2024-01-03 09:38:55,725 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 09:38:55,733 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 09:38:55,733 - mmseg - INFO - OMP num threads is 1 2024-01-03 09:38:55,804 - 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+095b861 ------------------------------------------------------------ 2024-01-03 09:38:55,804 - mmseg - INFO - Distributed training: True 2024-01-03 09:38:55,805 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_voc2012_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_norm_cfg': {'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, 'crop_size': (512, 512), 'train_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}], 'test_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}], 'data': {'samples_per_gpu': 2, 'workers_per_gpu': 6, 'train': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/train.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}]}, 'val': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}, 'test': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}}, 'log_config': {'interval': 50, 'hooks': [{'type': 'TextLoggerHook', 'by_epoch': False}]}, 'dist_params': {'backend': 'nccl'}, 'log_level': 'INFO', 'load_from': None, 'resume_from': None, 'workflow': [('train', 1)], 'cudnn_benchmark': True, 'optimizer': {'type': 'AdamW', 'lr': 0.001, 'weight_decay': 0.0001, 'betas': (0.9, 0.999)}, 'optimizer_config': {'type': 'DistOptimizerHook', 'update_interval': 1, 'grad_clip': None, 'coalesce': True, 'bucket_size_mb': -1, 'use_fp16': False}, 'lr_config': {'policy': 'poly', 'warmup': 'linear', 'warmup_iters': 1500, 'warmup_ratio': 1e-06, 'power': 1.0, 'min_lr': 0.0, 'by_epoch': False}, 'runner': {'type': 'IterBasedRunner', 'max_iters': 40000}, 'checkpoint_config': {'by_epoch': False, 'interval': 10000}, 'evaluation': {'interval': 10000, 'metric': 'mIoU', 'pre_eval': True}, 'fp16': None, 'find_unused_parameters': False, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'model': {'type': 'EncoderDecoder', 'pretrained': None, 'backbone': {'type': 'DinoVisionTransformer', 'out_indices': [8, 9, 10, 11]}, 'decode_head': {'type': 'BNHead', 'in_channels': [768], 'in_index': [3], 'input_transform': 'resize_concat', 'channels': 768, 'dropout_ratio': 0, 'num_classes': 21, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_224.dino'} 2024-01-03 09:38:58,847 - mmseg - INFO - Set random seed to 59236783, deterministic: False 2024-01-03 09:39:01,318 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.qkv.weight', 'vit.model.blocks.0.attn.qkv.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1.weight', 'vit.model.blocks.0.mlp.fc1.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.qkv.weight', 'vit.model.blocks.1.attn.qkv.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1.weight', 'vit.model.blocks.1.mlp.fc1.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.qkv.weight', 'vit.model.blocks.2.attn.qkv.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1.weight', 'vit.model.blocks.2.mlp.fc1.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.qkv.weight', 'vit.model.blocks.3.attn.qkv.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1.weight', 'vit.model.blocks.3.mlp.fc1.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.qkv.weight', 'vit.model.blocks.4.attn.qkv.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1.weight', 'vit.model.blocks.4.mlp.fc1.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.qkv.weight', 'vit.model.blocks.5.attn.qkv.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1.weight', 'vit.model.blocks.5.mlp.fc1.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.qkv.weight', 'vit.model.blocks.6.attn.qkv.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1.weight', 'vit.model.blocks.6.mlp.fc1.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.qkv.weight', 'vit.model.blocks.7.attn.qkv.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1.weight', 'vit.model.blocks.7.mlp.fc1.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.qkv.weight', 'vit.model.blocks.8.attn.qkv.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1.weight', 'vit.model.blocks.8.mlp.fc1.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.qkv.weight', 'vit.model.blocks.9.attn.qkv.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1.weight', 'vit.model.blocks.9.mlp.fc1.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.qkv.weight', 'vit.model.blocks.10.attn.qkv.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1.weight', 'vit.model.blocks.10.mlp.fc1.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.qkv.weight', 'vit.model.blocks.11.attn.qkv.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1.weight', 'vit.model.blocks.11.mlp.fc1.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-03 09:39:01,320 - mmseg - INFO - pos_embed loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 09:39:01,320 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 09:39:01,343 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([21, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([21]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2024-01-03 09:39:01,348 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 21, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2024-01-03 09:39:01,351 - mmseg - INFO - Loaded 1464 images 2024-01-03 09:39:04,839 - mmseg - INFO - Loaded 1449 images 2024-01-03 09:39:04,840 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_224.dino 2024-01-03 09:39:04,840 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-01-03 09:39:04,840 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 09:39:04,843 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_224.dino by HardDiskBackend. 2024-01-03 09:39:42,355 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:05:00, time: 0.098, data_time: 0.006, memory: 570, decode.loss_ce: 2.5639, decode.acc_seg: 5.2868, loss: 2.5639 2024-01-03 09:39:47,246 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:05:01, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 2.4631, decode.acc_seg: 17.3683, loss: 2.4631 2024-01-03 09:39:49,766 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 0:54:27, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 2.2303, decode.acc_seg: 46.3391, loss: 2.2303 2024-01-03 09:39:54,682 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 0:57:05, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 1.9112, decode.acc_seg: 64.6240, loss: 1.9112 2024-01-03 09:39:57,249 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:52:24, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 1.5669, decode.acc_seg: 68.8877, loss: 1.5669 2024-01-03 09:40:02,138 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:54:24, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 1.3292, decode.acc_seg: 71.8256, loss: 1.3292 2024-01-03 09:40:04,681 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:51:22, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 1.1169, decode.acc_seg: 73.4540, loss: 1.1169 2024-01-03 09:40:09,577 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:52:58, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 1.0164, decode.acc_seg: 76.5671, loss: 1.0164 2024-01-03 09:40:12,064 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:50:40, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.8900, decode.acc_seg: 76.6655, loss: 0.8900 2024-01-03 09:40:16,902 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:51:55, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.7948, decode.acc_seg: 78.8647, loss: 0.7948 2024-01-03 09:40:21,756 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:52:56, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.7039, decode.acc_seg: 80.9101, loss: 0.7039 2024-01-03 09:40:24,258 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:51:12, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.6394, decode.acc_seg: 81.1748, loss: 0.6394 2024-01-03 09:40:29,222 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:52:12, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.6053, decode.acc_seg: 82.7049, loss: 0.6053 2024-01-03 09:40:31,757 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:50:47, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.5871, decode.acc_seg: 82.9105, loss: 0.5871 2024-01-03 09:40:36,665 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:51:37, time: 0.098, data_time: 0.045, memory: 570, decode.loss_ce: 0.5090, decode.acc_seg: 85.4680, loss: 0.5090 2024-01-03 09:40:39,167 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:50:23, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4939, decode.acc_seg: 85.4162, loss: 0.4939 2024-01-03 09:40:43,981 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:51:03, time: 0.096, data_time: 0.048, memory: 570, decode.loss_ce: 0.4548, decode.acc_seg: 85.6032, loss: 0.4548 2024-01-03 09:40:46,484 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:49:58, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4586, decode.acc_seg: 85.7540, loss: 0.4586 2024-01-03 09:40:51,339 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:50:36, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.4477, decode.acc_seg: 85.9229, loss: 0.4477 2024-01-03 09:40:53,801 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:40:53,801 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:49:36, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.3773, decode.acc_seg: 88.4644, loss: 0.3773 2024-01-03 09:40:58,777 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:50:16, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.3804, decode.acc_seg: 88.1407, loss: 0.3804 2024-01-03 09:41:03,765 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:50:51, time: 0.100, data_time: 0.047, memory: 570, decode.loss_ce: 0.3785, decode.acc_seg: 87.8769, loss: 0.3785 2024-01-03 09:41:06,249 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:49:59, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3588, decode.acc_seg: 88.2357, loss: 0.3588 2024-01-03 09:41:11,145 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:50:28, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.3333, decode.acc_seg: 89.0301, loss: 0.3333 2024-01-03 09:41:13,642 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:49:41, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3409, decode.acc_seg: 88.8611, loss: 0.3409 2024-01-03 09:41:18,532 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:08, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.3121, decode.acc_seg: 90.0484, loss: 0.3121 2024-01-03 09:41:21,070 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:49:25, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.3198, decode.acc_seg: 89.3881, loss: 0.3198 2024-01-03 09:41:25,892 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:49:49, time: 0.096, data_time: 0.049, memory: 570, decode.loss_ce: 0.2978, decode.acc_seg: 89.8925, loss: 0.2978 2024-01-03 09:41:28,398 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:09, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3059, decode.acc_seg: 89.7416, loss: 0.3059 2024-01-03 09:41:33,287 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:49:32, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2861, decode.acc_seg: 90.1033, loss: 0.2861 2024-01-03 09:41:38,108 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:49:52, time: 0.096, data_time: 0.046, memory: 570, decode.loss_ce: 0.2973, decode.acc_seg: 89.4476, loss: 0.2973 2024-01-03 09:41:40,617 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:15, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2836, decode.acc_seg: 90.1997, loss: 0.2836 2024-01-03 09:41:45,517 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:49:36, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.2713, decode.acc_seg: 90.9444, loss: 0.2713 2024-01-03 09:41:48,004 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:00, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2791, decode.acc_seg: 90.4103, loss: 0.2791 2024-01-03 09:41:52,859 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:19, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.2773, decode.acc_seg: 90.2905, loss: 0.2773 2024-01-03 09:41:55,380 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:48:46, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2773, decode.acc_seg: 90.0719, loss: 0.2773 2024-01-03 09:42:00,205 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:03, time: 0.096, data_time: 0.047, memory: 570, decode.loss_ce: 0.2632, decode.acc_seg: 90.7267, loss: 0.2632 2024-01-03 09:42:02,699 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:48:32, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2802, decode.acc_seg: 90.5366, loss: 0.2802 2024-01-03 09:42:07,586 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:48:49, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2688, decode.acc_seg: 90.4667, loss: 0.2688 2024-01-03 09:42:10,054 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:42:10,055 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:18, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.2484, decode.acc_seg: 91.1395, loss: 0.2484 2024-01-03 09:42:15,027 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:48:36, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.2453, decode.acc_seg: 91.3053, loss: 0.2453 2024-01-03 09:42:19,966 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:48:52, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.2568, decode.acc_seg: 90.9066, loss: 0.2568 2024-01-03 09:42:22,486 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:24, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2407, decode.acc_seg: 91.4023, loss: 0.2407 2024-01-03 09:42:27,399 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:48:39, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2467, decode.acc_seg: 91.0617, loss: 0.2467 2024-01-03 09:42:29,929 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:13, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2453, decode.acc_seg: 91.3287, loss: 0.2453 2024-01-03 09:42:34,893 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:28, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.2414, decode.acc_seg: 91.4634, loss: 0.2414 2024-01-03 09:42:37,419 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:02, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2304, decode.acc_seg: 91.6694, loss: 0.2304 2024-01-03 09:42:42,310 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:15, time: 0.098, data_time: 0.050, memory: 570, decode.loss_ce: 0.2382, decode.acc_seg: 91.6148, loss: 0.2382 2024-01-03 09:42:44,790 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:47:50, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2349, decode.acc_seg: 91.2920, loss: 0.2349 2024-01-03 09:42:49,660 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:02, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.2357, decode.acc_seg: 91.6320, loss: 0.2357 2024-01-03 09:42:54,529 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:13, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.2426, decode.acc_seg: 91.2020, loss: 0.2426 2024-01-03 09:42:57,047 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:47:50, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2297, decode.acc_seg: 91.7689, loss: 0.2297 2024-01-03 09:43:01,929 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:01, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2272, decode.acc_seg: 91.7478, loss: 0.2272 2024-01-03 09:43:04,455 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:47:39, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2272, decode.acc_seg: 91.5549, loss: 0.2272 2024-01-03 09:43:09,329 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:47:49, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.2396, decode.acc_seg: 91.3172, loss: 0.2396 2024-01-03 09:43:11,831 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:27, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2413, decode.acc_seg: 91.4417, loss: 0.2413 2024-01-03 09:43:16,714 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:47:37, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1986, decode.acc_seg: 92.7904, loss: 0.1986 2024-01-03 09:43:19,207 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:16, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2311, decode.acc_seg: 91.4519, loss: 0.2311 2024-01-03 09:43:24,109 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:26, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2205, decode.acc_seg: 92.0257, loss: 0.2205 2024-01-03 09:43:26,601 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:43:26,601 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:05, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2347, decode.acc_seg: 91.6254, loss: 0.2347 2024-01-03 09:43:31,536 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:15, time: 0.099, data_time: 0.046, memory: 570, decode.loss_ce: 0.2097, decode.acc_seg: 92.3024, loss: 0.2097 2024-01-03 09:43:36,400 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:23, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.2114, decode.acc_seg: 92.3204, loss: 0.2114 2024-01-03 09:43:38,917 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:47:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2166, decode.acc_seg: 92.0672, loss: 0.2166 2024-01-03 09:43:43,754 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:12, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.2174, decode.acc_seg: 91.6046, loss: 0.2174 2024-01-03 09:43:46,249 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:46:52, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2128, decode.acc_seg: 92.1974, loss: 0.2128 2024-01-03 09:43:51,242 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:47:02, time: 0.100, data_time: 0.047, memory: 570, decode.loss_ce: 0.2125, decode.acc_seg: 92.2845, loss: 0.2125 2024-01-03 09:43:53,741 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:46:43, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2286, decode.acc_seg: 91.4706, loss: 0.2286 2024-01-03 09:43:58,581 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:46:50, time: 0.097, data_time: 0.050, memory: 570, decode.loss_ce: 0.2151, decode.acc_seg: 92.0513, loss: 0.2151 2024-01-03 09:44:01,082 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:32, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2281, decode.acc_seg: 91.4014, loss: 0.2281 2024-01-03 09:44:06,012 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:40, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1959, decode.acc_seg: 92.9649, loss: 0.1959 2024-01-03 09:44:10,778 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:46:46, time: 0.095, data_time: 0.046, memory: 570, decode.loss_ce: 0.2337, decode.acc_seg: 91.4009, loss: 0.2337 2024-01-03 09:44:13,423 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:30, time: 0.053, data_time: 0.004, memory: 570, decode.loss_ce: 0.2112, decode.acc_seg: 92.4362, loss: 0.2112 2024-01-03 09:44:18,333 