2024-01-02 22:07:07,717 - mmseg - INFO - Multi-processing start method is `None` 2024-01-02 22:07:07,727 - mmseg - INFO - OpenCV num_threads is `112 2024-01-02 22:07:07,727 - mmseg - INFO - OMP num threads is 1 2024-01-02 22:07:07,798 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+252a666 ------------------------------------------------------------ 2024-01-02 22:07:07,798 - mmseg - INFO - Distributed training: True 2024-01-02 22:07:07,798 - 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_reg4_dinov2.lvd142m'} 2024-01-02 22:07:11,211 - mmseg - INFO - Set random seed to 1456990100, deterministic: False 2024-01-02 22:07:17,194 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.reg_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.qkv.weight', 'vit.model.blocks.0.attn.qkv.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.ls1.gamma', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1.weight', 'vit.model.blocks.0.mlp.fc1.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.0.ls2.gamma', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.qkv.weight', 'vit.model.blocks.1.attn.qkv.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.ls1.gamma', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1.weight', 'vit.model.blocks.1.mlp.fc1.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.1.ls2.gamma', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.qkv.weight', 'vit.model.blocks.2.attn.qkv.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.ls1.gamma', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1.weight', 'vit.model.blocks.2.mlp.fc1.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.2.ls2.gamma', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.qkv.weight', 'vit.model.blocks.3.attn.qkv.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.ls1.gamma', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1.weight', 'vit.model.blocks.3.mlp.fc1.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.3.ls2.gamma', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.qkv.weight', 'vit.model.blocks.4.attn.qkv.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.ls1.gamma', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1.weight', 'vit.model.blocks.4.mlp.fc1.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.4.ls2.gamma', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.qkv.weight', 'vit.model.blocks.5.attn.qkv.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.ls1.gamma', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1.weight', 'vit.model.blocks.5.mlp.fc1.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.5.ls2.gamma', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.qkv.weight', 'vit.model.blocks.6.attn.qkv.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.ls1.gamma', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1.weight', 'vit.model.blocks.6.mlp.fc1.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.6.ls2.gamma', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.qkv.weight', 'vit.model.blocks.7.attn.qkv.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.ls1.gamma', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1.weight', 'vit.model.blocks.7.mlp.fc1.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.7.ls2.gamma', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.qkv.weight', 'vit.model.blocks.8.attn.qkv.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.ls1.gamma', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1.weight', 'vit.model.blocks.8.mlp.fc1.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.8.ls2.gamma', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.qkv.weight', 'vit.model.blocks.9.attn.qkv.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.ls1.gamma', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1.weight', 'vit.model.blocks.9.mlp.fc1.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.9.ls2.gamma', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.qkv.weight', 'vit.model.blocks.10.attn.qkv.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.ls1.gamma', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1.weight', 'vit.model.blocks.10.mlp.fc1.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.10.ls2.gamma', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.qkv.weight', 'vit.model.blocks.11.attn.qkv.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.ls1.gamma', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1.weight', 'vit.model.blocks.11.mlp.fc1.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.blocks.11.ls2.gamma', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-02 22:07:17,196 - mmseg - INFO - pos_embed loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-02 22:07:17,196 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-02 22:07:17,214 - 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 22:07:17,218 - 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 22:07:17,223 - mmseg - INFO - Loaded 1464 images 2024-01-02 22:07:20,451 - mmseg - INFO - Loaded 1449 images 2024-01-02 22:07:20,452 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch14_reg4_dinov2.lvd142m 2024-01-02 22:07:20,452 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-01-02 22:07:20,452 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-02 22:07:20,455 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch14_reg4_dinov2.lvd142m by HardDiskBackend. 2024-01-02 22:08:01,578 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:26:06, time: 0.129, data_time: 0.006, memory: 1006, decode.loss_ce: 2.5220, decode.acc_seg: 9.2396, loss: 2.5220 2024-01-02 22:08:07,055 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:19:25, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 2.3729, decode.acc_seg: 25.5026, loss: 2.3729 2024-01-02 22:08:10,156 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:06:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 2.1287, decode.acc_seg: 57.9020, loss: 2.1287 2024-01-02 22:08:15,658 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:08:08, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 1.7388, decode.acc_seg: 78.8290, loss: 1.7388 2024-01-02 22:08:18,820 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:02:49, time: 0.063, data_time: 0.003, memory: 1006, decode.loss_ce: 1.4038, decode.acc_seg: 85.3747, loss: 1.4038 2024-01-02 22:08:24,315 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:04:24, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.9981, decode.acc_seg: 88.9564, loss: 0.9981 2024-01-02 22:08:27,397 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:00:57, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.7010, decode.acc_seg: 89.8927, loss: 0.7010 2024-01-02 22:08:33,002 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:02:30, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.4965, decode.acc_seg: 91.3582, loss: 0.4965 2024-01-02 22:08:36,063 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:59:58, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.3894, decode.acc_seg: 91.4119, loss: 0.3894 2024-01-02 22:08:41,512 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:01:05, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.3225, decode.acc_seg: 91.5941, loss: 0.3225 2024-01-02 22:08:47,021 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:02:03, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.2876, decode.acc_seg: 92.3361, loss: 0.2876 2024-01-02 22:08:50,077 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:00:09, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.2641, decode.acc_seg: 92.4236, loss: 0.2641 2024-01-02 22:08:55,610 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:01:02, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.2231, decode.acc_seg: 93.2361, loss: 0.2231 2024-01-02 22:08:58,688 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:59:29, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.2118, decode.acc_seg: 93.1555, loss: 0.2118 2024-01-02 22:09:04,220 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:00:16, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.1944, decode.acc_seg: 93.7576, loss: 0.1944 2024-01-02 22:09:07,328 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:58:58, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.2000, decode.acc_seg: 93.6835, loss: 0.2000 2024-01-02 22:09:12,799 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:59:37, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1804, decode.acc_seg: 93.9723, loss: 0.1804 2024-01-02 22:09:15,886 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:58:28, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1729, decode.acc_seg: 94.1858, loss: 0.1729 2024-01-02 22:09:21,346 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:59:04, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1445, decode.acc_seg: 94.9679, loss: 0.1445 2024-01-02 22:09:24,447 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:09:24,447 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:58:03, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1521, decode.acc_seg: 94.9268, loss: 0.1521 2024-01-02 22:09:30,017 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:58:40, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.1506, decode.acc_seg: 94.7989, loss: 0.1506 2024-01-02 22:09:35,504 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:59:10, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.1452, decode.acc_seg: 94.8986, loss: 0.1452 2024-01-02 22:09:38,590 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:58:15, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1357, decode.acc_seg: 95.0415, loss: 0.1357 2024-01-02 22:09:44,027 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:58:41, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1299, decode.acc_seg: 95.1771, loss: 0.1299 2024-01-02 22:09:47,121 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:57:51, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1352, decode.acc_seg: 95.1275, loss: 0.1352 2024-01-02 22:09:52,763 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:58:22, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1252, decode.acc_seg: 95.6763, loss: 0.1252 2024-01-02 22:09:55,863 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:57:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1189, decode.acc_seg: 95.7130, loss: 0.1189 2024-01-02 22:10:01,381 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:58:01, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.1112, decode.acc_seg: 95.9397, loss: 0.1112 2024-01-02 22:10:04,472 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:57:18, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1188, decode.acc_seg: 95.6077, loss: 0.1188 2024-01-02 22:10:09,887 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:57:38, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.1135, decode.acc_seg: 95.7595, loss: 0.1135 2024-01-02 22:10:15,427 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:58:00, time: 0.111, data_time: 0.052, memory: 1006, decode.loss_ce: 0.1112, decode.acc_seg: 95.7472, loss: 0.1112 2024-01-02 22:10:18,533 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:57:21, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.1060, decode.acc_seg: 95.9371, loss: 0.1060 2024-01-02 22:10:24,017 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:57:40, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1115, decode.acc_seg: 95.8709, loss: 0.1115 2024-01-02 22:10:27,114 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:57:04, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0997, decode.acc_seg: 96.2225, loss: 0.0997 2024-01-02 22:10:32,646 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:57:23, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.1011, decode.acc_seg: 96.1112, loss: 0.1011 2024-01-02 22:10:35,724 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:56:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0991, decode.acc_seg: 96.0647, loss: 0.0991 2024-01-02 22:10:41,232 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:57:05, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0868, decode.acc_seg: 96.6383, loss: 0.0868 2024-01-02 22:10:44,347 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:56:33, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0985, decode.acc_seg: 96.3686, loss: 0.0985 2024-01-02 22:10:49,849 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:56:49, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0902, decode.acc_seg: 96.5772, loss: 0.0902 2024-01-02 22:10:52,919 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:10:52,920 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:56:18, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0876, decode.acc_seg: 96.6829, loss: 0.0876 2024-01-02 22:10:58,513 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:56:34, time: 0.112, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0986, decode.acc_seg: 96.2224, loss: 0.0986 2024-01-02 22:11:04,026 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:56:49, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0903, decode.acc_seg: 96.6761, loss: 0.0903 2024-01-02 22:11:07,117 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:56:19, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0916, decode.acc_seg: 96.4288, loss: 0.0916 2024-01-02 22:11:12,625 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:56:33, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0909, decode.acc_seg: 96.4850, loss: 0.0909 2024-01-02 22:11:15,691 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:56:05, time: 0.061, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0894, decode.acc_seg: 96.6483, loss: 0.0894 2024-01-02 22:11:21,221 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:56:18, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0943, decode.acc_seg: 96.3675, loss: 0.0943 2024-01-02 22:11:24,321 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:55:51, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0889, decode.acc_seg: 96.4962, loss: 0.0889 2024-01-02 22:11:29,798 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:56:03, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0869, decode.acc_seg: 96.5200, loss: 0.0869 2024-01-02 22:11:32,899 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:55:37, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0837, decode.acc_seg: 96.7587, loss: 0.0837 2024-01-02 22:11:38,445 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:55:49, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0802, decode.acc_seg: 96.8560, loss: 0.0802 2024-01-02 22:11:43,938 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:56:00, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0841, decode.acc_seg: 96.7219, loss: 0.0841 2024-01-02 22:11:47,045 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:55:36, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0874, decode.acc_seg: 96.5216, loss: 0.0874 2024-01-02 22:11:52,564 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:55:46, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0810, decode.acc_seg: 96.8972, loss: 0.0810 2024-01-02 22:11:55,662 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:55:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0816, decode.acc_seg: 96.8006, loss: 0.0816 2024-01-02 22:12:01,245 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:55:33, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0790, decode.acc_seg: 96.8285, loss: 0.0790 2024-01-02 22:12:04,338 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:55:10, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0801, decode.acc_seg: 96.8701, loss: 0.0801 2024-01-02 22:12:09,865 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:55:20, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0773, decode.acc_seg: 96.9772, loss: 0.0773 2024-01-02 22:12:12,982 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:54:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0782, decode.acc_seg: 96.9504, loss: 0.0782 2024-01-02 22:12:18,518 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:55:08, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0732, decode.acc_seg: 97.1287, loss: 0.0732 2024-01-02 22:12:21,809 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:12:21,810 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:54:49, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0822, decode.acc_seg: 96.8021, loss: 0.0822 2024-01-02 22:12:27,403 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:54:58, time: 0.112, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0776, decode.acc_seg: 97.0432, loss: 0.0776 2024-01-02 22:12:32,837 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:55:05, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0739, decode.acc_seg: 97.1394, loss: 0.0739 2024-01-02 22:12:35,931 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:54:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0763, decode.acc_seg: 97.0082, loss: 0.0763 2024-01-02 22:12:41,385 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:54:51, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0758, decode.acc_seg: 96.9828, loss: 0.0758 2024-01-02 22:12:44,478 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:54:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0750, decode.acc_seg: 97.1403, loss: 0.0750 2024-01-02 22:12:50,030 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:54:39, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0707, decode.acc_seg: 97.1387, loss: 0.0707 2024-01-02 22:12:53,145 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:54:20, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0725, decode.acc_seg: 97.2179, loss: 0.0725 2024-01-02 22:12:58,637 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:54:27, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0755, decode.acc_seg: 97.0130, loss: 0.0755 2024-01-02 22:13:01,740 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:54:08, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0715, decode.acc_seg: 97.1522, loss: 0.0715 2024-01-02 22:13:07,193 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:54:14, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0744, decode.acc_seg: 97.0592, loss: 0.0744 2024-01-02 22:13:12,546 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:54:19, time: 0.107, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0728, decode.acc_seg: 97.1413, loss: 0.0728 2024-01-02 22:13:16,068 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:54:05, time: 0.071, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0673, decode.acc_seg: 