2024-01-02 22:10:41,737 - mmseg - INFO - Multi-processing start method is `None` 2024-01-02 22:10:41,739 - mmseg - INFO - OpenCV num_threads is `112 2024-01-02 22:10:41,740 - mmseg - INFO - OMP num threads is 1 2024-01-02 22:10:41,830 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+252a666 ------------------------------------------------------------ 2024-01-02 22:10:41,830 - mmseg - INFO - Distributed training: True 2024-01-02 22:10:41,830 - 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_patch14_dinov2.lvd142m'} 2024-01-02 22:10:45,027 - mmseg - INFO - Set random seed to 363268757, deterministic: False 2024-01-02 22:10:54,221 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.qkv.weight', 'vit.model.blocks.0.attn.qkv.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.ls1.gamma', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1.weight', 'vit.model.blocks.0.mlp.fc1.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.0.ls2.gamma', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.qkv.weight', 'vit.model.blocks.1.attn.qkv.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.ls1.gamma', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1.weight', 'vit.model.blocks.1.mlp.fc1.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.1.ls2.gamma', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.qkv.weight', 'vit.model.blocks.2.attn.qkv.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.ls1.gamma', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1.weight', 'vit.model.blocks.2.mlp.fc1.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.2.ls2.gamma', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.qkv.weight', 'vit.model.blocks.3.attn.qkv.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.ls1.gamma', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1.weight', 'vit.model.blocks.3.mlp.fc1.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.3.ls2.gamma', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.qkv.weight', 'vit.model.blocks.4.attn.qkv.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.ls1.gamma', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1.weight', 'vit.model.blocks.4.mlp.fc1.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.4.ls2.gamma', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.qkv.weight', 'vit.model.blocks.5.attn.qkv.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.ls1.gamma', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1.weight', 'vit.model.blocks.5.mlp.fc1.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.5.ls2.gamma', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.qkv.weight', 'vit.model.blocks.6.attn.qkv.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.ls1.gamma', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1.weight', 'vit.model.blocks.6.mlp.fc1.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.6.ls2.gamma', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.qkv.weight', 'vit.model.blocks.7.attn.qkv.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.ls1.gamma', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1.weight', 'vit.model.blocks.7.mlp.fc1.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.7.ls2.gamma', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.qkv.weight', 'vit.model.blocks.8.attn.qkv.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.ls1.gamma', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1.weight', 'vit.model.blocks.8.mlp.fc1.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.8.ls2.gamma', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.qkv.weight', 'vit.model.blocks.9.attn.qkv.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.ls1.gamma', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1.weight', 'vit.model.blocks.9.mlp.fc1.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.9.ls2.gamma', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.qkv.weight', 'vit.model.blocks.10.attn.qkv.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.ls1.gamma', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1.weight', 'vit.model.blocks.10.mlp.fc1.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.10.ls2.gamma', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.qkv.weight', 'vit.model.blocks.11.attn.qkv.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.ls1.gamma', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1.weight', 'vit.model.blocks.11.mlp.fc1.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.blocks.11.ls2.gamma', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-02 22:10:54,225 - mmseg - INFO - pos_embed loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-02 22:10:54,225 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-02 22:10:54,226 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-02 22:10:54,226 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-02 22:10:54,248 - 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 2024-01-02 22:10:54,253 - 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'}} ) 2024-01-02 22:10:54,257 - mmseg - INFO - Loaded 1464 images 2024-01-02 22:10:57,314 - mmseg - INFO - Loaded 1449 images 2024-01-02 22:10:57,315 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch14_dinov2.lvd142m 2024-01-02 22:10:57,315 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-01-02 22:10:57,315 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-02 22:10:57,318 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch14_dinov2.lvd142m by HardDiskBackend. 2024-01-02 22:11:36,159 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:14:52, time: 0.112, data_time: 0.006, memory: 1006, decode.loss_ce: 2.5871, decode.acc_seg: 3.8606, loss: 2.5871 2024-01-02 22:11:41,631 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:13:47, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 2.4590, decode.acc_seg: 15.0562, loss: 2.4590 2024-01-02 22:11:44,925 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:03:42, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 2.2071, decode.acc_seg: 47.0344, loss: 2.2071 2024-01-02 22:11:50,468 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:06:06, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 1.8688, decode.acc_seg: 71.6025, loss: 1.8688 2024-01-02 22:11:53,876 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:01:51, time: 0.068, data_time: 0.003, memory: 1006, decode.loss_ce: 1.4346, decode.acc_seg: 82.0388, loss: 1.4346 2024-01-02 22:11:59,341 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:03:31, time: 0.109, data_time: 0.050, memory: 1006, decode.loss_ce: 1.0762, decode.acc_seg: 86.3981, loss: 1.0762 2024-01-02 22:12:02,426 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:00:12, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.7673, decode.acc_seg: 89.1793, loss: 0.7673 2024-01-02 22:12:07,948 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:01:43, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.5595, decode.acc_seg: 90.2829, loss: 0.5595 2024-01-02 22:12:11,017 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:59:17, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.4067, decode.acc_seg: 91.9419, loss: 0.4067 2024-01-02 22:12:16,481 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:00:29, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.3402, decode.acc_seg: 92.7424, loss: 0.3402 2024-01-02 22:12:21,986 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:01:30, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.2714, decode.acc_seg: 92.7611, loss: 0.2714 2024-01-02 22:12:25,064 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:59:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.2539, decode.acc_seg: 92.6561, loss: 0.2539 2024-01-02 22:12:30,620 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:00:37, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.2447, decode.acc_seg: 93.0354, loss: 0.2447 2024-01-02 22:12:33,689 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:59:05, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.2142, decode.acc_seg: 93.4629, loss: 0.2142 2024-01-02 22:12:39,207 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:59:53, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.2053, decode.acc_seg: 93.7216, loss: 0.2053 2024-01-02 22:12:42,304 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:58:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1870, decode.acc_seg: 93.8536, loss: 0.1870 2024-01-02 22:12:47,766 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:59:16, time: 0.109, data_time: 0.051, memory: 1006, decode.loss_ce: 0.1843, decode.acc_seg: 94.2070, loss: 0.1843 2024-01-02 22:12:50,861 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:58:09, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1612, decode.acc_seg: 94.6861, loss: 0.1612 2024-01-02 22:12:56,299 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:58:45, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1413, decode.acc_seg: 95.1568, loss: 0.1413 2024-01-02 22:12:59,503 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:12:59,503 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:57:49, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1535, decode.acc_seg: 94.7194, loss: 0.1535 2024-01-02 22:13:05,092 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:58:27, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.1489, decode.acc_seg: 94.6971, loss: 0.1489 2024-01-02 22:13:10,635 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:58:59, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1361, decode.acc_seg: 95.2915, loss: 0.1361 2024-01-02 22:13:13,731 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:58:06, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1344, decode.acc_seg: 95.1939, loss: 0.1344 2024-01-02 22:13:19,302 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:58:36, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1309, decode.acc_seg: 95.4043, loss: 0.1309 2024-01-02 22:13:22,395 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:57:47, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1315, decode.acc_seg: 95.1450, loss: 0.1315 2024-01-02 22:13:27,994 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:58:16, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.1089, decode.acc_seg: 96.2238, loss: 0.1089 2024-01-02 22:13:31,112 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:57:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1167, decode.acc_seg: 95.6632, loss: 0.1167 2024-01-02 22:13:36,663 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:57:57, time: 0.111, data_time: 0.052, memory: 1006, decode.loss_ce: 0.1090, decode.acc_seg: 96.0977, loss: 0.1090 2024-01-02 22:13:39,780 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:57:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1103, decode.acc_seg: 95.8200, loss: 0.1103 2024-01-02 22:13:45,372 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:57:40, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1001, decode.acc_seg: 96.2446, loss: 0.1001 2024-01-02 22:13:50,943 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:58:02, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.1074, decode.acc_seg: 96.0497, loss: 0.1074 2024-01-02 22:13:54,044 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:57:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1070, decode.acc_seg: 95.8641, loss: 0.1070 2024-01-02 22:13:59,600 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:57:44, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.1015, decode.acc_seg: 96.2348, loss: 0.1015 2024-01-02 22:14:02,708 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:57:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0997, decode.acc_seg: 96.2701, loss: 0.0997 2024-01-02 22:14:08,203 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:57:26, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.1040, decode.acc_seg: 96.0159, loss: 0.1040 2024-01-02 22:14:11,316 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:56:51, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0919, decode.acc_seg: 96.5824, loss: 0.0919 2024-01-02 22:14:16,806 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:57:08, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1078, decode.acc_seg: 95.8136, loss: 0.1078 2024-01-02 22:14:19,947 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:56:36, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0957, decode.acc_seg: 96.4881, loss: 0.0957 2024-01-02 22:14:25,490 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:56:53, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0918, decode.acc_seg: 96.5352, loss: 0.0918 2024-01-02 22:14:28,573 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:14:28,573 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:56:22, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0918, decode.acc_seg: 96.5337, loss: 0.0918 2024-01-02 22:14:34,084 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:56:37, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0955, decode.acc_seg: 96.4122, loss: 0.0955 2024-01-02 22:14:39,648 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:56:52, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0902, decode.acc_seg: 96.6541, loss: 0.0902 2024-01-02 22:14:42,758 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:56:23, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0862, decode.acc_seg: 96.6754, loss: 0.0862 2024-01-02 22:14:48,238 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:56:36, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0868, decode.acc_seg: 96.6428, loss: 0.0868 2024-01-02 22:14:51,329 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:56:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0846, decode.acc_seg: 96.8241, loss: 0.0846 2024-01-02 22:14:56,856 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:56:21, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0848, decode.acc_seg: 96.7663, loss: 0.0848 2024-01-02 22:14:59,968 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:55:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0842, decode.acc_seg: 96.7223, loss: 0.0842 2024-01-02 22:15:05,464 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:56:07, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0870, decode.acc_seg: 96.6449, loss: 0.0870 2024-01-02 22:15:08,571 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:55:41, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0845, decode.acc_seg: 96.6928, loss: 0.0845 2024-01-02 22:15:14,047 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:55:52, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0812, decode.acc_seg: 96.8618, loss: 0.0812 2024-01-02 22:15:19,524 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:56:02, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0890, decode.acc_seg: 96.6737, loss: 0.0890 2024-01-02 22:15:22,654 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:55:38, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0743, decode.acc_seg: 97.1461, loss: 0.0743 2024-01-02 22:15:28,140 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:55:48, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0921, decode.acc_seg: 96.4575, loss: 0.0921 2024-01-02 22:15:31,240 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:55:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0837, decode.acc_seg: 96.8094, loss: 0.0837 2024-01-02 22:15:36,744 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:55:34, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0782, decode.acc_seg: 96.9405, loss: 0.0782 2024-01-02 22:15:39,838 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:55:12, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0855, decode.acc_seg: 96.6254, loss: 0.0855 2024-01-02 22:15:45,254 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:55:20, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0772, decode.acc_seg: 97.0008, loss: 0.0772 2024-01-02 22:15:48,366 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:54:58, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0803, decode.acc_seg: 96.8349, loss: 0.0803 2024-01-02 22:15:53,887 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:55:07, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0800, decode.acc_seg: 96.8782, loss: 0.0800 2024-01-02 22:15:56,970 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:15:56,970 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:54:45, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0766, decode.acc_seg: 96.9920, loss: 0.0766 2024-01-02 22:16:02,509 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:54:54, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0825, decode.acc_seg: 96.8576, loss: 0.0825 2024-01-02 22:16:08,086 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:55:03, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0799, decode.acc_seg: 96.9730, loss: 0.0799 2024-01-02 22:16:11,223 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:54:43, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0818, decode.acc_seg: 96.7602, loss: 0.0818 2024-01-02 22:16:16,763 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:54:51, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0805, decode.acc_seg: 96.7213, loss: 0.0805 2024-01-02 22:16:19,860 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:54:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0716, decode.acc_seg: 97.2410, loss: 0.0716 2024-01-02 22:16:25,378 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:54:38, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0727, decode.acc_seg: 97.1943, loss: 0.0727 2024-01-02 22:16:28,500 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:54:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0733, decode.acc_seg: 97.1316, loss: 0.0733 2024-01-02 22:16:34,016 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:54:26, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0685, decode.acc_seg: 97.2799, loss: 0.0685 2024-01-02 22:16:37,140 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:54:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0817, decode.acc_seg: 96.7353, loss: 0.0817 2024-01-02 22:16:42,676 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:54:15, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0703, decode.acc_seg: 