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:36, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.2041, decode.acc_seg: 92.4757, loss: 0.2041 2024-01-03 09:44:20,801 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:19, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.1993, decode.acc_seg: 92.7290, loss: 0.1993 2024-01-03 09:44:25,741 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:26, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.2078, decode.acc_seg: 92.1689, loss: 0.2078 2024-01-03 09:44:28,252 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:46:09, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2036, decode.acc_seg: 92.3752, loss: 0.2036 2024-01-03 09:44:33,152 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:16, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.2058, decode.acc_seg: 92.6277, loss: 0.2058 2024-01-03 09:44:35,660 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:46:00, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2182, decode.acc_seg: 91.9663, loss: 0.2182 2024-01-03 09:44:40,568 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:46:06, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2045, decode.acc_seg: 92.3107, loss: 0.2045 2024-01-03 09:44:43,047 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:44:43,047 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:45:50, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2027, decode.acc_seg: 92.4471, loss: 0.2027 2024-01-03 09:44:47,931 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:45:55, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.2044, decode.acc_seg: 92.6488, loss: 0.2044 2024-01-03 09:44:52,757 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:46:00, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.2078, decode.acc_seg: 92.3140, loss: 0.2078 2024-01-03 09:44:55,281 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:45:45, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2178, decode.acc_seg: 92.0977, loss: 0.2178 2024-01-03 09:45:00,153 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:45:50, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1993, decode.acc_seg: 92.6704, loss: 0.1993 2024-01-03 09:45:02,682 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:35, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2189, decode.acc_seg: 91.7730, loss: 0.2189 2024-01-03 09:45:07,542 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:40, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.2065, decode.acc_seg: 92.3615, loss: 0.2065 2024-01-03 09:45:10,043 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:25, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1982, decode.acc_seg: 92.6160, loss: 0.1982 2024-01-03 09:45:14,909 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:30, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.2162, decode.acc_seg: 92.0982, loss: 0.2162 2024-01-03 09:45:17,391 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:15, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2021, decode.acc_seg: 92.5689, loss: 0.2021 2024-01-03 09:45:22,318 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:20, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1913, decode.acc_seg: 92.8552, loss: 0.1913 2024-01-03 09:45:24,805 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:45:06, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2058, decode.acc_seg: 92.3658, loss: 0.2058 2024-01-03 09:45:29,777 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:45:11, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.1910, decode.acc_seg: 93.1229, loss: 0.1910 2024-01-03 09:45:34,657 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:15, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1965, decode.acc_seg: 92.7334, loss: 0.1965 2024-01-03 09:45:37,176 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:45:01, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1985, decode.acc_seg: 92.7279, loss: 0.1985 2024-01-03 09:45:42,056 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:45:05, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.2046, decode.acc_seg: 92.3164, loss: 0.2046 2024-01-03 09:45:44,573 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:44:51, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2148, decode.acc_seg: 91.8903, loss: 0.2148 2024-01-03 09:45:49,527 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:44:56, time: 0.099, data_time: 0.046, memory: 570, decode.loss_ce: 0.2097, decode.acc_seg: 92.2598, loss: 0.2097 2024-01-03 09:45:52,017 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:42, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1952, decode.acc_seg: 92.8757, loss: 0.1952 2024-01-03 09:45:56,870 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:44:46, time: 0.097, data_time: 0.049, memory: 570, decode.loss_ce: 0.2121, decode.acc_seg: 92.1507, loss: 0.2121 2024-01-03 09:45:59,368 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:45:59,368 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:33, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1996, decode.acc_seg: 92.3791, loss: 0.1996 2024-01-03 09:46:04,279 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:36, time: 0.098, data_time: 0.051, memory: 570, decode.loss_ce: 0.2098, decode.acc_seg: 92.0328, loss: 0.2098 2024-01-03 09:46:09,218 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:40, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1942, decode.acc_seg: 92.6036, loss: 0.1942 2024-01-03 09:46:11,693 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:27, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.1941, decode.acc_seg: 92.7504, loss: 0.1941 2024-01-03 09:46:16,583 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:30, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2035, decode.acc_seg: 92.4885, loss: 0.2035 2024-01-03 09:46:19,062 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:44:18, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1891, decode.acc_seg: 92.8041, loss: 0.1891 2024-01-03 09:46:24,059 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:21, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.2090, decode.acc_seg: 92.5013, loss: 0.2090 2024-01-03 09:46:26,582 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:44:09, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2136, decode.acc_seg: 92.1183, loss: 0.2136 2024-01-03 09:46:31,527 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:44:12, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1835, decode.acc_seg: 93.1170, loss: 0.1835 2024-01-03 09:46:34,024 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:44:00, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1960, decode.acc_seg: 92.4875, loss: 0.1960 2024-01-03 09:46:38,897 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:44:03, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.1811, decode.acc_seg: 93.3373, loss: 0.1811 2024-01-03 09:46:41,380 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:43:51, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.2080, decode.acc_seg: 92.2547, loss: 0.2080 2024-01-03 09:46:46,316 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:43:54, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.1811, decode.acc_seg: 93.2885, loss: 0.1811 2024-01-03 09:46:51,218 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:43:56, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.2017, decode.acc_seg: 92.4006, loss: 0.2017 2024-01-03 09:46:53,715 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:44, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1984, decode.acc_seg: 92.7834, loss: 0.1984 2024-01-03 09:46:58,637 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:43:47, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.2073, decode.acc_seg: 92.0521, loss: 0.2073 2024-01-03 09:47:01,132 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:35, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1872, decode.acc_seg: 93.0354, loss: 0.1872 2024-01-03 09:47:06,018 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:38, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.1914, decode.acc_seg: 92.6754, loss: 0.1914 2024-01-03 09:47:08,506 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:26, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1901, decode.acc_seg: 92.9908, loss: 0.1901 2024-01-03 09:47:13,352 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:28, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.2051, decode.acc_seg: 92.2689, loss: 0.2051 2024-01-03 09:47:15,866 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:47:15,867 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:43:17, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1879, decode.acc_seg: 93.1272, loss: 0.1879 2024-01-03 09:47:20,762 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:43:19, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1898, decode.acc_seg: 93.1956, loss: 0.1898 2024-01-03 09:47:25,533 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:43:21, time: 0.095, data_time: 0.045, memory: 570, decode.loss_ce: 0.2081, decode.acc_seg: 92.2087, loss: 0.2081 2024-01-03 09:47:28,049 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:43:09, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.1972, decode.acc_seg: 92.5205, loss: 0.1972 2024-01-03 09:47:32,977 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:43:12, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1825, decode.acc_seg: 93.1346, loss: 0.1825 2024-01-03 09:47:35,486 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:43:01, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1914, decode.acc_seg: 92.7867, loss: 0.1914 2024-01-03 09:47:40,337 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:43:02, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1972, decode.acc_seg: 92.5081, loss: 0.1972 2024-01-03 09:47:42,817 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:42:51, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1975, decode.acc_seg: 92.7284, loss: 0.1975 2024-01-03 09:47:47,775 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:42:53, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1822, decode.acc_seg: 93.2634, loss: 0.1822 2024-01-03 09:47:50,285 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:43, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1899, decode.acc_seg: 92.8538, loss: 0.1899 2024-01-03 09:47:55,207 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:45, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.2008, decode.acc_seg: 92.5319, loss: 0.2008 2024-01-03 09:47:57,753 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:34, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.1886, decode.acc_seg: 92.9814, loss: 0.1886 2024-01-03 09:48:02,806 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:37, time: 0.101, data_time: 0.046, memory: 570, decode.loss_ce: 0.1891, decode.acc_seg: 92.8836, loss: 0.1891 2024-01-03 09:48:07,668 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:38, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.1968, decode.acc_seg: 92.7148, loss: 0.1968 2024-01-03 09:48:10,192 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:28, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1921, decode.acc_seg: 93.1124, loss: 0.1921 2024-01-03 09:48:15,212 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:30, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.1940, decode.acc_seg: 92.6507, loss: 0.1940 2024-01-03 09:48:17,743 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:42:20, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2130, decode.acc_seg: 92.0261, loss: 0.2130 2024-01-03 09:48:22,630 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:42:21, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.1876, decode.acc_seg: 93.1028, loss: 0.1876 2024-01-03 09:48:25,137 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:42:11, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1853, decode.acc_seg: 92.9721, loss: 0.1853 2024-01-03 09:48:30,028 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:42:12, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1877, decode.acc_seg: 92.9182, loss: 0.1877 2024-01-03 09:48:32,508 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:48:32,508 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:42:02, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1920, decode.acc_seg: 92.7328, loss: 0.1920 2024-01-03 09:48:37,486 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:42:03, time: 0.100, data_time: 0.046, memory: 570, decode.loss_ce: 0.1944, decode.acc_seg: 92.7072, loss: 0.1944 2024-01-03 09:48:42,481 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:42:05, time: 0.100, data_time: 0.046, memory: 570, decode.loss_ce: 0.1776, decode.acc_seg: 93.4826, loss: 0.1776 2024-01-03 09:48:44,995 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:41:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1877, decode.acc_seg: 93.0657, loss: 0.1877 2024-01-03 09:48:49,959 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:41:56, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.2114, decode.acc_seg: 91.9972, loss: 0.2114 2024-01-03 09:48:52,455 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:46, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1954, decode.acc_seg: 92.7996, loss: 0.1954 2024-01-03 09:48:57,376 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:47, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.1864, decode.acc_seg: 92.8779, loss: 0.1864 2024-01-03 09:48:59,907 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:38, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2005, decode.acc_seg: 92.4959, loss: 0.2005 2024-01-03 09:49:04,815 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:39, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1902, decode.acc_seg: 92.8333, loss: 0.1902 2024-01-03 09:49:07,311 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:29, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1797, decode.acc_seg: 93.4544, loss: 0.1797 2024-01-03 09:49:12,173 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:30, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1960, decode.acc_seg: 92.8273, loss: 0.1960 2024-01-03 09:49:14,688 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:41:20, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1823, decode.acc_seg: 93.2296, loss: 0.1823 2024-01-03 09:49:19,625 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:41:21, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1849, decode.acc_seg: 93.1504, loss: 0.1849 2024-01-03 09:49:24,581 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:41:22, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.1789, decode.acc_seg: 93.3582, loss: 0.1789 2024-01-03 09:49:27,085 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:41:13, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1804, decode.acc_seg: 93.2368, loss: 0.1804 2024-01-03 09:49:32,038 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:41:14, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.1904, decode.acc_seg: 92.8506, loss: 0.1904 2024-01-03 09:49:34,561 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:41:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1832, decode.acc_seg: 93.0646, loss: 0.1832 2024-01-03 09:49:39,498 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:41:05, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.1747, decode.acc_seg: 93.5390, loss: 0.1747 2024-01-03 09:49:42,030 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:40:56, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.1950, decode.acc_seg: 92.7434, loss: 0.1950 2024-01-03 09:49:46,853 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:40:56, time: 0.096, data_time: 0.048, memory: 570, decode.loss_ce: 0.1934, decode.acc_seg: 92.9514, loss: 0.1934 2024-01-03 09:49:49,334 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:49:49,334 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:47, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1798, decode.acc_seg: 93.1971, loss: 0.1798 2024-01-03 09:49:54,279 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:47, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1716, decode.acc_seg: 93.6328, loss: 0.1716 2024-01-03 09:49:59,153 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:48, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.1915, decode.acc_seg: 92.8419, loss: 0.1915 2024-01-03 09:50:01,715 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:39, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.1853, decode.acc_seg: 92.8743, loss: 0.1853 2024-01-03 09:50:06,525 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:39, time: 0.096, data_time: 0.046, memory: 570, decode.loss_ce: 0.1940, decode.acc_seg: 92.9934, loss: 0.1940 2024-01-03 09:50:09,015 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:30, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1791, decode.acc_seg: 93.3144, loss: 0.1791 2024-01-03 09:50:13,899 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:30, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1901, decode.acc_seg: 92.9845, loss: 0.1901 2024-01-03 09:50:16,440 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:40:21, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.2016, decode.acc_seg: 92.5078, loss: 0.2016 2024-01-03 09:50:21,411 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:40:22, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1769, decode.acc_seg: 93.3422, loss: 0.1769 2024-01-03 09:50:23,919 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:40:13, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1765, decode.acc_seg: 93.4113, loss: 0.1765 2024-01-03 09:50:28,850 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:40:13, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.1708, decode.acc_seg: 93.6551, loss: 0.1708 2024-01-03 09:50:31,362 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:40:05, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1801, decode.acc_seg: 93.0732, loss: 0.1801 2024-01-03 09:50:36,309 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:40:05, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.1775, decode.acc_seg: 93.3319, loss: 0.1775 2024-01-03 09:50:41,285 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:40:05, time: 0.100, data_time: 0.047, memory: 570, decode.loss_ce: 0.1894, decode.acc_seg: 92.8060, loss: 0.1894 2024-01-03 09:50:43,793 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:39:57, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1939, decode.acc_seg: 92.7537, loss: 0.1939 2024-01-03 09:50:48,658 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:39:56, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.1833, decode.acc_seg: 93.0786, loss: 0.1833 2024-01-03 09:50:51,153 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:48, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1847, decode.acc_seg: 