97.4050, loss: 0.0673 2024-01-02 22:13:21,583 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:54:11, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0780, decode.acc_seg: 96.9130, loss: 0.0780 2024-01-02 22:13:24,680 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:53:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0765, decode.acc_seg: 96.9384, loss: 0.0765 2024-01-02 22:13:30,252 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:53:59, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0678, decode.acc_seg: 97.3611, loss: 0.0678 2024-01-02 22:13:33,345 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:53:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0712, decode.acc_seg: 97.2287, loss: 0.0712 2024-01-02 22:13:38,976 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:53:48, time: 0.113, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0665, decode.acc_seg: 97.3530, loss: 0.0665 2024-01-02 22:13:42,101 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:53:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0690, decode.acc_seg: 97.1689, loss: 0.0690 2024-01-02 22:13:47,765 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:53:38, time: 0.113, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0675, decode.acc_seg: 97.3931, loss: 0.0675 2024-01-02 22:13:50,875 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:13:50,876 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:53:21, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0668, decode.acc_seg: 97.3878, loss: 0.0668 2024-01-02 22:13:56,366 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:53:26, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0697, decode.acc_seg: 97.3441, loss: 0.0697 2024-01-02 22:14:01,791 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:53:30, time: 0.108, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0701, decode.acc_seg: 97.2110, loss: 0.0701 2024-01-02 22:14:04,914 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:53:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0676, decode.acc_seg: 97.4047, loss: 0.0676 2024-01-02 22:14:10,488 - 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: 0.0674, decode.acc_seg: 97.3699, loss: 0.0674 2024-01-02 22:14:13,604 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:53:03, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0681, decode.acc_seg: 97.3173, loss: 0.0681 2024-01-02 22:14:19,305 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:53:09, time: 0.114, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0644, decode.acc_seg: 97.4917, loss: 0.0644 2024-01-02 22:14:22,422 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:52:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0678, decode.acc_seg: 97.3835, loss: 0.0678 2024-01-02 22:14:27,890 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:52:57, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0739, decode.acc_seg: 97.1291, loss: 0.0739 2024-01-02 22:14:31,208 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:52:44, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0705, decode.acc_seg: 97.2933, loss: 0.0705 2024-01-02 22:14:36,711 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:52:48, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0679, decode.acc_seg: 97.3235, loss: 0.0679 2024-01-02 22:14:39,956 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:52:34, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0739, decode.acc_seg: 97.0690, loss: 0.0739 2024-01-02 22:14:45,483 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:52:37, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0685, decode.acc_seg: 97.3138, loss: 0.0685 2024-01-02 22:14:51,036 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:52:41, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0674, decode.acc_seg: 97.3147, loss: 0.0674 2024-01-02 22:14:54,141 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:52:27, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0717, decode.acc_seg: 97.0787, loss: 0.0717 2024-01-02 22:14:59,630 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:52:30, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0640, decode.acc_seg: 97.5266, loss: 0.0640 2024-01-02 22:15:02,738 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:52:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0733, decode.acc_seg: 97.0985, loss: 0.0733 2024-01-02 22:15:08,259 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:52:19, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0664, decode.acc_seg: 97.3958, loss: 0.0664 2024-01-02 22:15:11,366 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:52:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0738, decode.acc_seg: 97.1095, loss: 0.0738 2024-01-02 22:15:16,902 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:52:08, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0640, decode.acc_seg: 97.5833, loss: 0.0640 2024-01-02 22:15:20,015 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:15:20,015 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:51:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0666, decode.acc_seg: 97.4263, loss: 0.0666 2024-01-02 22:15:25,504 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:51:56, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0660, decode.acc_seg: 97.4500, loss: 0.0660 2024-01-02 22:15:30,925 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:51:59, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0685, decode.acc_seg: 97.2030, loss: 0.0685 2024-01-02 22:15:34,026 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:51:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0635, decode.acc_seg: 97.4418, loss: 0.0635 2024-01-02 22:15:39,593 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:51:48, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0681, decode.acc_seg: 97.2491, loss: 0.0681 2024-01-02 22:15:42,708 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:51:34, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0655, decode.acc_seg: 97.4165, loss: 0.0655 2024-01-02 22:15:48,206 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:51:37, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0604, decode.acc_seg: 97.6567, loss: 0.0604 2024-01-02 22:15:51,312 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:51:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0633, decode.acc_seg: 97.5337, loss: 0.0633 2024-01-02 22:15:56,858 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:51:26, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0658, decode.acc_seg: 97.4717, loss: 0.0658 2024-01-02 22:15:59,957 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:51:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0669, decode.acc_seg: 97.3747, loss: 0.0669 2024-01-02 22:16:05,470 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:51:15, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0673, decode.acc_seg: 97.2579, loss: 0.0673 2024-01-02 22:16:08,553 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:51:02, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5622, loss: 0.0623 2024-01-02 22:16:14,126 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:51:05, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0662, decode.acc_seg: 97.3197, loss: 0.0662 2024-01-02 22:16:19,611 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:51:07, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0618, decode.acc_seg: 97.5777, loss: 0.0618 2024-01-02 22:16:22,729 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:50:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0624, decode.acc_seg: 97.5953, loss: 0.0624 2024-01-02 22:16:28,273 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:50:56, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.5958, loss: 0.0609 2024-01-02 22:16:31,405 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:50:44, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0683, decode.acc_seg: 97.2812, loss: 0.0683 2024-01-02 22:16:36,883 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:50:45, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0638, decode.acc_seg: 97.4141, loss: 0.0638 2024-01-02 22:16:39,994 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:50:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0670, decode.acc_seg: 97.4044, loss: 0.0670 2024-01-02 22:16:45,542 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:50:35, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0658, decode.acc_seg: 97.3697, loss: 0.0658 2024-01-02 22:16:48,644 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:16:48,644 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:50:23, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0656, decode.acc_seg: 97.5192, loss: 0.0656 2024-01-02 22:16:54,248 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:50:25, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0627, decode.acc_seg: 97.4969, loss: 0.0627 2024-01-02 22:16:59,686 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:50:26, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0648, decode.acc_seg: 97.4773, loss: 0.0648 2024-01-02 22:17:02,902 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:50:14, time: 0.064, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0653, decode.acc_seg: 97.4166, loss: 0.0653 2024-01-02 22:17:08,372 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:50:16, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0706, decode.acc_seg: 97.2142, loss: 0.0706 2024-01-02 22:17:11,493 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:50:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0670, decode.acc_seg: 97.2937, loss: 0.0670 2024-01-02 22:17:16,927 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:50:05, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0638, decode.acc_seg: 97.3865, loss: 0.0638 2024-01-02 22:17:20,038 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:49:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5962, loss: 0.0626 2024-01-02 22:17:25,609 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:49:54, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0639, decode.acc_seg: 97.5079, loss: 0.0639 2024-01-02 22:17:28,720 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:49:43, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0643, decode.acc_seg: 97.4679, loss: 0.0643 2024-01-02 22:17:34,326 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:49:45, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8823, loss: 0.0545 2024-01-02 22:17:37,395 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:49:33, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0675, decode.acc_seg: 97.3536, loss: 0.0675 2024-01-02 22:17:42,910 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:49:34, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.6672, loss: 0.0586 2024-01-02 22:17:48,435 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:49:35, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0669, decode.acc_seg: 97.3090, loss: 0.0669 2024-01-02 22:17:51,657 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:49:24, time: 0.064, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0633, decode.acc_seg: 97.4612, loss: 0.0633 2024-01-02 22:17:57,144 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:49:25, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7748, loss: 0.0574 2024-01-02 22:18:00,243 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:49:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0659, decode.acc_seg: 97.3522, loss: 0.0659 2024-01-02 22:18:05,791 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:49:15, time: 0.111, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0614, decode.acc_seg: 97.6303, loss: 0.0614 2024-01-02 22:18:08,898 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:49:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0636, decode.acc_seg: 97.3746, loss: 0.0636 2024-01-02 22:18:14,426 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:49:04, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0663, decode.acc_seg: 97.3579, loss: 0.0663 2024-01-02 22:18:17,531 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:18:17,531 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:48:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0626, decode.acc_seg: 97.5005, loss: 0.0626 2024-01-02 22:18:23,055 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:48:54, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0619, decode.acc_seg: 97.5511, loss: 0.0619 2024-01-02 22:18:28,517 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:48:54, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0674, decode.acc_seg: 97.2889, loss: 0.0674 2024-01-02 22:18:31,651 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:48:44, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0632, decode.acc_seg: 97.4752, loss: 0.0632 2024-01-02 22:18:37,105 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:48:44, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0600, decode.acc_seg: 97.5789, loss: 0.0600 2024-01-02 22:18:40,216 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:48:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0601, decode.acc_seg: 97.5987, loss: 0.0601 2024-01-02 22:18:45,684 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:48:34, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0611, decode.acc_seg: 97.5347, loss: 0.0611 2024-01-02 22:18:48,784 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:48:23, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0611, decode.acc_seg: 97.5943, loss: 0.0611 2024-01-02 22:18:54,362 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:48:24, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0650, decode.acc_seg: 97.5221, loss: 0.0650 2024-01-02 22:18:57,660 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:48:14, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0616, decode.acc_seg: 97.4867, loss: 0.0616 2024-01-02 22:19:03,199 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:48:14, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.5949, loss: 0.0590 2024-01-02 22:19:06,287 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:48:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.6034, loss: 0.0609 2024-01-02 22:19:11,849 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:48:04, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0637, decode.acc_seg: 97.4398, loss: 0.0637 2024-01-02 22:19:17,387 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:48:05, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0642, decode.acc_seg: 97.3835, loss: 0.0642 2024-01-02 22:19:20,489 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:47:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0672, decode.acc_seg: 97.2803, loss: 0.0672 2024-01-02 22:19:26,010 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:47:54, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.6395, loss: 0.0605 2024-01-02 22:19:29,109 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:47:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8665, loss: 0.0541 2024-01-02 22:19:34,532 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:47:44, time: 0.108, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7221, loss: 0.0575 2024-01-02 22:19:37,646 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:47:34, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0608, decode.acc_seg: 97.6839, loss: 0.0608 2024-01-02 22:19:43,135 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:47:34, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6452, loss: 0.0593 2024-01-02 22:19:46,211 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:19:46,212 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:47:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0682, decode.acc_seg: 97.2946, loss: 0.0682 2024-01-02 22:19:51,725 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:47:24, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0641, decode.acc_seg: 97.4250, loss: 0.0641 2024-01-02 22:19:57,355 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:47:24, time: 0.113, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.7264, loss: 0.0587 2024-01-02 22:20:00,457 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:47:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0625, decode.acc_seg: 97.5570, loss: 0.0625 2024-01-02 22:20:05,968 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:47:14, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0627, decode.acc_seg: 97.4734, loss: 0.0627 2024-01-02 22:20:09,074 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:47:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0585, decode.acc_seg: 97.6332, loss: 0.0585 2024-01-02 22:20:14,699 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:47:04, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7372, loss: 0.0567 2024-01-02 22:20:17,789 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:46:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0651, decode.acc_seg: 97.4909, loss: 0.0651 2024-01-02 22:20:23,284 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:46:54, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6783, loss: 0.0588 2024-01-02 22:20:26,386 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:46:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.6308, loss: 0.0605 2024-01-02 22:20:31,831 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:46:44, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0646, decode.acc_seg: 97.4628, loss: 0.0646 2024-01-02 22:20:34,932 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:46:34, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0616, decode.acc_seg: 97.5191, loss: 0.0616 2024-01-02 22:20:40,405 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:46:34, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.7375, loss: 0.0583 2024-01-02 22:20:45,910 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:46:33, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0600, decode.acc_seg: 97.6608, loss: 0.0600 2024-01-02 22:20:49,001 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:46:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7264, loss: 0.0574 2024-01-02 22:20:54,483 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:46:23, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0657, decode.acc_seg: 97.4143, loss: 0.0657 2024-01-02 22:20:57,583 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:46:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.6485, loss: 