2024-01-03 09:45:06,685 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 09:45:06,695 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 09:45:06,695 - mmseg - INFO - OMP num threads is 1 2024-01-03 09:45:06,774 - 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 09:45:06,774 - mmseg - INFO - Distributed training: True 2024-01-03 09:45:06,775 - 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.mae'} 2024-01-03 09:45:10,134 - mmseg - INFO - Set random seed to 1795894214, deterministic: False 2024-01-03 09:45:12,446 - 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 09:45:12,448 - mmseg - INFO - pos_embed loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 09:45:12,448 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 09:45:12,469 - 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 09:45:12,474 - 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 09:45:12,479 - mmseg - INFO - Loaded 1464 images 2024-01-03 09:45:15,513 - mmseg - INFO - Loaded 1449 images 2024-01-03 09:45:15,514 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_224.mae 2024-01-03 09:45:15,515 - 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 09:45:15,515 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 09:45:15,517 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_224.mae by HardDiskBackend. 2024-01-03 09:45:53,085 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:21:07, time: 0.122, data_time: 0.006, memory: 570, decode.loss_ce: 2.5629, decode.acc_seg: 6.4597, loss: 2.5629 2024-01-03 09:45:58,024 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:13:23, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 2.5070, decode.acc_seg: 18.5664, loss: 2.5070 2024-01-03 09:46:00,547 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:00:01, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 2.3522, decode.acc_seg: 35.5947, loss: 2.3522 2024-01-03 09:46:05,536 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:01:29, time: 0.100, data_time: 0.047, memory: 570, decode.loss_ce: 2.1468, decode.acc_seg: 47.6375, loss: 2.1468 2024-01-03 09:46:08,031 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:55:45, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 1.9397, decode.acc_seg: 52.3250, loss: 1.9397 2024-01-03 09:46:12,929 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:57:12, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 1.6366, decode.acc_seg: 59.0147, loss: 1.6366 2024-01-03 09:46:15,474 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:53:46, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 1.3991, decode.acc_seg: 63.7769, loss: 1.3991 2024-01-03 09:46:20,352 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:55:02, time: 0.098, data_time: 0.051, memory: 570, decode.loss_ce: 1.2658, decode.acc_seg: 65.5365, loss: 1.2658 2024-01-03 09:46:22,824 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:52:29, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 1.0843, decode.acc_seg: 69.3504, loss: 1.0843 2024-01-03 09:46:27,678 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:53:34, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.9652, decode.acc_seg: 70.7365, loss: 0.9652 2024-01-03 09:46:32,639 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:54:34, time: 0.099, data_time: 0.052, memory: 570, decode.loss_ce: 0.9022, decode.acc_seg: 72.3139, loss: 0.9022 2024-01-03 09:46:35,127 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:52:40, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.8150, decode.acc_seg: 73.7932, loss: 0.8150 2024-01-03 09:46:40,110 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:35, time: 0.100, data_time: 0.049, memory: 570, decode.loss_ce: 0.7992, decode.acc_seg: 74.1205, loss: 0.7992 2024-01-03 09:46:42,602 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:52:02, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.7233, decode.acc_seg: 76.7453, loss: 0.7233 2024-01-03 09:46:47,485 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:52:46, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.7242, decode.acc_seg: 76.1901, loss: 0.7242 2024-01-03 09:46:49,988 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:26, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.6890, decode.acc_seg: 77.0836, loss: 0.6890 2024-01-03 09:46:54,822 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:52:04, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.6400, decode.acc_seg: 77.6304, loss: 0.6400 2024-01-03 09:46:57,333 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:50:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.6668, decode.acc_seg: 77.4764, loss: 0.6668 2024-01-03 09:47:02,267 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:34, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.6335, decode.acc_seg: 78.9086, loss: 0.6335 2024-01-03 09:47:04,739 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:47:04,739 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:32, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.6138, decode.acc_seg: 78.3963, loss: 0.6138 2024-01-03 09:47:09,649 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:51:06, time: 0.098, data_time: 0.050, memory: 570, decode.loss_ce: 0.6038, decode.acc_seg: 78.8082, loss: 0.6038 2024-01-03 09:47:14,562 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:36, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.5847, decode.acc_seg: 79.6398, loss: 0.5847 2024-01-03 09:47:17,079 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:43, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.5825, decode.acc_seg: 79.9155, loss: 0.5825 2024-01-03 09:47:21,977 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:51:11, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.5836, decode.acc_seg: 80.0134, loss: 0.5836 2024-01-03 09:47:24,505 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:50:22, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.5928, decode.acc_seg: 79.5248, loss: 0.5928 2024-01-03 09:47:29,400 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:48, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.5591, decode.acc_seg: 80.8044, loss: 0.5591 2024-01-03 09:47:31,907 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:50:03, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.5273, decode.acc_seg: 81.0532, loss: 0.5273 2024-01-03 09:47:36,761 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:26, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.5785, decode.acc_seg: 79.6312, loss: 0.5785 2024-01-03 09:47:39,219 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:43, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.5374, decode.acc_seg: 80.8595, loss: 0.5374 2024-01-03 09:47:44,141 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:50:06, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.5293, decode.acc_seg: 81.1211, loss: 0.5293 2024-01-03 09:47:49,170 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:30, time: 0.101, data_time: 0.050, memory: 570, decode.loss_ce: 0.5388, decode.acc_seg: 80.9511, loss: 0.5388 2024-01-03 09:47:51,677 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:52, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.5081, decode.acc_seg: 81.8727, loss: 0.5081 2024-01-03 09:47:56,602 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:50:12, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.5415, decode.acc_seg: 80.7745, loss: 0.5415 2024-01-03 09:47:59,130 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:36, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.5153, decode.acc_seg: 81.4388, loss: 0.5153 2024-01-03 09:48:04,047 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:55, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.4938, decode.acc_seg: 82.2192, loss: 0.4938 2024-01-03 09:48:06,571 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:49:22, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.5266, decode.acc_seg: 80.9991, loss: 0.5266 2024-01-03 09:48:11,455 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:39, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4939, decode.acc_seg: 82.3949, loss: 0.4939 2024-01-03 09:48:13,986 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:49:07, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4869, decode.acc_seg: 83.1161, loss: 0.4869 2024-01-03 09:48:18,856 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:49:23, time: 0.097, data_time: 0.049, memory: 570, decode.loss_ce: 0.5033, decode.acc_seg: 81.8871, loss: 0.5033 2024-01-03 09:48:21,322 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:48:21,322 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:52, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.5101, decode.acc_seg: 81.5159, loss: 0.5101 2024-01-03 09:48:26,331 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:49:09, time: 0.100, data_time: 0.046, memory: 570, decode.loss_ce: 0.4850, decode.acc_seg: 82.3311, loss: 0.4850 2024-01-03 09:48:31,234 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:49:24, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4760, decode.acc_seg: 83.0177, loss: 0.4760 2024-01-03 09:48:33,738 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4911, decode.acc_seg: 82.0266, loss: 0.4911 2024-01-03 09:48:38,698 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:49:10, time: 0.099, data_time: 0.046, memory: 570, decode.loss_ce: 0.4758, decode.acc_seg: 82.4635, loss: 0.4758 2024-01-03 09:48:41,185 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:42, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.5116, decode.acc_seg: 81.3357, loss: 0.5116 2024-01-03 09:48:46,094 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:55, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.4498, decode.acc_seg: 83.3539, loss: 0.4498 2024-01-03 09:48:48,594 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:29, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4449, decode.acc_seg: 83.6531, loss: 0.4449 2024-01-03 09:48:53,486 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:41, time: 0.098, data_time: 0.050, memory: 570, decode.loss_ce: 0.4777, decode.acc_seg: 82.9701, loss: 0.4777 2024-01-03 09:48:55,974 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:48:16, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4874, decode.acc_seg: 82.3560, loss: 0.4874 2024-01-03 09:49:00,879 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:28, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4816, decode.acc_seg: 82.6946, loss: 0.4816 2024-01-03 09:49:05,858 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:40, time: 0.100, data_time: 0.046, memory: 570, decode.loss_ce: 0.4802, decode.acc_seg: 82.1902, loss: 0.4802 2024-01-03 09:49:08,384 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:48:16, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4512, decode.acc_seg: 83.4366, loss: 0.4512 2024-01-03 09:49:13,261 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:27, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4617, decode.acc_seg: 83.5300, loss: 0.4617 2024-01-03 09:49:15,768 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:48:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4766, decode.acc_seg: 82.5134, loss: 0.4766 2024-01-03 09:49:20,693 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:48:14, time: 0.098, data_time: 0.045, memory: 570, decode.loss_ce: 0.4415, decode.acc_seg: 83.8974, loss: 0.4415 2024-01-03 09:49:23,182 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:52, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4557, decode.acc_seg: 83.3085, loss: 0.4557 2024-01-03 09:49:28,017 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:48:01, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.4427, decode.acc_seg: 84.0155, loss: 0.4427 2024-01-03 09:49:30,540 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:39, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4683, decode.acc_seg: 83.2689, loss: 0.4683 2024-01-03 09:49:35,483 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:49, time: 0.099, data_time: 0.050, memory: 570, decode.loss_ce: 0.4587, decode.acc_seg: 83.8848, loss: 0.4587 2024-01-03 09:49:37,948 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:49:37,948 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:28, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.4788, decode.acc_seg: 