92.9863, loss: 0.1847 2024-01-03 09:50:56,025 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:48, time: 0.097, data_time: 0.045, memory: 570, decode.loss_ce: 0.1811, decode.acc_seg: 93.4291, loss: 0.1811 2024-01-03 09:50:58,524 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:39, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1796, decode.acc_seg: 93.3655, loss: 0.1796 2024-01-03 09:51:03,418 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:39, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1993, decode.acc_seg: 92.6784, loss: 0.1993 2024-01-03 09:51:05,909 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:51:05,909 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:31, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1917, decode.acc_seg: 92.8216, loss: 0.1917 2024-01-03 09:51:10,823 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:31, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1753, decode.acc_seg: 93.5993, loss: 0.1753 2024-01-03 09:51:13,292 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:39:22, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.1943, decode.acc_seg: 92.8293, loss: 0.1943 2024-01-03 09:51:18,197 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:39:22, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.1936, decode.acc_seg: 92.6931, loss: 0.1936 2024-01-03 09:51:23,169 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:39:22, time: 0.099, data_time: 0.053, memory: 570, decode.loss_ce: 0.1845, decode.acc_seg: 93.0868, loss: 0.1845 2024-01-03 09:51:25,676 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:39:14, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1829, decode.acc_seg: 93.0745, loss: 0.1829 2024-01-03 09:51:30,527 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:39:13, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1890, decode.acc_seg: 93.0106, loss: 0.1890 2024-01-03 09:51:33,041 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:39:05, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1893, decode.acc_seg: 92.8469, loss: 0.1893 2024-01-03 09:51:37,905 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:39:05, time: 0.097, data_time: 0.050, memory: 570, decode.loss_ce: 0.1839, decode.acc_seg: 93.1755, loss: 0.1839 2024-01-03 09:51:40,420 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:38:57, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1932, decode.acc_seg: 92.7966, loss: 0.1932 2024-01-03 09:51:45,274 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:38:56, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.1753, decode.acc_seg: 93.5285, loss: 0.1753 2024-01-03 09:51:47,764 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:48, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1856, decode.acc_seg: 93.0760, loss: 0.1856 2024-01-03 09:51:52,601 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:47, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1912, decode.acc_seg: 93.0047, loss: 0.1912 2024-01-03 09:51:57,454 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:47, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1771, decode.acc_seg: 93.3408, loss: 0.1771 2024-01-03 09:51:59,958 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:39, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1911, decode.acc_seg: 92.8267, loss: 0.1911 2024-01-03 09:52:04,817 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:38, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.1770, decode.acc_seg: 93.5596, loss: 0.1770 2024-01-03 09:52:07,313 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:30, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1845, decode.acc_seg: 92.9985, loss: 0.1845 2024-01-03 09:52:12,219 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:30, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.1878, decode.acc_seg: 92.9330, loss: 0.1878 2024-01-03 09:52:14,744 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:38:22, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1830, decode.acc_seg: 92.9389, loss: 0.1830 2024-01-03 09:52:19,588 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:38:21, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.1900, decode.acc_seg: 92.9544, loss: 0.1900 2024-01-03 09:52:22,086 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 09:52:22,097 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:52:22,097 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:38:13, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.1889, decode.acc_seg: 93.1045, loss: 0.1889 2024-01-03 09:53:05,126 - mmseg - INFO - per class results: 2024-01-03 09:53:05,127 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.13 | 96.86 | | aeroplane | 80.49 | 89.09 | | bicycle | 56.06 | 68.48 | | bird | 78.14 | 88.49 | | boat | 67.24 | 78.07 | | bottle | 64.1 | 70.37 | | bus | 77.61 | 88.77 | | car | 75.91 | 82.3 | | cat | 78.35 | 87.87 | | chair | 30.79 | 49.54 | | cow | 59.27 | 69.25 | | diningtable | 46.63 | 62.06 | | dog | 69.18 | 84.1 | | horse | 65.03 | 78.73 | | motorbike | 70.36 | 86.57 | | person | 85.32 | 91.82 | | pottedplant | 50.9 | 59.85 | | sheep | 71.64 | 82.35 | | sofa | 39.49 | 53.11 | | train | 68.7 | 78.59 | | tvmonitor | 61.04 | 76.68 | +-------------+-------+-------+ 2024-01-03 09:53:05,127 - mmseg - INFO - Summary: 2024-01-03 09:53:05,127 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.41 | 66.16 | 77.28 | +-------+-------+-------+ 2024-01-03 09:53:05,127 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:53:05,127 - mmseg - INFO - Iter(val) [182] aAcc: 0.9241, mIoU: 0.6616, mAcc: 0.7728, IoU.background: 0.9313, IoU.aeroplane: 0.8049, IoU.bicycle: 0.5606, IoU.bird: 0.7814, IoU.boat: 0.6724, IoU.bottle: 0.6410, IoU.bus: 0.7761, IoU.car: 0.7591, IoU.cat: 0.7835, IoU.chair: 0.3079, IoU.cow: 0.5927, IoU.diningtable: 0.4663, IoU.dog: 0.6918, IoU.horse: 0.6503, IoU.motorbike: 0.7036, IoU.person: 0.8532, IoU.pottedplant: 0.5090, IoU.sheep: 0.7164, IoU.sofa: 0.3949, IoU.train: 0.6870, IoU.tvmonitor: 0.6104, Acc.background: 0.9686, Acc.aeroplane: 0.8909, Acc.bicycle: 0.6848, Acc.bird: 0.8849, Acc.boat: 0.7807, Acc.bottle: 0.7037, Acc.bus: 0.8877, Acc.car: 0.8230, Acc.cat: 0.8787, Acc.chair: 0.4954, Acc.cow: 0.6925, Acc.diningtable: 0.6206, Acc.dog: 0.8410, Acc.horse: 0.7873, Acc.motorbike: 0.8657, Acc.person: 0.9182, Acc.pottedplant: 0.5985, Acc.sheep: 0.8235, Acc.sofa: 0.5311, Acc.train: 0.7859, Acc.tvmonitor: 0.7668 2024-01-03 09:53:10,126 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:40:21, time: 0.960, data_time: 0.907, memory: 622, decode.loss_ce: 0.1672, decode.acc_seg: 93.7780, loss: 0.1672 2024-01-03 09:53:12,603 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:40:13, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1908, decode.acc_seg: 92.7638, loss: 0.1908 2024-01-03 09:53:17,476 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:40:11, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1744, decode.acc_seg: 93.3260, loss: 0.1744 2024-01-03 09:53:22,314 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:40:09, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1886, decode.acc_seg: 92.9140, loss: 0.1886 2024-01-03 09:53:24,817 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:40:01, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1910, decode.acc_seg: 92.8810, loss: 0.1910 2024-01-03 09:53:29,634 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:39:59, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.1978, decode.acc_seg: 92.5683, loss: 0.1978 2024-01-03 09:53:32,150 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:39:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1820, decode.acc_seg: 93.2427, loss: 0.1820 2024-01-03 09:53:37,074 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:39:49, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1890, decode.acc_seg: 92.9900, loss: 0.1890 2024-01-03 09:53:39,701 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:39:41, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.1719, decode.acc_seg: 93.7362, loss: 0.1719 2024-01-03 09:53:44,594 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:39:39, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1858, decode.acc_seg: 93.3573, loss: 0.1858 2024-01-03 09:53:47,076 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:39:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1933, decode.acc_seg: 92.9034, loss: 0.1933 2024-01-03 09:53:52,039 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:39:30, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1850, decode.acc_seg: 93.2820, loss: 0.1850 2024-01-03 09:53:56,929 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:39:28, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1778, decode.acc_seg: 93.3771, loss: 0.1778 2024-01-03 09:53:59,431 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:39:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1963, decode.acc_seg: 92.6857, loss: 0.1963 2024-01-03 09:54:04,382 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:39:18, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.5818, loss: 0.1739 2024-01-03 09:54:06,873 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:39:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1798, decode.acc_seg: 93.2914, loss: 0.1798 2024-01-03 09:54:11,758 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:39:08, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1943, decode.acc_seg: 92.7846, loss: 0.1943 2024-01-03 09:54:14,268 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:39:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1894, decode.acc_seg: 92.7203, loss: 0.1894 2024-01-03 09:54:19,154 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:38:58, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1876, decode.acc_seg: 92.9043, loss: 0.1876 2024-01-03 09:54:21,681 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:54:21,681 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:38:50, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1861, decode.acc_seg: 92.9975, loss: 0.1861 2024-01-03 09:54:26,568 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:38:49, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1818, decode.acc_seg: 93.0739, loss: 0.1818 2024-01-03 09:54:29,040 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:38:41, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1799, decode.acc_seg: 93.2890, loss: 0.1799 2024-01-03 09:54:33,970 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:38:39, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1808, decode.acc_seg: 93.2386, loss: 0.1808 2024-01-03 09:54:38,886 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:38:37, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1941, decode.acc_seg: 92.6739, loss: 0.1941 2024-01-03 09:54:41,370 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:38:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1777, decode.acc_seg: 93.2159, loss: 0.1777 2024-01-03 09:54:46,221 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:38:27, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1855, decode.acc_seg: 92.9433, loss: 0.1855 2024-01-03 09:54:48,714 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:38:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1769, decode.acc_seg: 93.3861, loss: 0.1769 2024-01-03 09:54:53,584 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:38:18, time: 0.097, data_time: 0.045, memory: 622, decode.loss_ce: 0.1933, decode.acc_seg: 92.8380, loss: 0.1933 2024-01-03 09:54:56,108 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:38:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1922, decode.acc_seg: 92.7755, loss: 0.1922 2024-01-03 09:55:00,978 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:38:08, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1745, decode.acc_seg: 93.3478, loss: 0.1745 2024-01-03 09:55:03,469 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1747, decode.acc_seg: 93.3444, loss: 0.1747 2024-01-03 09:55:08,391 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:37:59, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1696, decode.acc_seg: 93.5513, loss: 0.1696 2024-01-03 09:55:13,281 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:37:57, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1871, decode.acc_seg: 93.1074, loss: 0.1871 2024-01-03 09:55:15,785 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:37:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1835, decode.acc_seg: 93.1424, loss: 0.1835 2024-01-03 09:55:20,679 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:37:47, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1842, decode.acc_seg: 92.9863, loss: 0.1842 2024-01-03 09:55:23,171 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:37:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1797, decode.acc_seg: 93.1487, loss: 0.1797 2024-01-03 09:55:28,128 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:37:38, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1863, decode.acc_seg: 93.0854, loss: 0.1863 2024-01-03 09:55:30,664 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:37:30, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1853, decode.acc_seg: 92.9647, loss: 0.1853 2024-01-03 09:55:35,525 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:37:28, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.1752, decode.acc_seg: 93.4957, loss: 0.1752 2024-01-03 09:55:38,017 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:55:38,017 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:37:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1842, decode.acc_seg: 93.0597, loss: 0.1842 2024-01-03 09:55:42,949 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:37:19, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1674, decode.acc_seg: 93.8053, loss: 0.1674 2024-01-03 09:55:45,447 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:37:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1879, decode.acc_seg: 93.2117, loss: 0.1879 2024-01-03 09:55:50,284 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:37:09, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1829, decode.acc_seg: 93.1345, loss: 0.1829 2024-01-03 09:55:55,216 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:37:07, time: 0.099, data_time: 0.045, memory: 622, decode.loss_ce: 0.1743, decode.acc_seg: 93.4968, loss: 0.1743 2024-01-03 09:55:57,732 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1944, decode.acc_seg: 92.9219, loss: 0.1944 2024-01-03 09:56:02,554 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:36:58, time: 0.096, data_time: 0.046, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.5547, loss: 0.1726 2024-01-03 09:56:05,048 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:36:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1793, decode.acc_seg: 93.5177, loss: 0.1793 2024-01-03 09:56:09,936 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:36:48, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1869, decode.acc_seg: 93.0028, loss: 0.1869 2024-01-03 09:56:12,447 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:36:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1799, decode.acc_seg: 93.2654, loss: 0.1799 2024-01-03 09:56:17,286 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:36:39, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1821, decode.acc_seg: 93.1634, loss: 0.1821 2024-01-03 09:56:19,755 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:36:32, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1854, decode.acc_seg: 93.0516, loss: 0.1854 2024-01-03 09:56:24,593 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:36:29, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1665, decode.acc_seg: 93.7107, loss: 0.1665 2024-01-03 09:56:29,411 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:36:27, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.1921, decode.acc_seg: 92.6897, loss: 0.1921 2024-01-03 09:56:31,960 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:36:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1802, decode.acc_seg: 93.3386, loss: 0.1802 2024-01-03 09:56:36,794 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:36:18, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1806, decode.acc_seg: 93.1385, loss: 0.1806 2024-01-03 09:56:39,307 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1826, decode.acc_seg: 93.2731, loss: 0.1826 2024-01-03 09:56:44,179 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:09, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1863, decode.acc_seg: 92.9182, loss: 0.1863 2024-01-03 09:56:46,685 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:02, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1708, decode.acc_seg: 93.5830, loss: 0.1708 2024-01-03 09:56:51,494 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:35:59, time: 0.096, data_time: 0.046, memory: 622, decode.loss_ce: 0.1778, decode.acc_seg: 93.2308, loss: 0.1778 2024-01-03 09:56:54,183 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:56:54,184 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:35:53, time: 0.054, data_time: 0.003, memory: 622, decode.loss_ce: 0.1722, decode.acc_seg: 93.5741, loss: 0.1722 2024-01-03 09:56:59,154 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:35:51, time: 0.099, data_time: 0.053, memory: 622, decode.loss_ce: 0.1904, decode.acc_seg: 93.1018, loss: 0.1904 2024-01-03 09:57:01,633 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:35:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1822, decode.acc_seg: 93.1114, loss: 0.1822 2024-01-03 09:57:06,559 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:35:41, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1736, decode.acc_seg: 93.4492, loss: 0.1736 2024-01-03 09:57:11,463 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:35:39, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.6133, loss: 0.1707 2024-01-03 09:57:13,948 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:35:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1721, decode.acc_seg: 93.5288, loss: 0.1721 2024-01-03 09:57:18,866 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:35:30, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1830, decode.acc_seg: 93.2420, loss: 0.1830 2024-01-03 09:57:21,359 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:35:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1750, decode.acc_seg: 93.4334, loss: 0.1750 2024-01-03 09:57:26,125 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:35:21, time: 0.095, data_time: 0.047, memory: 622, decode.loss_ce: 0.1732, decode.acc_seg: 93.6847, loss: 0.1732 2024-01-03 09:57:28,626 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1829, decode.acc_seg: 93.2203, loss: 0.1829 2024-01-03 09:57:33,507 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:12, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1839, decode.acc_seg: 93.1468, loss: 0.1839 2024-01-03 09:57:35,994 