0.0613 2024-01-02 22:21:03,144 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:46:13, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0665, decode.acc_seg: 97.3783, loss: 0.0665 2024-01-02 22:21:06,246 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:46:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0596, decode.acc_seg: 97.6536, loss: 0.0596 2024-01-02 22:21:11,757 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:46:03, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7176, loss: 0.0562 2024-01-02 22:21:14,863 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:21:14,864 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:45:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0628, decode.acc_seg: 97.4394, loss: 0.0628 2024-01-02 22:21:20,435 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:45:53, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0638, decode.acc_seg: 97.4700, loss: 0.0638 2024-01-02 22:21:23,520 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:45:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7743, loss: 0.0574 2024-01-02 22:21:28,977 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:45:43, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0580, decode.acc_seg: 97.6810, loss: 0.0580 2024-01-02 22:21:34,444 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:45:42, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0613, decode.acc_seg: 97.5134, loss: 0.0613 2024-01-02 22:21:37,521 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:45:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.7655, loss: 0.0560 2024-01-02 22:21:43,006 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:45:32, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.5970, loss: 0.0577 2024-01-02 22:21:46,109 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:45:23, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0591, decode.acc_seg: 97.6706, loss: 0.0591 2024-01-02 22:21:51,654 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:45:23, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0641, decode.acc_seg: 97.5626, loss: 0.0641 2024-01-02 22:21:54,760 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:45:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0595, decode.acc_seg: 97.6240, loss: 0.0595 2024-01-02 22:22:00,261 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:45:13, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0618, decode.acc_seg: 97.4769, loss: 0.0618 2024-01-02 22:22:03,349 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:45:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.5385, loss: 0.0598 2024-01-02 22:22:08,928 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:45:03, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0629, decode.acc_seg: 97.5154, loss: 0.0629 2024-01-02 22:22:14,483 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:45:02, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0600, decode.acc_seg: 97.6207, loss: 0.0600 2024-01-02 22:22:17,586 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:44:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0604, decode.acc_seg: 97.5605, loss: 0.0604 2024-01-02 22:22:23,140 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:44:52, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6606, loss: 0.0584 2024-01-02 22:22:26,232 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:44:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0631, decode.acc_seg: 97.4798, loss: 0.0631 2024-01-02 22:22:31,705 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:44:43, time: 0.109, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0601, decode.acc_seg: 97.6416, loss: 0.0601 2024-01-02 22:22:34,825 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:44:34, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6215, loss: 0.0588 2024-01-02 22:22:40,327 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:44:33, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7325, loss: 0.0567 2024-01-02 22:22:43,431 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-02 22:22:43,443 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:22:43,443 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:44:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0589, decode.acc_seg: 97.6900, loss: 0.0589 2024-01-02 22:23:28,437 - mmseg - INFO - per class results: 2024-01-02 22:23:28,439 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.99 | 97.76 | | aeroplane | 92.0 | 97.58 | | bicycle | 72.73 | 90.35 | | bird | 95.35 | 97.72 | | boat | 82.14 | 88.65 | | bottle | 84.53 | 95.27 | | bus | 95.27 | 97.45 | | car | 89.42 | 92.92 | | cat | 95.53 | 98.19 | | chair | 51.38 | 71.65 | | cow | 93.24 | 96.15 | | diningtable | 66.78 | 74.47 | | dog | 94.86 | 97.45 | | horse | 93.73 | 96.69 | | motorbike | 89.91 | 97.27 | | person | 91.37 | 96.22 | | pottedplant | 61.7 | 74.71 | | sheep | 93.33 | 97.57 | | sofa | 66.6 | 81.6 | | train | 90.38 | 97.79 | | tvmonitor | 78.34 | 87.0 | +-------------+-------+-------+ 2024-01-02 22:23:28,439 - mmseg - INFO - Summary: 2024-01-02 22:23:28,439 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.55 | 84.5 | 91.64 | +-------+------+-------+ 2024-01-02 22:23:28,439 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:23:28,439 - mmseg - INFO - Iter(val) [182] aAcc: 0.9655, mIoU: 0.8450, mAcc: 0.9164, IoU.background: 0.9599, IoU.aeroplane: 0.9200, IoU.bicycle: 0.7273, IoU.bird: 0.9535, IoU.boat: 0.8214, IoU.bottle: 0.8453, IoU.bus: 0.9527, IoU.car: 0.8942, IoU.cat: 0.9553, IoU.chair: 0.5138, IoU.cow: 0.9324, IoU.diningtable: 0.6678, IoU.dog: 0.9486, IoU.horse: 0.9373, IoU.motorbike: 0.8991, IoU.person: 0.9137, IoU.pottedplant: 0.6170, IoU.sheep: 0.9333, IoU.sofa: 0.6660, IoU.train: 0.9038, IoU.tvmonitor: 0.7834, Acc.background: 0.9776, Acc.aeroplane: 0.9758, Acc.bicycle: 0.9035, Acc.bird: 0.9772, Acc.boat: 0.8865, Acc.bottle: 0.9527, Acc.bus: 0.9745, Acc.car: 0.9292, Acc.cat: 0.9819, Acc.chair: 0.7165, Acc.cow: 0.9615, Acc.diningtable: 0.7447, Acc.dog: 0.9745, Acc.horse: 0.9669, Acc.motorbike: 0.9727, Acc.person: 0.9622, Acc.pottedplant: 0.7471, Acc.sheep: 0.9757, Acc.sofa: 0.8160, Acc.train: 0.9779, Acc.tvmonitor: 0.8700 2024-01-02 22:23:34,021 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:46:37, time: 1.011, data_time: 0.944, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.7751, loss: 0.0540 2024-01-02 22:23:37,104 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:46:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0603, decode.acc_seg: 97.5931, loss: 0.0603 2024-01-02 22:23:42,833 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:46:27, time: 0.115, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.8122, loss: 0.0556 2024-01-02 22:23:48,410 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:46:24, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0610, decode.acc_seg: 97.6084, loss: 0.0610 2024-01-02 22:23:51,493 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:46:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7881, loss: 0.0563 2024-01-02 22:23:56,990 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:46:13, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0650, decode.acc_seg: 97.3637, loss: 0.0650 2024-01-02 22:24:00,089 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:46:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8347, loss: 0.0557 2024-01-02 22:24:05,598 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:46:02, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.7300, loss: 0.0572 2024-01-02 22:24:08,685 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:45:52, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0599, decode.acc_seg: 97.6320, loss: 0.0599 2024-01-02 22:24:14,229 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:45:50, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8298, loss: 0.0560 2024-01-02 22:24:17,335 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:45:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.6691, loss: 0.0583 2024-01-02 22:24:22,825 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:45:39, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6258, loss: 0.0593 2024-01-02 22:24:28,364 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:45:37, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0612, decode.acc_seg: 97.6781, loss: 0.0612 2024-01-02 22:24:31,468 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:45:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.7480, loss: 0.0560 2024-01-02 22:24:37,091 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:45:26, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8610, loss: 0.0555 2024-01-02 22:24:40,191 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:45:17, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7997, loss: 0.0562 2024-01-02 22:24:45,681 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:45:14, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6971, loss: 0.0587 2024-01-02 22:24:48,775 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:45:06, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.8239, loss: 0.0556 2024-01-02 22:24:54,241 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:45:03, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0590, decode.acc_seg: 97.6513, loss: 0.0590 2024-01-02 22:24:57,346 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:24:57,346 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:44:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0649, decode.acc_seg: 97.5056, loss: 0.0649 2024-01-02 22:25:02,768 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:44:52, time: 0.108, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7029, loss: 0.0561 2024-01-02 22:25:05,851 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:44:43, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7136, loss: 0.0575 2024-01-02 22:25:11,361 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:44:41, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.6957, loss: 0.0567 2024-01-02 22:25:16,922 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:44:38, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.8048, loss: 0.0567 2024-01-02 22:25:20,018 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:44:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7802, loss: 0.0562 2024-01-02 22:25:25,478 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:44:27, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7530, loss: 0.0563 2024-01-02 22:25:28,572 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:44:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7811, loss: 0.0568 2024-01-02 22:25:34,062 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:44:16, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.6763, loss: 0.0565 2024-01-02 22:25:37,164 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:44:08, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7279, loss: 0.0576 2024-01-02 22:25:42,661 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:44:05, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.6867, loss: 0.0579 2024-01-02 22:25:45,758 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:43:57, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7699, loss: 0.0569 2024-01-02 22:25:51,218 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:43:54, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8029, loss: 0.0557 2024-01-02 22:25:56,717 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:43:51, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0622, decode.acc_seg: 97.6327, loss: 0.0622 2024-01-02 22:25:59,847 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:43:43, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7674, loss: 0.0575 2024-01-02 22:26:05,673 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:43:41, time: 0.117, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7143, loss: 0.0564 2024-01-02 22:26:08,786 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:43:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8766, loss: 0.0531 2024-01-02 22:26:14,251 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:43:30, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0591, decode.acc_seg: 97.6375, loss: 0.0591 2024-01-02 22:26:17,360 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:43:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6698, loss: 0.0578 2024-01-02 22:26:23,096 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:43:20, time: 0.115, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7444, loss: 0.0564 2024-01-02 22:26:26,219 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:26:26,219 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:43:12, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8610, loss: 0.0560 2024-01-02 22:26:31,737 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:43:09, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7190, loss: 0.0567 2024-01-02 22:26:34,834 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:43:01, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7795, loss: 0.0567 2024-01-02 22:26:40,317 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:42:59, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.6029, loss: 0.0605 2024-01-02 22:26:45,798 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:42:56, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0595, decode.acc_seg: 97.6095, loss: 0.0595 2024-01-02 22:26:48,906 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:42:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0605, decode.acc_seg: 97.5876, loss: 0.0605 2024-01-02 22:26:54,431 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:42:45, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0601, decode.acc_seg: 97.5126, loss: 0.0601 2024-01-02 22:26:57,519 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:42:37, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8846, loss: 0.0539 2024-01-02 22:27:03,005 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:42:34, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8060, loss: 0.0548 2024-01-02 22:27:06,109 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:42:26, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7493, loss: 0.0558 2024-01-02 22:27:11,577 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:42:24, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0565, decode.acc_seg: 97.6585, loss: 0.0565 2024-01-02 22:27:14,688 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:42:16, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7548, loss: 0.0571 2024-01-02 22:27:20,208 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:42:13, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0593, decode.acc_seg: 97.6683, loss: 0.0593 2024-01-02 22:27:25,661 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:42:10, time: 0.109, data_time: 0.044, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7865, loss: 0.0557 2024-01-02 22:27:28,775 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:42:02, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8831, loss: 0.0534 2024-01-02 22:27:34,288 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:42:00, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.7732, loss: 0.0546 2024-01-02 22:27:37,706 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:41:52, time: 0.068, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0589, decode.acc_seg: 97.6330, loss: 0.0589 2024-01-02 22:27:43,226 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:41:50, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0594, decode.acc_seg: 97.5400, loss: 0.0594 2024-01-02 22:27:46,331 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:41:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.6885, loss: 0.0563 2024-01-02 22:27:51,881 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:41:39, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7432, loss: 0.0561 2024-01-02 22:27:55,004 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:27:55,004 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:41:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.7758, loss: 0.0572 2024-01-02 22:28:00,510 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:41:29, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8508, loss: 0.0539 2024-01-02 22:28:03,597 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:41:21, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7563, loss: 0.0570 2024-01-02 22:28:09,139 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:41:18, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0606, decode.acc_seg: 97.6009, loss: 0.0606 2024-01-02 22:28:14,617 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:41:15, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8027, loss: 0.0558 2024-01-02 22:28:17,715 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:41:08, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7703, loss: 0.0576 2024-01-02 22:28:23,187 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:41:05, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.7081, loss: 0.0587 2024-01-02 22:28:26,277 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:40:57, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7601, loss: 0.0575 2024-01-02 22:28:31,749 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:40:54, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7381, loss: 0.0578 2024-01-02 22:28:34,853 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:40:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.8360, loss: 0.0548 2024-01-02 22:28:40,309 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:40:44, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7412, loss: 0.0570 2024-01-02 22:28:43,397 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:40:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0620, decode.acc_seg: 97.6542, loss: 0.0620 2024-01-02 22:28:48,885 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:40:33, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8795, loss: 0.0541 2024-01-02 22:28:52,008 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:40:26, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.6630, loss: 0.0572 2024-01-02 22:28:57,543 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:40:23, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7855, loss: 0.0548 2024-01-02 22:29:03,049 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:40:20, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0604, decode.acc_seg: 