97.2952, loss: 0.0703 2024-01-02 22:16:48,157 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:54:20, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0720, decode.acc_seg: 97.2592, loss: 0.0720 2024-01-02 22:16:51,313 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:54:03, time: 0.064, data_time: 0.004, memory: 1006, decode.loss_ce: 0.0741, decode.acc_seg: 97.1928, loss: 0.0741 2024-01-02 22:16:56,838 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:54:09, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0713, decode.acc_seg: 97.1404, loss: 0.0713 2024-01-02 22:16:59,964 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:53:51, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0737, decode.acc_seg: 97.0692, loss: 0.0737 2024-01-02 22:17:05,554 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:53:58, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0806, decode.acc_seg: 96.8073, loss: 0.0806 2024-01-02 22:17:08,662 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:53:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0748, decode.acc_seg: 97.0103, loss: 0.0748 2024-01-02 22:17:14,250 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:53:47, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0693, decode.acc_seg: 97.2845, loss: 0.0693 2024-01-02 22:17:17,373 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:53:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0771, decode.acc_seg: 97.0503, loss: 0.0771 2024-01-02 22:17:22,965 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:53:36, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0716, decode.acc_seg: 97.1939, loss: 0.0716 2024-01-02 22:17:26,071 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:17:26,071 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:53:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0781, decode.acc_seg: 96.9107, loss: 0.0781 2024-01-02 22:17:31,685 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:53:25, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0673, decode.acc_seg: 97.4603, loss: 0.0673 2024-01-02 22:17:37,232 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:53:30, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0812, decode.acc_seg: 96.8721, loss: 0.0812 2024-01-02 22:17:40,357 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:53:14, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0701, decode.acc_seg: 97.2374, loss: 0.0701 2024-01-02 22:17:45,896 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:53:19, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0733, decode.acc_seg: 97.2046, loss: 0.0733 2024-01-02 22:17:49,014 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:53:03, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0726, decode.acc_seg: 97.0418, loss: 0.0726 2024-01-02 22:17:54,552 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:53:08, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0700, decode.acc_seg: 97.2942, loss: 0.0700 2024-01-02 22:17:57,684 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:52:52, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0672, decode.acc_seg: 97.3709, loss: 0.0672 2024-01-02 22:18:03,359 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:52:58, time: 0.113, data_time: 0.055, memory: 1006, decode.loss_ce: 0.0700, decode.acc_seg: 97.2322, loss: 0.0700 2024-01-02 22:18:06,474 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:52:42, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0685, decode.acc_seg: 97.3744, loss: 0.0685 2024-01-02 22:18:12,040 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:52:47, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0683, decode.acc_seg: 97.2804, loss: 0.0683 2024-01-02 22:18:15,139 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:52:32, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0687, decode.acc_seg: 97.1909, loss: 0.0687 2024-01-02 22:18:20,673 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:52:36, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0698, decode.acc_seg: 97.2556, loss: 0.0698 2024-01-02 22:18:26,218 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:52:39, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0702, decode.acc_seg: 97.3118, loss: 0.0702 2024-01-02 22:18:29,343 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:52:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0649, decode.acc_seg: 97.4443, loss: 0.0649 2024-01-02 22:18:34,907 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:52:29, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0733, decode.acc_seg: 97.0490, loss: 0.0733 2024-01-02 22:18:38,025 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:52:14, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0735, decode.acc_seg: 97.1260, loss: 0.0735 2024-01-02 22:18:43,586 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:52:18, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0707, decode.acc_seg: 97.2394, loss: 0.0707 2024-01-02 22:18:46,712 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:52:04, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0629, decode.acc_seg: 97.5252, loss: 0.0629 2024-01-02 22:18:52,180 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:52:07, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0680, decode.acc_seg: 97.3146, loss: 0.0680 2024-01-02 22:18:55,288 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:18:55,288 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:51:53, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0715, decode.acc_seg: 97.2308, loss: 0.0715 2024-01-02 22:19:00,866 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:51:56, time: 0.112, data_time: 0.053, memory: 1006, decode.loss_ce: 0.0688, decode.acc_seg: 97.3070, loss: 0.0688 2024-01-02 22:19:06,407 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:51:59, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0670, decode.acc_seg: 97.4137, loss: 0.0670 2024-01-02 22:19:09,717 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:51:47, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0716, decode.acc_seg: 97.1663, loss: 0.0716 2024-01-02 22:19:15,221 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:51:49, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0671, decode.acc_seg: 97.3028, loss: 0.0671 2024-01-02 22:19:18,334 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:51:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0697, decode.acc_seg: 97.2493, loss: 0.0697 2024-01-02 22:19:23,869 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:51:38, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0636, decode.acc_seg: 97.5036, loss: 0.0636 2024-01-02 22:19:26,988 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:51:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0642, decode.acc_seg: 97.4624, loss: 0.0642 2024-01-02 22:19:32,518 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:51:28, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0656, decode.acc_seg: 97.4391, loss: 0.0656 2024-01-02 22:19:35,614 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:51:14, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0646, decode.acc_seg: 97.4430, loss: 0.0646 2024-01-02 22:19:41,156 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:51:17, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0690, decode.acc_seg: 97.3026, loss: 0.0690 2024-01-02 22:19:44,257 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:51:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0637, decode.acc_seg: 97.4427, loss: 0.0637 2024-01-02 22:19:49,759 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:51:06, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0667, decode.acc_seg: 97.3754, loss: 0.0667 2024-01-02 22:19:55,285 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:51:08, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0699, decode.acc_seg: 97.2568, loss: 0.0699 2024-01-02 22:19:58,388 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:50:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0665, decode.acc_seg: 97.4415, loss: 0.0665 2024-01-02 22:20:03,859 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:50:57, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0729, decode.acc_seg: 97.1613, loss: 0.0729 2024-01-02 22:20:06,961 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:50:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0667, decode.acc_seg: 97.3829, loss: 0.0667 2024-01-02 22:20:12,473 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:50:46, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0640, decode.acc_seg: 97.5076, loss: 0.0640 2024-01-02 22:20:15,600 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:50:34, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0670, decode.acc_seg: 97.4220, loss: 0.0670 2024-01-02 22:20:21,122 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:50:36, time: 0.110, data_time: 0.044, memory: 1006, decode.loss_ce: 0.0603, decode.acc_seg: 97.6755, loss: 0.0603 2024-01-02 22:20:24,220 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:20:24,220 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:50:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0672, decode.acc_seg: 97.3343, loss: 0.0672 2024-01-02 22:20:29,820 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:50:26, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0636, decode.acc_seg: 97.5092, loss: 0.0636 2024-01-02 22:20:35,388 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:50:27, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0659, decode.acc_seg: 97.5043, loss: 0.0659 2024-01-02 22:20:38,500 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:50:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.6902, loss: 0.0613 2024-01-02 22:20:43,992 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:50:17, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0666, decode.acc_seg: 97.3614, loss: 0.0666 2024-01-02 22:20:47,259 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:50:06, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0704, decode.acc_seg: 97.3420, loss: 0.0704 2024-01-02 22:20:52,745 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:50:07, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0692, decode.acc_seg: 97.3289, loss: 0.0692 2024-01-02 22:20:55,920 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:49:55, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0641, decode.acc_seg: 97.3866, loss: 0.0641 2024-01-02 22:21:01,419 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:49:57, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5419, loss: 0.0623 2024-01-02 22:21:04,511 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:49:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0664, decode.acc_seg: 97.3498, loss: 0.0664 2024-01-02 22:21:09,973 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:49:46, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0682, decode.acc_seg: 97.3126, loss: 0.0682 2024-01-02 22:21:13,069 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:49:34, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5674, loss: 0.0623 2024-01-02 22:21:18,753 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:49:36, time: 0.114, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0691, decode.acc_seg: 97.3892, loss: 0.0691 2024-01-02 22:21:24,279 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:49:37, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0660, decode.acc_seg: 97.3884, loss: 0.0660 2024-01-02 22:21:27,384 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:49:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0652, decode.acc_seg: 97.4201, loss: 0.0652 2024-01-02 22:21:32,860 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:49:26, time: 0.109, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5598, loss: 0.0623 2024-01-02 22:21:35,979 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:49:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0625, decode.acc_seg: 97.5077, loss: 0.0625 2024-01-02 22:21:41,525 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:49:16, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0611, decode.acc_seg: 97.5371, loss: 0.0611 2024-01-02 22:21:44,646 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:49:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0678, decode.acc_seg: 97.2380, loss: 0.0678 2024-01-02 22:21:50,203 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:49:06, time: 0.111, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0655, decode.acc_seg: 97.3812, loss: 0.0655 2024-01-02 22:21:53,291 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:21:53,291 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:48:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0644, decode.acc_seg: 97.5374, loss: 0.0644 2024-01-02 22:21:58,785 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:48:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0627, decode.acc_seg: 97.4402, loss: 0.0627 2024-01-02 22:22:04,341 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:48:56, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.6279, loss: 0.0620 2024-01-02 22:22:07,442 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:48:46, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0599, decode.acc_seg: 97.5521, loss: 0.0599 2024-01-02 22:22:13,009 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:48:46, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0657, decode.acc_seg: 97.3952, loss: 0.0657 2024-01-02 22:22:16,120 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:48:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0625, decode.acc_seg: 97.5089, loss: 0.0625 2024-01-02 22:22:21,618 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:48:36, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0697, decode.acc_seg: 97.3284, loss: 0.0697 2024-01-02 22:22:24,736 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:48:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0639, decode.acc_seg: 97.5631, loss: 0.0639 2024-01-02 22:22:30,261 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:48:26, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0632, decode.acc_seg: 97.4642, loss: 0.0632 2024-01-02 22:22:33,381 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:48:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0654, decode.acc_seg: 97.3247, loss: 0.0654 2024-01-02 22:22:38,971 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:48:16, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0614, decode.acc_seg: 97.6324, loss: 0.0614 2024-01-02 22:22:42,080 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:48:06, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0638, decode.acc_seg: 97.5264, loss: 0.0638 2024-01-02 22:22:47,688 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:48:06, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0616, decode.acc_seg: 97.6758, loss: 0.0616 2024-01-02 22:22:53,197 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:48:06, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0643, decode.acc_seg: 97.4797, loss: 0.0643 2024-01-02 22:22:56,318 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:47:56, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0592, decode.acc_seg: 97.6694, loss: 0.0592 2024-01-02 22:23:01,837 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:47:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0582, decode.acc_seg: 97.7492, loss: 0.0582 2024-01-02 22:23:04,955 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:47:46, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.5487, loss: 0.0609 2024-01-02 22:23:10,494 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:47:46, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0646, decode.acc_seg: 97.4948, loss: 0.0646 2024-01-02 22:23:13,607 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:47:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0630, decode.acc_seg: 97.5160, loss: 0.0630 2024-01-02 22:23:19,120 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:47:36, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0612, decode.acc_seg: 97.6332, loss: 0.0612 2024-01-02 22:23:22,227 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:23:22,227 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:47:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0646, decode.acc_seg: 97.3638, loss: 0.0646 2024-01-02 22:23:27,682 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:47:26, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0634, decode.acc_seg: 97.5306, loss: 0.0634 2024-01-02 22:23:33,186 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:47:25, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.5340, loss: 0.0620 2024-01-02 22:23:36,302 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:47:16, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0607, decode.acc_seg: 97.5918, loss: 0.0607 2024-01-02 22:23:41,859 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:47:15, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6705, loss: 0.0587 2024-01-02 22:23:44,990 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:47:06, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0624, decode.acc_seg: 97.5179, loss: 0.0624 2024-01-02 22:23:50,566 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:47:06, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0643, decode.acc_seg: 97.3778, loss: 0.0643 2024-01-02 22:23:53,697 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:46:56, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0624, decode.acc_seg: 97.5619, loss: 0.0624 2024-01-02 22:23:59,192 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:46:56, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0624, decode.acc_seg: 97.5900, loss: 0.0624 2024-01-02 22:24:02,309 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:46:46, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0599, decode.acc_seg: 97.6858, loss: 0.0599 2024-01-02 22:24:07,831 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:46:46, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.7825, loss: 0.0586 2024-01-02 22:24:10,916 