82.6948, loss: 0.4788 2024-01-03 09:49:42,806 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:36, time: 0.097, data_time: 0.049, memory: 570, decode.loss_ce: 0.4857, decode.acc_seg: 82.5116, loss: 0.4857 2024-01-03 09:49:47,698 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:45, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4484, decode.acc_seg: 83.5522, loss: 0.4484 2024-01-03 09:49:50,202 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:47:25, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4632, decode.acc_seg: 83.4123, loss: 0.4632 2024-01-03 09:49:55,083 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:32, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4837, decode.acc_seg: 82.7279, loss: 0.4837 2024-01-03 09:49:57,612 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:47:13, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4430, decode.acc_seg: 83.8026, loss: 0.4430 2024-01-03 09:50:02,500 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:47:21, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4714, decode.acc_seg: 82.8096, loss: 0.4714 2024-01-03 09:50:05,014 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:47:02, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4205, decode.acc_seg: 84.6183, loss: 0.4205 2024-01-03 09:50:09,895 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:47:09, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.4694, decode.acc_seg: 83.0865, loss: 0.4694 2024-01-03 09:50:12,386 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:51, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4428, decode.acc_seg: 84.0644, loss: 0.4428 2024-01-03 09:50:17,238 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:58, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.4433, decode.acc_seg: 83.5773, loss: 0.4433 2024-01-03 09:50:22,331 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:47:06, time: 0.102, data_time: 0.050, memory: 570, decode.loss_ce: 0.4353, decode.acc_seg: 83.9613, loss: 0.4353 2024-01-03 09:50:24,811 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:48, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4376, decode.acc_seg: 83.8790, loss: 0.4376 2024-01-03 09:50:29,742 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:55, time: 0.099, data_time: 0.052, memory: 570, decode.loss_ce: 0.4484, decode.acc_seg: 83.5845, loss: 0.4484 2024-01-03 09:50:32,251 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:38, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4243, decode.acc_seg: 84.7805, loss: 0.4243 2024-01-03 09:50:37,183 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:45, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.4599, decode.acc_seg: 82.9686, loss: 0.4599 2024-01-03 09:50:39,705 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:46:28, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4539, decode.acc_seg: 83.6228, loss: 0.4539 2024-01-03 09:50:44,614 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:34, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.4347, decode.acc_seg: 84.5774, loss: 0.4347 2024-01-03 09:50:47,123 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:46:18, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4555, decode.acc_seg: 83.0791, loss: 0.4555 2024-01-03 09:50:52,058 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:46:24, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.4493, decode.acc_seg: 83.7086, loss: 0.4493 2024-01-03 09:50:54,559 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:50:54,559 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:46:08, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4541, decode.acc_seg: 83.2281, loss: 0.4541 2024-01-03 09:50:59,598 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:46:14, time: 0.101, data_time: 0.049, memory: 570, decode.loss_ce: 0.4218, decode.acc_seg: 84.5894, loss: 0.4218 2024-01-03 09:51:04,512 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:46:20, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.4384, decode.acc_seg: 84.0411, loss: 0.4384 2024-01-03 09:51:07,000 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:46:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4480, decode.acc_seg: 83.2209, loss: 0.4480 2024-01-03 09:51:11,930 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:46:09, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.4472, decode.acc_seg: 83.4536, loss: 0.4472 2024-01-03 09:51:14,455 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:54, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4227, decode.acc_seg: 84.5317, loss: 0.4227 2024-01-03 09:51:19,350 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:59, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4261, decode.acc_seg: 84.0659, loss: 0.4261 2024-01-03 09:51:21,852 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:44, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4297, decode.acc_seg: 84.1686, loss: 0.4297 2024-01-03 09:51:26,776 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:49, time: 0.098, data_time: 0.051, memory: 570, decode.loss_ce: 0.4019, decode.acc_seg: 84.9340, loss: 0.4019 2024-01-03 09:51:29,295 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:34, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4245, decode.acc_seg: 84.3215, loss: 0.4245 2024-01-03 09:51:34,205 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:39, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4346, decode.acc_seg: 84.0832, loss: 0.4346 2024-01-03 09:51:36,693 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:45:24, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4435, decode.acc_seg: 83.5413, loss: 0.4435 2024-01-03 09:51:41,627 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:45:29, time: 0.099, data_time: 0.046, memory: 570, decode.loss_ce: 0.4448, decode.acc_seg: 83.6296, loss: 0.4448 2024-01-03 09:51:46,611 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:33, time: 0.100, data_time: 0.049, memory: 570, decode.loss_ce: 0.4494, decode.acc_seg: 83.7978, loss: 0.4494 2024-01-03 09:51:49,135 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:45:19, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4230, decode.acc_seg: 84.3229, loss: 0.4230 2024-01-03 09:51:53,994 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:45:23, time: 0.097, data_time: 0.049, memory: 570, decode.loss_ce: 0.4312, decode.acc_seg: 83.5460, loss: 0.4312 2024-01-03 09:51:56,499 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:45:09, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4388, decode.acc_seg: 83.7529, loss: 0.4388 2024-01-03 09:52:01,307 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:45:12, time: 0.096, data_time: 0.048, memory: 570, decode.loss_ce: 0.4196, decode.acc_seg: 84.1691, loss: 0.4196 2024-01-03 09:52:03,837 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:59, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4202, decode.acc_seg: 84.5429, loss: 0.4202 2024-01-03 09:52:08,844 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:45:03, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.4340, decode.acc_seg: 84.3134, loss: 0.4340 2024-01-03 09:52:11,341 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:52:11,342 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:50, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4017, decode.acc_seg: 84.9976, loss: 0.4017 2024-01-03 09:52:16,275 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:54, time: 0.099, data_time: 0.050, memory: 570, decode.loss_ce: 0.4333, decode.acc_seg: 83.8645, loss: 0.4333 2024-01-03 09:52:21,126 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:57, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.4098, decode.acc_seg: 84.9994, loss: 0.4098 2024-01-03 09:52:23,668 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:44, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4219, decode.acc_seg: 84.4263, loss: 0.4219 2024-01-03 09:52:28,593 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:47, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.4259, decode.acc_seg: 83.6694, loss: 0.4259 2024-01-03 09:52:31,101 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:44:34, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4333, decode.acc_seg: 83.8265, loss: 0.4333 2024-01-03 09:52:35,986 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:37, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.4163, decode.acc_seg: 84.8825, loss: 0.4163 2024-01-03 09:52:38,495 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:44:25, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4321, decode.acc_seg: 83.9797, loss: 0.4321 2024-01-03 09:52:43,439 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:44:28, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.4394, decode.acc_seg: 83.9079, loss: 0.4394 2024-01-03 09:52:45,964 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:44:15, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4170, decode.acc_seg: 84.5419, loss: 0.4170 2024-01-03 09:52:50,839 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:44:18, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4050, decode.acc_seg: 84.4743, loss: 0.4050 2024-01-03 09:52:53,298 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:44:06, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.4429, decode.acc_seg: 84.0991, loss: 0.4429 2024-01-03 09:52:58,315 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:44:09, time: 0.100, data_time: 0.047, memory: 570, decode.loss_ce: 0.4182, decode.acc_seg: 84.4757, loss: 0.4182 2024-01-03 09:53:03,403 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:44:13, time: 0.102, data_time: 0.054, memory: 570, decode.loss_ce: 0.4278, decode.acc_seg: 83.7905, loss: 0.4278 2024-01-03 09:53:05,962 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:44:01, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4040, decode.acc_seg: 85.3039, loss: 0.4040 2024-01-03 09:53:10,980 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:44:04, time: 0.100, data_time: 0.048, memory: 570, decode.loss_ce: 0.4440, decode.acc_seg: 83.6180, loss: 0.4440 2024-01-03 09:53:13,486 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:52, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4116, decode.acc_seg: 84.8549, loss: 0.4116 2024-01-03 09:53:18,382 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:54, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4129, decode.acc_seg: 84.4250, loss: 0.4129 2024-01-03 09:53:20,887 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:43, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4144, decode.acc_seg: 84.5807, loss: 0.4144 2024-01-03 09:53:25,875 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:45, time: 0.100, data_time: 0.051, memory: 570, decode.loss_ce: 0.4509, decode.acc_seg: 83.6124, loss: 0.4509 2024-01-03 09:53:28,351 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:53:28,351 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:43:34, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4093, decode.acc_seg: 84.9534, loss: 0.4093 2024-01-03 09:53:33,204 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:43:36, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.4291, decode.acc_seg: 84.2165, loss: 0.4291 2024-01-03 09:53:38,087 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:43:37, time: 0.098, data_time: 0.051, memory: 570, decode.loss_ce: 0.4049, decode.acc_seg: 84.9357, loss: 0.4049 2024-01-03 09:53:40,627 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:43:26, time: 0.051, data_time: 0.003, memory: 570, decode.loss_ce: 0.4078, decode.acc_seg: 84.7350, loss: 0.4078 2024-01-03 09:53:45,485 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:43:28, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.4245, decode.acc_seg: 84.6880, loss: 0.4245 2024-01-03 09:53:48,007 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:43:17, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4071, decode.acc_seg: 84.8324, loss: 0.4071 2024-01-03 09:53:52,880 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:43:19, time: 0.097, data_time: 0.045, memory: 570, decode.loss_ce: 0.4156, decode.acc_seg: 85.0786, loss: 0.4156 2024-01-03 09:53:55,389 