97.6317, loss: 0.0604 2024-01-02 22:29:06,166 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:40:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7201, loss: 0.0576 2024-01-02 22:29:11,627 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:40:10, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0602, decode.acc_seg: 97.5767, loss: 0.0602 2024-01-02 22:29:14,725 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:40:02, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8578, loss: 0.0534 2024-01-02 22:29:20,180 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:39:59, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8264, loss: 0.0547 2024-01-02 22:29:23,289 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:29:23,289 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:39:52, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.6581, loss: 0.0566 2024-01-02 22:29:28,853 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:39:49, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9229, loss: 0.0526 2024-01-02 22:29:31,928 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:39:41, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7498, loss: 0.0548 2024-01-02 22:29:37,466 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:39:39, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0572, decode.acc_seg: 97.6967, loss: 0.0572 2024-01-02 22:29:42,922 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:39:36, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.9023, loss: 0.0540 2024-01-02 22:29:46,065 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:39:28, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0585, decode.acc_seg: 97.6877, loss: 0.0585 2024-01-02 22:29:51,694 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:39:26, time: 0.113, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7886, loss: 0.0563 2024-01-02 22:29:54,792 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:39:18, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.8168, loss: 0.0566 2024-01-02 22:30:00,591 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:39:16, time: 0.116, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8102, loss: 0.0546 2024-01-02 22:30:03,688 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:39:09, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0588, decode.acc_seg: 97.6246, loss: 0.0588 2024-01-02 22:30:09,155 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:39:05, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.8295, loss: 0.0564 2024-01-02 22:30:12,258 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:38:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8699, loss: 0.0543 2024-01-02 22:30:17,990 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:38:56, time: 0.115, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7717, loss: 0.0563 2024-01-02 22:30:21,098 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:38:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8943, loss: 0.0534 2024-01-02 22:30:26,662 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:38:46, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7204, loss: 0.0571 2024-01-02 22:30:32,131 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:38:42, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8368, loss: 0.0550 2024-01-02 22:30:35,224 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:38:35, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8382, loss: 0.0557 2024-01-02 22:30:40,736 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:38:32, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.6891, loss: 0.0573 2024-01-02 22:30:43,848 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:38:25, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.8351, loss: 0.0549 2024-01-02 22:30:49,333 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:38:22, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9455, loss: 0.0516 2024-01-02 22:30:52,412 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:30:52,413 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:38:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0589, decode.acc_seg: 97.6699, loss: 0.0589 2024-01-02 22:30:57,895 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:38:12, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8780, loss: 0.0531 2024-01-02 22:31:00,996 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:38:05, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8388, loss: 0.0538 2024-01-02 22:31:06,478 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:38:02, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7696, loss: 0.0568 2024-01-02 22:31:12,120 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:37:59, time: 0.113, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0594, decode.acc_seg: 97.5845, loss: 0.0594 2024-01-02 22:31:15,207 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:37:52, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.7696, loss: 0.0587 2024-01-02 22:31:20,692 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:37:49, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.7656, loss: 0.0557 2024-01-02 22:31:23,786 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:37:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0619, decode.acc_seg: 97.5717, loss: 0.0619 2024-01-02 22:31:29,190 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:37:38, time: 0.108, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8349, loss: 0.0540 2024-01-02 22:31:32,293 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:37:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8149, loss: 0.0554 2024-01-02 22:31:37,864 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:37:28, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9564, loss: 0.0532 2024-01-02 22:31:40,961 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:37:21, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9613, loss: 0.0527 2024-01-02 22:31:46,402 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:37:18, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7496, loss: 0.0549 2024-01-02 22:31:49,492 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:37:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8382, loss: 0.0552 2024-01-02 22:31:55,005 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:37:08, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9505, loss: 0.0521 2024-01-02 22:32:00,480 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:37:05, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8840, loss: 0.0538 2024-01-02 22:32:03,584 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:36:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.7765, loss: 0.0560 2024-01-02 22:32:09,099 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:36:55, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7493, loss: 0.0575 2024-01-02 22:32:12,217 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:36:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0581, decode.acc_seg: 97.7124, loss: 0.0581 2024-01-02 22:32:17,703 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:36:45, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7863, loss: 0.0578 2024-01-02 22:32:20,786 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:32:20,786 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:36:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0161, loss: 0.0494 2024-01-02 22:32:26,304 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:36:35, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.7839, loss: 0.0537 2024-01-02 22:32:29,379 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:36:28, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.8560, loss: 0.0533 2024-01-02 22:32:34,959 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:36:25, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.8006, loss: 0.0561 2024-01-02 22:32:40,442 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:36:22, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.8560, loss: 0.0566 2024-01-02 22:32:43,547 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:36:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8286, loss: 0.0552 2024-01-02 22:32:48,973 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:36:11, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.7200, loss: 0.0579 2024-01-02 22:32:52,093 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:36:05, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.9042, loss: 0.0556 2024-01-02 22:32:57,678 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:36:02, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8605, loss: 0.0543 2024-01-02 22:33:00,785 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:35:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.7138, loss: 0.0568 2024-01-02 22:33:06,266 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:35:52, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9426, loss: 0.0513 2024-01-02 22:33:09,386 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:35:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9620, loss: 0.0524 2024-01-02 22:33:14,944 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:35:42, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9870, loss: 0.0515 2024-01-02 22:33:18,156 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:35:35, time: 0.064, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.9117, loss: 0.0533 2024-01-02 22:33:23,581 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:35:32, time: 0.108, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8802, loss: 0.0536 2024-01-02 22:33:29,061 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:35:29, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9517, loss: 0.0513 2024-01-02 22:33:32,151 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:35:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8766, loss: 0.0541 2024-01-02 22:33:37,760 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:35:19, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.6389, loss: 0.0584 2024-01-02 22:33:40,846 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:35:12, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.8880, loss: 0.0513 2024-01-02 22:33:46,437 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:35:09, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8404, loss: 0.0540 2024-01-02 22:33:49,735 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:33:49,735 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:35:03, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8454, loss: 0.0550 2024-01-02 22:33:55,262 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:34:59, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8761, loss: 0.0542 2024-01-02 22:33:58,347 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:34:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.6709, loss: 0.0578 2024-01-02 22:34:03,904 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:34:50, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7423, loss: 0.0573 2024-01-02 22:34:09,435 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:34:46, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8572, loss: 0.0541 2024-01-02 22:34:12,536 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:34:40, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8388, loss: 0.0552 2024-01-02 22:34:18,041 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:34:36, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.7916, loss: 0.0566 2024-01-02 22:34:21,145 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:34:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8739, loss: 0.0545 2024-01-02 22:34:26,843 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:34:27, time: 0.114, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9346, loss: 0.0519 2024-01-02 22:34:29,937 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:34:20, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8336, loss: 0.0536 2024-01-02 22:34:35,491 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:34:17, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.9074, loss: 0.0537 2024-01-02 22:34:38,586 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:34:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7913, loss: 0.0554 2024-01-02 22:34:44,348 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:34:08, time: 0.115, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.8112, loss: 0.0566 2024-01-02 22:34:47,423 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:34:01, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.8393, loss: 0.0525 2024-01-02 22:34:52,891 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:33:58, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0557, decode.acc_seg: 97.8138, loss: 0.0557 2024-01-02 22:34:58,394 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:33:54, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.6999, loss: 0.0570 2024-01-02 22:35:01,491 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:33:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.6748, loss: 0.0586 2024-01-02 22:35:07,000 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:33:44, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9230, loss: 0.0528 2024-01-02 22:35:10,112 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:33:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8052, loss: 0.0540 2024-01-02 22:35:15,723 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:33:35, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7901, loss: 0.0562 2024-01-02 22:35:18,806 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:35:18,806 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:33:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8034, loss: 0.0550 2024-01-02 22:35:24,302 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:33:25, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0570, decode.acc_seg: 97.7448, loss: 0.0570 2024-01-02 22:35:27,400 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:33:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8918, loss: 0.0527 2024-01-02 22:35:32,906 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:33:15, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8576, loss: 0.0538 2024-01-02 22:35:35,976 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:33:09, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7057, loss: 0.0578 2024-01-02 22:35:41,416 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:33:05, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0582, decode.acc_seg: 97.7004, loss: 0.0582 2024-01-02 22:35:46,922 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:33:02, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7309, loss: 0.0562 2024-01-02 22:35:50,009 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:32:56, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0589, decode.acc_seg: 97.6800, loss: 0.0589 2024-01-02 22:35:55,586 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:32:52, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8574, loss: 0.0543 2024-01-02 22:35:58,682 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:32:46, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9290, loss: 0.0518 2024-01-02 22:36:04,240 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:32:42, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9011, loss: 0.0525 2024-01-02 22:36:07,351 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:32:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8706, loss: 0.0535 2024-01-02 22:36:12,949 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:32:33, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8697, loss: 0.0546 2024-01-02 22:36:16,047 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:32:27, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0569, decode.acc_seg: 97.7508, loss: 0.0569 2024-01-02 22:36:21,664 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:32:23, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.6796, loss: 0.0577 2024-01-02 22:36:27,123 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:32:20, time: 0.109, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7214, loss: 0.0563 2024-01-02 22:36:30,243 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:32:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9440, loss: 0.0513 2024-01-02 22:36:35,760 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:32:10, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.9467, loss: 0.0536 2024-01-02 22:36:38,860 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:32:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0561, decode.acc_seg: 97.7730, loss: 0.0561 2024-01-02 22:36:44,349 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:32:00, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8796, loss: 0.0532 2024-01-02 22:36:47,464 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:36:47,464 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:31:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.8872, loss: 0.0523 2024-01-02 22:36:52,939 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:31:51, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8213, loss: 0.0560 2024-01-02 22:36:56,028 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:31:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9180, loss: 0.0525 2024-01-02 22:37:01,516 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:31:41, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9002, loss: 0.0527 2024-01-02 22:37:04,596 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:31:35, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.6820, loss: 0.0573 2024-01-02 22:37:10,148 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:31:31, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.9441, loss: 0.0529 2024-01-02 22:37:15,713 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:31:28, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8754, loss: 0.0528 2024-01-02 22:37:18,820 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:31:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9810, loss: 0.0524 2024-01-02 22:37:24,275 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:31:18, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0185, loss: 0.0501 2024-01-02 22:37:27,369 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:31:12, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6449, loss: 0.0587 2024-01-02 