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:05, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1752, decode.acc_seg: 93.2077, loss: 0.1752 2024-01-03 09:57:40,896 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:03, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1741, decode.acc_seg: 93.4390, loss: 0.1741 2024-01-03 09:57:43,348 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:34:56, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1818, decode.acc_seg: 93.0441, loss: 0.1818 2024-01-03 09:57:48,305 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:34:53, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1770, decode.acc_seg: 93.4987, loss: 0.1770 2024-01-03 09:57:53,200 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:34:51, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1786, decode.acc_seg: 93.3779, loss: 0.1786 2024-01-03 09:57:55,744 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:34:45, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1953, decode.acc_seg: 92.5611, loss: 0.1953 2024-01-03 09:58:00,718 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:34:42, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1755, decode.acc_seg: 93.4402, loss: 0.1755 2024-01-03 09:58:03,216 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:34:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1777, decode.acc_seg: 93.3534, loss: 0.1777 2024-01-03 09:58:08,134 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:34:33, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1767, decode.acc_seg: 93.3871, loss: 0.1767 2024-01-03 09:58:10,632 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:58:10,632 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:34:27, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.5032, loss: 0.1751 2024-01-03 09:58:15,505 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:34:24, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1803, decode.acc_seg: 93.0969, loss: 0.1803 2024-01-03 09:58:17,998 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:18, time: 0.050, data_time: 0.002, memory: 622, decode.loss_ce: 0.1945, decode.acc_seg: 92.8246, loss: 0.1945 2024-01-03 09:58:22,954 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:15, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1821, decode.acc_seg: 93.2287, loss: 0.1821 2024-01-03 09:58:27,818 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:13, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1816, decode.acc_seg: 93.1944, loss: 0.1816 2024-01-03 09:58:30,305 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1710, decode.acc_seg: 93.5804, loss: 0.1710 2024-01-03 09:58:35,197 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:04, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1795, decode.acc_seg: 93.3167, loss: 0.1795 2024-01-03 09:58:37,686 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:33:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1905, decode.acc_seg: 92.8169, loss: 0.1905 2024-01-03 09:58:42,601 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:33:55, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1901, decode.acc_seg: 92.9244, loss: 0.1901 2024-01-03 09:58:45,116 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:33:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1974, decode.acc_seg: 92.5943, loss: 0.1974 2024-01-03 09:58:50,016 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:33:46, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1748, decode.acc_seg: 93.4488, loss: 0.1748 2024-01-03 09:58:52,525 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:33:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1811, decode.acc_seg: 93.0376, loss: 0.1811 2024-01-03 09:58:57,421 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:33:37, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1822, decode.acc_seg: 93.2101, loss: 0.1822 2024-01-03 09:58:59,935 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:33:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1958, decode.acc_seg: 92.6968, loss: 0.1958 2024-01-03 09:59:04,864 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:33:29, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1746, decode.acc_seg: 93.5361, loss: 0.1746 2024-01-03 09:59:09,815 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:33:26, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1799, decode.acc_seg: 93.2503, loss: 0.1799 2024-01-03 09:59:12,325 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1837, decode.acc_seg: 93.0308, loss: 0.1837 2024-01-03 09:59:17,249 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:17, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1809, decode.acc_seg: 93.1270, loss: 0.1809 2024-01-03 09:59:19,746 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1716, decode.acc_seg: 93.5110, loss: 0.1716 2024-01-03 09:59:24,750 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:09, time: 0.100, data_time: 0.049, memory: 622, decode.loss_ce: 0.1901, decode.acc_seg: 92.9296, loss: 0.1901 2024-01-03 09:59:27,237 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:59:27,237 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:02, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.5834, loss: 0.1707 2024-01-03 09:59:32,116 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:00, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1795, decode.acc_seg: 93.3122, loss: 0.1795 2024-01-03 09:59:34,605 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:32:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.5503, loss: 0.1726 2024-01-03 09:59:39,508 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:32:51, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1772, decode.acc_seg: 93.3788, loss: 0.1772 2024-01-03 09:59:44,405 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:32:49, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1842, decode.acc_seg: 93.2373, loss: 0.1842 2024-01-03 09:59:46,910 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:32:42, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1767, decode.acc_seg: 93.2133, loss: 0.1767 2024-01-03 09:59:51,790 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:32:40, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1734, decode.acc_seg: 93.6029, loss: 0.1734 2024-01-03 09:59:54,309 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:32:33, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1672, decode.acc_seg: 93.8066, loss: 0.1672 2024-01-03 09:59:59,186 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:32:31, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1915, decode.acc_seg: 92.9990, loss: 0.1915 2024-01-03 10:00:01,700 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1929, decode.acc_seg: 92.7707, loss: 0.1929 2024-01-03 10:00:06,648 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:22, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.1507, loss: 0.1794 2024-01-03 10:00:09,158 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1779, decode.acc_seg: 93.1788, loss: 0.1779 2024-01-03 10:00:14,096 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:14, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1666, decode.acc_seg: 93.6721, loss: 0.1666 2024-01-03 10:00:16,577 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1807, decode.acc_seg: 93.0286, loss: 0.1807 2024-01-03 10:00:21,650 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:05, time: 0.101, data_time: 0.045, memory: 622, decode.loss_ce: 0.1748, decode.acc_seg: 93.5132, loss: 0.1748 2024-01-03 10:00:26,626 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:03, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.1787, decode.acc_seg: 93.2236, loss: 0.1787 2024-01-03 10:00:29,105 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:31:56, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1699, decode.acc_seg: 93.5310, loss: 0.1699 2024-01-03 10:00:34,165 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:31:54, time: 0.101, data_time: 0.046, memory: 622, decode.loss_ce: 0.1682, decode.acc_seg: 93.6188, loss: 0.1682 2024-01-03 10:00:36,673 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:31:48, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1844, decode.acc_seg: 93.0834, loss: 0.1844 2024-01-03 10:00:41,569 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:31:45, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1972, decode.acc_seg: 92.7408, loss: 0.1972 2024-01-03 10:00:44,066 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:00:44,066 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:31:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1780, decode.acc_seg: 93.4550, loss: 0.1780 2024-01-03 10:00:48,928 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:31:37, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1712, decode.acc_seg: 93.6186, loss: 0.1712 2024-01-03 10:00:51,443 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1693, decode.acc_seg: 93.6562, loss: 0.1693 2024-01-03 10:00:56,273 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:28, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1815, decode.acc_seg: 93.2075, loss: 0.1815 2024-01-03 10:01:01,122 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:25, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1734, decode.acc_seg: 93.4010, loss: 0.1734 2024-01-03 10:01:03,640 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1756, decode.acc_seg: 93.3824, loss: 0.1756 2024-01-03 10:01:08,470 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:17, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1723, decode.acc_seg: 93.5130, loss: 0.1723 2024-01-03 10:01:11,068 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:11, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1824, decode.acc_seg: 93.1055, loss: 0.1824 2024-01-03 10:01:15,950 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:08, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1848, decode.acc_seg: 93.0761, loss: 0.1848 2024-01-03 10:01:18,484 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:02, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1780, decode.acc_seg: 93.1500, loss: 0.1780 2024-01-03 10:01:23,327 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:30:59, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1698, decode.acc_seg: 93.6764, loss: 0.1698 2024-01-03 10:01:25,828 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:30:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1666, decode.acc_seg: 93.7357, loss: 0.1666 2024-01-03 10:01:30,858 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:30:51, time: 0.101, data_time: 0.047, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.3402, loss: 0.1751 2024-01-03 10:01:33,350 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:30:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1900, decode.acc_seg: 92.8606, loss: 0.1900 2024-01-03 10:01:38,306 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:30:42, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1836, decode.acc_seg: 93.1220, loss: 0.1836 2024-01-03 10:01:43,216 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:30:40, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1881, decode.acc_seg: 93.0089, loss: 0.1881 2024-01-03 10:01:45,741 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:34, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1709, decode.acc_seg: 93.4554, loss: 0.1709 2024-01-03 10:01:50,670 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:31, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1740, decode.acc_seg: 93.3078, loss: 0.1740 2024-01-03 10:01:53,260 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:25, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1731, decode.acc_seg: 93.4165, loss: 0.1731 2024-01-03 10:01:58,143 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:23, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1904, decode.acc_seg: 92.9904, loss: 0.1904 2024-01-03 10:02:00,684 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:02:00,685 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:17, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1960, decode.acc_seg: 92.4847, loss: 0.1960 2024-01-03 10:02:05,622 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:14, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1691, decode.acc_seg: 93.7584, loss: 0.1691 2024-01-03 10:02:08,110 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:08, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.2143, loss: 0.1794 2024-01-03 10:02:13,340 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:06, time: 0.105, data_time: 0.046, memory: 622, decode.loss_ce: 0.1742, decode.acc_seg: 93.5095, loss: 0.1742 2024-01-03 10:02:18,236 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:03, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.7299, loss: 0.1659 2024-01-03 10:02:20,751 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:29:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1759, decode.acc_seg: 93.3783, loss: 0.1759 2024-01-03 10:02:25,677 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:29:55, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1786, decode.acc_seg: 93.1670, loss: 0.1786 2024-01-03 10:02:28,173 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:29:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.3605, loss: 0.1794 2024-01-03 10:02:33,086 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:29:46, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1638, decode.acc_seg: 94.0702, loss: 0.1638 2024-01-03 10:02:35,617 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:29:40, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1796, decode.acc_seg: 93.2343, loss: 0.1796 2024-01-03 10:02:40,468 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:38, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1822, decode.acc_seg: 93.2799, loss: 0.1822 2024-01-03 10:02:42,980 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1790, decode.acc_seg: 93.3460, loss: 0.1790 2024-01-03 10:02:47,819 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:29, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1785, decode.acc_seg: 93.4263, loss: 0.1785 2024-01-03 10:02:50,324 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1810, decode.acc_seg: 93.2096, loss: 0.1810 2024-01-03 10:02:55,261 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:20, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1774, decode.acc_seg: 93.5355, loss: 0.1774 2024-01-03 10:03:00,115 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:18, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1727, decode.acc_seg: 93.3417, loss: 0.1727 2024-01-03 10:03:02,637 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:12, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1868, decode.acc_seg: 93.1377, loss: 0.1868 2024-01-03 10:03:07,563 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:09, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1807, decode.acc_seg: 93.2319, loss: 0.1807 2024-01-03 10:03:10,081 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.2622, loss: 0.1794 2024-01-03 10:03:14,980 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:01, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.6296, loss: 0.1726 2024-01-03 10:03:17,533 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:03:17,533 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:28:55, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1896, decode.acc_seg: 92.7958, loss: 0.1896 2024-01-03 10:03:22,405 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:28:52, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1704, decode.acc_seg: 93.6486, loss: 0.1704 2024-01-03 10:03:24,919 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:28:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1824, decode.acc_seg: 93.4063, loss: 0.1824 2024-01-03 10:03:29,854 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:28:44, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1761, decode.acc_seg: 93.2762, loss: 0.1761 2024-01-03 10:03:32,368 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:38, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1781, decode.acc_seg: 93.2694, loss: 0.1781 2024-01-03 10:03:37,326 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:35, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1849, decode.acc_seg: 92.9830, loss: 0.1849 2024-01-03 10:03:42,300 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:33, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1728, decode.acc_seg: 93.3514, loss: 0.1728 2024-01-03 10:03:44,781 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:27, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1795, decode.acc_seg: 93.2529, loss: 0.1795 2024-01-03 10:03:49,640 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:24, time: 0.097, data_time: 0.045, memory: 622, decode.loss_ce: 0.1697, decode.acc_seg: 93.4587, loss: 0.1697 2024-01-03 10:03:52,150 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1821, decode.acc_seg: 93.1264, loss: 0.1821 2024-01-03 10:03:57,114 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:16, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.1960, decode.acc_seg: 92.6343, loss: 0.1960 2024-01-03 10:03:59,614 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1832, decode.acc_seg: 92.8970, loss: 0.1832 2024-01-03 10:04:04,521 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:07, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1631, decode.acc_seg: 94.0125, loss: 0.1631 2024-01-03 10:04:07,015 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:02, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1878, decode.acc_seg: 93.0708, loss: 0.1878 2024-01-03 10:04:11,974 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:27:59, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1830, decode.acc_seg: 93.2128, loss: 0.1830 2024-01-03 10:04:16,884 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:27:56, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.3350, loss: 0.1794 2024-01-03 10:04:19,399 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:27:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1807, decode.acc_seg: 93.2213, loss: 0.1807 2024-01-03 10:04:24,318 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:27:48, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1824, decode.acc_seg: 93.2142, loss: 0.1824 2024-01-03 10:04:26,849 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:42, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1784, decode.acc_seg: 93.3351, loss: 0.1784 2024-01-03 10:04:31,719 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:39, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1662, decode.acc_seg: 93.6467, loss: 0.1662 2024-01-03 10:04:34,227 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:04:34,228 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1729, decode.acc_seg: 93.4675, loss: 0.1729 2024-01-03 