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:43:08, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4449, decode.acc_seg: 83.5937, loss: 0.4449 2024-01-03 09:54:00,366 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:43:10, time: 0.100, data_time: 0.054, memory: 570, decode.loss_ce: 0.4021, decode.acc_seg: 85.0238, loss: 0.4021 2024-01-03 09:54:02,878 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:59, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4032, decode.acc_seg: 85.3212, loss: 0.4032 2024-01-03 09:54:07,805 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:43:01, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.4369, decode.acc_seg: 83.9634, loss: 0.4369 2024-01-03 09:54:10,290 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:50, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4310, decode.acc_seg: 83.8601, loss: 0.4310 2024-01-03 09:54:15,227 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:51, time: 0.099, data_time: 0.052, memory: 570, decode.loss_ce: 0.3922, decode.acc_seg: 85.1562, loss: 0.3922 2024-01-03 09:54:20,166 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:53, time: 0.099, data_time: 0.050, memory: 570, decode.loss_ce: 0.4204, decode.acc_seg: 83.9616, loss: 0.4204 2024-01-03 09:54:22,685 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:42, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4175, decode.acc_seg: 84.3182, loss: 0.4175 2024-01-03 09:54:27,585 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:44, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.3842, decode.acc_seg: 85.2280, loss: 0.3842 2024-01-03 09:54:30,097 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:42:33, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4087, decode.acc_seg: 84.8468, loss: 0.4087 2024-01-03 09:54:35,018 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:42:35, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4286, decode.acc_seg: 84.4319, loss: 0.4286 2024-01-03 09:54:37,533 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:42:24, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3799, decode.acc_seg: 85.6711, loss: 0.3799 2024-01-03 09:54:42,375 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:42:25, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.3948, decode.acc_seg: 85.1689, loss: 0.3948 2024-01-03 09:54:44,856 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:54:44,856 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:42:15, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4258, decode.acc_seg: 84.0958, loss: 0.4258 2024-01-03 09:54:49,696 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:42:16, time: 0.097, data_time: 0.049, memory: 570, decode.loss_ce: 0.3993, decode.acc_seg: 85.0748, loss: 0.3993 2024-01-03 09:54:54,452 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:42:16, time: 0.095, data_time: 0.047, memory: 570, decode.loss_ce: 0.4122, decode.acc_seg: 84.3469, loss: 0.4122 2024-01-03 09:54:57,036 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:42:07, time: 0.052, data_time: 0.003, memory: 570, decode.loss_ce: 0.4210, decode.acc_seg: 84.5901, loss: 0.4210 2024-01-03 09:55:02,011 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:42:08, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.4093, decode.acc_seg: 84.7366, loss: 0.4093 2024-01-03 09:55:04,537 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:58, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4073, decode.acc_seg: 85.0557, loss: 0.4073 2024-01-03 09:55:09,381 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:59, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.3980, decode.acc_seg: 85.5374, loss: 0.3980 2024-01-03 09:55:11,892 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:49, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3994, decode.acc_seg: 85.0127, loss: 0.3994 2024-01-03 09:55:16,834 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:50, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.4397, decode.acc_seg: 83.9671, loss: 0.4397 2024-01-03 09:55:19,330 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:40, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4179, decode.acc_seg: 84.4672, loss: 0.4179 2024-01-03 09:55:24,179 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:41, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.4121, decode.acc_seg: 84.7080, loss: 0.4121 2024-01-03 09:55:26,645 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:41:31, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.4190, decode.acc_seg: 84.4220, loss: 0.4190 2024-01-03 09:55:31,520 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:41:31, time: 0.097, data_time: 0.050, memory: 570, decode.loss_ce: 0.3875, decode.acc_seg: 85.4588, loss: 0.3875 2024-01-03 09:55:36,381 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:41:32, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.4008, decode.acc_seg: 85.1614, loss: 0.4008 2024-01-03 09:55:38,879 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:41:22, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3940, decode.acc_seg: 85.0584, loss: 0.3940 2024-01-03 09:55:43,783 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:41:23, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4110, decode.acc_seg: 84.5114, loss: 0.4110 2024-01-03 09:55:46,282 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:41:13, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4114, decode.acc_seg: 84.6338, loss: 0.4114 2024-01-03 09:55:51,148 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:41:14, time: 0.097, data_time: 0.050, memory: 570, decode.loss_ce: 0.4105, decode.acc_seg: 85.3648, loss: 0.4105 2024-01-03 09:55:53,654 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:41:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4268, decode.acc_seg: 84.4099, loss: 0.4268 2024-01-03 09:55:58,479 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:41:05, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.3972, decode.acc_seg: 85.3698, loss: 0.3972 2024-01-03 09:56:00,969 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:56:00,969 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3974, decode.acc_seg: 85.0473, loss: 0.3974 2024-01-03 09:56:05,872 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:56, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4344, decode.acc_seg: 84.0329, loss: 0.4344 2024-01-03 09:56:10,705 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:56, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.4335, decode.acc_seg: 83.7794, loss: 0.4335 2024-01-03 09:56:13,217 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:47, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3868, decode.acc_seg: 85.5016, loss: 0.3868 2024-01-03 09:56:18,043 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:47, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.3929, decode.acc_seg: 85.6789, loss: 0.3929 2024-01-03 09:56:20,566 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:38, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3876, decode.acc_seg: 85.3270, loss: 0.3876 2024-01-03 09:56:25,415 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:38, time: 0.097, data_time: 0.046, memory: 570, decode.loss_ce: 0.3956, decode.acc_seg: 85.2889, loss: 0.3956 2024-01-03 09:56:28,075 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:40:29, time: 0.053, data_time: 0.003, memory: 570, decode.loss_ce: 0.4121, decode.acc_seg: 84.4009, loss: 0.4121 2024-01-03 09:56:32,941 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:40:29, time: 0.097, data_time: 0.048, memory: 570, decode.loss_ce: 0.4065, decode.acc_seg: 84.8619, loss: 0.4065 2024-01-03 09:56:35,447 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:40:21, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4278, decode.acc_seg: 84.4534, loss: 0.4278 2024-01-03 09:56:40,439 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:40:21, time: 0.100, data_time: 0.051, memory: 570, decode.loss_ce: 0.3991, decode.acc_seg: 85.3231, loss: 0.3991 2024-01-03 09:56:42,902 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:40:12, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.4082, decode.acc_seg: 84.2936, loss: 0.4082 2024-01-03 09:56:47,874 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:40:12, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.4020, decode.acc_seg: 85.0627, loss: 0.4020 2024-01-03 09:56:52,762 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:40:12, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4169, decode.acc_seg: 84.4747, loss: 0.4169 2024-01-03 09:56:55,283 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:40:04, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4038, decode.acc_seg: 85.2875, loss: 0.4038 2024-01-03 09:57:00,180 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:40:04, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.4267, decode.acc_seg: 84.7284, loss: 0.4267 2024-01-03 09:57:02,664 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4086, decode.acc_seg: 84.8299, loss: 0.4086 2024-01-03 09:57:07,570 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:55, time: 0.098, data_time: 0.050, memory: 570, decode.loss_ce: 0.4084, decode.acc_seg: 84.4111, loss: 0.4084 2024-01-03 09:57:10,037 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:46, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.3928, decode.acc_seg: 85.0940, loss: 0.3928 2024-01-03 09:57:14,886 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:46, time: 0.097, data_time: 0.050, memory: 570, decode.loss_ce: 0.4164, decode.acc_seg: 84.7314, loss: 0.4164 2024-01-03 09:57:17,372 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:57:17,372 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:37, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4197, decode.acc_seg: 84.3494, loss: 0.4197 2024-01-03 09:57:22,296 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:37, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.3973, decode.acc_seg: 85.4929, loss: 0.3973 2024-01-03 09:57:24,786 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:39:29, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3967, decode.acc_seg: 85.2575, loss: 0.3967 2024-01-03 09:57:29,803 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:39:29, time: 0.100, data_time: 0.046, memory: 570, decode.loss_ce: 0.3692, decode.acc_seg: 86.3580, loss: 0.3692 2024-01-03 09:57:34,676 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:39:29, time: 0.097, data_time: 0.047, memory: 570, decode.loss_ce: 0.4388, decode.acc_seg: 84.1230, loss: 0.4388 2024-01-03 09:57:37,199 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:39:20, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4116, decode.acc_seg: 84.8176, loss: 0.4116 2024-01-03 09:57:42,134 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:39:20, time: 0.099, data_time: 0.046, memory: 570, decode.loss_ce: 0.3763, decode.acc_seg: 85.7168, loss: 0.3763 2024-01-03 09:57:44,637 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:39:12, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4187, decode.acc_seg: 84.7698, loss: 0.4187 2024-01-03 09:57:49,562 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:39:12, time: 0.098, data_time: 0.051, memory: 570, decode.loss_ce: 0.3852, decode.acc_seg: 85.2263, loss: 0.3852 2024-01-03 09:57:52,061 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:39:03, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4256, decode.acc_seg: 84.1980, loss: 0.4256 2024-01-03 09:57:56,968 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:39:03, time: 0.098, data_time: 0.049, memory: 570, decode.loss_ce: 0.4032, decode.acc_seg: 84.8693, loss: 0.4032 2024-01-03 09:57:59,483 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:55, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4004, decode.acc_seg: 84.9406, loss: 0.4004 2024-01-03 09:58:04,362 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:54, time: 0.098, data_time: 0.048, memory: 570, decode.loss_ce: 0.4297, decode.acc_seg: 84.3704, loss: 0.4297 2024-01-03 09:58:09,273 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:54, time: 0.098, data_time: 0.046, memory: 570, decode.loss_ce: 0.4124, decode.acc_seg: 84.2657, loss: 0.4124 2024-01-03 09:58:11,748 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:46, time: 