6465, loss: 0.0897 2024-01-03 02:44:32,401 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:43, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.0969, decode.acc_seg: 96.3001, loss: 0.0969 2024-01-03 02:44:37,288 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.0922, decode.acc_seg: 96.5195, loss: 0.0922 2024-01-03 02:44:39,822 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.0865, decode.acc_seg: 96.7055, loss: 0.0865 2024-01-03 02:44:44,756 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.0963, decode.acc_seg: 96.3163, loss: 0.0963 2024-01-03 02:44:47,278 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0879, decode.acc_seg: 96.6625, loss: 0.0879 2024-01-03 02:44:52,211 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.0869, decode.acc_seg: 96.6999, loss: 0.0869 2024-01-03 02:44:54,730 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0928, decode.acc_seg: 96.5370, loss: 0.0928 2024-01-03 02:44:59,616 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.0940, decode.acc_seg: 96.3640, loss: 0.0940 2024-01-03 02:45:02,134 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.0902, decode.acc_seg: 96.5998, loss: 0.0902 2024-01-03 02:45:07,177 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.101, data_time: 0.046, memory: 623, decode.loss_ce: 0.0982, decode.acc_seg: 96.1373, loss: 0.0982 2024-01-03 02:45:12,078 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.0937, decode.acc_seg: 96.4554, loss: 0.0937 2024-01-03 02:45:14,587 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 02:45:14,602 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:45:14,602 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1000, decode.acc_seg: 96.1545, loss: 0.1000 2024-01-03 02:45:23,995 - mmseg - INFO - per class results: 2024-01-03 02:45:23,996 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 94.44 | 97.2 | | aeroplane | 88.43 | 95.27 | | bicycle | 63.18 | 82.24 | | bird | 85.79 | 90.37 | | boat | 74.25 | 82.75 | | bottle | 75.68 | 85.9 | | bus | 91.32 | 96.05 | | car | 85.52 | 91.58 | | cat | 93.18 | 96.48 | | chair | 43.79 | 67.95 | | cow | 89.23 | 92.29 | | diningtable | 58.6 | 67.95 | | dog | 88.88 | 95.19 | | horse | 89.76 | 94.89 | | motorbike | 82.17 | 90.79 | | person | 88.12 | 93.83 | | pottedplant | 63.74 | 73.96 | | sheep | 88.73 | 93.62 | | sofa | 58.02 | 70.45 | | train | 85.06 | 91.84 | | tvmonitor | 71.35 | 86.55 | +-------------+-------+-------+ 2024-01-03 02:45:23,996 - mmseg - INFO - Summary: 2024-01-03 02:45:23,997 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 95.13 | 79.01 | 87.48 | +-------+-------+-------+ 2024-01-03 02:45:23,997 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 02:45:23,997 - mmseg - INFO - Iter(val) [182] aAcc: 0.9513, mIoU: 0.7901, mAcc: 0.8748, IoU.background: 0.9444, IoU.aeroplane: 0.8843, IoU.bicycle: 0.6318, IoU.bird: 0.8579, IoU.boat: 0.7425, IoU.bottle: 0.7568, IoU.bus: 0.9132, IoU.car: 0.8552, IoU.cat: 0.9318, IoU.chair: 0.4379, IoU.cow: 0.8923, IoU.diningtable: 0.5860, IoU.dog: 0.8888, IoU.horse: 0.8976, IoU.motorbike: 0.8217, IoU.person: 0.8812, IoU.pottedplant: 0.6374, IoU.sheep: 0.8873, IoU.sofa: 0.5802, IoU.train: 0.8506, IoU.tvmonitor: 0.7135, Acc.background: 0.9720, Acc.aeroplane: 0.9527, Acc.bicycle: 0.8224, Acc.bird: 0.9037, Acc.boat: 0.8275, Acc.bottle: 0.8590, Acc.bus: 0.9605, Acc.car: 0.9158, Acc.cat: 0.9648, Acc.chair: 0.6795, Acc.cow: 0.9229, Acc.diningtable: 0.6795, Acc.dog: 0.9519, Acc.horse: 0.9489, Acc.motorbike: 0.9079, Acc.person: 0.9383, Acc.pottedplant: 0.7396, Acc.sheep: 0.9362, Acc.sofa: 0.7045, Acc.train: 0.9184, Acc.tvmonitor: 0.8655