10:04:39,129 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:31, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.0724, loss: 0.1794 2024-01-03 10:04:41,632 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1643, decode.acc_seg: 93.5055, loss: 0.1643 2024-01-03 10:04:46,516 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:22, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1894, decode.acc_seg: 92.9574, loss: 0.1894 2024-01-03 10:04:48,980 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:17, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1674, decode.acc_seg: 93.6400, loss: 0.1674 2024-01-03 10:04:53,973 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:14, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1784, decode.acc_seg: 93.2813, loss: 0.1784 2024-01-03 10:04:58,828 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:11, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1693, decode.acc_seg: 93.6616, loss: 0.1693 2024-01-03 10:05:01,348 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1683, decode.acc_seg: 93.7022, loss: 0.1683 2024-01-03 10:05:06,206 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:03, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1783, decode.acc_seg: 93.1999, loss: 0.1783 2024-01-03 10:05:08,721 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:26:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1743, decode.acc_seg: 93.4215, loss: 0.1743 2024-01-03 10:05:13,702 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:26:54, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1652, decode.acc_seg: 93.8107, loss: 0.1652 2024-01-03 10:05:16,221 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:26:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1701, decode.acc_seg: 93.7172, loss: 0.1701 2024-01-03 10:05:21,184 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:26:46, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1800, decode.acc_seg: 93.4285, loss: 0.1800 2024-01-03 10:05:23,686 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1792, decode.acc_seg: 93.2550, loss: 0.1792 2024-01-03 10:05:28,649 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:38, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.1642, decode.acc_seg: 93.9042, loss: 0.1642 2024-01-03 10:05:33,489 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:35, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1864, decode.acc_seg: 92.9998, loss: 0.1864 2024-01-03 10:05:36,046 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:29, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1757, decode.acc_seg: 93.2408, loss: 0.1757 2024-01-03 10:05:40,955 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:27, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.8841, loss: 0.1659 2024-01-03 10:05:43,440 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1637, decode.acc_seg: 93.7612, loss: 0.1637 2024-01-03 10:05:48,440 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:18, time: 0.100, data_time: 0.049, memory: 622, decode.loss_ce: 0.2008, decode.acc_seg: 92.6245, loss: 0.2008 2024-01-03 10:05:50,961 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 10:05:51,010 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:05:51,010 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:13, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1721, decode.acc_seg: 93.6087, loss: 0.1721 2024-01-03 10:06:00,396 - mmseg - INFO - per class results: 2024-01-03 10:06:00,397 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.11 | 96.79 | | aeroplane | 80.8 | 89.12 | | bicycle | 57.07 | 70.73 | | bird | 78.03 | 87.19 | | boat | 66.66 | 79.01 | | bottle | 60.21 | 66.1 | | bus | 76.66 | 89.73 | | car | 75.5 | 82.81 | | cat | 78.97 | 86.5 | | chair | 30.46 | 44.07 | | cow | 60.65 | 73.94 | | diningtable | 47.51 | 63.21 | | dog | 70.93 | 85.53 | | horse | 62.99 | 75.24 | | motorbike | 70.48 | 86.23 | | person | 85.56 | 92.49 | | pottedplant | 51.47 | 60.78 | | sheep | 69.84 | 84.85 | | sofa | 42.23 | 58.51 | | train | 69.58 | 78.48 | | tvmonitor | 56.81 | 73.49 | +-------------+-------+-------+ 2024-01-03 10:06:00,397 - mmseg - INFO - Summary: 2024-01-03 10:06:00,397 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.44 | 65.98 | 77.37 | +-------+-------+-------+ 2024-01-03 10:06:00,397 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:06:00,397 - mmseg - INFO - Iter(val) [182] aAcc: 0.9244, mIoU: 0.6598, mAcc: 0.7737, IoU.background: 0.9311, IoU.aeroplane: 0.8080, IoU.bicycle: 0.5707, IoU.bird: 0.7803, IoU.boat: 0.6666, IoU.bottle: 0.6021, IoU.bus: 0.7666, IoU.car: 0.7550, IoU.cat: 0.7897, IoU.chair: 0.3046, IoU.cow: 0.6065, IoU.diningtable: 0.4751, IoU.dog: 0.7093, IoU.horse: 0.6299, IoU.motorbike: 0.7048, IoU.person: 0.8556, IoU.pottedplant: 0.5147, IoU.sheep: 0.6984, IoU.sofa: 0.4223, IoU.train: 0.6958, IoU.tvmonitor: 0.5681, Acc.background: 0.9679, Acc.aeroplane: 0.8912, Acc.bicycle: 0.7073, Acc.bird: 0.8719, Acc.boat: 0.7901, Acc.bottle: 0.6610, Acc.bus: 0.8973, Acc.car: 0.8281, Acc.cat: 0.8650, Acc.chair: 0.4407, Acc.cow: 0.7394, Acc.diningtable: 0.6321, Acc.dog: 0.8553, Acc.horse: 0.7524, Acc.motorbike: 0.8623, Acc.person: 0.9249, Acc.pottedplant: 0.6078, Acc.sheep: 0.8485, Acc.sofa: 0.5851, Acc.train: 0.7848, Acc.tvmonitor: 0.7349 2024-01-03 10:06:05,272 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:19, time: 0.285, data_time: 0.235, memory: 622, decode.loss_ce: 0.1708, decode.acc_seg: 93.4401, loss: 0.1708 2024-01-03 10:06:07,810 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:14, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1852, decode.acc_seg: 92.8299, loss: 0.1852 2024-01-03 10:06:12,729 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:11, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1660, decode.acc_seg: 93.5410, loss: 0.1660 2024-01-03 10:06:15,195 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:06, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1792, decode.acc_seg: 93.1797, loss: 0.1792 2024-01-03 10:06:20,152 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:03, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1792, decode.acc_seg: 93.3371, loss: 0.1792 2024-01-03 10:06:25,140 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:00, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1910, decode.acc_seg: 92.7836, loss: 0.1910 2024-01-03 10:06:27,681 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:25:54, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1852, decode.acc_seg: 93.2548, loss: 0.1852 2024-01-03 10:06:32,605 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:25:51, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1794, decode.acc_seg: 93.1082, loss: 0.1794 2024-01-03 10:06:35,145 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:46, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1716, decode.acc_seg: 93.5283, loss: 0.1716 2024-01-03 10:06:40,077 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:43, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1762, decode.acc_seg: 93.2712, loss: 0.1762 2024-01-03 10:06:42,609 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:38, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1744, decode.acc_seg: 93.4953, loss: 0.1744 2024-01-03 10:06:47,511 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:35, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1709, decode.acc_seg: 93.7146, loss: 0.1709 2024-01-03 10:06:50,017 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1769, decode.acc_seg: 93.2815, loss: 0.1769 2024-01-03 10:06:54,988 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:26, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1760, decode.acc_seg: 93.4423, loss: 0.1760 2024-01-03 10:06:59,841 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:23, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1802, decode.acc_seg: 93.2404, loss: 0.1802 2024-01-03 10:07:02,368 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:18, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1854, decode.acc_seg: 92.9344, loss: 0.1854 2024-01-03 10:07:07,318 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:15, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1782, decode.acc_seg: 93.4886, loss: 0.1782 2024-01-03 10:07:09,809 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:09, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1764, decode.acc_seg: 93.3671, loss: 0.1764 2024-01-03 10:07:14,635 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:06, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1741, decode.acc_seg: 93.5141, loss: 0.1741 2024-01-03 10:07:17,153 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:07:17,154 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:01, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1694, decode.acc_seg: 93.5058, loss: 0.1694 2024-01-03 10:07:22,041 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:24:58, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1828, decode.acc_seg: 92.8997, loss: 0.1828 2024-01-03 10:07:24,681 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:24:53, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.1750, decode.acc_seg: 93.5586, loss: 0.1750 2024-01-03 10:07:29,554 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:24:50, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1756, decode.acc_seg: 93.4827, loss: 0.1756 2024-01-03 10:07:32,049 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1818, decode.acc_seg: 93.1863, loss: 0.1818 2024-01-03 10:07:36,954 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:41, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1735, decode.acc_seg: 93.4919, loss: 0.1735 2024-01-03 10:07:41,830 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:38, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1910, decode.acc_seg: 92.7053, loss: 0.1910 2024-01-03 10:07:44,446 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:33, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1749, decode.acc_seg: 93.6040, loss: 0.1749 2024-01-03 10:07:49,309 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:30, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.5600, loss: 0.1707 2024-01-03 10:07:51,838 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:25, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1823, decode.acc_seg: 93.2044, loss: 0.1823 2024-01-03 10:07:56,775 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:22, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1680, decode.acc_seg: 93.6093, loss: 0.1680 2024-01-03 10:07:59,282 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1716, decode.acc_seg: 93.7206, loss: 0.1716 2024-01-03 10:08:04,170 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:13, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.5193, loss: 0.1726 2024-01-03 10:08:06,738 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:08, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1747, decode.acc_seg: 93.3258, loss: 0.1747 2024-01-03 10:08:11,604 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:05, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1681, decode.acc_seg: 93.8572, loss: 0.1681 2024-01-03 10:08:16,548 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:02, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1917, decode.acc_seg: 92.7427, loss: 0.1917 2024-01-03 10:08:19,065 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:23:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1820, decode.acc_seg: 93.0343, loss: 0.1820 2024-01-03 10:08:24,028 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:23:54, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1683, decode.acc_seg: 93.7563, loss: 0.1683 2024-01-03 10:08:26,639 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:49, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1797, decode.acc_seg: 93.3585, loss: 0.1797 2024-01-03 10:08:31,507 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:45, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1696, decode.acc_seg: 93.7479, loss: 0.1696 2024-01-03 10:08:34,034 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:08:34,034 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1896, decode.acc_seg: 92.8097, loss: 0.1896 2024-01-03 10:08:38,910 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:37, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1577, decode.acc_seg: 93.9447, loss: 0.1577 2024-01-03 10:08:41,421 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1769, decode.acc_seg: 93.2925, loss: 0.1769 2024-01-03 10:08:46,282 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:29, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1758, decode.acc_seg: 93.3964, loss: 0.1758 2024-01-03 10:08:48,763 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:24, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1649, decode.acc_seg: 93.8148, loss: 0.1649 2024-01-03 10:08:53,775 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:21, time: 0.100, data_time: 0.050, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.2656, loss: 0.1751 2024-01-03 10:08:58,653 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:17, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1890, decode.acc_seg: 93.1366, loss: 0.1890 2024-01-03 10:09:01,191 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:12, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1740, decode.acc_seg: 93.4603, loss: 0.1740 2024-01-03 10:09:06,087 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:09, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1720, decode.acc_seg: 93.3894, loss: 0.1720 2024-01-03 10:09:08,601 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:04, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1762, decode.acc_seg: 93.6236, loss: 0.1762 2024-01-03 10:09:13,594 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:01, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1705, decode.acc_seg: 93.6010, loss: 0.1705 2024-01-03 10:09:16,113 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:22:56, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1803, decode.acc_seg: 93.1613, loss: 0.1803 2024-01-03 10:09:21,013 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:22:53, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1857, decode.acc_seg: 92.9507, loss: 0.1857 2024-01-03 10:09:23,565 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:48, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1677, decode.acc_seg: 93.7798, loss: 0.1677 2024-01-03 10:09:28,476 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:44, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1780, decode.acc_seg: 93.1772, loss: 0.1780 2024-01-03 10:09:30,953 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:39, time: 0.050, data_time: 0.002, memory: 622, decode.loss_ce: 0.1655, decode.acc_seg: 93.8573, loss: 0.1655 2024-01-03 10:09:35,853 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:36, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1721, decode.acc_seg: 93.6129, loss: 0.1721 2024-01-03 10:09:40,730 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:33, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1718, decode.acc_seg: 93.7559, loss: 0.1718 2024-01-03 10:09:43,251 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1764, decode.acc_seg: 93.3510, loss: 0.1764 2024-01-03 10:09:48,142 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:25, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1694, decode.acc_seg: 93.5939, loss: 0.1694 2024-01-03 10:09:50,672 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:09:50,672 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1711, decode.acc_seg: 93.5274, loss: 0.1711 2024-01-03 10:09:55,618 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:16, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.4628, loss: 0.1707 2024-01-03 10:09:58,113 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1803, decode.acc_seg: 93.1279, loss: 0.1803 2024-01-03 10:10:02,977 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:08, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.1730, decode.acc_seg: 93.5003, loss: 0.1730 2024-01-03 10:10:05,502 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1646, decode.acc_seg: 93.8537, loss: 0.1646 2024-01-03 10:10:10,401 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:00, time: 0.098, data_time: 0.044, memory: 622, decode.loss_ce: 0.1812, decode.acc_seg: 93.0632, loss: 0.1812 2024-01-03 10:10:15,385 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:21:57, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1823, decode.acc_seg: 93.2978, loss: 0.1823 2024-01-03 10:10:17,882 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1753, decode.acc_seg: 93.3793, loss: 0.1753 2024-01-03 10:10:22,761 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:48, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1668, decode.acc_seg: 93.6936, loss: 0.1668 2024-01-03 10:10:25,300 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:44, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1725, decode.acc_seg: 93.3223, loss: 0.1725 2024-01-03 10:10:30,171 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:40, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1676, decode.acc_seg: 93.8254, loss: 0.1676 2024-01-03 10:10:32,713 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:35, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.3311, loss: 0.1751 2024-01-03 10:10:37,591 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:32, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1725, decode.acc_seg: 93.6090, loss: 0.1725 2024-01-03 10:10:40,100 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:27, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1741, decode.acc_seg: 93.4099, loss: 0.1741 2024-01-03 10:10:44,960 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:24, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1817, decode.acc_seg: 93.2960, loss: 0.1817 2024-01-03 10:10:47,440 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1779, decode.acc_seg: 93.5098, loss: 0.1779 2024-01-03 10:10:52,354 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:16, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1756, decode.acc_seg: 93.5094, loss: 0.1756 2024-01-03 10:10:57,176 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:12, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.1839, decode.acc_seg: 93.1604, loss: 0.1839 2024-01-03 10:10:59,685 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1724, decode.acc_seg: 93.5336, loss: 0.1724 2024-01-03 10:11:04,466 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:04, time: 0.096, data_time: 0.045, memory: 622, decode.loss_ce: 0.1740, decode.acc_seg: 93.5218, loss: 0.1740 2024-01-03 10:11:06,973 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:11:06,973 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:20:59, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1632, decode.acc_seg: 