0.049, data_time: 0.003, memory: 570, decode.loss_ce: 0.3881, decode.acc_seg: 85.4376, loss: 0.3881 2024-01-03 09:58:16,630 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:45, time: 0.098, data_time: 0.047, memory: 570, decode.loss_ce: 0.3832, decode.acc_seg: 85.8464, loss: 0.3832 2024-01-03 09:58:19,119 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:37, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3861, decode.acc_seg: 85.1764, loss: 0.3861 2024-01-03 09:58:24,044 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:37, time: 0.099, data_time: 0.047, memory: 570, decode.loss_ce: 0.4119, decode.acc_seg: 85.0209, loss: 0.4119 2024-01-03 09:58:26,541 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:38:29, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.4161, decode.acc_seg: 84.4378, loss: 0.4161 2024-01-03 09:58:31,496 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:38:28, time: 0.099, data_time: 0.048, memory: 570, decode.loss_ce: 0.3798, decode.acc_seg: 85.3991, loss: 0.3798 2024-01-03 09:58:33,968 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 09:58:33,981 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:58:33,981 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:38:20, time: 0.050, data_time: 0.003, memory: 570, decode.loss_ce: 0.3973, decode.acc_seg: 85.2392, loss: 0.3973 2024-01-03 09:59:16,834 - mmseg - INFO - per class results: 2024-01-03 09:59:16,835 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.77 | 95.64 | | aeroplane | 70.04 | 78.68 | | bicycle | 47.04 | 60.51 | | bird | 63.31 | 73.83 | | boat | 46.97 | 61.88 | | bottle | 44.09 | 54.61 | | bus | 60.98 | 76.44 | | car | 60.23 | 68.9 | | cat | 61.5 | 85.25 | | chair | 13.56 | 17.13 | | cow | 36.24 | 44.26 | | diningtable | 29.86 | 40.59 | | dog | 47.61 | 59.68 | | horse | 40.5 | 61.58 | | motorbike | 51.58 | 74.94 | | person | 70.02 | 86.86 | | pottedplant | 29.52 | 34.92 | | sheep | 53.02 | 69.87 | | sofa | 22.66 | 29.39 | | train | 52.08 | 63.21 | | tvmonitor | 39.13 | 57.71 | +-------------+-------+-------+ 2024-01-03 09:59:16,835 - mmseg - INFO - Summary: 2024-01-03 09:59:16,835 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 87.74 | 49.03 | 61.71 | +-------+-------+-------+ 2024-01-03 09:59:16,835 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 09:59:16,835 - mmseg - INFO - Iter(val) [182] aAcc: 0.8774, mIoU: 0.4903, mAcc: 0.6171, IoU.background: 0.8977, IoU.aeroplane: 0.7004, IoU.bicycle: 0.4704, IoU.bird: 0.6331, IoU.boat: 0.4697, IoU.bottle: 0.4409, IoU.bus: 0.6098, IoU.car: 0.6023, IoU.cat: 0.6150, IoU.chair: 0.1356, IoU.cow: 0.3624, IoU.diningtable: 0.2986, IoU.dog: 0.4761, IoU.horse: 0.4050, IoU.motorbike: 0.5158, IoU.person: 0.7002, IoU.pottedplant: 0.2952, IoU.sheep: 0.5302, IoU.sofa: 0.2266, IoU.train: 0.5208, IoU.tvmonitor: 0.3913, Acc.background: 0.9564, Acc.aeroplane: 0.7868, Acc.bicycle: 0.6051, Acc.bird: 0.7383, Acc.boat: 0.6188, Acc.bottle: 0.5461, Acc.bus: 0.7644, Acc.car: 0.6890, Acc.cat: 0.8525, Acc.chair: 0.1713, Acc.cow: 0.4426, Acc.diningtable: 0.4059, Acc.dog: 0.5968, Acc.horse: 0.6158, Acc.motorbike: 0.7494, Acc.person: 0.8686, Acc.pottedplant: 0.3492, Acc.sheep: 0.6987, Acc.sofa: 0.2939, Acc.train: 0.6321, Acc.tvmonitor: 0.5771 2024-01-03 09:59:21,734 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:40:27, time: 0.955, data_time: 0.903, memory: 622, decode.loss_ce: 0.3965, decode.acc_seg: 85.2030, loss: 0.3965 2024-01-03 09:59:24,207 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:40:19, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3935, decode.acc_seg: 85.5736, loss: 0.3935 2024-01-03 09:59:29,107 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:40:17, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3977, decode.acc_seg: 85.1057, loss: 0.3977 2024-01-03 09:59:33,948 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:40:15, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.4349, decode.acc_seg: 83.7363, loss: 0.4349 2024-01-03 09:59:36,465 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:40:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3854, decode.acc_seg: 85.3052, loss: 0.3854 2024-01-03 09:59:41,292 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:40:05, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3784, decode.acc_seg: 85.6212, loss: 0.3784 2024-01-03 09:59:43,847 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:39:57, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3857, decode.acc_seg: 85.6894, loss: 0.3857 2024-01-03 09:59:48,789 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:39:55, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3895, decode.acc_seg: 85.9106, loss: 0.3895 2024-01-03 09:59:51,276 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:39:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4141, decode.acc_seg: 84.4713, loss: 0.4141 2024-01-03 09:59:56,147 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:39:45, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3942, decode.acc_seg: 85.2381, loss: 0.3942 2024-01-03 09:59:58,640 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:39:37, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3959, decode.acc_seg: 85.3761, loss: 0.3959 2024-01-03 10:00:03,521 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:39:35, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.4127, decode.acc_seg: 85.0281, loss: 0.4127 2024-01-03 10:00:08,355 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:39:33, time: 0.097, data_time: 0.045, memory: 622, decode.loss_ce: 0.4116, decode.acc_seg: 84.6756, loss: 0.4116 2024-01-03 10:00:10,922 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:39:25, time: 0.051, data_time: 0.004, memory: 622, decode.loss_ce: 0.3940, decode.acc_seg: 85.1911, loss: 0.3940 2024-01-03 10:00:15,791 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:39:23, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3976, decode.acc_seg: 85.4178, loss: 0.3976 2024-01-03 10:00:18,302 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:39:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3963, decode.acc_seg: 85.3376, loss: 0.3963 2024-01-03 10:00:23,149 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:39:13, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3848, decode.acc_seg: 85.1854, loss: 0.3848 2024-01-03 10:00:25,663 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:39:05, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4023, decode.acc_seg: 84.9119, loss: 0.4023 2024-01-03 10:00:30,572 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:39:04, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3673, decode.acc_seg: 86.2742, loss: 0.3673 2024-01-03 10:00:33,074 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:00:33,075 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:38:55, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4160, decode.acc_seg: 84.7705, loss: 0.4160 2024-01-03 10:00:37,938 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:38:54, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.4002, decode.acc_seg: 84.9968, loss: 0.4002 2024-01-03 10:00:40,401 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:38:45, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3950, decode.acc_seg: 85.1242, loss: 0.3950 2024-01-03 10:00:45,275 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:38:44, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3947, decode.acc_seg: 85.1479, loss: 0.3947 2024-01-03 10:00:50,103 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:38:42, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.4226, decode.acc_seg: 84.4768, loss: 0.4226 2024-01-03 10:00:52,587 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:38:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3847, decode.acc_seg: 85.8371, loss: 0.3847 2024-01-03 10:00:57,513 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:38:32, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3828, decode.acc_seg: 85.2407, loss: 0.3828 2024-01-03 10:01:00,011 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:38:24, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3908, decode.acc_seg: 85.4988, loss: 0.3908 2024-01-03 10:01:04,914 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:38:22, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3920, decode.acc_seg: 85.0468, loss: 0.3920 2024-01-03 10:01:07,417 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:38:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3961, decode.acc_seg: 84.9930, loss: 0.3961 2024-01-03 10:01:12,322 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:38:13, time: 0.098, data_time: 0.052, memory: 622, decode.loss_ce: 0.4100, decode.acc_seg: 84.8926, loss: 0.4100 2024-01-03 10:01:14,790 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:05, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3950, decode.acc_seg: 85.5614, loss: 0.3950 2024-01-03 10:01:19,637 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:38:03, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3600, decode.acc_seg: 86.4718, loss: 0.3600 2024-01-03 10:01:24,536 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:38:01, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.4115, decode.acc_seg: 84.5200, loss: 0.4115 2024-01-03 10:01:27,068 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:37:53, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.4140, decode.acc_seg: 84.5319, loss: 0.4140 2024-01-03 10:01:32,033 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:37:52, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3793, decode.acc_seg: 86.3187, loss: 0.3793 2024-01-03 10:01:34,659 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:37:44, time: 0.053, data_time: 0.003, memory: 622, decode.loss_ce: 0.3892, decode.acc_seg: 84.9319, loss: 0.3892 2024-01-03 10:01:39,579 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:37:42, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.4075, decode.acc_seg: 84.8743, loss: 0.4075 2024-01-03 10:01:42,062 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:37:35, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3931, decode.acc_seg: 84.8031, loss: 0.3931 2024-01-03 10:01:46,923 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:37:33, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3975, decode.acc_seg: 85.3625, loss: 0.3975 2024-01-03 10:01:49,420 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:01:49,420 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:37:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4031, decode.acc_seg: 84.7787, loss: 0.4031 2024-01-03 10:01:54,308 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:37:23, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3761, decode.acc_seg: 85.9486, loss: 0.3761 2024-01-03 10:01:56,771 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:37:16, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.4158, decode.acc_seg: 84.1681, loss: 0.4158 2024-01-03 10:02:01,738 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:37:14, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.4051, decode.acc_seg: 84.9550, loss: 0.4051 2024-01-03 10:02:06,655 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:37:12, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.4117, decode.acc_seg: 84.6892, loss: 0.4117 2024-01-03 10:02:09,236 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:04, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.3857, decode.acc_seg: 85.4990, loss: 0.3857 2024-01-03 10:02:14,180 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:37:03, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3836, decode.acc_seg: 85.4560, loss: 0.3836 2024-01-03 10:02:16,713 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:36:55, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.4039, decode.acc_seg: 85.3877, loss: 0.4039 2024-01-03 10:02:21,588 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:36:53, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3767, decode.acc_seg: 85.6642, loss: 0.3767 2024-01-03 10:02:24,099 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:36:46, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3958, decode.acc_seg: 85.1584, loss: 0.3958 2024-01-03 10:02:28,991 