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:46:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0618, decode.acc_seg: 97.5379, loss: 0.0618 2024-01-02 22:24:16,490 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:46:36, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5726, loss: 0.0623 2024-01-02 22:24:21,993 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:46:35, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0614, decode.acc_seg: 97.6327, loss: 0.0614 2024-01-02 22:24:25,091 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:46:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0638, decode.acc_seg: 97.5190, loss: 0.0638 2024-01-02 22:24:30,673 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:46:26, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0628, decode.acc_seg: 97.5577, loss: 0.0628 2024-01-02 22:24:33,780 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:46:16, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0627, decode.acc_seg: 97.5321, loss: 0.0627 2024-01-02 22:24:39,328 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:46:16, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0659, decode.acc_seg: 97.4132, loss: 0.0659 2024-01-02 22:24:42,433 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:46:07, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0611, decode.acc_seg: 97.5702, loss: 0.0611 2024-01-02 22:24:47,976 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:46:06, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0610, decode.acc_seg: 97.5264, loss: 0.0610 2024-01-02 22:24:51,081 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:24:51,081 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:45:57, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7881, loss: 0.0564 2024-01-02 22:24:56,561 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:45:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6984, loss: 0.0593 2024-01-02 22:24:59,661 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:45:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0650, decode.acc_seg: 97.3432, loss: 0.0650 2024-01-02 22:25:05,171 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:45:46, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0602, decode.acc_seg: 97.6029, loss: 0.0602 2024-01-02 22:25:10,707 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:45:45, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6393, loss: 0.0593 2024-01-02 22:25:13,822 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:45:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8174, loss: 0.0560 2024-01-02 22:25:19,375 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:45:35, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0607, decode.acc_seg: 97.5892, loss: 0.0607 2024-01-02 22:25:22,496 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:45:27, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.6839, loss: 0.0586 2024-01-02 22:25:28,167 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:45:26, time: 0.113, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5410, loss: 0.0626 2024-01-02 22:25:31,280 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:45:17, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0597, decode.acc_seg: 97.6618, loss: 0.0597 2024-01-02 22:25:36,763 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:45:16, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0658, decode.acc_seg: 97.3590, loss: 0.0658 2024-01-02 22:25:39,881 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:45:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7229, loss: 0.0569 2024-01-02 22:25:45,455 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:45:07, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8046, loss: 0.0554 2024-01-02 22:25:50,966 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:45:06, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.5599, loss: 0.0620 2024-01-02 22:25:54,213 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:44:57, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0599, decode.acc_seg: 97.5601, loss: 0.0599 2024-01-02 22:25:59,730 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:44:56, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0673, decode.acc_seg: 97.3352, loss: 0.0673 2024-01-02 22:26:02,849 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:44:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0606, decode.acc_seg: 97.5865, loss: 0.0606 2024-01-02 22:26:08,413 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:44:46, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.6176, loss: 0.0620 2024-01-02 22:26:11,537 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:44:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0602, decode.acc_seg: 97.5667, loss: 0.0602 2024-01-02 22:26:17,074 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:44:37, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0601, decode.acc_seg: 97.6564, loss: 0.0601 2024-01-02 22:26:20,194 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-02 22:26:20,207 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:26:20,207 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:44:28, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0610, decode.acc_seg: 97.5767, loss: 0.0610 2024-01-02 22:27:04,610 - mmseg - INFO - per class results: 2024-01-02 22:27:04,612 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.04 | 97.76 | | aeroplane | 91.26 | 96.91 | | bicycle | 66.74 | 91.89 | | bird | 95.59 | 98.15 | | boat | 81.47 | 90.9 | | bottle | 85.95 | 95.67 | | bus | 93.63 | 96.34 | | car | 88.87 | 91.82 | | cat | 95.44 | 98.28 | | chair | 53.13 | 69.78 | | cow | 94.15 | 95.72 | | diningtable | 68.24 | 77.03 | | dog | 92.98 | 96.45 | | horse | 92.83 | 97.9 | | motorbike | 90.53 | 95.54 | | person | 91.83 | 96.35 | | pottedplant | 64.28 | 74.13 | | sheep | 92.9 | 96.57 | | sofa | 66.03 | 87.26 | | train | 91.23 | 95.72 | | tvmonitor | 81.93 | 88.24 | +-------------+-------+-------+ 2024-01-02 22:27:04,612 - mmseg - INFO - Summary: 2024-01-02 22:27:04,612 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.57 | 84.53 | 91.83 | +-------+-------+-------+ 2024-01-02 22:27:04,612 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:27:04,612 - mmseg - INFO - Iter(val) [182] aAcc: 0.9657, mIoU: 0.8453, mAcc: 0.9183, IoU.background: 0.9604, IoU.aeroplane: 0.9126, IoU.bicycle: 0.6674, IoU.bird: 0.9559, IoU.boat: 0.8147, IoU.bottle: 0.8595, IoU.bus: 0.9363, IoU.car: 0.8887, IoU.cat: 0.9544, IoU.chair: 0.5313, IoU.cow: 0.9415, IoU.diningtable: 0.6824, IoU.dog: 0.9298, IoU.horse: 0.9283, IoU.motorbike: 0.9053, IoU.person: 0.9183, IoU.pottedplant: 0.6428, IoU.sheep: 0.9290, IoU.sofa: 0.6603, IoU.train: 0.9123, IoU.tvmonitor: 0.8193, Acc.background: 0.9776, Acc.aeroplane: 0.9691, Acc.bicycle: 0.9189, Acc.bird: 0.9815, Acc.boat: 0.9090, Acc.bottle: 0.9567, Acc.bus: 0.9634, Acc.car: 0.9182, Acc.cat: 0.9828, Acc.chair: 0.6978, Acc.cow: 0.9572, Acc.diningtable: 0.7703, Acc.dog: 0.9645, Acc.horse: 0.9790, Acc.motorbike: 0.9554, Acc.person: 0.9635, Acc.pottedplant: 0.7413, Acc.sheep: 0.9657, Acc.sofa: 0.8726, Acc.train: 0.9572, Acc.tvmonitor: 0.8824 2024-01-02 22:27:10,116 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:46:39, time: 0.998, data_time: 0.934, memory: 1006, decode.loss_ce: 0.0595, decode.acc_seg: 97.6256, loss: 0.0595 2024-01-02 22:27:13,199 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:46:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.6532, loss: 0.0605 2024-01-02 22:27:18,746 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:46:28, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8688, loss: 0.0548 2024-01-02 22:27:24,288 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:46:26, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0597, decode.acc_seg: 97.6438, loss: 0.0597 2024-01-02 22:27:27,595 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:46:17, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5402, loss: 0.0626 2024-01-02 22:27:33,098 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:46:15, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0599, decode.acc_seg: 97.6149, loss: 0.0599 2024-01-02 22:27:36,204 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:46:06, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7921, loss: 0.0561 2024-01-02 22:27:41,749 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:46:04, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0635, decode.acc_seg: 97.4628, loss: 0.0635 2024-01-02 22:27:44,865 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:45:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0618, decode.acc_seg: 97.5416, loss: 0.0618 2024-01-02 22:27:50,451 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:45:52, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6657, loss: 0.0588 2024-01-02 22:27:53,558 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:45:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0648, decode.acc_seg: 97.4390, loss: 0.0648 2024-01-02 22:27:59,088 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:45:41, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7402, loss: 0.0584 2024-01-02 22:28:04,625 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:45:39, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0596, decode.acc_seg: 97.7025, loss: 0.0596 2024-01-02 22:28:07,721 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:45:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7311, loss: 0.0576 2024-01-02 22:28:13,260 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:45:28, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.4800, loss: 0.0613 2024-01-02 22:28:16,379 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:45:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0594, decode.acc_seg: 97.5939, loss: 0.0594 2024-01-02 22:28:21,847 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:45:16, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0591, decode.acc_seg: 97.6681, loss: 0.0591 2024-01-02 22:28:24,955 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:45:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.6533, loss: 0.0605 2024-01-02 22:28:30,599 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:45:06, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0640, decode.acc_seg: 97.5036, loss: 0.0640 2024-01-02 22:28:33,717 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:28:33,718 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:44:57, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7220, loss: 0.0574 2024-01-02 22:28:39,209 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:44:54, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0600, decode.acc_seg: 97.6584, loss: 0.0600 2024-01-02 22:28:42,323 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:44:46, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0612, decode.acc_seg: 97.5963, loss: 0.0612 2024-01-02 22:28:47,830 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:44:43, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7766, loss: 0.0570 2024-01-02 22:28:53,381 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:44:41, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0641, decode.acc_seg: 97.4200, loss: 0.0641 2024-01-02 22:28:56,484 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:44:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8994, loss: 0.0553 2024-01-02 22:29:02,023 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:44:30, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0616, decode.acc_seg: 97.5744, loss: 0.0616 2024-01-02 22:29:05,142 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:44:21, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0607, decode.acc_seg: 97.6605, loss: 0.0607 2024-01-02 22:29:10,706 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:44:19, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7537, loss: 0.0584 2024-01-02 22:29:13,821 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:44:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0608, decode.acc_seg: 97.5822, loss: 0.0608 2024-01-02 22:29:19,392 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:44:08, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0611, decode.acc_seg: 97.5882, loss: 0.0611 2024-01-02 22:29:22,487 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:44:00, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5270, loss: 0.0626 2024-01-02 22:29:28,035 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:43:57, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.5843, loss: 0.0609 2024-01-02 22:29:33,472 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:43:55, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0595, decode.acc_seg: 97.6516, loss: 0.0595 2024-01-02 22:29:36,637 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:43:46, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7880, loss: 0.0567 2024-01-02 22:29:42,202 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:43:44, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7145, loss: 0.0584 2024-01-02 22:29:45,340 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:43:36, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7583, loss: 0.0578 2024-01-02 22:29:50,814 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:43:33, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7469, loss: 0.0568 2024-01-02 22:29:53,925 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:43:25, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0667, decode.acc_seg: 97.3610, loss: 0.0667 2024-01-02 22:29:59,476 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:43:22, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.9157, loss: 0.0554 2024-01-02 22:30:02,600 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:30:02,600 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:43:14, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0614, decode.acc_seg: 97.6057, loss: 0.0614 2024-01-02 22:30:08,137 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:43:12, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5654, loss: 0.0626 2024-01-02 22:30:11,239 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:43:03, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0601, decode.acc_seg: 97.7025, loss: 0.0601 2024-01-02 22:30:16,761 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:43:01, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.7136, loss: 0.0593 2024-01-02 22:30:22,278 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:42:58, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6843, loss: 0.0584 2024-01-02 22:30:25,386 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:42:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.7130, loss: 0.0581 2024-01-02 22:30:30,864 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:42:47, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.6119, loss: 0.0598 2024-01-02 22:30:33,984 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:42:39, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8770, loss: 0.0552 2024-01-02 22:30:39,482 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:42:37, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.5867, loss: 0.0620 2024-01-02 22:30:42,590 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:42:29, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6720, loss: 0.0593 2024-01-02 22:30:48,076 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:42:26, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8261, loss: 0.0550 2024-01-02 22:30:51,183 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:42:18, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7144, loss: 0.0578 2024-01-02 22:30:56,743 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:42:15, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.6553, loss: 0.0598 2024-01-02 22:31:02,272 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:42:13, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7635, loss: 0.0584 2024-01-02 22:31:05,375 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:42:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7111, loss: 0.0573 2024-01-02 22:31:10,948 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:42:02, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0649, decode.acc_seg: 97.4934, loss: 0.0649 2024-01-02 22:31:14,054 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:41:54, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.6734, loss: 0.0598 2024-01-02 22:31:19,591 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:41:52, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.7192, loss: 0.0593 2024-01-02 22:31:22,785 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:41:44, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0656, decode.acc_seg: 97.3921, loss: 0.0656 2024-01-02 22:31:28,257 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:41:41, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8191, loss: 0.0554 2024-01-02 22:31:31,381 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:31:31,381 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:41:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8482, loss: 0.0541 2024-01-02 22:31:36,816 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:41:31, time: 0.109, data_time: 0.044, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7965, loss: 0.0561 2024-01-02 22:31:39,909 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:41:23, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.7266, loss: 0.0583 2024-01-02 22:31:45,483 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:41:20, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0559, decode.acc_seg: 97.8710, loss: 0.0559 2024-01-02 22:31:51,007 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:41:17, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6280, loss: 0.0593 2024-01-02 22:31:54,112 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:41:10, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.6968, loss: 0.0576 2024-01-02 22:31:59,695 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:41:07, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.5781, loss: 0.0620 2024-01-02 22:32:02,792 