93.8413, loss: 0.1632 2024-01-03 10:11:11,890 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:20:56, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1643, decode.acc_seg: 93.8757, loss: 0.1643 2024-01-03 10:11:14,415 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1938, decode.acc_seg: 92.6164, loss: 0.1938 2024-01-03 10:11:19,351 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:48, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1703, decode.acc_seg: 93.5885, loss: 0.1703 2024-01-03 10:11:21,862 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:43, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1694, decode.acc_seg: 93.6077, loss: 0.1694 2024-01-03 10:11:26,750 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:39, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1864, decode.acc_seg: 93.0433, loss: 0.1864 2024-01-03 10:11:31,610 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:36, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1688, decode.acc_seg: 93.6591, loss: 0.1688 2024-01-03 10:11:34,133 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1684, decode.acc_seg: 93.6357, loss: 0.1684 2024-01-03 10:11:39,074 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:28, time: 0.099, data_time: 0.045, memory: 622, decode.loss_ce: 0.1949, decode.acc_seg: 92.5863, loss: 0.1949 2024-01-03 10:11:41,785 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:23, time: 0.054, data_time: 0.003, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.5320, loss: 0.1707 2024-01-03 10:11:46,701 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:20, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1743, decode.acc_seg: 93.3995, loss: 0.1743 2024-01-03 10:11:49,215 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1696, decode.acc_seg: 93.7313, loss: 0.1696 2024-01-03 10:11:54,126 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:12, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1843, decode.acc_seg: 92.9817, loss: 0.1843 2024-01-03 10:11:56,635 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1662, decode.acc_seg: 93.7635, loss: 0.1662 2024-01-03 10:12:01,629 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:04, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1729, decode.acc_seg: 93.5585, loss: 0.1729 2024-01-03 10:12:04,104 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:19:59, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1759, decode.acc_seg: 93.3650, loss: 0.1759 2024-01-03 10:12:09,014 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:19:56, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1548, decode.acc_seg: 94.3168, loss: 0.1548 2024-01-03 10:12:13,975 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:52, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1872, decode.acc_seg: 93.1181, loss: 0.1872 2024-01-03 10:12:16,478 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1795, decode.acc_seg: 93.2621, loss: 0.1795 2024-01-03 10:12:21,417 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:44, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1774, decode.acc_seg: 93.4428, loss: 0.1774 2024-01-03 10:12:23,951 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:12:23,952 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1822, decode.acc_seg: 93.0738, loss: 0.1822 2024-01-03 10:12:28,884 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:36, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1653, decode.acc_seg: 93.7571, loss: 0.1653 2024-01-03 10:12:31,407 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:31, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1760, decode.acc_seg: 93.3881, loss: 0.1760 2024-01-03 10:12:36,246 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:28, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1768, decode.acc_seg: 93.1697, loss: 0.1768 2024-01-03 10:12:38,743 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1723, decode.acc_seg: 93.4600, loss: 0.1723 2024-01-03 10:12:43,706 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:20, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1705, decode.acc_seg: 93.6850, loss: 0.1705 2024-01-03 10:12:48,471 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:16, time: 0.095, data_time: 0.047, memory: 622, decode.loss_ce: 0.1681, decode.acc_seg: 93.7863, loss: 0.1681 2024-01-03 10:12:51,013 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:12, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1737, decode.acc_seg: 93.3995, loss: 0.1737 2024-01-03 10:12:55,866 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:08, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1721, decode.acc_seg: 93.6105, loss: 0.1721 2024-01-03 10:12:58,387 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.7444, loss: 0.1715 2024-01-03 10:13:03,314 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:00, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1761, decode.acc_seg: 93.4511, loss: 0.1761 2024-01-03 10:13:05,962 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:18:55, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.1785, decode.acc_seg: 93.5054, loss: 0.1785 2024-01-03 10:13:10,804 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:52, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.4956, loss: 0.1715 2024-01-03 10:13:13,324 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1840, decode.acc_seg: 93.0767, loss: 0.1840 2024-01-03 10:13:18,217 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:44, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.3075, loss: 0.1751 2024-01-03 10:13:20,697 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1624, decode.acc_seg: 93.9382, loss: 0.1624 2024-01-03 10:13:25,563 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:36, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1827, decode.acc_seg: 93.2681, loss: 0.1827 2024-01-03 10:13:30,614 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:32, time: 0.101, data_time: 0.048, memory: 622, decode.loss_ce: 0.1627, decode.acc_seg: 93.8345, loss: 0.1627 2024-01-03 10:13:33,126 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.3499, loss: 0.1726 2024-01-03 10:13:38,044 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:24, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1757, decode.acc_seg: 93.3501, loss: 0.1757 2024-01-03 10:13:40,567 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:13:40,567 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1644, decode.acc_seg: 93.9325, loss: 0.1644 2024-01-03 10:13:45,485 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:16, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1744, decode.acc_seg: 93.5119, loss: 0.1744 2024-01-03 10:13:48,002 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1790, decode.acc_seg: 93.1899, loss: 0.1790 2024-01-03 10:13:52,950 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:08, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1797, decode.acc_seg: 93.3827, loss: 0.1797 2024-01-03 10:13:55,445 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1699, decode.acc_seg: 93.4556, loss: 0.1699 2024-01-03 10:14:00,346 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:00, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1725, decode.acc_seg: 93.6327, loss: 0.1725 2024-01-03 10:14:05,275 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:17:57, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1771, decode.acc_seg: 93.3047, loss: 0.1771 2024-01-03 10:14:07,775 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.6057, loss: 0.1739 2024-01-03 10:14:12,702 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:49, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1608, decode.acc_seg: 93.8448, loss: 0.1608 2024-01-03 10:14:15,218 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1749, decode.acc_seg: 93.4460, loss: 0.1749 2024-01-03 10:14:20,124 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:40, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1735, decode.acc_seg: 93.4506, loss: 0.1735 2024-01-03 10:14:22,642 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1675, decode.acc_seg: 93.5996, loss: 0.1675 2024-01-03 10:14:27,544 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:32, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.6895, loss: 0.1659 2024-01-03 10:14:30,058 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1813, decode.acc_seg: 93.3458, loss: 0.1813 2024-01-03 10:14:35,047 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:24, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1752, decode.acc_seg: 93.3919, loss: 0.1752 2024-01-03 10:14:37,566 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1677, decode.acc_seg: 93.7362, loss: 0.1677 2024-01-03 10:14:42,425 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:16, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1690, decode.acc_seg: 93.6315, loss: 0.1690 2024-01-03 10:14:47,271 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:13, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1736, decode.acc_seg: 93.5382, loss: 0.1736 2024-01-03 10:14:49,765 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:08, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1846, decode.acc_seg: 93.0683, loss: 0.1846 2024-01-03 10:14:54,649 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:05, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1737, decode.acc_seg: 93.5412, loss: 0.1737 2024-01-03 10:14:57,161 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:14:57,161 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1784, decode.acc_seg: 93.2462, loss: 0.1784 2024-01-03 10:15:02,002 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:16:57, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.5817, loss: 0.1715 2024-01-03 10:15:04,518 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1735, decode.acc_seg: 93.5129, loss: 0.1735 2024-01-03 10:15:09,467 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:49, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1717, decode.acc_seg: 93.5348, loss: 0.1717 2024-01-03 10:15:12,002 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:44, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1676, decode.acc_seg: 93.7989, loss: 0.1676 2024-01-03 10:15:16,953 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:40, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1646, decode.acc_seg: 93.9107, loss: 0.1646 2024-01-03 10:15:19,438 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1822, decode.acc_seg: 93.0799, loss: 0.1822 2024-01-03 10:15:24,457 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:32, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1734, decode.acc_seg: 93.6388, loss: 0.1734 2024-01-03 10:15:29,394 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:29, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1840, decode.acc_seg: 93.1837, loss: 0.1840 2024-01-03 10:15:31,923 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:24, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1758, decode.acc_seg: 93.3738, loss: 0.1758 2024-01-03 10:15:36,779 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:21, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1776, decode.acc_seg: 93.3455, loss: 0.1776 2024-01-03 10:15:39,301 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1757, decode.acc_seg: 93.4730, loss: 0.1757 2024-01-03 10:15:44,172 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:13, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1630, decode.acc_seg: 93.8226, loss: 0.1630 2024-01-03 10:15:46,769 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:08, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1767, decode.acc_seg: 93.4303, loss: 0.1767 2024-01-03 10:15:51,625 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:05, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1697, decode.acc_seg: 93.4987, loss: 0.1697 2024-01-03 10:15:54,129 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1693, decode.acc_seg: 93.5578, loss: 0.1693 2024-01-03 10:15:59,060 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:15:57, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1805, decode.acc_seg: 93.2243, loss: 0.1805 2024-01-03 10:16:04,022 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:53, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.6247, loss: 0.1726 2024-01-03 10:16:06,529 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1818, decode.acc_seg: 93.1574, loss: 0.1818 2024-01-03 10:16:11,372 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:45, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1652, decode.acc_seg: 93.7613, loss: 0.1652 2024-01-03 10:16:13,889 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:16:13,889 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1860, decode.acc_seg: 92.9834, loss: 0.1860 2024-01-03 10:16:18,959 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:37, time: 0.101, data_time: 0.051, memory: 622, decode.loss_ce: 0.1681, decode.acc_seg: 93.7314, loss: 0.1681 2024-01-03 10:16:21,476 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:33, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1687, decode.acc_seg: 93.8158, loss: 0.1687 2024-01-03 10:16:26,375 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:29, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1676, decode.acc_seg: 93.7142, loss: 0.1676 2024-01-03 10:16:28,904 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:25, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1770, decode.acc_seg: 93.2049, loss: 0.1770 2024-01-03 10:16:33,768 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:21, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1626, decode.acc_seg: 94.0973, loss: 0.1626 2024-01-03 10:16:36,247 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:17, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1852, decode.acc_seg: 92.9770, loss: 0.1852 2024-01-03 10:16:41,162 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:13, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1737, decode.acc_seg: 93.4830, loss: 0.1737 2024-01-03 10:16:46,075 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:10, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1782, decode.acc_seg: 93.1878, loss: 0.1782 2024-01-03 10:16:48,632 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:05, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1556, decode.acc_seg: 94.3566, loss: 0.1556 2024-01-03 10:16:53,562 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:02, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1749, decode.acc_seg: 93.5784, loss: 0.1749 2024-01-03 10:16:56,102 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:14:57, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1693, decode.acc_seg: 93.6747, loss: 0.1693 2024-01-03 10:17:00,998 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:54, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.6524, loss: 0.1715 2024-01-03 10:17:03,501 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1861, decode.acc_seg: 93.1111, loss: 0.1861 2024-01-03 10:17:08,369 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:46, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1625, decode.acc_seg: 93.8092, loss: 0.1625 2024-01-03 10:17:10,877 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1708, decode.acc_seg: 93.6078, loss: 0.1708 2024-01-03 10:17:15,900 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:38, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.1784, decode.acc_seg: 93.3885, loss: 0.1784 2024-01-03 10:17:20,715 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:34, time: 0.096, data_time: 0.048, memory: 622, decode.loss_ce: 0.1519, decode.acc_seg: 94.1766, loss: 0.1519 2024-01-03 10:17:23,217 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:30, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1729, decode.acc_seg: 93.4312, loss: 0.1729 2024-01-03 10:17:28,088 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:26, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1641, decode.acc_seg: 93.8868, loss: 0.1641 2024-01-03 10:17:30,631 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:17:30,631 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:22, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1831, decode.acc_seg: 93.2277, loss: 0.1831 2024-01-03 10:17:35,522 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:18, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1687, decode.acc_seg: 93.7948, loss: 0.1687 2024-01-03 10:17:38,020 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1820, decode.acc_seg: 93.2295, loss: 0.1820 2024-01-03 10:17:42,944 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:10, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1776, decode.acc_seg: 93.2434, loss: 0.1776 2024-01-03 10:17:45,492 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:06, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1833, decode.acc_seg: 93.1230, loss: 0.1833 2024-01-03 10:17:50,392 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:02, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1685, decode.acc_seg: 93.7633, loss: 0.1685 2024-01-03 10:17:52,883 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:13:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1643, decode.acc_seg: 93.9443, loss: 0.1643 2024-01-03 10:17:57,874 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:54, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1711, decode.acc_seg: 93.5480, loss: 0.1711 2024-01-03 10:18:02,821 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:51, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1729, decode.acc_seg: 93.6566, loss: 0.1729 2024-01-03 10:18:05,327 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:46, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1678, decode.acc_seg: 93.5595, loss: 0.1678 2024-01-03 10:18:10,318 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:43, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.1746, decode.acc_seg: 93.4654, loss: 0.1746 2024-01-03 10:18:12,829 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:38, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1668, decode.acc_seg: 93.7275, loss: 0.1668 2024-01-03 10:18:17,722 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:35, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1682, decode.acc_seg: 93.6947, loss: 0.1682 2024-01-03 10:18:20,234 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:30, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1647, decode.acc_seg: 93.9741, loss: 0.1647 2024-01-03 10:18:25,162 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:27, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1730, decode.acc_seg: 93.5137, loss: 0.1730 2024-01-03 10:18:27,658 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:22, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1726, decode.acc_seg: 93.5747, loss: 0.1726 2024-01-03 10:18:32,546 