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:36:44, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.4129, decode.acc_seg: 84.9837, loss: 0.4129 2024-01-03 10:02:31,508 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:36:37, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3866, decode.acc_seg: 85.4416, loss: 0.3866 2024-01-03 10:02:36,403 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:36:34, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.4044, decode.acc_seg: 85.1695, loss: 0.4044 2024-01-03 10:02:41,407 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:36:33, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.3869, decode.acc_seg: 85.4314, loss: 0.3869 2024-01-03 10:02:43,908 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:36:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3880, decode.acc_seg: 85.4101, loss: 0.3880 2024-01-03 10:02:48,829 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:36:23, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3768, decode.acc_seg: 86.1073, loss: 0.3768 2024-01-03 10:02:51,326 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3726, decode.acc_seg: 85.7361, loss: 0.3726 2024-01-03 10:02:56,261 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:14, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.4057, decode.acc_seg: 85.0261, loss: 0.4057 2024-01-03 10:02:58,763 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3552, decode.acc_seg: 86.7673, loss: 0.3552 2024-01-03 10:03:03,676 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:36:05, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3947, decode.acc_seg: 84.7741, loss: 0.3947 2024-01-03 10:03:06,192 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:03:06,192 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:35:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4095, decode.acc_seg: 84.8585, loss: 0.4095 2024-01-03 10:03:11,130 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:35:56, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.3828, decode.acc_seg: 86.1618, loss: 0.3828 2024-01-03 10:03:13,624 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:35:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3915, decode.acc_seg: 85.0357, loss: 0.3915 2024-01-03 10:03:18,561 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:35:47, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3822, decode.acc_seg: 85.5126, loss: 0.3822 2024-01-03 10:03:23,518 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:35:44, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.4023, decode.acc_seg: 85.2732, loss: 0.4023 2024-01-03 10:03:25,979 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:35:37, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3788, decode.acc_seg: 85.9027, loss: 0.3788 2024-01-03 10:03:30,931 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:35:35, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.4078, decode.acc_seg: 84.9637, loss: 0.4078 2024-01-03 10:03:33,493 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:35:28, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3760, decode.acc_seg: 86.0046, loss: 0.3760 2024-01-03 10:03:38,388 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:35:26, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.4064, decode.acc_seg: 84.8113, loss: 0.4064 2024-01-03 10:03:40,896 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3814, decode.acc_seg: 85.8627, loss: 0.3814 2024-01-03 10:03:45,865 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:17, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3828, decode.acc_seg: 85.5663, loss: 0.3828 2024-01-03 10:03:48,337 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:10, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.4149, decode.acc_seg: 84.6128, loss: 0.4149 2024-01-03 10:03:53,301 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:08, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3707, decode.acc_seg: 86.3283, loss: 0.3707 2024-01-03 10:03:55,762 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:01, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3916, decode.acc_seg: 85.5082, loss: 0.3916 2024-01-03 10:04:00,699 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:34:59, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3817, decode.acc_seg: 85.7322, loss: 0.3817 2024-01-03 10:04:05,628 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:34:57, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3918, decode.acc_seg: 85.4032, loss: 0.3918 2024-01-03 10:04:08,151 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:34:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3748, decode.acc_seg: 85.9484, loss: 0.3748 2024-01-03 10:04:13,026 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:34:48, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3923, decode.acc_seg: 85.4036, loss: 0.3923 2024-01-03 10:04:15,537 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:34:41, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4027, decode.acc_seg: 85.3852, loss: 0.4027 2024-01-03 10:04:20,444 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:34:39, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3818, decode.acc_seg: 85.6168, loss: 0.3818 2024-01-03 10:04:22,934 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:04:22,934 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:34:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3960, decode.acc_seg: 85.1914, loss: 0.3960 2024-01-03 10:04:27,774 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:34:29, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3815, decode.acc_seg: 85.4525, loss: 0.3815 2024-01-03 10:04:30,261 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4057, decode.acc_seg: 84.8291, loss: 0.4057 2024-01-03 10:04:35,194 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:20, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3699, decode.acc_seg: 85.7946, loss: 0.3699 2024-01-03 10:04:39,995 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:18, time: 0.096, data_time: 0.048, memory: 622, decode.loss_ce: 0.3706, decode.acc_seg: 85.9483, loss: 0.3706 2024-01-03 10:04:42,522 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:11, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3720, decode.acc_seg: 86.2348, loss: 0.3720 2024-01-03 10:04:47,481 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:09, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.4102, decode.acc_seg: 85.2219, loss: 0.4102 2024-01-03 10:04:49,976 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:02, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3981, decode.acc_seg: 85.2005, loss: 0.3981 2024-01-03 10:04:54,806 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:00, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3987, decode.acc_seg: 84.9854, loss: 0.3987 2024-01-03 10:04:57,316 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:33:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3920, decode.acc_seg: 85.7942, loss: 0.3920 2024-01-03 10:05:02,209 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:33:51, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3825, decode.acc_seg: 85.5083, loss: 0.3825 2024-01-03 10:05:04,707 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:33:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3994, decode.acc_seg: 84.9027, loss: 0.3994 2024-01-03 10:05:09,667 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:33:42, time: 0.099, data_time: 0.053, memory: 622, decode.loss_ce: 0.4118, decode.acc_seg: 84.3632, loss: 0.4118 2024-01-03 10:05:12,129 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:33:36, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3912, decode.acc_seg: 85.4046, loss: 0.3912 2024-01-03 10:05:17,039 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:33:33, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3602, decode.acc_seg: 86.3319, loss: 0.3602 2024-01-03 10:05:21,968 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:33:31, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.4287, decode.acc_seg: 84.7642, loss: 0.4287 2024-01-03 10:05:24,477 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:24, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3663, decode.acc_seg: 86.2435, loss: 0.3663 2024-01-03 10:05:29,436 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:22, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3832, decode.acc_seg: 85.7425, loss: 0.3832 2024-01-03 10:05:31,942 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3764, decode.acc_seg: 85.6164, loss: 0.3764 2024-01-03 10:05:36,798 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:13, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3884, decode.acc_seg: 85.6719, loss: 0.3884 2024-01-03 10:05:39,351 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:05:39,352 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:07, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3685, decode.acc_seg: 86.2559, loss: 0.3685 2024-01-03 10:05:44,188 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:04, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.4108, decode.acc_seg: 84.8633, loss: 0.4108 2024-01-03 10:05:46,676 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:32:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3754, decode.acc_seg: 85.6611, loss: 0.3754 2024-01-03 10:05:51,566 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:32:55, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3880, decode.acc_seg: 85.7580, loss: 0.3880 2024-01-03 10:05:56,399 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:32:53, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3909, decode.acc_seg: 85.4866, loss: 0.3909 2024-01-03 10:05:58,984 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:32:46, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.4006, decode.acc_seg: 84.6692, loss: 0.4006 2024-01-03 10:06:03,965 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:32:44, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.4024, decode.acc_seg: 84.9466, loss: 0.4024 2024-01-03 10:06:06,468 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:32:38, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3907, decode.acc_seg: 85.6296, loss: 0.3907 2024-01-03 10:06:11,318 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:32:35, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3788, decode.acc_seg: 86.1453, loss: 0.3788 2024-01-03 10:06:13,815 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3805, decode.acc_seg: 86.1117, loss: 0.3805 2024-01-03 10:06:18,673 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:26, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3845, decode.acc_seg: 85.2793, loss: 0.3845 2024-01-03 10:06:21,156 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3999, decode.acc_seg: 84.9261, loss: 0.3999 2024-01-03 10:06:26,043 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:17, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3956, decode.acc_seg: 85.5492, loss: 0.3956 2024-01-03 10:06:28,513 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:11, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3870, decode.acc_seg: 85.5094, loss: 0.3870 2024-01-03 10:06:33,424 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:09, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3748, decode.acc_seg: 85.8304, loss: 0.3748 2024-01-03 10:06:38,306 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:06, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.4077, decode.acc_seg: 85.0984, loss: 0.4077 2024-01-03 10:06:40,890 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:00, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.3795, decode.acc_seg: 85.6139, loss: 0.3795 2024-01-03 10:06:45,854 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:31:57, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.4022, decode.acc_seg: 84.9009, loss: 0.4022 2024-01-03 10:06:48,355 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:31:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3957, decode.acc_seg: 84.9237, loss: 0.3957 2024-01-03 10:06:53,227 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:31:49, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3896, decode.acc_seg: 85.8439, loss: 0.3896 2024-01-03 10:06:55,721 