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:40:59, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.6252, loss: 0.0581 2024-01-02 22:32:08,244 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:40:56, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7899, loss: 0.0563 2024-01-02 22:32:11,362 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:40:49, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.7638, loss: 0.0579 2024-01-02 22:32:16,901 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:40:46, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9596, loss: 0.0517 2024-01-02 22:32:20,016 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:40:38, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0627, decode.acc_seg: 97.5645, loss: 0.0627 2024-01-02 22:32:25,525 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:40:36, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0637, decode.acc_seg: 97.4994, loss: 0.0637 2024-01-02 22:32:28,614 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:40:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0608, decode.acc_seg: 97.5469, loss: 0.0608 2024-01-02 22:32:34,234 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:40:25, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0580, decode.acc_seg: 97.7184, loss: 0.0580 2024-01-02 22:32:39,666 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:40:22, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0608, decode.acc_seg: 97.5495, loss: 0.0608 2024-01-02 22:32:42,773 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:40:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.6486, loss: 0.0598 2024-01-02 22:32:48,277 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:40:12, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8455, loss: 0.0555 2024-01-02 22:32:51,396 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:40:04, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7917, loss: 0.0564 2024-01-02 22:32:56,995 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:40:02, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7644, loss: 0.0574 2024-01-02 22:33:00,121 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:33:00,121 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:39:54, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8012, loss: 0.0560 2024-01-02 22:33:05,654 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:39:51, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9741, loss: 0.0513 2024-01-02 22:33:08,765 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:39:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7446, loss: 0.0574 2024-01-02 22:33:14,352 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:39:41, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.6917, loss: 0.0583 2024-01-02 22:33:19,866 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:39:38, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6175, loss: 0.0588 2024-01-02 22:33:22,981 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:39:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0661, decode.acc_seg: 97.5208, loss: 0.0661 2024-01-02 22:33:28,531 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:39:28, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0608, decode.acc_seg: 97.5678, loss: 0.0608 2024-01-02 22:33:31,641 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:39:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.6755, loss: 0.0576 2024-01-02 22:33:37,118 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:39:18, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8390, loss: 0.0558 2024-01-02 22:33:40,239 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:39:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7308, loss: 0.0575 2024-01-02 22:33:45,811 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:39:08, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8341, loss: 0.0551 2024-01-02 22:33:48,913 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:39:00, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.5864, loss: 0.0593 2024-01-02 22:33:54,515 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:38:58, time: 0.112, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0663, decode.acc_seg: 97.3844, loss: 0.0663 2024-01-02 22:33:57,589 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:38:50, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8117, loss: 0.0538 2024-01-02 22:34:03,193 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:38:47, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.7446, loss: 0.0577 2024-01-02 22:34:08,688 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:38:44, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.6930, loss: 0.0570 2024-01-02 22:34:11,791 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:38:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.5822, loss: 0.0609 2024-01-02 22:34:17,241 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:38:34, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7951, loss: 0.0575 2024-01-02 22:34:20,357 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:38:27, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.7962, loss: 0.0577 2024-01-02 22:34:25,886 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:38:24, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6877, loss: 0.0588 2024-01-02 22:34:29,003 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:34:29,003 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:38:17, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8685, loss: 0.0553 2024-01-02 22:34:34,528 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:38:14, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.7413, loss: 0.0577 2024-01-02 22:34:37,629 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:38:07, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.7494, loss: 0.0572 2024-01-02 22:34:43,241 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:38:04, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0612, decode.acc_seg: 97.6093, loss: 0.0612 2024-01-02 22:34:48,771 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:38:01, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6265, loss: 0.0587 2024-01-02 22:34:51,875 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:37:54, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8052, loss: 0.0554 2024-01-02 22:34:57,436 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:37:51, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0595, decode.acc_seg: 97.6983, loss: 0.0595 2024-01-02 22:35:00,549 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:37:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0606, decode.acc_seg: 97.7075, loss: 0.0606 2024-01-02 22:35:06,094 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:37:41, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.6993, loss: 0.0581 2024-01-02 22:35:09,240 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:37:34, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0610, decode.acc_seg: 97.6208, loss: 0.0610 2024-01-02 22:35:14,810 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:37:31, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7615, loss: 0.0549 2024-01-02 22:35:17,929 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:37:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.6056, loss: 0.0613 2024-01-02 22:35:23,411 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:37:21, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7175, loss: 0.0570 2024-01-02 22:35:26,512 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:37:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.5837, loss: 0.0620 2024-01-02 22:35:31,918 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:37:10, time: 0.108, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.8530, loss: 0.0549 2024-01-02 22:35:37,494 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:37:07, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.6598, loss: 0.0590 2024-01-02 22:35:40,596 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:37:00, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7141, loss: 0.0584 2024-01-02 22:35:46,135 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:36:57, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.7673, loss: 0.0547 2024-01-02 22:35:49,255 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:36:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7168, loss: 0.0573 2024-01-02 22:35:54,854 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:36:47, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0654, decode.acc_seg: 97.4741, loss: 0.0654 2024-01-02 22:35:58,057 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:35:58,057 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:36:41, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.8254, loss: 0.0570 2024-01-02 22:36:03,604 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:36:38, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7471, loss: 0.0564 2024-01-02 22:36:06,696 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:36:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0596, decode.acc_seg: 97.6197, loss: 0.0596 2024-01-02 22:36:12,433 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:36:28, time: 0.115, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7876, loss: 0.0557 2024-01-02 22:36:17,954 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:36:25, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.7014, loss: 0.0579 2024-01-02 22:36:21,066 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:36:18, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.6794, loss: 0.0568 2024-01-02 22:36:26,573 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:36:15, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8095, loss: 0.0558 2024-01-02 22:36:29,706 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:36:08, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8805, loss: 0.0542 2024-01-02 22:36:35,242 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:36:05, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0618, decode.acc_seg: 97.5851, loss: 0.0618 2024-01-02 22:36:38,366 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:35:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7573, loss: 0.0574 2024-01-02 22:36:43,875 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:35:55, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0614, decode.acc_seg: 97.5478, loss: 0.0614 2024-01-02 22:36:46,975 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:35:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.7669, loss: 0.0566 2024-01-02 22:36:52,410 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:35:45, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8327, loss: 0.0538 2024-01-02 22:36:55,494 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:35:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8486, loss: 0.0552 2024-01-02 22:37:01,027 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:35:35, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9194, loss: 0.0532 2024-01-02 22:37:06,649 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:35:32, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0625, decode.acc_seg: 97.5531, loss: 0.0625 2024-01-02 22:37:09,763 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:35:25, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.6410, loss: 0.0581 2024-01-02 22:37:15,299 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:35:22, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.7956, loss: 0.0541 2024-01-02 22:37:18,420 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:35:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7590, loss: 0.0574 2024-01-02 22:37:23,950 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:35:12, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7751, loss: 0.0571 2024-01-02 22:37:27,068 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:37:27,069 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:35:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8634, loss: 0.0558 2024-01-02 22:37:32,527 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:35:02, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0101, loss: 0.0505 2024-01-02 22:37:35,658 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:34:55, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0617, decode.acc_seg: 97.6038, loss: 0.0617 2024-01-02 22:37:41,173 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:34:52, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.5897, loss: 0.0609 2024-01-02 22:37:46,657 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:34:49, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8042, loss: 0.0557 2024-01-02 22:37:49,788 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:34:42, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8404, loss: 0.0537 2024-01-02 22:37:55,327 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:34:39, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.7752, loss: 0.0565 2024-01-02 22:37:58,445 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:34:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9282, loss: 0.0532 2024-01-02 22:38:03,957 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:34:29, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.6974, loss: 0.0567 2024-01-02 22:38:07,061 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:34:23, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.6721, loss: 0.0583 2024-01-02 22:38:12,637 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:34:19, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0585, decode.acc_seg: 97.6369, loss: 0.0585 2024-01-02 22:38:15,940 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:34:13, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.6774, loss: 0.0576 2024-01-02 22:38:21,397 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:34:10, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7807, loss: 0.0554 2024-01-02 22:38:24,502 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:34:03, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.8417, loss: 0.0567 2024-01-02 22:38:29,993 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:34:00, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7038, loss: 0.0558 2024-01-02 22:38:35,584 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:33:56, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8320, loss: 0.0550 2024-01-02 22:38:38,680 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:33:50, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7020, loss: 0.0576 2024-01-02 22:38:44,162 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:33:47, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.7390, loss: 0.0550 2024-01-02 22:38:47,283 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:33:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8668, loss: 0.0552 2024-01-02 22:38:52,770 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:33:37, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.7008, loss: 0.0598 2024-01-02 22:38:55,896 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:38:55,896 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:33:30, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7280, loss: 0.0573 2024-01-02 22:39:01,603 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:33:27, time: 0.114, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8290, loss: 0.0560 2024-01-02 22:39:04,731 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:33:21, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.5448, loss: 0.0613 2024-01-02 22:39:10,272 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:33:18, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7802, loss: 0.0561 2024-01-02 22:39:13,354 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:33:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7228, loss: 0.0578 2024-01-02 22:39:18,986 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:33:08, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8905, loss: 0.0544 2024-01-02 22:39:24,485 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:33:04, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8819, loss: 0.0537 2024-01-02 22:39:27,573 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:32:58, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8715, loss: 0.0551 2024-01-02 22:39:33,055 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:32:55, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.6863, loss: 0.0573 2024-01-02 22:39:36,165 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:32:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.9075, loss: 0.0543 2024-01-02 22:39:41,645 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:32:45, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0592, decode.acc_seg: 97.6448, loss: 0.0592 2024-01-02 22:39:44,747 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:32:38, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8302, loss: 0.0537 2024-01-02 22:39:50,209 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:32:35, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6931, loss: 0.0588 2024-01-02 22:39:53,292 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:32:29, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7938, loss: 0.0558 2024-01-02 22:39:58,794 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:32:25, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.7040, loss: 0.0590 2024-01-02 22:40:04,278 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:32:22, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.8116, loss: 0.0566 2024-01-02 22:40:07,402 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:32:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8649, loss: 0.0552 2024-01-02 22:40:12,853 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:32:12, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6340, loss: 0.0593 2024-01-02 22:40:15,964 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:32:06, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.6673, loss: 0.0586 2024-01-02 22:40:21,464 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:32:02, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 