22:37:32,927 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:31:08, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8093, loss: 0.0550 2024-01-02 22:37:36,181 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:31:02, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7186, loss: 0.0571 2024-01-02 22:37:41,718 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:30:59, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0559, decode.acc_seg: 97.7556, loss: 0.0559 2024-01-02 22:37:44,817 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:30:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7596, loss: 0.0554 2024-01-02 22:37:50,291 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:30:49, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9308, loss: 0.0519 2024-01-02 22:37:55,721 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:30:46, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.7270, loss: 0.0586 2024-01-02 22:37:58,819 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:30:40, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.7947, loss: 0.0547 2024-01-02 22:38:04,281 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:30:36, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8234, loss: 0.0547 2024-01-02 22:38:07,392 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:30:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.8749, loss: 0.0517 2024-01-02 22:38:12,832 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:30:26, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8978, loss: 0.0532 2024-01-02 22:38:16,142 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-02 22:38:16,209 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:38:16,209 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:30:21, time: 0.068, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9942, loss: 0.0512 2024-01-02 22:38:27,799 - mmseg - INFO - per class results: 2024-01-02 22:38:27,800 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.95 | 97.77 | | aeroplane | 92.86 | 96.74 | | bicycle | 74.4 | 88.04 | | bird | 94.2 | 97.26 | | boat | 83.02 | 89.34 | | bottle | 84.22 | 94.75 | | bus | 94.85 | 97.94 | | car | 89.06 | 92.78 | | cat | 96.02 | 98.23 | | chair | 51.21 | 70.89 | | cow | 93.19 | 95.82 | | diningtable | 66.27 | 75.61 | | dog | 95.21 | 98.17 | | horse | 93.23 | 97.29 | | motorbike | 90.75 | 95.05 | | person | 91.14 | 96.8 | | pottedplant | 60.95 | 75.38 | | sheep | 93.02 | 96.95 | | sofa | 66.68 | 81.07 | | train | 91.92 | 97.13 | | tvmonitor | 76.11 | 83.51 | +-------------+-------+-------+ 2024-01-02 22:38:27,801 - mmseg - INFO - Summary: 2024-01-02 22:38:27,801 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.53 | 84.49 | 91.26 | +-------+-------+-------+ 2024-01-02 22:38:27,801 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:38:27,801 - mmseg - INFO - Iter(val) [182] aAcc: 0.9653, mIoU: 0.8449, mAcc: 0.9126, IoU.background: 0.9595, IoU.aeroplane: 0.9286, IoU.bicycle: 0.7440, IoU.bird: 0.9420, IoU.boat: 0.8302, IoU.bottle: 0.8422, IoU.bus: 0.9485, IoU.car: 0.8906, IoU.cat: 0.9602, IoU.chair: 0.5121, IoU.cow: 0.9319, IoU.diningtable: 0.6627, IoU.dog: 0.9521, IoU.horse: 0.9323, IoU.motorbike: 0.9075, IoU.person: 0.9114, IoU.pottedplant: 0.6095, IoU.sheep: 0.9302, IoU.sofa: 0.6668, IoU.train: 0.9192, IoU.tvmonitor: 0.7611, Acc.background: 0.9777, Acc.aeroplane: 0.9674, Acc.bicycle: 0.8804, Acc.bird: 0.9726, Acc.boat: 0.8934, Acc.bottle: 0.9475, Acc.bus: 0.9794, Acc.car: 0.9278, Acc.cat: 0.9823, Acc.chair: 0.7089, Acc.cow: 0.9582, Acc.diningtable: 0.7561, Acc.dog: 0.9817, Acc.horse: 0.9729, Acc.motorbike: 0.9505, Acc.person: 0.9680, Acc.pottedplant: 0.7538, Acc.sheep: 0.9695, Acc.sofa: 0.8107, Acc.train: 0.9713, Acc.tvmonitor: 0.8351 2024-01-02 22:38:33,370 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:30:29, time: 0.343, data_time: 0.278, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8662, loss: 0.0543 2024-01-02 22:38:36,467 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:30:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9988, loss: 0.0513 2024-01-02 22:38:41,903 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:30:19, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9377, loss: 0.0524 2024-01-02 22:38:44,996 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:30:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0623, decode.acc_seg: 97.5993, loss: 0.0623 2024-01-02 22:38:50,564 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:30:09, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9170, loss: 0.0531 2024-01-02 22:38:56,131 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:30:05, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9478, loss: 0.0509 2024-01-02 22:38:59,222 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:29:59, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8180, loss: 0.0560 2024-01-02 22:39:04,701 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:29:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0583, decode.acc_seg: 97.7315, loss: 0.0583 2024-01-02 22:39:07,792 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:29:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.7314, loss: 0.0551 2024-01-02 22:39:13,278 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:29:46, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.9753, loss: 0.0537 2024-01-02 22:39:16,389 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:29:40, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9715, loss: 0.0512 2024-01-02 22:39:21,913 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:29:36, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0566, decode.acc_seg: 97.7422, loss: 0.0566 2024-01-02 22:39:24,998 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:29:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9500, loss: 0.0526 2024-01-02 22:39:30,462 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:29:27, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9059, loss: 0.0517 2024-01-02 22:39:35,947 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:29:23, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.7361, loss: 0.0550 2024-01-02 22:39:39,046 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:29:17, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0584, decode.acc_seg: 97.7121, loss: 0.0584 2024-01-02 22:39:44,554 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:29:13, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 97.9700, loss: 0.0499 2024-01-02 22:39:47,644 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:29:07, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8561, loss: 0.0538 2024-01-02 22:39:53,250 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:29:04, time: 0.112, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8871, loss: 0.0538 2024-01-02 22:39:56,344 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:39:56,344 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:28:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8482, loss: 0.0539 2024-01-02 22:40:01,865 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:28:54, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 97.9868, loss: 0.0500 2024-01-02 22:40:04,957 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:28:48, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8015, loss: 0.0542 2024-01-02 22:40:10,438 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:28:44, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9904, loss: 0.0510 2024-01-02 22:40:13,885 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:28:39, time: 0.069, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8974, loss: 0.0532 2024-01-02 22:40:19,420 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:28:35, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8854, loss: 0.0538 2024-01-02 22:40:25,040 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:28:31, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9049, loss: 0.0534 2024-01-02 22:40:28,149 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:28:25, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9906, loss: 0.0516 2024-01-02 22:40:33,636 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:28:22, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7335, loss: 0.0558 2024-01-02 22:40:36,730 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:28:16, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.7658, loss: 0.0551 2024-01-02 22:40:42,227 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:28:12, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0575, decode.acc_seg: 97.7097, loss: 0.0575 2024-01-02 22:40:45,326 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:28:06, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8182, loss: 0.0546 2024-01-02 22:40:50,781 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:28:02, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9468, loss: 0.0512 2024-01-02 22:40:53,876 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:27:57, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0200, loss: 0.0507 2024-01-02 22:40:59,349 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:27:53, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8172, loss: 0.0552 2024-01-02 22:41:04,814 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:27:49, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8746, loss: 0.0535 2024-01-02 22:41:07,914 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:27:43, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9601, loss: 0.0519 2024-01-02 22:41:13,446 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:27:39, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8515, loss: 0.0541 2024-01-02 22:41:16,535 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:27:34, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8329, loss: 0.0551 2024-01-02 22:41:22,104 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:27:30, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8925, loss: 0.0547 2024-01-02 22:41:25,216 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:41:25,216 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:27:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.7648, loss: 0.0552 2024-01-02 22:41:30,682 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:27:20, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 98.0384, loss: 0.0500 2024-01-02 22:41:33,781 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:27:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9556, loss: 0.0513 2024-01-02 22:41:39,534 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:27:11, time: 0.115, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0568, decode.acc_seg: 97.6464, loss: 0.0568 2024-01-02 22:41:42,615 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:27:05, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8654, loss: 0.0538 2024-01-02 22:41:48,200 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:27:01, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9643, loss: 0.0518 2024-01-02 22:41:53,734 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:26:58, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0567, decode.acc_seg: 97.7907, loss: 0.0567 2024-01-02 22:41:56,824 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:26:52, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.9556, loss: 0.0538 2024-01-02 22:42:02,280 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:26:48, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0562, decode.acc_seg: 97.7641, loss: 0.0562 2024-01-02 22:42:05,397 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:26:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8649, loss: 0.0528 2024-01-02 22:42:11,014 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:26:38, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0552, decode.acc_seg: 97.8230, loss: 0.0552 2024-01-02 22:42:14,108 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:26:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0161, loss: 0.0497 2024-01-02 22:42:19,656 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:26:29, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0492, decode.acc_seg: 97.9924, loss: 0.0492 2024-01-02 22:42:22,920 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:26:23, time: 0.065, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9360, loss: 0.0526 2024-01-02 22:42:28,483 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:26:20, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8384, loss: 0.0547 2024-01-02 22:42:31,569 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:26:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9739, loss: 0.0507 2024-01-02 22:42:37,073 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:26:10, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.8462, loss: 0.0533 2024-01-02 22:42:42,681 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:26:06, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8521, loss: 0.0560 2024-01-02 22:42:45,790 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:26:01, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9671, loss: 0.0522 2024-01-02 22:42:51,279 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:25:57, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8773, loss: 0.0537 2024-01-02 22:42:54,385 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:42:54,385 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:25:51, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8539, loss: 0.0543 2024-01-02 22:42:59,944 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:25:47, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 97.9765, loss: 0.0498 2024-01-02 22:43:03,057 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:25:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0560, decode.acc_seg: 97.8093, loss: 0.0560 2024-01-02 22:43:08,812 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:25:38, time: 0.115, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0542, decode.acc_seg: 97.8463, loss: 0.0542 2024-01-02 22:43:11,891 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:25:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0508, decode.acc_seg: 97.9453, loss: 0.0508 2024-01-02 22:43:17,400 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:25:28, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.9270, loss: 0.0533 2024-01-02 22:43:22,846 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:25:24, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8465, loss: 0.0538 2024-01-02 22:43:25,954 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:25:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0573, decode.acc_seg: 97.7618, loss: 0.0573 2024-01-02 22:43:31,416 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:25:15, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7829, loss: 0.0549 2024-01-02 22:43:34,528 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:25:09, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8564, loss: 0.0551 2024-01-02 22:43:39,995 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:25:05, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.7285, loss: 0.0540 2024-01-02 22:43:43,089 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:25:00, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8150, loss: 0.0547 2024-01-02 22:43:48,616 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:24:56, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9014, loss: 0.0520 2024-01-02 22:43:51,719 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:24:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.7995, loss: 0.0550 2024-01-02 22:43:57,253 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:24:46, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9257, loss: 0.0532 2024-01-02 22:44:00,351 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:24:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8945, loss: 0.0528 2024-01-02 22:44:05,901 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:24:37, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7912, loss: 0.0554 2024-01-02 22:44:11,622 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:24:33, time: 0.114, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8968, loss: 0.0535 2024-01-02 22:44:14,720 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:24:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.7969, loss: 0.0538 2024-01-02 22:44:20,241 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:24:24, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0578, decode.acc_seg: 97.7755, loss: 0.0578 2024-01-02 22:44:23,350 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:44:23,350 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:24:18, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0564, decode.acc_seg: 97.7615, loss: 0.0564 2024-01-02 22:44:28,808 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:24:14, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.7965, loss: 0.0553 2024-01-02 22:44:31,905 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:24:09, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.9217, loss: 0.0523 2024-01-02 22:44:37,353 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:24:05, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9174, loss: 0.0525 2024-01-02 22:44:40,448 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:23:59, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7118, loss: 0.0548 2024-01-02 22:44:45,980 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:23:55, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 97.9883, loss: 0.0503 2024-01-02 22:44:51,518 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:23:51, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0316, loss: 0.0499 2024-01-02 22:44:54,617 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:23:46, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0481, decode.acc_seg: 98.1199, loss: 0.0481 2024-01-02 22:45:00,125 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:23:42, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.7583, loss: 0.0579 2024-01-02 22:45:03,226 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:23:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7476, loss: 0.0571 2024-01-02 22:45:08,705 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:23:33, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0117, loss: 0.0499 2024-01-02 22:45:11,827 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:23:27, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9100, loss: 