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:06:55,721 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:31:43, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3816, decode.acc_seg: 85.7995, loss: 0.3816 2024-01-03 10:07:00,710 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:31:40, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.3723, decode.acc_seg: 86.0299, loss: 0.3723 2024-01-03 10:07:03,204 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4004, decode.acc_seg: 85.1190, loss: 0.4004 2024-01-03 10:07:08,149 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:31, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.4072, decode.acc_seg: 84.3602, loss: 0.4072 2024-01-03 10:07:13,052 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:29, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3791, decode.acc_seg: 85.9915, loss: 0.3791 2024-01-03 10:07:15,542 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3733, decode.acc_seg: 86.3482, loss: 0.3733 2024-01-03 10:07:20,410 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:20, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3881, decode.acc_seg: 85.1271, loss: 0.3881 2024-01-03 10:07:22,895 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4167, decode.acc_seg: 84.6083, loss: 0.4167 2024-01-03 10:07:27,745 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:11, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3928, decode.acc_seg: 85.3411, loss: 0.3928 2024-01-03 10:07:30,275 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:05, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3876, decode.acc_seg: 85.4444, loss: 0.3876 2024-01-03 10:07:35,152 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:03, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3810, decode.acc_seg: 85.4579, loss: 0.3810 2024-01-03 10:07:37,664 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:30:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3858, decode.acc_seg: 85.0737, loss: 0.3858 2024-01-03 10:07:42,479 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:30:54, time: 0.096, data_time: 0.048, memory: 622, decode.loss_ce: 0.3696, decode.acc_seg: 85.9675, loss: 0.3696 2024-01-03 10:07:44,985 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:30:48, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3914, decode.acc_seg: 85.8510, loss: 0.3914 2024-01-03 10:07:49,992 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:30:45, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.3726, decode.acc_seg: 86.0042, loss: 0.3726 2024-01-03 10:07:54,927 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:30:43, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3811, decode.acc_seg: 86.0338, loss: 0.3811 2024-01-03 10:07:57,440 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:37, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3561, decode.acc_seg: 86.4176, loss: 0.3561 2024-01-03 10:08:02,448 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:34, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.3709, decode.acc_seg: 86.1379, loss: 0.3709 2024-01-03 10:08:04,947 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3998, decode.acc_seg: 84.9701, loss: 0.3998 2024-01-03 10:08:09,773 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:25, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3821, decode.acc_seg: 85.5457, loss: 0.3821 2024-01-03 10:08:12,314 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:08:12,315 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3742, decode.acc_seg: 85.6816, loss: 0.3742 2024-01-03 10:08:17,210 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:17, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3968, decode.acc_seg: 85.0284, loss: 0.3968 2024-01-03 10:08:19,692 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4114, decode.acc_seg: 85.0450, loss: 0.4114 2024-01-03 10:08:24,625 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:08, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.4156, decode.acc_seg: 84.2358, loss: 0.4156 2024-01-03 10:08:29,578 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:06, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3681, decode.acc_seg: 86.5166, loss: 0.3681 2024-01-03 10:08:32,098 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:00, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3959, decode.acc_seg: 84.8583, loss: 0.3959 2024-01-03 10:08:37,009 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:29:57, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3745, decode.acc_seg: 86.0356, loss: 0.3745 2024-01-03 10:08:39,506 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:29:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4025, decode.acc_seg: 84.6235, loss: 0.4025 2024-01-03 10:08:44,470 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:29:49, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3789, decode.acc_seg: 85.8590, loss: 0.3789 2024-01-03 10:08:46,973 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:29:43, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3763, decode.acc_seg: 85.6680, loss: 0.3763 2024-01-03 10:08:51,959 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:40, time: 0.100, data_time: 0.053, memory: 622, decode.loss_ce: 0.3654, decode.acc_seg: 86.3658, loss: 0.3654 2024-01-03 10:08:54,445 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4036, decode.acc_seg: 84.7695, loss: 0.4036 2024-01-03 10:08:59,300 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:31, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3749, decode.acc_seg: 85.8851, loss: 0.3749 2024-01-03 10:09:01,799 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:26, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3860, decode.acc_seg: 85.5936, loss: 0.3860 2024-01-03 10:09:06,692 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:23, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3828, decode.acc_seg: 85.4732, loss: 0.3828 2024-01-03 10:09:11,633 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:20, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3812, decode.acc_seg: 85.8673, loss: 0.3812 2024-01-03 10:09:14,120 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3652, decode.acc_seg: 86.6129, loss: 0.3652 2024-01-03 10:09:19,003 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:12, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3866, decode.acc_seg: 85.6087, loss: 0.3866 2024-01-03 10:09:21,500 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3645, decode.acc_seg: 86.3711, loss: 0.3645 2024-01-03 10:09:26,466 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:03, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3955, decode.acc_seg: 85.2283, loss: 0.3955 2024-01-03 10:09:28,960 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:09:28,960 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:28:57, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3655, decode.acc_seg: 86.5982, loss: 0.3655 2024-01-03 10:09:33,922 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:28:55, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.4016, decode.acc_seg: 85.1489, loss: 0.4016 2024-01-03 10:09:36,418 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:28:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3757, decode.acc_seg: 85.9755, loss: 0.3757 2024-01-03 10:09:41,334 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:28:46, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3700, decode.acc_seg: 86.2177, loss: 0.3700 2024-01-03 10:09:43,850 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3986, decode.acc_seg: 84.6976, loss: 0.3986 2024-01-03 10:09:48,810 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:38, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3666, decode.acc_seg: 86.2784, loss: 0.3666 2024-01-03 10:09:53,758 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:35, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.4096, decode.acc_seg: 84.8204, loss: 0.4096 2024-01-03 10:09:56,259 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3957, decode.acc_seg: 85.4651, loss: 0.3957 2024-01-03 10:10:01,106 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:26, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3723, decode.acc_seg: 86.1110, loss: 0.3723 2024-01-03 10:10:03,599 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3771, decode.acc_seg: 86.0819, loss: 0.3771 2024-01-03 10:10:08,518 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:18, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3916, decode.acc_seg: 85.0116, loss: 0.3916 2024-01-03 10:10:11,028 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:12, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3776, decode.acc_seg: 85.3448, loss: 0.3776 2024-01-03 10:10:15,937 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:10, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3705, decode.acc_seg: 86.0465, loss: 0.3705 2024-01-03 10:10:18,421 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:04, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3949, decode.acc_seg: 85.2671, loss: 0.3949 2024-01-03 10:10:23,259 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:01, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3892, decode.acc_seg: 85.5476, loss: 0.3892 2024-01-03 10:10:28,118 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:27:58, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3562, decode.acc_seg: 86.5298, loss: 0.3562 2024-01-03 10:10:30,604 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:27:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3860, decode.acc_seg: 85.4469, loss: 0.3860 2024-01-03 10:10:35,483 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:27:50, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3834, decode.acc_seg: 85.7477, loss: 0.3834 2024-01-03 10:10:37,996 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3842, decode.acc_seg: 85.3986, loss: 0.3842 2024-01-03 10:10:42,887 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:41, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3744, decode.acc_seg: 86.1517, loss: 0.3744 2024-01-03 10:10:45,378 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:10:45,378 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3829, decode.acc_seg: 85.7586, loss: 0.3829 2024-01-03 10:10:50,304 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:33, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3833, decode.acc_seg: 85.6300, loss: 0.3833 2024-01-03 10:10:52,824 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:27, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4008, decode.acc_seg: 85.0747, loss: 0.4008 2024-01-03 10:10:57,721 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:24, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3537, decode.acc_seg: 86.7773, loss: 0.3537 2024-01-03 10:11:00,184 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:19, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3650, decode.acc_seg: 86.1506, loss: 0.3650 2024-01-03 10:11:05,154 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:16, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3779, decode.acc_seg: 85.8046, loss: 0.3779 2024-01-03 10:11:10,056 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:13, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3861, decode.acc_seg: 85.4051, loss: 0.3861 2024-01-03 10:11:12,560 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3733, decode.acc_seg: 85.8806, loss: 0.3733 2024-01-03 10:11:17,408 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:05, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3914, decode.acc_seg: 85.3444, loss: 0.3914 2024-01-03 10:11:19,895 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:26:59, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3866, decode.acc_seg: 85.3521, loss: 0.3866 2024-01-03 10:11:24,800 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:26:56, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3833, decode.acc_seg: 85.8648, loss: 0.3833 2024-01-03 10:11:27,307 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:26:51, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3762, decode.acc_seg: 86.0448, loss: 0.3762 2024-01-03 10:11:32,178 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:26:48, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3746, decode.acc_seg: 