98.0217, loss: 0.0519 2024-01-02 22:40:24,575 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:40:24,575 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:31:56, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6960, loss: 0.0578 2024-01-02 22:40:30,141 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:31:53, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7654, loss: 0.0558 2024-01-02 22:40:33,249 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:31:46, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8199, loss: 0.0547 2024-01-02 22:40:38,708 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:31:43, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8545, loss: 0.0553 2024-01-02 22:40:41,814 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:31:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9877, loss: 0.0516 2024-01-02 22:40:47,371 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:31:33, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8480, loss: 0.0554 2024-01-02 22:40:52,876 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:31:30, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0585, decode.acc_seg: 97.7393, loss: 0.0585 2024-01-02 22:40:56,005 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:31:24, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7536, loss: 0.0563 2024-01-02 22:41:01,537 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:31:20, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7555, loss: 0.0549 2024-01-02 22:41:04,641 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:31:14, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6958, loss: 0.0578 2024-01-02 22:41:10,199 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:31:10, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8707, loss: 0.0543 2024-01-02 22:41:13,325 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:31:04, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8940, loss: 0.0541 2024-01-02 22:41:18,956 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:31:01, time: 0.113, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.7411, loss: 0.0552 2024-01-02 22:41:22,063 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:30:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.9081, loss: 0.0541 2024-01-02 22:41:27,540 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:30:51, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7268, loss: 0.0584 2024-01-02 22:41:33,107 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:30:48, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7739, loss: 0.0567 2024-01-02 22:41:36,225 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:30:42, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8861, loss: 0.0540 2024-01-02 22:41:41,753 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:30:38, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9247, loss: 0.0518 2024-01-02 22:41:44,861 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:30:32, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.6408, loss: 0.0590 2024-01-02 22:41:50,348 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:30:28, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0630, loss: 0.0493 2024-01-02 22:41:53,443 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-02 22:41:53,494 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:41:53,494 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:30:22, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7599, loss: 0.0569 2024-01-02 22:42:05,171 - mmseg - INFO - per class results: 2024-01-02 22:42:05,172 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.03 | 97.84 | | aeroplane | 91.36 | 97.44 | | bicycle | 73.59 | 88.87 | | bird | 95.56 | 97.73 | | boat | 82.01 | 88.2 | | bottle | 84.24 | 95.52 | | bus | 93.46 | 96.59 | | car | 88.21 | 90.56 | | cat | 95.3 | 98.45 | | chair | 50.0 | 69.96 | | cow | 91.23 | 97.58 | | diningtable | 67.35 | 73.73 | | dog | 92.94 | 96.83 | | horse | 92.55 | 97.69 | | motorbike | 90.67 | 96.16 | | person | 91.74 | 96.37 | | pottedplant | 64.73 | 78.7 | | sheep | 88.36 | 90.61 | | sofa | 64.3 | 83.87 | | train | 90.82 | 94.66 | | tvmonitor | 81.72 | 84.97 | +-------------+-------+-------+ 2024-01-02 22:42:05,173 - mmseg - INFO - Summary: 2024-01-02 22:42:05,173 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.48 | 84.1 | 91.06 | +-------+------+-------+ 2024-01-02 22:42:05,173 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:42:05,173 - mmseg - INFO - Iter(val) [182] aAcc: 0.9648, mIoU: 0.8410, mAcc: 0.9106, IoU.background: 0.9603, IoU.aeroplane: 0.9136, IoU.bicycle: 0.7359, IoU.bird: 0.9556, IoU.boat: 0.8201, IoU.bottle: 0.8424, IoU.bus: 0.9346, IoU.car: 0.8821, IoU.cat: 0.9530, IoU.chair: 0.5000, IoU.cow: 0.9123, IoU.diningtable: 0.6735, IoU.dog: 0.9294, IoU.horse: 0.9255, IoU.motorbike: 0.9067, IoU.person: 0.9174, IoU.pottedplant: 0.6473, IoU.sheep: 0.8836, IoU.sofa: 0.6430, IoU.train: 0.9082, IoU.tvmonitor: 0.8172, Acc.background: 0.9784, Acc.aeroplane: 0.9744, Acc.bicycle: 0.8887, Acc.bird: 0.9773, Acc.boat: 0.8820, Acc.bottle: 0.9552, Acc.bus: 0.9659, Acc.car: 0.9056, Acc.cat: 0.9845, Acc.chair: 0.6996, Acc.cow: 0.9758, Acc.diningtable: 0.7373, Acc.dog: 0.9683, Acc.horse: 0.9769, Acc.motorbike: 0.9616, Acc.person: 0.9637, Acc.pottedplant: 0.7870, Acc.sheep: 0.9061, Acc.sofa: 0.8387, Acc.train: 0.9466, Acc.tvmonitor: 0.8497 2024-01-02 22:42:10,740 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:30:30, time: 0.345, data_time: 0.278, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8046, loss: 0.0537 2024-01-02 22:42:13,846 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:30:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8523, loss: 0.0555 2024-01-02 22:42:19,518 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:30:21, time: 0.113, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.8288, loss: 0.0562 2024-01-02 22:42:22,622 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:30:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8554, loss: 0.0545 2024-01-02 22:42:28,197 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:30:11, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0591, decode.acc_seg: 97.7031, loss: 0.0591 2024-01-02 22:42:33,712 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:30:08, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7260, loss: 0.0584 2024-01-02 22:42:36,819 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:30:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8649, loss: 0.0543 2024-01-02 22:42:42,403 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:29:58, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9502, loss: 0.0530 2024-01-02 22:42:45,521 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:29:52, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8581, loss: 0.0537 2024-01-02 22:42:51,080 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:29:48, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.6721, loss: 0.0583 2024-01-02 22:42:54,183 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:29:42, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.7314, loss: 0.0577 2024-01-02 22:42:59,646 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:29:38, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7302, loss: 0.0574 2024-01-02 22:43:02,754 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:29:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8585, loss: 0.0545 2024-01-02 22:43:08,262 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:29:29, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7875, loss: 0.0568 2024-01-02 22:43:13,732 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:29:25, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8889, loss: 0.0539 2024-01-02 22:43:16,872 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:29:19, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.8186, loss: 0.0564 2024-01-02 22:43:22,333 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:29:15, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9576, loss: 0.0525 2024-01-02 22:43:25,454 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:29:09, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.7992, loss: 0.0551 2024-01-02 22:43:31,020 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:29:06, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.9025, loss: 0.0538 2024-01-02 22:43:34,124 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:43:34,124 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:29:00, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9765, loss: 0.0513 2024-01-02 22:43:39,580 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:28:56, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7632, loss: 0.0557 2024-01-02 22:43:42,917 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:28:50, time: 0.067, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8619, loss: 0.0541 2024-01-02 22:43:48,407 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:28:47, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0596, decode.acc_seg: 97.6717, loss: 0.0596 2024-01-02 22:43:51,504 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:28:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9968, loss: 0.0518 2024-01-02 22:43:57,083 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:28:37, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7732, loss: 0.0562 2024-01-02 22:44:02,663 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:28:33, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8174, loss: 0.0553 2024-01-02 22:44:05,749 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:28:27, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0269, loss: 0.0501 2024-01-02 22:44:11,316 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:28:24, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.9255, loss: 0.0543 2024-01-02 22:44:14,415 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:28:18, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7678, loss: 0.0562 2024-01-02 22:44:19,856 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:28:14, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8077, loss: 0.0552 2024-01-02 22:44:22,971 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:28:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8507, loss: 0.0547 2024-01-02 22:44:28,488 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:28:04, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.7378, loss: 0.0537 2024-01-02 22:44:31,590 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:27:59, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8499, loss: 0.0541 2024-01-02 22:44:37,116 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:27:55, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8522, loss: 0.0554 2024-01-02 22:44:42,681 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:27:51, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8161, loss: 0.0548 2024-01-02 22:44:45,772 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:27:45, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8382, loss: 0.0540 2024-01-02 22:44:51,373 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:27:41, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8531, loss: 0.0548 2024-01-02 22:44:54,457 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:27:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7893, loss: 0.0548 2024-01-02 22:44:59,919 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:27:32, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7598, loss: 0.0578 2024-01-02 22:45:03,031 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:45:03,031 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:27:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.9082, loss: 0.0541 2024-01-02 22:45:08,474 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:27:22, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8409, loss: 0.0546 2024-01-02 22:45:11,578 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:27:16, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9618, loss: 0.0515 2024-01-02 22:45:17,079 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:27:13, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7581, loss: 0.0569 2024-01-02 22:45:20,490 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:27:07, time: 0.068, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8445, loss: 0.0546 2024-01-02 22:45:25,972 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:27:03, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7292, loss: 0.0567 2024-01-02 22:45:31,558 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:26:59, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9129, loss: 0.0509 2024-01-02 22:45:34,653 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:26:54, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8803, loss: 0.0558 2024-01-02 22:45:40,139 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:26:50, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8177, loss: 0.0552 2024-01-02 22:45:43,239 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:26:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9020, loss: 0.0528 2024-01-02 22:45:48,740 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:26:40, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8669, loss: 0.0534 2024-01-02 22:45:51,905 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:26:35, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7545, loss: 0.0568 2024-01-02 22:45:57,377 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:26:31, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8756, loss: 0.0538 2024-01-02 22:46:00,489 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:26:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0585, decode.acc_seg: 97.6738, loss: 0.0585 2024-01-02 22:46:06,046 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:26:21, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7896, loss: 0.0561 2024-01-02 22:46:09,136 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:26:16, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8691, loss: 0.0539 2024-01-02 22:46:14,673 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:26:12, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 98.0007, loss: 0.0515 2024-01-02 22:46:20,284 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:26:08, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8132, loss: 0.0540 2024-01-02 22:46:23,389 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:26:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.9352, loss: 0.0544 2024-01-02 22:46:28,981 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:25:58, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8508, loss: 0.0554 2024-01-02 22:46:32,105 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:46:32,105 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:25:53, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8766, loss: 0.0542 2024-01-02 22:46:37,712 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:25:49, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9294, loss: 0.0513 2024-01-02 22:46:40,835 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:25:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8342, loss: 0.0553 2024-01-02 22:46:46,357 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:25:39, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8786, loss: 0.0545 2024-01-02 22:46:49,458 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:25:34, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8504, loss: 0.0560 2024-01-02 22:46:55,003 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:25:30, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8642, loss: 0.0541 2024-01-02 22:47:00,502 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:25:26, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.7126, loss: 0.0590 2024-01-02 22:47:03,613 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:25:20, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7745, loss: 0.0575 2024-01-02 22:47:09,187 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:25:17, time: 0.111, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9109, loss: 0.0534 2024-01-02 22:47:12,302 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:25:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6821, loss: 0.0578 2024-01-02 22:47:17,827 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:25:07, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 98.0073, loss: 0.0517 2024-01-02 22:47:20,937 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:25:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.7940, loss: 0.0544 2024-01-02 22:47:26,453 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:24:58, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8222, loss: 0.0560 2024-01-02 22:47:29,566 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:24:52, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8750, loss: 0.0532 2024-01-02 22:47:35,043 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:24:48, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8020, loss: 0.0554 2024-01-02 22:47:38,149 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:24:43, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8596, loss: 0.0536 2024-01-02 22:47:43,711 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:24:39, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9432, loss: 0.0531 2024-01-02 22:47:49,277 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:24:35, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9649, loss: 0.0521 2024-01-02 22:47:52,393 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:24:29, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9493, loss: 0.0515 2024-01-02 22:47:58,071 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:24:25, time: 0.114, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7653, loss: 0.0561 2024-01-02 22:48:01,193 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:48:01,193 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:24:20, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.7970, loss: 