0.0519 2024-01-02 22:45:17,301 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:23:23, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9397, loss: 0.0518 2024-01-02 22:45:20,401 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:23:18, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.8541, loss: 0.0522 2024-01-02 22:45:25,929 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:23:14, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7799, loss: 0.0548 2024-01-02 22:45:29,004 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:23:08, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 97.9952, loss: 0.0505 2024-01-02 22:45:34,532 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:23:04, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.8123, loss: 0.0556 2024-01-02 22:45:40,036 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:23:00, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 98.0023, loss: 0.0504 2024-01-02 22:45:43,141 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:22:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0577, decode.acc_seg: 97.6756, loss: 0.0577 2024-01-02 22:45:48,685 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:22:51, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9103, loss: 0.0527 2024-01-02 22:45:51,798 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:45:51,798 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:22:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9221, loss: 0.0527 2024-01-02 22:45:57,307 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:22:41, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0489, decode.acc_seg: 98.0663, loss: 0.0489 2024-01-02 22:46:00,401 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:22:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8451, loss: 0.0547 2024-01-02 22:46:05,887 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:22:32, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0480, loss: 0.0501 2024-01-02 22:46:08,995 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:22:27, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 97.9899, loss: 0.0505 2024-01-02 22:46:14,496 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:22:23, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0579, decode.acc_seg: 97.6853, loss: 0.0579 2024-01-02 22:46:20,060 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:22:19, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.8547, loss: 0.0558 2024-01-02 22:46:23,140 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:22:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8706, loss: 0.0528 2024-01-02 22:46:28,707 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:22:09, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9133, loss: 0.0522 2024-01-02 22:46:31,804 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:22:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0231, loss: 0.0502 2024-01-02 22:46:37,318 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:22:00, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8835, loss: 0.0529 2024-01-02 22:46:40,408 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:21:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.8615, loss: 0.0524 2024-01-02 22:46:45,930 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:21:51, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0487, decode.acc_seg: 98.0530, loss: 0.0487 2024-01-02 22:46:49,025 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:21:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8534, loss: 0.0553 2024-01-02 22:46:54,530 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:21:41, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0490, decode.acc_seg: 98.0986, loss: 0.0490 2024-01-02 22:46:57,619 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:21:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8656, loss: 0.0538 2024-01-02 22:47:03,187 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:21:32, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8544, loss: 0.0546 2024-01-02 22:47:08,688 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:21:28, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9266, loss: 0.0519 2024-01-02 22:47:11,786 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:21:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9170, loss: 0.0526 2024-01-02 22:47:17,370 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:21:18, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8937, loss: 0.0528 2024-01-02 22:47:20,466 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:47:20,466 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:21:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9390, loss: 0.0526 2024-01-02 22:47:25,968 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:21:09, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9928, loss: 0.0510 2024-01-02 22:47:29,074 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:21:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8184, loss: 0.0538 2024-01-02 22:47:34,518 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:21:00, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.9237, loss: 0.0535 2024-01-02 22:47:37,612 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:20:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8773, loss: 0.0546 2024-01-02 22:47:43,118 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:20:50, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8631, loss: 0.0546 2024-01-02 22:47:48,573 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:20:46, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.9071, loss: 0.0535 2024-01-02 22:47:51,678 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:20:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8801, loss: 0.0535 2024-01-02 22:47:57,190 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:20:37, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9239, loss: 0.0516 2024-01-02 22:48:00,279 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:20:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.8690, loss: 0.0540 2024-01-02 22:48:05,749 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:20:28, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8579, loss: 0.0551 2024-01-02 22:48:08,847 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:20:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.7771, loss: 0.0554 2024-01-02 22:48:14,400 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:20:18, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.8960, loss: 0.0519 2024-01-02 22:48:17,491 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:20:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0558, decode.acc_seg: 97.7839, loss: 0.0558 2024-01-02 22:48:22,984 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:20:09, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8608, loss: 0.0538 2024-01-02 22:48:26,073 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:20:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.9074, loss: 0.0547 2024-01-02 22:48:31,612 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:20:00, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 98.0392, loss: 0.0498 2024-01-02 22:48:37,162 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:19:55, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8403, loss: 0.0543 2024-01-02 22:48:40,253 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:19:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8500, loss: 0.0539 2024-01-02 22:48:45,759 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:19:46, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9617, loss: 0.0520 2024-01-02 22:48:48,850 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:48:48,851 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:19:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0598, decode.acc_seg: 97.6983, loss: 0.0598 2024-01-02 22:48:54,441 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:19:37, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9155, loss: 0.0521 2024-01-02 22:48:57,552 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:19:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9311, loss: 0.0515 2024-01-02 22:49:03,149 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:19:28, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0186, loss: 0.0502 2024-01-02 22:49:06,442 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:19:22, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8553, loss: 0.0543 2024-01-02 22:49:11,924 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:19:18, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.8892, loss: 0.0526 2024-01-02 22:49:14,999 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:19:13, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9609, loss: 0.0522 2024-01-02 22:49:20,573 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:19:09, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0495, decode.acc_seg: 98.0504, loss: 0.0495 2024-01-02 22:49:26,060 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:19:05, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.9532, loss: 0.0523 2024-01-02 22:49:29,165 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:19:00, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0555, decode.acc_seg: 97.8137, loss: 0.0555 2024-01-02 22:49:34,729 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:18:56, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9877, loss: 0.0510 2024-01-02 22:49:37,835 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:18:50, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.9301, loss: 0.0528 2024-01-02 22:49:43,277 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:18:46, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.8735, loss: 0.0523 2024-01-02 22:49:46,369 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:18:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9522, loss: 0.0512 2024-01-02 22:49:51,869 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:18:37, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8270, loss: 0.0541 2024-01-02 22:49:54,947 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:18:32, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8655, loss: 0.0541 2024-01-02 22:50:00,510 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:18:28, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0506, decode.acc_seg: 98.0153, loss: 0.0506 2024-01-02 22:50:06,039 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:18:24, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0174, loss: 0.0493 2024-01-02 22:50:09,148 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:18:18, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0483, decode.acc_seg: 98.0756, loss: 0.0483 2024-01-02 22:50:14,630 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:18:14, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0549, decode.acc_seg: 97.7911, loss: 0.0549 2024-01-02 22:50:17,738 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:50:17,739 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:18:09, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9864, loss: 0.0512 2024-01-02 22:50:23,252 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:18:05, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0576, decode.acc_seg: 97.7190, loss: 0.0576 2024-01-02 22:50:26,345 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:18:00, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9640, loss: 0.0509 2024-01-02 22:50:31,875 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:17:56, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8275, loss: 0.0541 2024-01-02 22:50:34,965 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:17:51, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8631, loss: 0.0544 2024-01-02 22:50:40,487 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:17:46, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.7954, loss: 0.0556 2024-01-02 22:50:43,571 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:17:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9455, loss: 0.0521 2024-01-02 22:50:49,025 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:17:37, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0496, decode.acc_seg: 98.0164, loss: 0.0496 2024-01-02 22:50:54,486 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:17:33, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.8699, loss: 0.0525 2024-01-02 22:50:57,587 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:17:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 98.0402, loss: 0.0503 2024-01-02 22:51:03,105 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:17:24, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8563, loss: 0.0536 2024-01-02 22:51:06,205 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:17:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7511, loss: 0.0563 2024-01-02 22:51:11,728 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:17:14, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.8969, loss: 0.0517 2024-01-02 22:51:14,817 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:17:09, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0003, loss: 0.0505 2024-01-02 22:51:20,356 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:17:05, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0571, decode.acc_seg: 97.7859, loss: 0.0571 2024-01-02 22:51:23,445 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:17:00, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9542, loss: 0.0507 2024-01-02 22:51:28,926 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:16:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0478, decode.acc_seg: 98.1471, loss: 0.0478 2024-01-02 22:51:34,424 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:16:52, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9035, loss: 0.0532 2024-01-02 22:51:37,523 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:16:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0508, decode.acc_seg: 98.0122, loss: 0.0508 2024-01-02 22:51:43,138 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:16:43, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9543, loss: 0.0532 2024-01-02 22:51:46,225 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:51:46,225 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:16:37, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0625, decode.acc_seg: 97.6234, loss: 0.0625 2024-01-02 22:51:51,737 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:16:33, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9195, loss: 0.0516 2024-01-02 22:51:54,844 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:16:28, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 97.9809, loss: 0.0502 2024-01-02 22:52:00,374 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:16:24, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8832, loss: 0.0528 2024-01-02 22:52:03,464 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:16:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 98.0179, loss: 0.0523 2024-01-02 22:52:08,922 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:16:15, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.9324, loss: 0.0540 2024-01-02 22:52:12,020 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:16:10, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0586, decode.acc_seg: 97.6397, loss: 0.0586 2024-01-02 22:52:17,527 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:16:06, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8411, loss: 0.0544 2024-01-02 22:52:23,062 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:16:01, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9941, loss: 0.0518 2024-01-02 22:52:26,163 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:15:56, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9456, loss: 0.0522 2024-01-02 22:52:31,678 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:15:52, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9140, loss: 0.0517 2024-01-02 22:52:34,769 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:15:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9805, loss: 0.0509 2024-01-02 22:52:40,366 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:15:43, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.9482, loss: 0.0534 2024-01-02 22:52:43,462 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:15:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8310, loss: 0.0554 2024-01-02 22:52:48,906 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:15:34, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8472, loss: 0.0534 2024-01-02 22:52:52,092 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:15:29, time: 0.064, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9976, loss: 0.0514 2024-01-02 22:52:57,578 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:15:24, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0533, decode.acc_seg: 97.9273, loss: 0.0533 2024-01-02 22:53:03,110 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:15:20, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0890, loss: 0.0494 2024-01-02 22:53:06,223 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:15:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8988, loss: 0.0527 2024-01-02 22:53:11,748 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:15:11, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0051, loss: 0.0507 2024-01-02 22:53:14,845 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-02 22:53:14,904 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:53:14,905 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:15:06, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0459, decode.acc_seg: 98.1751, loss: 0.0459 2024-01-02 22:53:26,362 - mmseg - INFO - per class results: 2024-01-02 22:53:26,363 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.0 | 97.84 | | aeroplane | 93.2 | 96.97 | | bicycle | 74.17 | 88.32 | | bird | 94.81 | 97.96 | | boat | 82.48 | 88.36 | | bottle | 83.77 | 94.78 | | bus | 95.01 | 97.36 | | car | 88.71 | 91.07 | | cat | 96.0 | 98.29 | | chair | 51.09 | 75.64 | | cow | 93.09 | 96.64 | | diningtable | 66.84 | 76.38 | | dog | 94.95 | 98.48 | | horse | 93.24 | 97.56 | | motorbike | 90.84 | 97.21 | | person | 91.31 | 96.08 | | pottedplant | 57.78 | 68.78 | | sheep | 92.73 | 96.39 | | sofa | 66.39 | 77.82 | | train | 92.44 | 96.64 | | tvmonitor | 77.51 | 87.37 | +-------------+-------+-------+ 2024-01-02 22:53:26,363 - mmseg - INFO - Summary: 2024-01-02 22:53:26,363 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.54 | 84.4 | 91.24 | +-------+------+-------+ 2024-01-02 22:53:26,363 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:53:26,363 - mmseg - INFO - Iter(val) [182] aAcc: 0.9654, mIoU: 0.8440, mAcc: 0.9124, IoU.background: 0.9600, IoU.aeroplane: 0.9320, IoU.bicycle: 0.7417, IoU.bird: 0.9481, IoU.boat: 0.8248, IoU.bottle: 0.8377, IoU.bus: 0.9501, IoU.car: 0.8871, IoU.cat: 0.9600, IoU.chair: 0.5109, IoU.cow: 0.9309, IoU.diningtable: 0.6684, IoU.dog: 0.9495, IoU.horse: 0.9324, IoU.motorbike: 0.9084, IoU.person: 0.9131, IoU.pottedplant: 0.5778, IoU.sheep: 0.9273, IoU.sofa: 0.6639, IoU.train: 0.9244, IoU.tvmonitor: 0.7751, Acc.background: 0.9784, Acc.aeroplane: 0.9697, Acc.bicycle: 0.8832, Acc.bird: 0.9796, Acc.boat: 0.8836, Acc.bottle: 0.9478, Acc.bus: 0.9736, Acc.car: 0.9107, Acc.cat: 0.9829, Acc.chair: 0.7564, Acc.cow: 0.9664, Acc.diningtable: 0.7638, Acc.dog: 0.9848, Acc.horse: 0.9756, Acc.motorbike: 0.9721, Acc.person: 0.9608, Acc.pottedplant: 0.6878, Acc.sheep: 0.9639, Acc.sofa: 0.7782, Acc.train: 0.9664, Acc.tvmonitor: 0.8737 2024-01-02 22:53:31,847 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:15:06, time: 0.339, data_time: 0.276, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.9020, loss: 0.0536 2024-01-02 22:53:35,009 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:15:01, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 98.0306, loss: 0.0517 2024-01-02 22:53:40,513 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:14:56, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9955, loss: 0.0513 2024-01-02 22:53:43,753 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:14:51, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0587, decode.acc_seg: 97.6295, loss: 0.0587 2024-01-02 22:53:49,256 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:14:47, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0471, decode.acc_seg: 98.1285, loss: 0.0471 2024-01-02 22:53:52,352 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:14:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9154, loss: 0.0524 2024-01-02 22:53:57,904 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:14:38, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9546, loss: 0.0509 2024-01-02 22:54:03,454 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:14:34, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.9241, loss: 0.0523 2024-01-02 22:54:06,556 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:14:29, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8653, loss: 0.0541 2024-01-02 22:54:12,132 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:14:24, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 98.0000, loss: 0.0498 2024-01-02 22:54:15,231 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:14:19, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8297, loss: 0.0544 2024-01-02 22:54:20,762 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:14:15, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0554, decode.acc_seg: 97.8203, loss: 0.0554 2024-01-02 22:54:23,869 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:14:10, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0074, loss: 0.0501 2024-01-02 22:54:29,363 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:14:06, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9694, loss: 0.0509 2024-01-02 22:54:32,474 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:14:01, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.7747, loss: 0.0538 2024-01-02 22:54:38,038 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:57, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0034, loss: 0.0497 2024-01-02 22:54:43,636 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:13:52, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8968, loss: 0.0538 2024-01-02 22:54:46,718 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:13:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0478, decode.acc_seg: 98.1174, loss: 0.0478 2024-01-02 22:54:52,191 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:13:43, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 97.9773, loss: 0.0505 2024-01-02 22:54:55,278 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:54:55,279 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:13:38, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0526, decode.acc_seg: 97.9083, loss: 0.0526 2024-01-02 22:55:00,774 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:13:34, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.9033, loss: 0.0545 2024-01-02 22:55:03,879 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:13:29, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0530, decode.acc_seg: 97.9016, loss: 0.0530 2024-01-02 22:55:09,477 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:13:25, time: 0.112, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 97.9942, loss: 0.0511 2024-01-02 22:55:12,595 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:13:20, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0523, decode.acc_seg: 97.8735, loss: 0.0523 2024-01-02 22:55:18,201 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:13:16, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8582, loss: 0.0536 2024-01-02 22:55:21,290 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:13:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0553, decode.acc_seg: 97.8033, loss: 0.0553 2024-01-02 22:55:26,886 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:13:06, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9269, loss: 0.0522 2024-01-02 22:55:32,392 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:13:02, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0496, decode.acc_seg: 98.0299, loss: 0.0496 2024-01-02 22:55:35,500 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:57, time: 0.062, data_time: 0.003, memory: 1006, decode.loss_ce: 0.0491, decode.acc_seg: 98.0384, loss: 0.0491 2024-01-02 22:55:40,981 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:53, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0476, decode.acc_seg: 98.0860, loss: 0.0476 2024-01-02 22:55:44,072 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:12:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9412, loss: 0.0532 2024-01-02 22:55:49,588 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:12:44, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0544, decode.acc_seg: 97.8884, loss: 0.0544 2024-01-02 22:55:52,682 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:12:39, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0539, decode.acc_seg: 97.8603, loss: 0.0539 2024-01-02 22:55:58,269 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:12:34, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8762, loss: 0.0529 2024-01-02 22:56:01,372 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:12:29, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9472, loss: 0.0519 2024-01-02 22:56:06,867 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:12:25, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9827, loss: 0.0514 2024-01-02 22:56:09,955 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:12:20, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0485, decode.acc_seg: 98.0576, loss: 0.0485 2024-01-02 22:56:15,746 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:12:16, time: 0.116, data_time: 0.052, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9861, loss: 0.0514 2024-01-02 22:56:21,202 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:12:12, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 98.0145, loss: 0.0513 2024-01-02 22:56:24,291 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:56:24,292 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:12:07, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 97.9576, loss: 0.0511 2024-01-02 22:56:29,741 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:12:02, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0559, decode.acc_seg: 97.8187, loss: 0.0559 2024-01-02 22:56:32,842 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 98.0380, loss: 0.0500 2024-01-02 22:56:38,242 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:53, time: 0.108, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9254, loss: 0.0509 2024-01-02 22:56:41,334 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:48, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0550, decode.acc_seg: 97.8406, loss: 0.0550 2024-01-02 22:56:46,862 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:11:44, time: 0.111, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.9034, loss: 0.0540 2024-01-02 22:56:49,958 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:11:39, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0483, decode.acc_seg: 98.1039, loss: 0.0483 2024-01-02 22:56:55,484 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:11:35, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9085, loss: 0.0524 2024-01-02 22:57:00,903 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:11:30, time: 0.108, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 98.0230, loss: 0.0511 2024-01-02 22:57:03,998 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:11:26, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0541, decode.acc_seg: 97.8664, loss: 0.0541 2024-01-02 22:57:09,484 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:11:21, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.8934, loss: 0.0507 2024-01-02 22:57:12,577 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:11:16, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 97.9730, loss: 0.0509 2024-01-02 22:57:18,062 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:11:12, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0529, decode.acc_seg: 97.8586, loss: 0.0529 2024-01-02 22:57:21,153 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:11:07, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0540, decode.acc_seg: 97.9005, loss: 0.0540 2024-01-02 22:57:26,614 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:11:03, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.7832, loss: 0.0545 2024-01-02 22:57:29,705 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:58, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0489, decode.acc_seg: 98.1152, loss: 0.0489 2024-01-02 22:57:35,224 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:54, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0220, loss: 0.0507 2024-01-02 22:57:38,320 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:49, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8033, loss: 0.0545 2024-01-02 22:57:43,856 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:44, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0295, loss: 0.0502 2024-01-02 22:57:49,303 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:10:40, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.9562, loss: 0.0535 2024-01-02 22:57:52,407 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:57:52,408 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:10:35, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0548, decode.acc_seg: 97.7987, loss: 0.0548 2024-01-02 22:57:57,854 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:10:31, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 98.0168, loss: 0.0503 2024-01-02 22:58:01,156 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:10:26, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.8816, loss: 0.0525 2024-01-02 22:58:06,738 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:10:22, time: 0.112, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9168, loss: 0.0521 2024-01-02 22:58:09,830 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:10:17, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 97.9780, loss: 0.0498 2024-01-02 22:58:15,273 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:10:13, time: 0.109, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0492, decode.acc_seg: 98.0153, loss: 0.0492 2024-01-02 22:58:18,350 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:10:08, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 98.0161, loss: 0.0515 2024-01-02 22:58:23,804 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:10:03, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 97.9857, loss: 0.0522 2024-01-02 22:58:29,331 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:09:59, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 97.9480, loss: 0.0502 2024-01-02 22:58:32,422 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0485, decode.acc_seg: 98.0789, loss: 0.0485 2024-01-02 22:58:37,924 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:50, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8766, loss: 0.0528 2024-01-02 22:58:41,028 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0488, decode.acc_seg: 98.1206, loss: 0.0488 2024-01-02 22:58:46,701 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:41, time: 0.113, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 98.0276, loss: 0.0503 2024-01-02 22:58:49,799 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:09:36, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8222, loss: 0.0535 2024-01-02 22:58:55,247 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:09:32, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9755, loss: 0.0518 2024-01-02 22:58:58,338 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:09:27, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0340, loss: 0.0501 2024-01-02 22:59:03,784 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:09:22, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9857, loss: 0.0515 2024-01-02 22:59:06,876 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:09:18, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9465, loss: 0.0520 2024-01-02 22:59:12,477 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:09:13, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0609, decode.acc_seg: 97.7659, loss: 0.0609 2024-01-02 22:59:18,053 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:09:09, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0463, decode.acc_seg: 98.2368, loss: 0.0463 2024-01-02 22:59:21,155 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 22:59:21,155 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:09:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9426, loss: 0.0518 2024-01-02 22:59:26,619 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:09:00, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.8571, loss: 0.0520 2024-01-02 22:59:29,715 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9927, loss: 0.0519 2024-01-02 22:59:35,330 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:51, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9596, loss: 0.0531 2024-01-02 22:59:38,436 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:46, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9555, loss: 0.0520 2024-01-02 22:59:44,101 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:41, time: 0.113, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9936, loss: 0.0510 2024-01-02 22:59:47,207 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:37, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 98.0179, loss: 0.0512 2024-01-02 22:59:52,674 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:08:32, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8924, loss: 0.0532 2024-01-02 22:59:58,050 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:08:28, time: 0.108, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8860, loss: 0.0547 2024-01-02 23:00:01,163 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:08:23, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9619, loss: 0.0507 2024-01-02 23:00:06,638 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:08:19, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0528, decode.acc_seg: 97.8565, loss: 0.0528 2024-01-02 23:00:09,722 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:08:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8885, loss: 0.0527 2024-01-02 23:00:15,207 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:08:10, time: 0.110, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.8955, loss: 0.0531 2024-01-02 23:00:18,321 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:08:05, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 98.0118, loss: 0.0504 2024-01-02 23:00:23,857 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:08:00, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 98.0000, loss: 0.0504 2024-01-02 23:00:26,970 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:56, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9690, loss: 0.0507 2024-01-02 23:00:32,551 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:51, time: 0.112, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0511, decode.acc_seg: 98.0027, loss: 0.0511 2024-01-02 23:00:35,629 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:47, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0091, loss: 0.0494 2024-01-02 23:00:41,148 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:42, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9762, loss: 0.0512 2024-01-02 23:00:46,589 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:38, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8048, loss: 0.0534 2024-01-02 23:00:49,681 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:00:49,682 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 98.0108, loss: 0.0505 2024-01-02 23:00:55,262 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:07:29, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.8915, loss: 0.0536 2024-01-02 23:00:58,378 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:07:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9467, loss: 0.0524 2024-01-02 23:01:03,856 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:07:19, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 98.0396, loss: 0.0500 2024-01-02 23:01:06,961 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:07:15, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0467, decode.acc_seg: 98.1597, loss: 0.0467 2024-01-02 23:01:12,501 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:07:10, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0491, decode.acc_seg: 97.9779, loss: 0.0491 2024-01-02 23:01:15,580 