86.0608, loss: 0.3746 2024-01-03 10:11:34,705 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:42, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3696, decode.acc_seg: 85.9498, loss: 0.3696 2024-01-03 10:11:39,726 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:39, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.3771, decode.acc_seg: 85.7677, loss: 0.3771 2024-01-03 10:11:44,596 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:36, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3812, decode.acc_seg: 85.6358, loss: 0.3812 2024-01-03 10:11:47,100 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3760, decode.acc_seg: 85.9191, loss: 0.3760 2024-01-03 10:11:51,973 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:28, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3871, decode.acc_seg: 85.7045, loss: 0.3871 2024-01-03 10:11:54,469 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:23, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3736, decode.acc_seg: 86.1535, loss: 0.3736 2024-01-03 10:11:59,450 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:20, time: 0.100, data_time: 0.049, memory: 622, decode.loss_ce: 0.3690, decode.acc_seg: 85.9591, loss: 0.3690 2024-01-03 10:12:01,948 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 10:12:02,044 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:12:02,044 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:14, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.3815, decode.acc_seg: 85.8708, loss: 0.3815 2024-01-03 10:12:11,515 - mmseg - INFO - per class results: 2024-01-03 10:12:11,516 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.92 | 95.61 | | aeroplane | 68.23 | 74.63 | | bicycle | 46.93 | 62.28 | | bird | 63.78 | 75.43 | | boat | 46.19 | 62.94 | | bottle | 44.35 | 52.66 | | bus | 61.47 | 77.97 | | car | 61.14 | 73.13 | | cat | 62.61 | 82.81 | | chair | 16.69 | 22.96 | | cow | 40.15 | 51.53 | | diningtable | 29.66 | 40.72 | | dog | 48.67 | 65.08 | | horse | 40.02 | 56.47 | | motorbike | 52.53 | 73.59 | | person | 71.41 | 85.8 | | pottedplant | 32.93 | 43.64 | | sheep | 51.14 | 67.82 | | sofa | 21.62 | 27.33 | | train | 52.07 | 66.69 | | tvmonitor | 41.12 | 56.55 | +-------------+-------+-------+ 2024-01-03 10:12:11,516 - mmseg - INFO - Summary: 2024-01-03 10:12:11,516 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 87.9 | 49.65 | 62.65 | +------+-------+-------+ 2024-01-03 10:12:11,516 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:12:11,516 - mmseg - INFO - Iter(val) [182] aAcc: 0.8790, mIoU: 0.4965, mAcc: 0.6265, IoU.background: 0.8992, IoU.aeroplane: 0.6823, IoU.bicycle: 0.4693, IoU.bird: 0.6378, IoU.boat: 0.4619, IoU.bottle: 0.4435, IoU.bus: 0.6147, IoU.car: 0.6114, IoU.cat: 0.6261, IoU.chair: 0.1669, IoU.cow: 0.4015, IoU.diningtable: 0.2966, IoU.dog: 0.4867, IoU.horse: 0.4002, IoU.motorbike: 0.5253, IoU.person: 0.7141, IoU.pottedplant: 0.3293, IoU.sheep: 0.5114, IoU.sofa: 0.2162, IoU.train: 0.5207, IoU.tvmonitor: 0.4112, Acc.background: 0.9561, Acc.aeroplane: 0.7463, Acc.bicycle: 0.6228, Acc.bird: 0.7543, Acc.boat: 0.6294, Acc.bottle: 0.5266, Acc.bus: 0.7797, Acc.car: 0.7313, Acc.cat: 0.8281, Acc.chair: 0.2296, Acc.cow: 0.5153, Acc.diningtable: 0.4072, Acc.dog: 0.6508, Acc.horse: 0.5647, Acc.motorbike: 0.7359, Acc.person: 0.8580, Acc.pottedplant: 0.4364, Acc.sheep: 0.6782, Acc.sofa: 0.2733, Acc.train: 0.6669, Acc.tvmonitor: 0.5655 2024-01-03 10:12:16,330 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:21, time: 0.286, data_time: 0.239, memory: 622, decode.loss_ce: 0.4098, decode.acc_seg: 85.0595, loss: 0.4098 2024-01-03 10:12:18,851 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3707, decode.acc_seg: 85.9375, loss: 0.3707 2024-01-03 10:12:23,733 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:12, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3775, decode.acc_seg: 85.7402, loss: 0.3775 2024-01-03 10:12:26,222 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3932, decode.acc_seg: 85.2055, loss: 0.3932 2024-01-03 10:12:31,204 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:04, time: 0.100, data_time: 0.052, memory: 622, decode.loss_ce: 0.3859, decode.acc_seg: 85.7980, loss: 0.3859 2024-01-03 10:12:36,116 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:01, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.3714, decode.acc_seg: 86.1072, loss: 0.3714 2024-01-03 10:12:38,637 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:25:56, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4021, decode.acc_seg: 84.7825, loss: 0.4021 2024-01-03 10:12:43,737 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:25:53, time: 0.102, data_time: 0.046, memory: 622, decode.loss_ce: 0.3962, decode.acc_seg: 85.1812, loss: 0.3962 2024-01-03 10:12:46,257 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3789, decode.acc_seg: 86.1477, loss: 0.3789 2024-01-03 10:12:51,217 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:44, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3839, decode.acc_seg: 84.9649, loss: 0.3839 2024-01-03 10:12:53,733 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3745, decode.acc_seg: 86.0930, loss: 0.3745 2024-01-03 10:12:58,672 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:36, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3768, decode.acc_seg: 86.0201, loss: 0.3768 2024-01-03 10:13:01,160 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3844, decode.acc_seg: 85.8334, loss: 0.3844 2024-01-03 10:13:06,205 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:28, time: 0.101, data_time: 0.048, memory: 622, decode.loss_ce: 0.3826, decode.acc_seg: 86.0084, loss: 0.3826 2024-01-03 10:13:11,173 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:25, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3798, decode.acc_seg: 85.6301, loss: 0.3798 2024-01-03 10:13:13,684 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3827, decode.acc_seg: 85.6028, loss: 0.3827 2024-01-03 10:13:18,634 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:16, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3873, decode.acc_seg: 85.5218, loss: 0.3873 2024-01-03 10:13:21,147 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3547, decode.acc_seg: 86.6802, loss: 0.3547 2024-01-03 10:13:26,141 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:08, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.4001, decode.acc_seg: 84.9959, loss: 0.4001 2024-01-03 10:13:28,678 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:13:28,678 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:03, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3769, decode.acc_seg: 86.0183, loss: 0.3769 2024-01-03 10:13:33,574 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:00, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3775, decode.acc_seg: 85.5301, loss: 0.3775 2024-01-03 10:13:36,114 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:24:55, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3851, decode.acc_seg: 85.4957, loss: 0.3851 2024-01-03 10:13:41,034 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:24:51, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3804, decode.acc_seg: 85.9203, loss: 0.3804 2024-01-03 10:13:43,535 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:46, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3680, decode.acc_seg: 86.0068, loss: 0.3680 2024-01-03 10:13:48,392 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:43, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3721, decode.acc_seg: 86.0763, loss: 0.3721 2024-01-03 10:13:53,309 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:40, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3605, decode.acc_seg: 86.1486, loss: 0.3605 2024-01-03 10:13:55,785 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:35, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.4025, decode.acc_seg: 84.9002, loss: 0.4025 2024-01-03 10:14:00,740 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:32, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3625, decode.acc_seg: 86.3522, loss: 0.3625 2024-01-03 10:14:03,259 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:26, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3555, decode.acc_seg: 86.2230, loss: 0.3555 2024-01-03 10:14:08,263 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:23, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.3874, decode.acc_seg: 85.2190, loss: 0.3874 2024-01-03 10:14:10,786 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:18, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3739, decode.acc_seg: 86.0247, loss: 0.3739 2024-01-03 10:14:15,654 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:15, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3835, decode.acc_seg: 85.5820, loss: 0.3835 2024-01-03 10:14:18,158 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3769, decode.acc_seg: 86.2178, loss: 0.3769 2024-01-03 10:14:23,158 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:07, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.3716, decode.acc_seg: 86.2326, loss: 0.3716 2024-01-03 10:14:28,057 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:04, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3457, decode.acc_seg: 86.6562, loss: 0.3457 2024-01-03 10:14:30,582 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:23:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3817, decode.acc_seg: 85.6932, loss: 0.3817 2024-01-03 10:14:35,522 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:23:55, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3853, decode.acc_seg: 85.8250, loss: 0.3853 2024-01-03 10:14:38,027 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3710, decode.acc_seg: 86.2940, loss: 0.3710 2024-01-03 10:14:42,875 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:47, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3691, decode.acc_seg: 86.0429, loss: 0.3691 2024-01-03 10:14:45,392 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:14:45,393 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:42, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3802, decode.acc_seg: 85.3962, loss: 0.3802 2024-01-03 10:14:50,295 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:39, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3892, decode.acc_seg: 85.6128, loss: 0.3892 2024-01-03 10:14:52,789 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:33, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3577, decode.acc_seg: 86.6082, loss: 0.3577 2024-01-03 10:14:57,746 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:30, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.3964, decode.acc_seg: 85.5545, loss: 0.3964 2024-01-03 10:15:00,232 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3601, decode.acc_seg: 86.3377, loss: 0.3601 2024-01-03 10:15:05,208 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:22, time: 0.099, data_time: 0.053, memory: 622, decode.loss_ce: 0.3607, decode.acc_seg: 86.6377, loss: 0.3607 2024-01-03 10:15:10,170 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:19, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3777, decode.acc_seg: 85.4976, loss: 0.3777 2024-01-03 10:15:12,669 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3772, decode.acc_seg: 86.0772, loss: 0.3772 2024-01-03 10:15:17,592 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:11, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3669, decode.acc_seg: 86.3555, loss: 0.3669 2024-01-03 10:15:20,101 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3805, decode.acc_seg: 85.7662, loss: 0.3805 2024-01-03 10:15:24,934 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:02, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3946, decode.acc_seg: 85.4100, loss: 0.3946 2024-01-03 10:15:27,464 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:22:57, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3705, decode.acc_seg: 86.1930, loss: 0.3705 2024-01-03 10:15:32,369 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:22:54, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3613, decode.acc_seg: 86.5745, loss: 0.3613 2024-01-03 10:15:34,888 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:49, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3933, decode.acc_seg: 