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:19, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1844, decode.acc_seg: 93.1462, loss: 0.1844 2024-01-03 10:18:37,433 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:15, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1660, decode.acc_seg: 93.8366, loss: 0.1660 2024-01-03 10:18:39,927 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1676, decode.acc_seg: 93.6242, loss: 0.1676 2024-01-03 10:18:44,838 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:07, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1699, decode.acc_seg: 93.5379, loss: 0.1699 2024-01-03 10:18:47,339 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 10:18:47,373 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:18:47,373 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:03, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.6229, loss: 0.1707 2024-01-03 10:18:56,781 - mmseg - INFO - per class results: 2024-01-03 10:18:56,782 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.94 | 96.5 | | aeroplane | 81.0 | 88.58 | | bicycle | 55.83 | 67.98 | | bird | 78.26 | 88.86 | | boat | 67.12 | 77.46 | | bottle | 63.99 | 71.37 | | bus | 77.67 | 88.35 | | car | 76.14 | 83.86 | | cat | 78.8 | 90.03 | | chair | 29.68 | 47.1 | | cow | 59.79 | 70.06 | | diningtable | 46.41 | 64.42 | | dog | 70.59 | 83.31 | | horse | 64.46 | 78.57 | | motorbike | 69.93 | 86.53 | | person | 85.41 | 91.97 | | pottedplant | 52.31 | 62.22 | | sheep | 71.52 | 83.95 | | sofa | 40.74 | 59.57 | | train | 69.59 | 77.1 | | tvmonitor | 58.76 | 76.86 | +-------------+-------+-------+ 2024-01-03 10:18:56,782 - mmseg - INFO - Summary: 2024-01-03 10:18:56,782 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.31 | 66.23 | 77.84 | +-------+-------+-------+ 2024-01-03 10:18:56,782 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:18:56,782 - mmseg - INFO - Iter(val) [182] aAcc: 0.9231, mIoU: 0.6623, mAcc: 0.7784, IoU.background: 0.9294, IoU.aeroplane: 0.8100, IoU.bicycle: 0.5583, IoU.bird: 0.7826, IoU.boat: 0.6712, IoU.bottle: 0.6399, IoU.bus: 0.7767, IoU.car: 0.7614, IoU.cat: 0.7880, IoU.chair: 0.2968, IoU.cow: 0.5979, IoU.diningtable: 0.4641, IoU.dog: 0.7059, IoU.horse: 0.6446, IoU.motorbike: 0.6993, IoU.person: 0.8541, IoU.pottedplant: 0.5231, IoU.sheep: 0.7152, IoU.sofa: 0.4074, IoU.train: 0.6959, IoU.tvmonitor: 0.5876, Acc.background: 0.9650, Acc.aeroplane: 0.8858, Acc.bicycle: 0.6798, Acc.bird: 0.8886, Acc.boat: 0.7746, Acc.bottle: 0.7137, Acc.bus: 0.8835, Acc.car: 0.8386, Acc.cat: 0.9003, Acc.chair: 0.4710, Acc.cow: 0.7006, Acc.diningtable: 0.6442, Acc.dog: 0.8331, Acc.horse: 0.7857, Acc.motorbike: 0.8653, Acc.person: 0.9197, Acc.pottedplant: 0.6222, Acc.sheep: 0.8395, Acc.sofa: 0.5957, Acc.train: 0.7710, Acc.tvmonitor: 0.7686 2024-01-03 10:19:01,670 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:02, time: 0.286, data_time: 0.235, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.5293, loss: 0.1715 2024-01-03 10:19:04,193 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:12:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1873, decode.acc_seg: 92.8735, loss: 0.1873 2024-01-03 10:19:09,141 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:54, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1650, decode.acc_seg: 94.0133, loss: 0.1650 2024-01-03 10:19:11,677 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:50, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1656, decode.acc_seg: 93.7588, loss: 0.1656 2024-01-03 10:19:16,552 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:46, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1740, decode.acc_seg: 93.4554, loss: 0.1740 2024-01-03 10:19:19,030 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:42, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1688, decode.acc_seg: 93.6414, loss: 0.1688 2024-01-03 10:19:23,879 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:38, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1638, decode.acc_seg: 93.7419, loss: 0.1638 2024-01-03 10:19:28,763 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:35, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1657, decode.acc_seg: 93.8019, loss: 0.1657 2024-01-03 10:19:31,393 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:30, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.1656, decode.acc_seg: 93.8357, loss: 0.1656 2024-01-03 10:19:36,269 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:27, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1708, decode.acc_seg: 93.6558, loss: 0.1708 2024-01-03 10:19:38,806 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:22, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1626, decode.acc_seg: 93.9395, loss: 0.1626 2024-01-03 10:19:43,752 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:19, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1852, decode.acc_seg: 93.3426, loss: 0.1852 2024-01-03 10:19:46,258 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1758, decode.acc_seg: 93.3087, loss: 0.1758 2024-01-03 10:19:51,149 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:11, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1636, decode.acc_seg: 93.7594, loss: 0.1636 2024-01-03 10:19:53,840 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:06, time: 0.054, data_time: 0.003, memory: 622, decode.loss_ce: 0.1780, decode.acc_seg: 93.3963, loss: 0.1780 2024-01-03 10:19:58,691 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:03, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1787, decode.acc_seg: 93.2862, loss: 0.1787 2024-01-03 10:20:03,535 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:11:59, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1686, decode.acc_seg: 93.7117, loss: 0.1686 2024-01-03 10:20:06,055 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:55, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1550, decode.acc_seg: 94.2185, loss: 0.1550 2024-01-03 10:20:10,894 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:51, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1733, decode.acc_seg: 93.4472, loss: 0.1733 2024-01-03 10:20:13,401 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:20:13,401 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1736, decode.acc_seg: 93.6749, loss: 0.1736 2024-01-03 10:20:18,322 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:43, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1631, decode.acc_seg: 93.8742, loss: 0.1631 2024-01-03 10:20:20,843 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1678, decode.acc_seg: 93.8111, loss: 0.1678 2024-01-03 10:20:25,753 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:35, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1813, decode.acc_seg: 93.1910, loss: 0.1813 2024-01-03 10:20:28,262 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1673, decode.acc_seg: 93.7641, loss: 0.1673 2024-01-03 10:20:33,133 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:27, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1652, decode.acc_seg: 93.4699, loss: 0.1652 2024-01-03 10:20:35,608 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1740, decode.acc_seg: 93.6932, loss: 0.1740 2024-01-03 10:20:40,458 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:19, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1573, decode.acc_seg: 94.2422, loss: 0.1573 2024-01-03 10:20:45,293 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:15, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1558, decode.acc_seg: 94.2364, loss: 0.1558 2024-01-03 10:20:47,815 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1807, decode.acc_seg: 93.1305, loss: 0.1807 2024-01-03 10:20:52,745 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:07, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1666, decode.acc_seg: 93.6724, loss: 0.1666 2024-01-03 10:20:55,278 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:03, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1678, decode.acc_seg: 93.6952, loss: 0.1678 2024-01-03 10:21:00,163 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:10:59, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1668, decode.acc_seg: 93.6723, loss: 0.1668 2024-01-03 10:21:02,676 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:55, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1719, decode.acc_seg: 93.6027, loss: 0.1719 2024-01-03 10:21:07,510 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:51, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.4503, loss: 0.1739 2024-01-03 10:21:10,034 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1664, decode.acc_seg: 93.7718, loss: 0.1664 2024-01-03 10:21:14,920 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:43, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1856, decode.acc_seg: 93.0585, loss: 0.1856 2024-01-03 10:21:17,392 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:39, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1730, decode.acc_seg: 93.5108, loss: 0.1730 2024-01-03 10:21:22,379 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:36, time: 0.100, data_time: 0.045, memory: 622, decode.loss_ce: 0.1647, decode.acc_seg: 94.0906, loss: 0.1647 2024-01-03 10:21:27,293 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:32, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1617, decode.acc_seg: 93.9418, loss: 0.1617 2024-01-03 10:21:29,815 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:21:29,815 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1725, decode.acc_seg: 93.3977, loss: 0.1725 2024-01-03 10:21:34,807 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:24, time: 0.100, data_time: 0.051, memory: 622, decode.loss_ce: 0.1817, decode.acc_seg: 93.3480, loss: 0.1817 2024-01-03 10:21:37,356 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1690, decode.acc_seg: 93.6467, loss: 0.1690 2024-01-03 10:21:42,303 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:16, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1599, decode.acc_seg: 94.0856, loss: 0.1599 2024-01-03 10:21:44,810 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:12, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1692, decode.acc_seg: 93.4774, loss: 0.1692 2024-01-03 10:21:49,656 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:08, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1747, decode.acc_seg: 93.4676, loss: 0.1747 2024-01-03 10:21:52,125 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:04, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1606, decode.acc_seg: 93.7507, loss: 0.1606 2024-01-03 10:21:57,151 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:00, time: 0.101, data_time: 0.047, memory: 622, decode.loss_ce: 0.1687, decode.acc_seg: 93.6748, loss: 0.1687 2024-01-03 10:22:02,018 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:56, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1701, decode.acc_seg: 93.6578, loss: 0.1701 2024-01-03 10:22:04,552 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:52, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1645, decode.acc_seg: 93.8715, loss: 0.1645 2024-01-03 10:22:09,414 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:48, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1656, decode.acc_seg: 93.8151, loss: 0.1656 2024-01-03 10:22:11,933 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1668, decode.acc_seg: 93.7260, loss: 0.1668 2024-01-03 10:22:16,903 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:40, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1710, decode.acc_seg: 93.5367, loss: 0.1710 2024-01-03 10:22:19,463 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:36, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1600, decode.acc_seg: 93.7939, loss: 0.1600 2024-01-03 10:22:24,366 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:33, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1788, decode.acc_seg: 93.2537, loss: 0.1788 2024-01-03 10:22:26,898 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:28, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1797, decode.acc_seg: 93.3138, loss: 0.1797 2024-01-03 10:22:31,820 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:25, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1676, decode.acc_seg: 93.6187, loss: 0.1676 2024-01-03 10:22:34,444 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:20, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1693, decode.acc_seg: 93.6440, loss: 0.1693 2024-01-03 10:22:39,359 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:17, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.7852, loss: 0.1659 2024-01-03 10:22:44,300 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:13, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1696, decode.acc_seg: 93.6810, loss: 0.1696 2024-01-03 10:22:46,806 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:22:46,807 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:09, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1763, decode.acc_seg: 93.3981, loss: 0.1763 2024-01-03 10:22:51,681 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:05, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1729, decode.acc_seg: 93.4651, loss: 0.1729 2024-01-03 10:22:54,225 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:01, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1680, decode.acc_seg: 93.6915, loss: 0.1680 2024-01-03 10:22:59,215 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:57, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1594, decode.acc_seg: 94.0548, loss: 0.1594 2024-01-03 10:23:01,757 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:53, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1808, decode.acc_seg: 93.2168, loss: 0.1808 2024-01-03 10:23:06,583 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:49, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1778, decode.acc_seg: 93.4999, loss: 0.1778 2024-01-03 10:23:09,083 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1588, decode.acc_seg: 94.0555, loss: 0.1588 2024-01-03 10:23:13,963 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:41, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1770, decode.acc_seg: 93.5251, loss: 0.1770 2024-01-03 10:23:18,841 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:37, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1700, decode.acc_seg: 93.5558, loss: 0.1700 2024-01-03 10:23:21,357 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:33, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1635, decode.acc_seg: 93.8790, loss: 0.1635 2024-01-03 10:23:26,280 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:30, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1658, decode.acc_seg: 93.9096, loss: 0.1658 2024-01-03 10:23:28,786 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1692, decode.acc_seg: 93.5154, loss: 0.1692 2024-01-03 10:23:33,662 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:22, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1796, decode.acc_seg: 93.1246, loss: 0.1796 2024-01-03 10:23:36,160 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:17, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1628, decode.acc_seg: 93.9190, loss: 0.1628 2024-01-03 10:23:41,085 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:14, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1668, decode.acc_seg: 93.6909, loss: 0.1668 2024-01-03 10:23:43,605 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:09, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1638, decode.acc_seg: 93.8416, loss: 0.1638 2024-01-03 10:23:48,444 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:06, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1672, decode.acc_seg: 93.6991, loss: 0.1672 2024-01-03 10:23:50,912 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:02, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1780, decode.acc_seg: 93.3067, loss: 0.1780 2024-01-03 10:23:55,904 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:58, time: 0.100, data_time: 0.050, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.5290, loss: 0.1715 2024-01-03 10:24:00,751 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:54, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.3981, loss: 0.1739 2024-01-03 10:24:03,266 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:24:03,267 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1750, decode.acc_seg: 93.6040, loss: 0.1750 2024-01-03 10:24:08,127 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:46, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1724, decode.acc_seg: 93.5740, loss: 0.1724 2024-01-03 10:24:10,643 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:42, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1678, decode.acc_seg: 93.7031, loss: 0.1678 2024-01-03 10:24:15,490 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:38, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1672, decode.acc_seg: 93.5369, loss: 0.1672 2024-01-03 10:24:17,977 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1631, decode.acc_seg: 93.8093, loss: 0.1631 2024-01-03 10:24:22,822 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:30, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1725, decode.acc_seg: 93.5232, loss: 0.1725 2024-01-03 10:24:25,335 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:26, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1710, decode.acc_seg: 93.5250, loss: 0.1710 2024-01-03 10:24:30,299 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:22, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1750, decode.acc_seg: 93.6720, loss: 0.1750 2024-01-03 10:24:35,264 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:19, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.1601, decode.acc_seg: 94.0928, loss: 0.1601 2024-01-03 10:24:37,784 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1637, decode.acc_seg: 93.7851, loss: 0.1637 2024-01-03 10:24:42,749 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:11, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1711, decode.acc_seg: 93.6095, loss: 0.1711 2024-01-03 10:24:45,227 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1688, decode.acc_seg: 93.8704, loss: 0.1688 2024-01-03 10:24:50,247 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:03, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.1704, decode.acc_seg: 93.6842, loss: 0.1704 2024-01-03 10:24:52,767 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:06:59, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1789, decode.acc_seg: 93.3764, loss: 0.1789 2024-01-03 10:24:57,656 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:55, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1707, decode.acc_seg: 93.5968, loss: 0.1707 2024-01-03 10:25:00,172 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1711, decode.acc_seg: 93.3470, loss: 0.1711 2024-01-03 10:25:05,035 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:47, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1751, decode.acc_seg: 