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:07:06, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9014, loss: 0.0513 2024-01-02 23:01:21,105 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:07:01, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9527, loss: 0.0512 2024-01-02 23:01:26,555 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:57, time: 0.109, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0490, decode.acc_seg: 98.0693, loss: 0.0490 2024-01-02 23:01:29,684 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:52, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.8650, loss: 0.0525 2024-01-02 23:01:35,268 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:48, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0492, decode.acc_seg: 98.0161, loss: 0.0492 2024-01-02 23:01:38,376 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:43, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0546, decode.acc_seg: 97.8161, loss: 0.0546 2024-01-02 23:01:43,910 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:39, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 98.0157, loss: 0.0507 2024-01-02 23:01:47,035 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:34, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9155, loss: 0.0525 2024-01-02 23:01:52,608 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:29, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0483, decode.acc_seg: 98.0454, loss: 0.0483 2024-01-02 23:01:55,724 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:06:25, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0503, decode.acc_seg: 98.0289, loss: 0.0503 2024-01-02 23:02:01,187 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:06:20, time: 0.109, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0574, decode.acc_seg: 97.7497, loss: 0.0574 2024-01-02 23:02:04,258 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:06:16, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0551, decode.acc_seg: 97.8143, loss: 0.0551 2024-01-02 23:02:09,804 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:06:11, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.8855, loss: 0.0532 2024-01-02 23:02:15,398 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:06:07, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0515, decode.acc_seg: 97.9551, loss: 0.0515 2024-01-02 23:02:18,497 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:02:18,498 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:06:02, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0489, decode.acc_seg: 97.9920, loss: 0.0489 2024-01-02 23:02:24,064 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:58, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0173, loss: 0.0497 2024-01-02 23:02:27,205 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:53, time: 0.063, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0521, decode.acc_seg: 97.9843, loss: 0.0521 2024-01-02 23:02:32,718 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:49, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0475, decode.acc_seg: 98.1196, loss: 0.0475 2024-01-02 23:02:35,823 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:44, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0513, decode.acc_seg: 97.9008, loss: 0.0513 2024-01-02 23:02:41,442 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:39, time: 0.112, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0535, decode.acc_seg: 97.8217, loss: 0.0535 2024-01-02 23:02:44,547 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:35, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 98.0386, loss: 0.0500 2024-01-02 23:02:50,092 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:30, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0464, loss: 0.0494 2024-01-02 23:02:53,184 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:26, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0419, loss: 0.0493 2024-01-02 23:02:58,656 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:05:21, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.7951, loss: 0.0556 2024-01-02 23:03:04,146 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:05:17, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0509, decode.acc_seg: 98.0197, loss: 0.0509 2024-01-02 23:03:07,243 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:05:12, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0495, decode.acc_seg: 98.0777, loss: 0.0495 2024-01-02 23:03:12,713 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:08, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0477, decode.acc_seg: 98.1243, loss: 0.0477 2024-01-02 23:03:15,812 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:05:03, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0497, decode.acc_seg: 98.0016, loss: 0.0497 2024-01-02 23:03:21,429 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:59, time: 0.112, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0315, loss: 0.0499 2024-01-02 23:03:24,533 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0493, decode.acc_seg: 98.0169, loss: 0.0493 2024-01-02 23:03:30,154 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:49, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0466, decode.acc_seg: 98.1743, loss: 0.0466 2024-01-02 23:03:33,241 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:45, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.8973, loss: 0.0520 2024-01-02 23:03:38,730 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:40, time: 0.110, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0479, decode.acc_seg: 98.1262, loss: 0.0479 2024-01-02 23:03:44,393 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:36, time: 0.113, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.8453, loss: 0.0556 2024-01-02 23:03:47,486 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:03:47,486 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0044, loss: 0.0501 2024-01-02 23:03:52,950 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:27, time: 0.109, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0495, decode.acc_seg: 98.0305, loss: 0.0495 2024-01-02 23:03:56,054 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0520, decode.acc_seg: 97.9024, loss: 0.0520 2024-01-02 23:04:01,625 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:18, time: 0.111, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0534, decode.acc_seg: 97.8310, loss: 0.0534 2024-01-02 23:04:04,725 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0514, decode.acc_seg: 97.9634, loss: 0.0514 2024-01-02 23:04:10,194 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:09, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0524, decode.acc_seg: 97.9389, loss: 0.0524 2024-01-02 23:04:13,288 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:04, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0506, decode.acc_seg: 97.9210, loss: 0.0506 2024-01-02 23:04:18,770 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:00, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0519, decode.acc_seg: 97.9744, loss: 0.0519 2024-01-02 23:04:21,850 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:55, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0481, decode.acc_seg: 98.0721, loss: 0.0481 2024-01-02 23:04:27,287 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:50, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0563, decode.acc_seg: 97.7956, loss: 0.0563 2024-01-02 23:04:32,832 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:46, time: 0.111, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0688, loss: 0.0499 2024-01-02 23:04:35,944 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:41, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0531, decode.acc_seg: 97.9226, loss: 0.0531 2024-01-02 23:04:41,462 - 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: 0.0481, decode.acc_seg: 98.0017, loss: 0.0481 2024-01-02 23:04:44,773 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:32, time: 0.066, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9788, loss: 0.0512 2024-01-02 23:04:50,260 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:28, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0522, decode.acc_seg: 98.0453, loss: 0.0522 2024-01-02 23:04:53,374 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:23, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0536, decode.acc_seg: 97.9098, loss: 0.0536 2024-01-02 23:04:58,865 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:19, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0510, decode.acc_seg: 97.9914, loss: 0.0510 2024-01-02 23:05:01,963 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:14, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0478, decode.acc_seg: 98.1164, loss: 0.0478 2024-01-02 23:05:07,610 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:10, time: 0.113, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0543, decode.acc_seg: 97.8331, loss: 0.0543 2024-01-02 23:05:13,038 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:05, time: 0.109, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0490, decode.acc_seg: 98.1010, loss: 0.0490 2024-01-02 23:05:16,154 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:05:16,154 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:01, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 98.0774, loss: 0.0501 2024-01-02 23:05:21,739 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:56, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0532, decode.acc_seg: 97.9020, loss: 0.0532 2024-01-02 23:05:24,854 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:52, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0500, decode.acc_seg: 97.9643, loss: 0.0500 2024-01-02 23:05:30,450 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:47, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0501, decode.acc_seg: 97.9799, loss: 0.0501 2024-01-02 23:05:33,546 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:42, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0495, decode.acc_seg: 97.9816, loss: 0.0495 2024-01-02 23:05:39,038 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:38, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0556, decode.acc_seg: 97.7900, loss: 0.0556 2024-01-02 23:05:42,132 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:33, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 97.9894, loss: 0.0499 2024-01-02 23:05:47,643 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:29, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0504, decode.acc_seg: 97.9851, loss: 0.0504 2024-01-02 23:05:50,751 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:24, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0525, decode.acc_seg: 97.9240, loss: 0.0525 2024-01-02 23:05:56,274 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:20, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0506, decode.acc_seg: 98.0039, loss: 0.0506 2024-01-02 23:06:01,752 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:15, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0717, loss: 0.0502 2024-01-02 23:06:04,868 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:11, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0487, decode.acc_seg: 98.0521, loss: 0.0487 2024-01-02 23:06:10,381 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:06, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0499, decode.acc_seg: 98.0394, loss: 0.0499 2024-01-02 23:06:13,493 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:02, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0477, decode.acc_seg: 98.1341, loss: 0.0477 2024-01-02 23:06:19,021 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:57, time: 0.111, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0461, decode.acc_seg: 98.2340, loss: 0.0461 2024-01-02 23:06:22,129 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:53, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0507, decode.acc_seg: 97.9692, loss: 0.0507 2024-01-02 23:06:27,631 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:48, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0508, decode.acc_seg: 97.9315, loss: 0.0508 2024-01-02 23:06:30,702 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:44, time: 0.061, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0502, decode.acc_seg: 98.0024, loss: 0.0502 2024-01-02 23:06:36,201 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:39, time: 0.110, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0476, decode.acc_seg: 98.0812, loss: 0.0476 2024-01-02 23:06:41,775 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:35, time: 0.111, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0487, decode.acc_seg: 97.9705, loss: 0.0487 2024-01-02 23:06:44,871 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:06:44,871 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:30, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0477, decode.acc_seg: 98.0366, loss: 0.0477 2024-01-02 23:06:50,430 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:26, time: 0.111, data_time: 0.049, memory: 1006, decode.loss_ce: 0.0517, decode.acc_seg: 97.9661, loss: 0.0517 2024-01-02 23:06:53,528 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:21, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0494, decode.acc_seg: 98.0291, loss: 0.0494 2024-01-02 23:06:59,149 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:16, time: 0.112, data_time: 0.046, memory: 1006, decode.loss_ce: 0.0496, decode.acc_seg: 98.0002, loss: 0.0496 2024-01-02 23:07:02,248 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:12, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0480, decode.acc_seg: 98.0930, loss: 0.0480 2024-01-02 23:07:07,844 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:07, time: 0.112, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0518, decode.acc_seg: 97.9562, loss: 0.0518 2024-01-02 23:07:10,950 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:03, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.9246, loss: 0.0527 2024-01-02 23:07:16,493 - 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: 0.0512, decode.acc_seg: 97.9578, loss: 0.0512 2024-01-02 23:07:19,580 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:54, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 97.9984, loss: 0.0498 2024-01-02 23:07:25,134 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:49, time: 0.111, data_time: 0.045, memory: 1006, decode.loss_ce: 0.0498, decode.acc_seg: 97.9475, loss: 0.0498 2024-01-02 23:07:30,649 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:45, time: 0.110, data_time: 0.048, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9758, loss: 0.0516 2024-01-02 23:07:33,733 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:40, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0537, decode.acc_seg: 97.8427, loss: 0.0537 2024-01-02 23:07:39,250 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:36, time: 0.110, data_time: 0.051, memory: 1006, decode.loss_ce: 0.0516, decode.acc_seg: 97.9584, loss: 0.0516 2024-01-02 23:07:42,355 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:31, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0538, decode.acc_seg: 97.8471, loss: 0.0538 2024-01-02 23:07:47,931 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:27, time: 0.112, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0545, decode.acc_seg: 97.8571, loss: 0.0545 2024-01-02 23:07:51,029 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:22, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0505, decode.acc_seg: 97.9875, loss: 0.0505 2024-01-02 23:07:56,544 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:18, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0470, decode.acc_seg: 98.1284, loss: 0.0470 2024-01-02 23:07:59,629 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:13, time: 0.062, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0527, decode.acc_seg: 97.8416, loss: 0.0527 2024-01-02 23:08:05,132 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:09, time: 0.110, data_time: 0.050, memory: 1006, decode.loss_ce: 0.0477, decode.acc_seg: 98.0971, loss: 0.0477 2024-01-02 23:08:10,612 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.110, data_time: 0.047, memory: 1006, decode.loss_ce: 0.0547, decode.acc_seg: 97.8089, loss: 0.0547 2024-01-02 23:08:13,813 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-02 23:08:13,849 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:08:13,849 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.065, data_time: 0.002, memory: 1006, decode.loss_ce: 0.0512, decode.acc_seg: 97.9793, loss: 0.0512 2024-01-02 23:08:25,263 - mmseg - INFO - per class results: 2024-01-02 23:08:25,264 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 96.01 | 97.77 | | aeroplane | 93.0 | 97.46 | | bicycle | 74.43 | 87.57 | | bird | 94.5 | 97.98 | | boat | 82.97 | 89.76 | | bottle | 83.88 | 94.64 | | bus | 94.98 | 97.42 | | car | 89.07 | 92.87 | | cat | 95.89 | 98.39 | | chair | 51.12 | 69.67 | | cow | 92.97 | 95.79 | | diningtable | 66.75 | 78.37 | | dog | 94.63 | 98.53 | | horse | 93.38 | 97.44 | | motorbike | 90.21 | 96.99 | | person | 91.24 | 96.52 | | pottedplant | 60.11 | 74.59 | | sheep | 92.01 | 96.64 | | sofa | 67.15 | 79.86 | | train | 92.28 | 96.94 | | tvmonitor | 77.9 | 85.3 | +-------------+-------+-------+ 2024-01-02 23:08:25,264 - mmseg - INFO - Summary: 2024-01-02 23:08:25,264 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.56 | 84.5 | 91.45 | +-------+------+-------+ 2024-01-02 23:08:25,264 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-02 23:08:25,264 - mmseg - INFO - Iter(val) [182] aAcc: 0.9656, mIoU: 0.8450, mAcc: 0.9145, IoU.background: 0.9601, IoU.aeroplane: 0.9300, IoU.bicycle: 0.7443, IoU.bird: 0.9450, IoU.boat: 0.8297, IoU.bottle: 0.8388, IoU.bus: 0.9498, IoU.car: 0.8907, IoU.cat: 0.9589, IoU.chair: 0.5112, IoU.cow: 0.9297, IoU.diningtable: 0.6675, IoU.dog: 0.9463, IoU.horse: 0.9338, IoU.motorbike: 0.9021, IoU.person: 0.9124, IoU.pottedplant: 0.6011, IoU.sheep: 0.9201, IoU.sofa: 0.6715, IoU.train: 0.9228, IoU.tvmonitor: 0.7790, Acc.background: 0.9777, Acc.aeroplane: 0.9746, Acc.bicycle: 0.8757, Acc.bird: 0.9798, Acc.boat: 0.8976, Acc.bottle: 0.9464, Acc.bus: 0.9742, Acc.car: 0.9287, Acc.cat: 0.9839, Acc.chair: 0.6967, Acc.cow: 0.9579, Acc.diningtable: 0.7837, Acc.dog: 0.9853, Acc.horse: 0.9744, Acc.motorbike: 0.9699, Acc.person: 0.9652, Acc.pottedplant: 0.7459, Acc.sheep: 0.9664, Acc.sofa: 0.7986, Acc.train: 0.9694, Acc.tvmonitor: 0.8530