0.0532 2024-01-02 22:48:06,776 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:24:16, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8860, loss: 0.0528 2024-01-02 22:48:09,886 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:24:10, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.7749, loss: 0.0556 2024-01-02 22:48:15,425 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:24:07, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0015, loss: 0.0499 2024-01-02 22:48:18,536 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:24:01, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0414, loss: 0.0505 2024-01-02 22:48:23,981 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:23:57, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9297, loss: 0.0525 2024-01-02 22:48:29,483 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:23:53, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.8074, loss: 0.0572 2024-01-02 22:48:32,586 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:23:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 98.0246, loss: 0.0509 2024-01-02 22:48:38,122 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:23:44, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9787, loss: 0.0515 2024-01-02 22:48:41,234 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:23:38, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7630, loss: 0.0549 2024-01-02 22:48:46,698 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:23:34, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.8213, loss: 0.0561 2024-01-02 22:48:49,806 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:23:29, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7099, loss: 0.0570 2024-01-02 22:48:55,418 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:23:25, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6956, loss: 0.0578 2024-01-02 22:48:58,528 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:23:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8569, loss: 0.0534 2024-01-02 22:49:04,074 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:23:15, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.7873, loss: 0.0566 2024-01-02 22:49:07,181 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:23:10, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8967, loss: 0.0545 2024-01-02 22:49:12,654 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:23:06, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7008, loss: 0.0570 2024-01-02 22:49:18,148 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:23:02, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9070, loss: 0.0527 2024-01-02 22:49:21,264 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:22:56, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7707, loss: 0.0570 2024-01-02 22:49:26,982 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:22:53, time: 0.114, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6640, loss: 0.0584 2024-01-02 22:49:30,075 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:49:30,076 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:22:47, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 98.0212, loss: 0.0511 2024-01-02 22:49:35,554 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:22:43, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.9455, loss: 0.0550 2024-01-02 22:49:38,670 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:22:38, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.6902, loss: 0.0579 2024-01-02 22:49:44,223 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:22:34, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.8912, loss: 0.0523 2024-01-02 22:49:47,318 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:22:28, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8254, loss: 0.0555 2024-01-02 22:49:52,877 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:22:24, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.6373, loss: 0.0581 2024-01-02 22:49:58,394 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:22:20, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9659, loss: 0.0512 2024-01-02 22:50:01,503 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:22:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9279, loss: 0.0531 2024-01-02 22:50:07,023 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:22:11, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9487, loss: 0.0527 2024-01-02 22:50:10,129 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:22:06, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9397, loss: 0.0519 2024-01-02 22:50:15,682 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:22:02, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6932, loss: 0.0584 2024-01-02 22:50:18,789 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:21:56, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9241, loss: 0.0519 2024-01-02 22:50:24,236 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:21:52, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0795, loss: 0.0493 2024-01-02 22:50:27,367 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:21:47, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9319, loss: 0.0524 2024-01-02 22:50:32,844 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:21:43, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9379, loss: 0.0512 2024-01-02 22:50:35,959 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:21:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.7520, loss: 0.0583 2024-01-02 22:50:41,528 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:21:33, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7771, loss: 0.0558 2024-01-02 22:50:46,993 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:21:29, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.8982, loss: 0.0519 2024-01-02 22:50:50,106 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:21:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0630, decode.acc_seg: 97.5249, loss: 0.0630 2024-01-02 22:50:55,645 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:21:20, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8982, loss: 0.0535 2024-01-02 22:50:58,775 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:50:58,776 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:21:15, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.6936, loss: 0.0572 2024-01-02 22:51:04,334 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:21:11, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7981, loss: 0.0549 2024-01-02 22:51:07,440 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:21:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0492, decode.acc_seg: 98.0424, loss: 0.0492 2024-01-02 22:51:12,953 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:21:01, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8680, loss: 0.0534 2024-01-02 22:51:16,050 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:20:56, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8229, loss: 0.0546 2024-01-02 22:51:21,677 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:20:52, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8926, loss: 0.0532 2024-01-02 22:51:27,177 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:20:48, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 97.9768, loss: 0.0511 2024-01-02 22:51:30,301 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:20:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9469, loss: 0.0517 2024-01-02 22:51:35,790 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:20:39, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8809, loss: 0.0547 2024-01-02 22:51:38,897 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:20:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.8981, loss: 0.0533 2024-01-02 22:51:44,385 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:20:29, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8287, loss: 0.0547 2024-01-02 22:51:47,474 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:20:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8670, loss: 0.0554 2024-01-02 22:51:53,192 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:20:20, time: 0.114, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7240, loss: 0.0567 2024-01-02 22:51:56,316 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:20:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9629, loss: 0.0520 2024-01-02 22:52:01,857 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:20:11, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.6581, loss: 0.0581 2024-01-02 22:52:04,953 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:20:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.8995, loss: 0.0549 2024-01-02 22:52:10,470 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:20:01, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8128, loss: 0.0557 2024-01-02 22:52:15,986 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:19:57, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0077, loss: 0.0505 2024-01-02 22:52:19,087 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:19:52, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9502, loss: 0.0528 2024-01-02 22:52:24,686 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:19:48, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.8115, loss: 0.0549 2024-01-02 22:52:27,791 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:52:27,792 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:19:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7763, loss: 0.0562 2024-01-02 22:52:33,305 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:19:38, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0591, decode.acc_seg: 97.7246, loss: 0.0591 2024-01-02 22:52:36,414 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:19:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 98.0088, loss: 0.0513 2024-01-02 22:52:41,900 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:19:29, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8984, loss: 0.0527 2024-01-02 22:52:45,017 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:19:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8754, loss: 0.0536 2024-01-02 22:52:50,561 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:19:20, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9002, loss: 0.0530 2024-01-02 22:52:53,652 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:19:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9670, loss: 0.0528 2024-01-02 22:52:59,227 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:19:11, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9188, loss: 0.0532 2024-01-02 22:53:04,902 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:19:06, time: 0.114, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7131, loss: 0.0564 2024-01-02 22:53:08,022 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:19:01, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8528, loss: 0.0544 2024-01-02 22:53:13,522 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:18:57, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.9046, loss: 0.0548 2024-01-02 22:53:16,835 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:18:52, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.7464, loss: 0.0572 2024-01-02 22:53:22,377 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:18:48, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.7966, loss: 0.0534 2024-01-02 22:53:25,478 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:18:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9432, loss: 0.0534 2024-01-02 22:53:31,049 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:18:39, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8016, loss: 0.0534 2024-01-02 22:53:34,137 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:18:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0875, loss: 0.0493 2024-01-02 22:53:39,638 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:18:29, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8145, loss: 0.0535 2024-01-02 22:53:45,136 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:18:25, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8444, loss: 0.0551 2024-01-02 22:53:48,401 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:18:20, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8283, loss: 0.0546 2024-01-02 22:53:53,946 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:18:16, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.7369, loss: 0.0565 2024-01-02 22:53:57,055 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:53:57,056 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:18:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8319, loss: 0.0547 2024-01-02 22:54:02,524 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:18:07, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9577, loss: 0.0514 2024-01-02 22:54:05,629 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:18:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9632, loss: 0.0521 2024-01-02 22:54:11,196 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:17:57, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8742, loss: 0.0532 2024-01-02 22:54:14,321 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:17:52, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0490, decode.acc_seg: 98.0876, loss: 0.0490 2024-01-02 22:54:20,088 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:17:48, time: 0.115, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6417, loss: 0.0587 2024-01-02 22:54:23,180 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:17:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8952, loss: 0.0529 2024-01-02 22:54:28,829 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:17:39, time: 0.113, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7153, loss: 0.0568 2024-01-02 22:54:34,349 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:17:35, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8791, loss: 0.0537 2024-01-02 22:54:37,441 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:17:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 98.0141, loss: 0.0511 2024-01-02 22:54:42,916 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:17:26, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9707, loss: 0.0528 2024-01-02 22:54:46,006 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:17:20, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8626, loss: 0.0548 2024-01-02 22:54:51,537 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:17:16, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9305, loss: 0.0524 2024-01-02 22:54:54,637 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:17:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9269, loss: 0.0524 2024-01-02 22:55:00,079 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:17:07, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8589, loss: 0.0547 2024-01-02 22:55:03,186 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:17:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7278, loss: 0.0571 2024-01-02 22:55:08,751 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:16:58, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7809, loss: 0.0562 2024-01-02 22:55:14,422 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:16:54, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.9334, loss: 0.0537 2024-01-02 22:55:17,530 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:16:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9660, loss: 0.0513 2024-01-02 22:55:23,099 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:16:44, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.9110, loss: 0.0523 2024-01-02 22:55:26,200 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:55:26,200 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:16:39, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0582, decode.acc_seg: 97.8183, loss: 0.0582 2024-01-02 22:55:31,790 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:16:35, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.7993, loss: 0.0555 2024-01-02 22:55:34,906 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:16:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.8457, loss: 0.0530 2024-01-02 22:55:40,386 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:16:26, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7844, loss: 0.0557 2024-01-02 22:55:43,502 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:16:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9738, loss: 0.0514 2024-01-02 22:55:49,037 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:16:17, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8765, loss: 0.0548 2024-01-02 22:55:52,119 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:16:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8589, loss: 0.0531 2024-01-02 22:55:57,793 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:16:07, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.9378, loss: 0.0523 2024-01-02 22:56:03,237 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:16:03, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0559, decode.acc_seg: 97.8167, loss: 0.0559 2024-01-02 22:56:06,514 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:15:58, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8177, loss: 0.0552 2024-01-02 22:56:11,972 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:15:54, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8526, loss: 0.0538 2024-01-02 22:56:15,099 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:15:49, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7873, loss: 0.0549 2024-01-02 22:56:20,583 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:15:45, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7693, loss: 0.0569 2024-01-02 22:56:23,701 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:15:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 97.9720, loss: 0.0501 2024-01-02 22:56:29,225 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:15:35, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0559, decode.acc_seg: 97.7183, loss: 0.0559 2024-01-02 