93.6071, loss: 0.1751 2024-01-03 10:25:07,541 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:43, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1688, decode.acc_seg: 93.6033, loss: 0.1688 2024-01-03 10:25:12,419 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:39, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1766, decode.acc_seg: 93.4086, loss: 0.1766 2024-01-03 10:25:17,464 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:35, time: 0.101, data_time: 0.047, memory: 622, decode.loss_ce: 0.1695, decode.acc_seg: 93.6989, loss: 0.1695 2024-01-03 10:25:20,008 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:25:20,008 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:31, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1635, decode.acc_seg: 93.8687, loss: 0.1635 2024-01-03 10:25:24,875 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:27, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.1737, decode.acc_seg: 93.6207, loss: 0.1737 2024-01-03 10:25:27,398 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1646, decode.acc_seg: 93.7281, loss: 0.1646 2024-01-03 10:25:32,419 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:20, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1653, decode.acc_seg: 93.7641, loss: 0.1653 2024-01-03 10:25:34,926 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.3409, loss: 0.1739 2024-01-03 10:25:39,858 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:12, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1760, decode.acc_seg: 93.4169, loss: 0.1760 2024-01-03 10:25:42,340 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:08, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1652, decode.acc_seg: 93.8136, loss: 0.1652 2024-01-03 10:25:47,273 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:04, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1628, decode.acc_seg: 93.7820, loss: 0.1628 2024-01-03 10:25:52,208 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:00, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1619, decode.acc_seg: 93.8814, loss: 0.1619 2024-01-03 10:25:54,692 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:56, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1679, decode.acc_seg: 93.6643, loss: 0.1679 2024-01-03 10:25:59,554 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:52, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1761, decode.acc_seg: 93.3733, loss: 0.1761 2024-01-03 10:26:02,070 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:48, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1717, decode.acc_seg: 93.5746, loss: 0.1717 2024-01-03 10:26:06,993 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:44, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1670, decode.acc_seg: 94.0069, loss: 0.1670 2024-01-03 10:26:09,522 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:40, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1636, decode.acc_seg: 93.8420, loss: 0.1636 2024-01-03 10:26:14,398 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:36, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1651, decode.acc_seg: 94.0533, loss: 0.1651 2024-01-03 10:26:16,930 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:32, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1634, decode.acc_seg: 93.9917, loss: 0.1634 2024-01-03 10:26:21,792 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:28, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.1625, decode.acc_seg: 93.7041, loss: 0.1625 2024-01-03 10:26:24,273 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:24, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1617, decode.acc_seg: 93.8929, loss: 0.1617 2024-01-03 10:26:29,149 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:21, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1683, decode.acc_seg: 93.7373, loss: 0.1683 2024-01-03 10:26:34,054 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:17, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1667, decode.acc_seg: 93.7757, loss: 0.1667 2024-01-03 10:26:36,600 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:26:36,601 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:13, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1649, decode.acc_seg: 93.9586, loss: 0.1649 2024-01-03 10:26:41,480 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:09, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.1719, decode.acc_seg: 93.4377, loss: 0.1719 2024-01-03 10:26:43,989 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:05, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1666, decode.acc_seg: 93.6991, loss: 0.1666 2024-01-03 10:26:48,944 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:01, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1655, decode.acc_seg: 93.8380, loss: 0.1655 2024-01-03 10:26:51,418 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:57, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1580, decode.acc_seg: 94.0049, loss: 0.1580 2024-01-03 10:26:56,308 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:53, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1714, decode.acc_seg: 93.6518, loss: 0.1714 2024-01-03 10:26:58,796 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1574, decode.acc_seg: 94.1032, loss: 0.1574 2024-01-03 10:27:03,688 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:45, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1838, decode.acc_seg: 93.1046, loss: 0.1838 2024-01-03 10:27:06,163 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1755, decode.acc_seg: 93.5090, loss: 0.1755 2024-01-03 10:27:11,026 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:37, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.5064, loss: 0.1739 2024-01-03 10:27:15,932 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:34, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1760, decode.acc_seg: 93.3332, loss: 0.1760 2024-01-03 10:27:18,426 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:30, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1664, decode.acc_seg: 93.8550, loss: 0.1664 2024-01-03 10:27:23,295 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:26, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1611, decode.acc_seg: 93.9725, loss: 0.1611 2024-01-03 10:27:25,812 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:22, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1626, decode.acc_seg: 93.8726, loss: 0.1626 2024-01-03 10:27:30,752 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:18, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1584, decode.acc_seg: 94.0914, loss: 0.1584 2024-01-03 10:27:33,295 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:14, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1716, decode.acc_seg: 93.4287, loss: 0.1716 2024-01-03 10:27:38,194 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:10, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1596, decode.acc_seg: 93.8643, loss: 0.1596 2024-01-03 10:27:40,713 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1763, decode.acc_seg: 93.4309, loss: 0.1763 2024-01-03 10:27:45,643 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:02, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1802, decode.acc_seg: 93.1334, loss: 0.1802 2024-01-03 10:27:50,493 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:58, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1615, decode.acc_seg: 93.9011, loss: 0.1615 2024-01-03 10:27:53,008 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:27:53,008 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:54, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1581, decode.acc_seg: 94.1756, loss: 0.1581 2024-01-03 10:27:58,161 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:50, time: 0.103, data_time: 0.046, memory: 622, decode.loss_ce: 0.1690, decode.acc_seg: 93.5766, loss: 0.1690 2024-01-03 10:28:00,646 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:46, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1651, decode.acc_seg: 93.9443, loss: 0.1651 2024-01-03 10:28:05,613 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:43, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1671, decode.acc_seg: 93.5629, loss: 0.1671 2024-01-03 10:28:08,125 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1710, decode.acc_seg: 93.4367, loss: 0.1710 2024-01-03 10:28:12,983 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:35, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1701, decode.acc_seg: 93.6572, loss: 0.1701 2024-01-03 10:28:15,510 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:31, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1677, decode.acc_seg: 93.8010, loss: 0.1677 2024-01-03 10:28:20,393 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:27, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1704, decode.acc_seg: 93.7158, loss: 0.1704 2024-01-03 10:28:22,886 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1702, decode.acc_seg: 93.6050, loss: 0.1702 2024-01-03 10:28:27,916 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:19, time: 0.101, data_time: 0.046, memory: 622, decode.loss_ce: 0.1680, decode.acc_seg: 93.4650, loss: 0.1680 2024-01-03 10:28:32,820 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:15, time: 0.098, data_time: 0.045, memory: 622, decode.loss_ce: 0.1626, decode.acc_seg: 93.9971, loss: 0.1626 2024-01-03 10:28:35,352 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:11, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1665, decode.acc_seg: 93.7970, loss: 0.1665 2024-01-03 10:28:40,222 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:07, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1554, decode.acc_seg: 94.2271, loss: 0.1554 2024-01-03 10:28:42,713 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1697, decode.acc_seg: 93.6406, loss: 0.1697 2024-01-03 10:28:47,585 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:02:59, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1795, decode.acc_seg: 93.1801, loss: 0.1795 2024-01-03 10:28:50,104 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:55, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1573, decode.acc_seg: 94.3045, loss: 0.1573 2024-01-03 10:28:55,011 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:52, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1663, decode.acc_seg: 93.7977, loss: 0.1663 2024-01-03 10:28:57,510 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:48, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1720, decode.acc_seg: 93.4401, loss: 0.1720 2024-01-03 10:29:02,421 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:44, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1596, decode.acc_seg: 94.1115, loss: 0.1596 2024-01-03 10:29:07,384 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:40, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1757, decode.acc_seg: 93.5296, loss: 0.1757 2024-01-03 10:29:09,905 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:29:09,905 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1538, decode.acc_seg: 94.1554, loss: 0.1538 2024-01-03 10:29:14,830 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:32, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.1806, decode.acc_seg: 93.2176, loss: 0.1806 2024-01-03 10:29:17,381 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:28, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1666, decode.acc_seg: 93.7127, loss: 0.1666 2024-01-03 10:29:22,278 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:24, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1602, decode.acc_seg: 93.9549, loss: 0.1602 2024-01-03 10:29:24,809 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.8719, loss: 0.1659 2024-01-03 10:29:29,621 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:16, time: 0.096, data_time: 0.045, memory: 622, decode.loss_ce: 0.1682, decode.acc_seg: 93.6779, loss: 0.1682 2024-01-03 10:29:32,128 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:12, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1659, decode.acc_seg: 93.7723, loss: 0.1659 2024-01-03 10:29:37,020 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:09, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1671, decode.acc_seg: 93.7928, loss: 0.1671 2024-01-03 10:29:39,491 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:05, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.1678, decode.acc_seg: 93.6252, loss: 0.1678 2024-01-03 10:29:44,479 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:01, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.1712, decode.acc_seg: 93.5561, loss: 0.1712 2024-01-03 10:29:49,345 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:57, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1537, decode.acc_seg: 94.3240, loss: 0.1537 2024-01-03 10:29:51,877 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:53, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1621, decode.acc_seg: 94.0691, loss: 0.1621 2024-01-03 10:29:56,890 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.1739, decode.acc_seg: 93.4417, loss: 0.1739 2024-01-03 10:29:59,387 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1766, decode.acc_seg: 93.5122, loss: 0.1766 2024-01-03 10:30:04,324 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1709, decode.acc_seg: 93.5915, loss: 0.1709 2024-01-03 10:30:06,850 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:37, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1545, decode.acc_seg: 94.1219, loss: 0.1545 2024-01-03 10:30:11,716 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.1718, decode.acc_seg: 93.4949, loss: 0.1718 2024-01-03 10:30:14,209 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1632, decode.acc_seg: 93.7827, loss: 0.1632 2024-01-03 10:30:19,115 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:26, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.1716, decode.acc_seg: 93.4322, loss: 0.1716 2024-01-03 10:30:24,048 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:22, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1844, decode.acc_seg: 93.0761, loss: 0.1844 2024-01-03 10:30:26,558 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:30:26,558 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:18, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1638, decode.acc_seg: 93.7793, loss: 0.1638 2024-01-03 10:30:31,509 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:14, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1478, decode.acc_seg: 94.6566, loss: 0.1478 2024-01-03 10:30:34,046 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1547, decode.acc_seg: 94.2499, loss: 0.1547 2024-01-03 10:30:38,989 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1759, decode.acc_seg: 93.0948, loss: 0.1759 2024-01-03 10:30:41,495 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1625, decode.acc_seg: 93.9130, loss: 0.1625 2024-01-03 10:30:46,378 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.1584, decode.acc_seg: 93.9329, loss: 0.1584 2024-01-03 10:30:48,889 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1706, decode.acc_seg: 93.4999, loss: 0.1706 2024-01-03 10:30:53,769 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.1692, decode.acc_seg: 93.7269, loss: 0.1692 2024-01-03 10:30:56,265 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1649, decode.acc_seg: 93.8379, loss: 0.1649 2024-01-03 10:31:01,194 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:42, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.1636, decode.acc_seg: 93.8497, loss: 0.1636 2024-01-03 10:31:06,121 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.1701, decode.acc_seg: 93.5362, loss: 0.1701 2024-01-03 10:31:08,628 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.1622, decode.acc_seg: 94.0331, loss: 0.1622 2024-01-03 10:31:13,599 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.1589, decode.acc_seg: 93.9056, loss: 0.1589 2024-01-03 10:31:16,138 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1592, decode.acc_seg: 94.1988, loss: 0.1592 2024-01-03 10:31:21,013 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.1818, decode.acc_seg: 93.1174, loss: 0.1818 2024-01-03 10:31:23,538 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.1768, decode.acc_seg: 93.2876, loss: 0.1768 2024-01-03 10:31:28,466 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.1564, decode.acc_seg: 94.1019, loss: 0.1564 2024-01-03 10:31:31,048 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.1754, decode.acc_seg: 93.4440, loss: 0.1754 2024-01-03 10:31:35,921 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.1645, decode.acc_seg: 93.6997, loss: 0.1645 2024-01-03 10:31:40,728 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.096, data_time: 0.048, memory: 622, decode.loss_ce: 0.1715, decode.acc_seg: 93.4199, loss: 0.1715 2024-01-03 10:31:43,311 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 10:31:43,352 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:31:43,353 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.1709, decode.acc_seg: 93.8008, loss: 0.1709 2024-01-03 10:31:52,800 - mmseg - INFO - per class results: 2024-01-03 10:31:52,801 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.08 | 96.52 | | aeroplane | 81.0 | 89.7 | | bicycle | 56.25 | 71.0 | | bird | 78.49 | 88.31 | | boat | 66.93 | 77.98 | | bottle | 62.94 | 70.48 | | bus | 77.43 | 89.07 | | car | 75.72 | 83.29 | | cat | 79.09 | 90.12 | | chair | 29.2 | 42.04 | | cow | 59.49 | 69.7 | | diningtable | 47.07 | 66.7 | | dog | 70.9 | 82.65 | | horse | 64.21 | 79.23 | | motorbike | 69.42 | 87.82 | | person | 85.56 | 92.1 | | pottedplant | 52.14 | 61.42 | | sheep | 71.2 | 84.24 | | sofa | 42.14 | 58.9 | | train | 68.85 | 81.8 | | tvmonitor | 59.44 | 77.93 | +-------------+-------+-------+ 2024-01-03 10:31:52,801 - mmseg - INFO - Summary: 2024-01-03 10:31:52,801 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.41 | 66.22 | 78.14 | +-------+-------+-------+ 2024-01-03 10:31:52,801 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:31:52,801 - mmseg - INFO - Iter(val) [182] aAcc: 0.9241, mIoU: 0.6622, mAcc: 0.7814, IoU.background: 0.9308, IoU.aeroplane: 0.8100, IoU.bicycle: 0.5625, IoU.bird: 0.7849, IoU.boat: 0.6693, IoU.bottle: 0.6294, IoU.bus: 0.7743, IoU.car: 0.7572, IoU.cat: 0.7909, IoU.chair: 0.2920, IoU.cow: 0.5949, IoU.diningtable: 0.4707, IoU.dog: 0.7090, IoU.horse: 0.6421, IoU.motorbike: 0.6942, IoU.person: 0.8556, IoU.pottedplant: 0.5214, IoU.sheep: 0.7120, IoU.sofa: 0.4214, IoU.train: 0.6885, IoU.tvmonitor: 0.5944, Acc.background: 0.9652, Acc.aeroplane: 0.8970, Acc.bicycle: 0.7100, Acc.bird: 0.8831, Acc.boat: 0.7798, Acc.bottle: 0.7048, Acc.bus: 0.8907, Acc.car: 0.8329, Acc.cat: 0.9012, Acc.chair: 0.4204, Acc.cow: 0.6970, Acc.diningtable: 0.6670, Acc.dog: 0.8265, Acc.horse: 0.7923, Acc.motorbike: 0.8782, Acc.person: 0.9210, Acc.pottedplant: 0.6142, Acc.sheep: 0.8424, Acc.sofa: 0.5890, Acc.train: 0.8180, Acc.tvmonitor: 0.7793