22:56:32,347 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:15:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.7869, loss: 0.0555 2024-01-02 22:56:37,957 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:15:26, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8931, loss: 0.0529 2024-01-02 22:56:43,402 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:15:22, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9434, loss: 0.0532 2024-01-02 22:56:46,520 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:15:17, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9186, loss: 0.0520 2024-01-02 22:56:52,013 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:15:13, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 97.9373, loss: 0.0511 2024-01-02 22:56:55,102 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-02 22:56:55,123 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:56:55,124 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:15:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8783, loss: 0.0538 2024-01-02 22:57:06,674 - mmseg - INFO - per class results: 2024-01-02 22:57:06,676 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.21 | 97.91 | | aeroplane | 91.1 | 97.28 | | bicycle | 73.38 | 88.18 | | bird | 95.52 | 97.82 | | boat | 81.25 | 89.53 | | bottle | 85.09 | 94.87 | | bus | 93.67 | 95.98 | | car | 88.66 | 92.07 | | cat | 96.16 | 98.13 | | chair | 51.91 | 71.2 | | cow | 94.15 | 96.97 | | diningtable | 66.92 | 75.1 | | dog | 93.38 | 97.59 | | horse | 92.65 | 97.87 | | motorbike | 90.82 | 96.11 | | person | 91.73 | 96.59 | | pottedplant | 65.26 | 81.44 | | sheep | 92.46 | 95.43 | | sofa | 67.44 | 81.82 | | train | 91.0 | 96.58 | | tvmonitor | 82.96 | 89.09 | +-------------+-------+-------+ 2024-01-02 22:57:06,676 - mmseg - INFO - Summary: 2024-01-02 22:57:06,676 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.67 | 84.84 | 91.79 | +-------+-------+-------+ 2024-01-02 22:57:06,677 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:57:06,677 - mmseg - INFO - Iter(val) [182] aAcc: 0.9667, mIoU: 0.8484, mAcc: 0.9179, IoU.background: 0.9621, IoU.aeroplane: 0.9110, IoU.bicycle: 0.7338, IoU.bird: 0.9552, IoU.boat: 0.8125, IoU.bottle: 0.8509, IoU.bus: 0.9367, IoU.car: 0.8866, IoU.cat: 0.9616, IoU.chair: 0.5191, IoU.cow: 0.9415, IoU.diningtable: 0.6692, IoU.dog: 0.9338, IoU.horse: 0.9265, IoU.motorbike: 0.9082, IoU.person: 0.9173, IoU.pottedplant: 0.6526, IoU.sheep: 0.9246, IoU.sofa: 0.6744, IoU.train: 0.9100, IoU.tvmonitor: 0.8296, Acc.background: 0.9791, Acc.aeroplane: 0.9728, Acc.bicycle: 0.8818, Acc.bird: 0.9782, Acc.boat: 0.8953, Acc.bottle: 0.9487, Acc.bus: 0.9598, Acc.car: 0.9207, Acc.cat: 0.9813, Acc.chair: 0.7120, Acc.cow: 0.9697, Acc.diningtable: 0.7510, Acc.dog: 0.9759, Acc.horse: 0.9787, Acc.motorbike: 0.9611, Acc.person: 0.9659, Acc.pottedplant: 0.8144, Acc.sheep: 0.9543, Acc.sofa: 0.8182, Acc.train: 0.9658, Acc.tvmonitor: 0.8909 2024-01-02 22:57:12,244 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:15:07, time: 0.342, data_time: 0.277, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0550, loss: 0.0499 2024-01-02 22:57:15,353 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:15:02, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8731, loss: 0.0538 2024-01-02 22:57:20,888 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:14:58, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8909, loss: 0.0531 2024-01-02 22:57:24,005 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:14:53, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7660, loss: 0.0573 2024-01-02 22:57:29,567 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:14:49, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9180, loss: 0.0532 2024-01-02 22:57:32,680 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:14:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9877, loss: 0.0524 2024-01-02 22:57:38,415 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:14:40, time: 0.115, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8818, loss: 0.0540 2024-01-02 22:57:43,981 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:14:35, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0469, decode.acc_seg: 98.1127, loss: 0.0469 2024-01-02 22:57:47,074 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:14:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8226, loss: 0.0543 2024-01-02 22:57:52,648 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:14:26, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8622, loss: 0.0552 2024-01-02 22:57:55,755 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:14:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8404, loss: 0.0541 2024-01-02 22:58:01,352 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:14:17, time: 0.112, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.7382, loss: 0.0565 2024-01-02 22:58:04,618 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:14:12, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9820, loss: 0.0527 2024-01-02 22:58:10,142 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:14:08, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9879, loss: 0.0514 2024-01-02 22:58:13,233 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:14:03, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9550, loss: 0.0513 2024-01-02 22:58:18,798 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:58, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9459, loss: 0.0520 2024-01-02 22:58:24,185 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:13:54, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.8915, loss: 0.0530 2024-01-02 22:58:27,407 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:13:49, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.8984, loss: 0.0530 2024-01-02 22:58:32,954 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:13:45, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.7449, loss: 0.0577 2024-01-02 22:58:36,241 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:58:36,241 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:13:40, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9120, loss: 0.0530 2024-01-02 22:58:41,795 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:13:36, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7918, loss: 0.0561 2024-01-02 22:58:44,913 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:13:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8401, loss: 0.0536 2024-01-02 22:58:50,468 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:13:26, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.6767, loss: 0.0583 2024-01-02 22:58:53,565 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:13:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.7887, loss: 0.0544 2024-01-02 22:58:59,062 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:13:17, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8532, loss: 0.0540 2024-01-02 22:59:02,156 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:13:12, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8298, loss: 0.0535 2024-01-02 22:59:07,636 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:13:08, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9121, loss: 0.0534 2024-01-02 22:59:13,131 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:13:03, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 98.0041, loss: 0.0514 2024-01-02 22:59:16,239 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:59, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8796, loss: 0.0532 2024-01-02 22:59:21,762 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:54, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9572, loss: 0.0520 2024-01-02 22:59:24,888 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:12:49, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9011, loss: 0.0520 2024-01-02 22:59:30,389 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:12:45, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.8492, loss: 0.0564 2024-01-02 22:59:33,494 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:12:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8056, loss: 0.0560 2024-01-02 22:59:39,080 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:12:36, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9542, loss: 0.0517 2024-01-02 22:59:42,185 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:12:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9825, loss: 0.0513 2024-01-02 22:59:47,707 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:12:27, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8522, loss: 0.0537 2024-01-02 22:59:50,790 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:12:22, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9820, loss: 0.0510 2024-01-02 22:59:56,371 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:12:17, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.8352, loss: 0.0575 2024-01-02 23:00:01,857 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:12:13, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8555, loss: 0.0540 2024-01-02 23:00:04,971 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:00:04,972 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:12:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9821, loss: 0.0515 2024-01-02 23:00:10,564 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:12:04, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.8205, loss: 0.0533 2024-01-02 23:00:13,658 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:59, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8833, loss: 0.0532 2024-01-02 23:00:19,256 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:55, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 97.9988, loss: 0.0505 2024-01-02 23:00:22,397 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:50, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7771, loss: 0.0562 2024-01-02 23:00:27,886 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:11:45, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 98.0083, loss: 0.0514 2024-01-02 23:00:30,986 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:11:40, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8859, loss: 0.0541 2024-01-02 23:00:36,486 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:11:36, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 98.0293, loss: 0.0498 2024-01-02 23:00:42,054 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:11:32, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0137, loss: 0.0494 2024-01-02 23:00:45,166 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:11:27, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8826, loss: 0.0542 2024-01-02 23:00:50,680 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:11:23, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0475, decode.acc_seg: 98.0860, loss: 0.0475 2024-01-02 23:00:53,948 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:11:18, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8799, loss: 0.0551 2024-01-02 23:00:59,482 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:11:13, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8579, loss: 0.0540 2024-01-02 23:01:02,605 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:11:09, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6966, loss: 0.0584 2024-01-02 23:01:08,195 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:11:04, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9456, loss: 0.0517 2024-01-02 23:01:11,325 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:59, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0506, decode.acc_seg: 98.0496, loss: 0.0506 2024-01-02 23:01:16,919 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:55, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8842, loss: 0.0539 2024-01-02 23:01:20,029 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:50, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 98.0095, loss: 0.0504 2024-01-02 23:01:25,577 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:46, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.8214, loss: 0.0556 2024-01-02 23:01:31,191 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:10:41, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9866, loss: 0.0520 2024-01-02 23:01:34,296 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:01:34,296 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:10:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9729, loss: 0.0515 2024-01-02 23:01:39,819 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:10:32, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 98.0249, loss: 0.0514 2024-01-02 23:01:42,926 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:10:27, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9361, loss: 0.0526 2024-01-02 23:01:48,349 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:10:23, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0137, loss: 0.0507 2024-01-02 23:01:51,452 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:10:18, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9805, loss: 0.0517 2024-01-02 23:01:56,902 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:10:14, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8835, loss: 0.0527 2024-01-02 23:02:00,004 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:10:09, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7152, loss: 0.0571 2024-01-02 23:02:05,517 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:10:05, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9480, loss: 0.0525 2024-01-02 23:02:11,115 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:10:00, time: 0.112, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 97.9993, loss: 0.0497 2024-01-02 23:02:14,216 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.8807, loss: 0.0526 2024-01-02 23:02:19,809 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:51, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8155, loss: 0.0555 2024-01-02 23:02:22,912 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:46, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 98.0189, loss: 0.0510 2024-01-02 23:02:28,449 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:42, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.7984, loss: 0.0565 2024-01-02 23:02:31,567 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:09:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0422, loss: 0.0507 2024-01-02 23:02:37,068 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:09:33, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9583, loss: 0.0527 2024-01-02 23:02:40,189 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:09:28, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8799, loss: 0.0532 2024-01-02 23:02:45,672 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:09:24, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7394, loss: 0.0574 2024-01-02 23:02:48,779 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:09:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0324, loss: 0.0501 2024-01-02 23:02:54,350 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:09:14, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0289, loss: 0.0499 2024-01-02 23:02:59,805 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:09:10, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9175, loss: 0.0534 2024-01-02 23:03:02,934 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:03:02,934 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:09:05, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8997, loss: 0.0538 2024-01-02 23:03:08,424 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:09:01, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0283, loss: 0.0499 2024-01-02 23:03:11,740 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:56, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0399, loss: 0.0493 2024-01-02 23:03:17,373 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:52, time: 0.113, data_time: 0.054, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.9057, loss: 0.0552 2024-01-02 23:03:20,485 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:47, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0333, loss: 0.0497 2024-01-02 23:03:25,954 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:43, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.7870, loss: 0.0555 2024-01-02 23:03:29,052 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:38, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0508, decode.acc_seg: 97.9652, loss: 0.0508 2024-01-02 23:03:34,534 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:08:33, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0486, decode.acc_seg: 98.0901, loss: 0.0486 2024-01-02 23:03:40,173 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:08:29, time: 0.113, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9319, loss: 0.0520 2024-01-02 23:03:43,658 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:08:24, time: 0.070, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 97.9836, loss: 0.0494 2024-01-02 23:03:49,174 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:08:20, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8724, loss: 0.0529 2024-01-02 23:03:52,299 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:08:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.8976, loss: 0.0523 2024-01-02 23:03:57,801 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:08:11, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9948, loss: 0.0509 2024-01-02 23:04:00,930 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:08:06, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 98.0695, loss: 0.0500 2024-01-02 23:04:06,488 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:08:02, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8046, loss: 0.0558 2024-01-02 23:04:09,620 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:57, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7372, loss: 0.0568 2024-01-02 23:04:15,107 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:52, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0470, decode.acc_seg: 98.1594, loss: 0.0470 2024-01-02 23:04:18,208 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8444, loss: 0.0534 2024-01-02 23:04:23,821 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:43, time: 0.112, data_time: 0.053, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0273, loss: 0.0505 2024-01-02 23:04:29,393 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:39, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9373, loss: 0.0521 2024-01-02 23:04:32,514 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:04:32,514 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:34, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9286, loss: 0.0512 2024-01-02 23:04:38,081 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:07:30, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.9235, loss: 0.0540 2024-01-02 23:04:41,186 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:07:25, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9188, loss: 0.0521 2024-01-02 23:04:46,671 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:07:20, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.9858, loss: 0.0529 2024-01-02 23:04:49,797 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:07:16, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0173, loss: 0.0507 2024-01-02 23:04:55,299 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:07:11, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0482, decode.acc_seg: 98.0841, loss: 0.0482 2024-01-02 23:04:58,420 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:07:07, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9402, loss: 0.0524 2024-01-02 23:05:04,076 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:07:02, time: 0.113, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9744, loss: 0.0513 2024-01-02 23:05:09,510 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:58, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9506, loss: 0.0514 2024-01-02 23:05:12,687 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:53, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9148, loss: 0.0520 2024-01-02 23:05:18,305 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:49, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0482, decode.acc_seg: 98.1136, loss: 0.0482 2024-01-02 23:05:21,408 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9421, loss: 0.0514 2024-01-02 23:05:27,016 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:39, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 97.9950, loss: 0.0503 2024-01-02 23:05:30,125 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:35, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0240, loss: 0.0497 2024-01-02 23:05:35,612 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:30, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9164, loss: 0.0517 2024-01-02 23:05:38,723 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:06:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0482, decode.acc_seg: 98.0993, loss: 0.0482 2024-01-02 23:05:44,150 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:06:21, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9382, loss: 0.0527 2024-01-02 23:05:47,241 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:06:16, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9782, loss: 0.0509 2024-01-02 23:05:52,802 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:06:12, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.8761, loss: 0.0515 2024-01-02 23:05:58,327 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:06:08, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0491, decode.acc_seg: 98.0760, loss: 0.0491 2024-01-02 23:06:01,651 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:06:01,651 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:06:03, time: 0.066, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9428, loss: 0.0516 2024-01-02 23:06:07,168 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:59, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7349, loss: 0.0564 2024-01-02 23:06:10,284 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:54, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.8777, loss: 0.0526 2024-01-02 23:06:15,910 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:49, time: 0.113, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.9117, loss: 0.0539 2024-01-02 23:06:19,010 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:45, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 98.0097, loss: 0.0510 2024-01-02 23:06:24,494 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:40, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8502, loss: 0.0540 2024-01-02 23:06:27,607 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8457, loss: 0.0546 2024-01-02 23:06:33,163 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:31, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9478, loss: 0.0519 2024-01-02 23:06:36,263 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:26, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9684, loss: 0.0513 2024-01-02 23:06:41,808 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:05:22, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 98.0262, loss: 0.0511 2024-01-02 23:06:47,553 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:05:18, time: 0.115, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8918, loss: 0.0541 2024-01-02 23:06:50,656 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:05:13, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8906, loss: 0.0538 2024-01-02 23:06:56,188 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:08, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0577, loss: 0.0497 2024-01-02 23:06:59,299 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:05:04, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9050, loss: 0.0519 2024-01-02 23:07:04,787 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:59, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0492, decode.acc_seg: 98.0702, loss: 0.0492 2024-01-02 23:07:07,893 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8623, loss: 0.0531 2024-01-02 23:07:13,407 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:50, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7289, loss: 0.0554 2024-01-02 23:07:16,529 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:46, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9430, loss: 0.0514 2024-01-02 23:07:22,043 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:41, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9653, loss: 0.0517 2024-01-02 23:07:27,599 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:37, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.9286, loss: 0.0542 2024-01-02 23:07:30,715 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:07:30,716 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:32, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8504, loss: 0.0536 2024-01-02 23:07:36,285 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:27, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9195, loss: 0.0531 2024-01-02 23:07:39,381 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:23, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8980, loss: 0.0537 2024-01-02 23:07:44,881 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:18, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9208, loss: 0.0530 2024-01-02 23:07:47,985 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:14, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 98.0384, loss: 0.0515 2024-01-02 23:07:53,500 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:09, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0506, decode.acc_seg: 97.9272, loss: 0.0506 2024-01-02 23:07:56,613 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:05, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8507, loss: 0.0554 2024-01-02 23:08:02,130 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:00, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8888, loss: 0.0531 2024-01-02 23:08:05,220 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:55, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9479, loss: 0.0517 2024-01-02 23:08:10,731 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:51, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9554, loss: 0.0509 2024-01-02 23:08:16,237 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:47, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.8442, loss: 0.0525 2024-01-02 23:08:19,342 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:42, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9728, loss: 0.0524 2024-01-02 23:08:24,825 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:37, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 97.9940, loss: 0.0499 2024-01-02 23:08:27,946 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0486, loss: 0.0497 2024-01-02 23:08:33,456 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:28, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.9315, loss: 0.0537 2024-01-02 23:08:36,551 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:24, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8613, loss: 0.0538 2024-01-02 23:08:42,035 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:19, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9144, loss: 0.0530 2024-01-02 23:08:45,131 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9751, loss: 0.0518 2024-01-02 23:08:50,649 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:10, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8789, loss: 0.0536 2024-01-02 23:08:56,164 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:06, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9391, loss: 0.0522 2024-01-02 23:08:59,249 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:08:59,249 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:01, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9835, loss: 0.0519 2024-01-02 23:09:04,884 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:57, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 98.0358, loss: 0.0504 2024-01-02 23:09:07,968 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:52, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7994, loss: 0.0564 2024-01-02 23:09:13,444 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:47, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.8785, loss: 0.0519 2024-01-02 23:09:16,556 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:43, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9168, loss: 0.0527 2024-01-02 23:09:21,968 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:38, time: 0.108, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 98.0373, loss: 0.0513 2024-01-02 23:09:25,082 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:34, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0164, loss: 0.0499 2024-01-02 23:09:30,630 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:29, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9593, loss: 0.0525 2024-01-02 23:09:33,829 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:25, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8383, loss: 0.0543 2024-01-02 23:09:39,399 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:20, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7943, loss: 0.0557 2024-01-02 23:09:44,929 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:16, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9482, loss: 0.0528 2024-01-02 23:09:48,027 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:11, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0417, loss: 0.0499 2024-01-02 23:09:53,458 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:07, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8248, loss: 0.0557 2024-01-02 23:09:56,636 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:02, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 97.9338, loss: 0.0504 2024-01-02 23:10:02,173 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:57, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9078, loss: 0.0530 2024-01-02 23:10:05,556 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:53, time: 0.068, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9215, loss: 0.0528 2024-01-02 23:10:11,111 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:48, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9742, loss: 0.0507 2024-01-02 23:10:14,211 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:44, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8559, loss: 0.0541 2024-01-02 23:10:19,748 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:39, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8806, loss: 0.0537 2024-01-02 23:10:25,624 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:35, time: 0.118, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9067, loss: 0.0528 2024-01-02 23:10:28,726 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:10:28,726 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:30, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0485, decode.acc_seg: 98.0323, loss: 0.0485 2024-01-02 23:10:34,177 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:26, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.8553, loss: 0.0526 2024-01-02 23:10:37,299 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.7856, loss: 0.0535 2024-01-02 23:10:42,849 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:17, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8988, loss: 0.0531 2024-01-02 23:10:45,964 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:12, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.9070, loss: 0.0535 2024-01-02 23:10:51,431 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:08, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 98.0008, loss: 0.0512 2024-01-02 23:10:54,540 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:03, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0471, decode.acc_seg: 98.1720, loss: 0.0471 2024-01-02 23:11:00,096 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:58, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0592, decode.acc_seg: 97.6164, loss: 0.0592 2024-01-02 23:11:03,201 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:54, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0476, decode.acc_seg: 98.1256, loss: 0.0476 2024-01-02 23:11:08,754 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:49, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0107, loss: 0.0502 2024-01-02 23:11:14,296 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:45, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9778, loss: 0.0525 2024-01-02 23:11:17,424 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:40, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8605, loss: 0.0535 2024-01-02 23:11:22,953 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:36, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 98.0087, loss: 0.0510 2024-01-02 23:11:26,063 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:31, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0471, decode.acc_seg: 98.1480, loss: 0.0471 2024-01-02 23:11:31,603 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:27, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7952, loss: 0.0575 2024-01-02 23:11:34,706 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:22, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 98.0077, loss: 0.0510 2024-01-02 23:11:40,254 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:18, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0486, decode.acc_seg: 98.0894, loss: 0.0486 2024-01-02 23:11:43,345 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:13, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 97.9944, loss: 0.0503 2024-01-02 23:11:48,833 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:09, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8810, loss: 0.0534 2024-01-02 23:11:54,286 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.109, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9532, loss: 0.0524 2024-01-02 23:11:57,429 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-02 23:11:57,517 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:11:57,517 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9714, loss: 0.0507 2024-01-02 23:12:08,976 - mmseg - INFO - per class results: 2024-01-02 23:12:08,978 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.2 | 97.93 | | aeroplane | 91.23 | 97.66 | | bicycle | 72.92 | 89.4 | | bird | 95.49 | 97.95 | | boat | 81.27 | 89.47 | | bottle | 85.0 | 94.76 | | bus | 93.84 | 96.57 | | car | 88.5 | 91.64 | | cat | 96.05 | 98.24 | | chair | 51.81 | 71.68 | | cow | 94.42 | 96.98 | | diningtable | 66.85 | 75.07 | | dog | 93.4 | 97.16 | | horse | 92.89 | 97.68 | | motorbike | 90.68 | 96.52 | | person | 91.86 | 96.49 | | pottedplant | 65.47 | 79.26 | | sheep | 92.62 | 95.79 | | sofa | 67.5 | 83.0 | | train | 91.23 | 96.4 | | tvmonitor | 82.48 | 86.1 | +-------------+-------+-------+ 2024-01-02 23:12:08,978 - mmseg - INFO - Summary: 2024-01-02 23:12:08,978 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 96.67 | 84.84 | 91.7 | +-------+-------+------+ 2024-01-02 23:12:08,978 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:12:08,978 - mmseg - INFO - Iter(val) [182] aAcc: 0.9667, mIoU: 0.8484, mAcc: 0.9170, IoU.background: 0.9620, IoU.aeroplane: 0.9123, IoU.bicycle: 0.7292, IoU.bird: 0.9549, IoU.boat: 0.8127, IoU.bottle: 0.8500, IoU.bus: 0.9384, IoU.car: 0.8850, IoU.cat: 0.9605, IoU.chair: 0.5181, IoU.cow: 0.9442, IoU.diningtable: 0.6685, IoU.dog: 0.9340, IoU.horse: 0.9289, IoU.motorbike: 0.9068, IoU.person: 0.9186, IoU.pottedplant: 0.6547, IoU.sheep: 0.9262, IoU.sofa: 0.6750, IoU.train: 0.9123, IoU.tvmonitor: 0.8248, Acc.background: 0.9793, Acc.aeroplane: 0.9766, Acc.bicycle: 0.8940, Acc.bird: 0.9795, Acc.boat: 0.8947, Acc.bottle: 0.9476, Acc.bus: 0.9657, Acc.car: 0.9164, Acc.cat: 0.9824, Acc.chair: 0.7168, Acc.cow: 0.9698, Acc.diningtable: 0.7507, Acc.dog: 0.9716, Acc.horse: 0.9768, Acc.motorbike: 0.9652, Acc.person: 0.9649, Acc.pottedplant: 0.7926, Acc.sheep: 0.9579, Acc.sofa: 0.8300, Acc.train: 0.9640, Acc.tvmonitor: 0.8610