85.0670, loss: 0.3933 2024-01-03 10:15:39,764 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:46, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3968, decode.acc_seg: 85.3020, loss: 0.3968 2024-01-03 10:15:42,238 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:41, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3586, decode.acc_seg: 86.2750, loss: 0.3586 2024-01-03 10:15:47,162 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:37, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3693, decode.acc_seg: 85.9054, loss: 0.3693 2024-01-03 10:15:52,000 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:34, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3813, decode.acc_seg: 85.8598, loss: 0.3813 2024-01-03 10:15:54,524 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3912, decode.acc_seg: 85.1377, loss: 0.3912 2024-01-03 10:15:59,411 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:26, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.3629, decode.acc_seg: 86.4012, loss: 0.3629 2024-01-03 10:16:01,927 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:16:01,927 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3573, decode.acc_seg: 86.6926, loss: 0.3573 2024-01-03 10:16:06,837 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:18, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3780, decode.acc_seg: 85.9573, loss: 0.3780 2024-01-03 10:16:09,422 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:13, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.3791, decode.acc_seg: 85.6955, loss: 0.3791 2024-01-03 10:16:14,355 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:10, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3555, decode.acc_seg: 86.5203, loss: 0.3555 2024-01-03 10:16:16,896 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:05, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3770, decode.acc_seg: 85.6663, loss: 0.3770 2024-01-03 10:16:21,923 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:01, time: 0.101, data_time: 0.048, memory: 622, decode.loss_ce: 0.3518, decode.acc_seg: 86.6110, loss: 0.3518 2024-01-03 10:16:26,829 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:21:58, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3617, decode.acc_seg: 86.5234, loss: 0.3617 2024-01-03 10:16:29,356 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:53, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3912, decode.acc_seg: 85.3357, loss: 0.3912 2024-01-03 10:16:34,237 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:50, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3724, decode.acc_seg: 86.4055, loss: 0.3724 2024-01-03 10:16:36,762 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3563, decode.acc_seg: 86.4222, loss: 0.3563 2024-01-03 10:16:41,663 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:42, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3854, decode.acc_seg: 85.9762, loss: 0.3854 2024-01-03 10:16:44,211 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:37, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3876, decode.acc_seg: 85.5943, loss: 0.3876 2024-01-03 10:16:49,116 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:33, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3554, decode.acc_seg: 86.6056, loss: 0.3554 2024-01-03 10:16:51,635 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3861, decode.acc_seg: 85.6888, loss: 0.3861 2024-01-03 10:16:56,513 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:25, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.3841, decode.acc_seg: 85.3331, loss: 0.3841 2024-01-03 10:16:59,039 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:20, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3631, decode.acc_seg: 86.3830, loss: 0.3631 2024-01-03 10:17:03,967 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:17, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3733, decode.acc_seg: 85.7217, loss: 0.3733 2024-01-03 10:17:08,824 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:14, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3530, decode.acc_seg: 86.5653, loss: 0.3530 2024-01-03 10:17:11,370 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:09, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.4012, decode.acc_seg: 85.3434, loss: 0.4012 2024-01-03 10:17:16,243 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:06, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3571, decode.acc_seg: 86.5415, loss: 0.3571 2024-01-03 10:17:18,759 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:17:18,759 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:01, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3783, decode.acc_seg: 85.7655, loss: 0.3783 2024-01-03 10:17:23,662 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:20:57, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3709, decode.acc_seg: 85.7539, loss: 0.3709 2024-01-03 10:17:26,178 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3601, decode.acc_seg: 86.5664, loss: 0.3601 2024-01-03 10:17:31,058 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:49, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3719, decode.acc_seg: 85.9392, loss: 0.3719 2024-01-03 10:17:33,538 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:44, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3806, decode.acc_seg: 85.3901, loss: 0.3806 2024-01-03 10:17:38,441 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:41, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3676, decode.acc_seg: 86.3532, loss: 0.3676 2024-01-03 10:17:43,318 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:38, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3868, decode.acc_seg: 85.4594, loss: 0.3868 2024-01-03 10:17:45,860 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:33, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3585, decode.acc_seg: 86.6335, loss: 0.3585 2024-01-03 10:17:50,779 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:29, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3628, decode.acc_seg: 86.2034, loss: 0.3628 2024-01-03 10:17:53,269 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3630, decode.acc_seg: 86.1562, loss: 0.3630 2024-01-03 10:17:58,136 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:21, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3641, decode.acc_seg: 86.6665, loss: 0.3641 2024-01-03 10:18:00,633 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:16, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3762, decode.acc_seg: 85.8836, loss: 0.3762 2024-01-03 10:18:05,486 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:13, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3887, decode.acc_seg: 85.5326, loss: 0.3887 2024-01-03 10:18:08,001 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:08, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3710, decode.acc_seg: 85.9670, loss: 0.3710 2024-01-03 10:18:12,943 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:05, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3861, decode.acc_seg: 85.9710, loss: 0.3861 2024-01-03 10:18:15,413 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:00, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3598, decode.acc_seg: 86.3253, loss: 0.3598 2024-01-03 10:18:20,327 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:19:57, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3743, decode.acc_seg: 85.9300, loss: 0.3743 2024-01-03 10:18:25,216 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:53, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3968, decode.acc_seg: 85.0325, loss: 0.3968 2024-01-03 10:18:27,713 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:48, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3791, decode.acc_seg: 85.7923, loss: 0.3791 2024-01-03 10:18:32,622 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:45, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3659, decode.acc_seg: 86.4746, loss: 0.3659 2024-01-03 10:18:35,135 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:18:35,135 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3825, decode.acc_seg: 85.9356, loss: 0.3825 2024-01-03 10:18:40,092 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:37, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.3566, decode.acc_seg: 86.6687, loss: 0.3566 2024-01-03 10:18:42,578 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3634, decode.acc_seg: 86.0693, loss: 0.3634 2024-01-03 10:18:47,518 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:29, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3721, decode.acc_seg: 86.0750, loss: 0.3721 2024-01-03 10:18:50,025 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:24, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3831, decode.acc_seg: 85.5022, loss: 0.3831 2024-01-03 10:18:54,914 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:21, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3829, decode.acc_seg: 86.0347, loss: 0.3829 2024-01-03 10:18:59,881 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:17, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3540, decode.acc_seg: 86.2798, loss: 0.3540 2024-01-03 10:19:02,398 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:13, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3776, decode.acc_seg: 85.6448, loss: 0.3776 2024-01-03 10:19:07,338 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:09, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.3591, decode.acc_seg: 86.2017, loss: 0.3591 2024-01-03 10:19:09,904 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:05, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3916, decode.acc_seg: 85.5517, loss: 0.3916 2024-01-03 10:19:14,757 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:01, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3641, decode.acc_seg: 86.1888, loss: 0.3641 2024-01-03 10:19:17,247 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:18:56, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3710, decode.acc_seg: 86.2102, loss: 0.3710 2024-01-03 10:19:22,134 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:53, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3826, decode.acc_seg: 85.2727, loss: 0.3826 2024-01-03 10:19:24,666 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:48, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3790, decode.acc_seg: 85.6677, loss: 0.3790 2024-01-03 10:19:29,601 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:45, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3688, decode.acc_seg: 86.0156, loss: 0.3688 2024-01-03 10:19:32,098 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3976, decode.acc_seg: 85.1632, loss: 0.3976 2024-01-03 10:19:37,088 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:37, time: 0.100, data_time: 0.049, memory: 622, decode.loss_ce: 0.3660, decode.acc_seg: 86.1115, loss: 0.3660 2024-01-03 10:19:42,047 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:33, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3745, decode.acc_seg: 86.0131, loss: 0.3745 2024-01-03 10:19:44,564 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3603, decode.acc_seg: 86.7617, loss: 0.3603 2024-01-03 10:19:49,533 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:25, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3872, decode.acc_seg: 85.7033, loss: 0.3872 2024-01-03 10:19:52,030 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:19:52,031 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3746, decode.acc_seg: 85.6988, loss: 0.3746 2024-01-03 10:19:56,854 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:17, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.3691, decode.acc_seg: 86.1929, loss: 0.3691 2024-01-03 10:19:59,363 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:12, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3556, decode.acc_seg: 87.0602, loss: 0.3556 2024-01-03 10:20:04,258 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:09, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3522, decode.acc_seg: 86.9751, loss: 0.3522 2024-01-03 10:20:06,782 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:04, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3690, decode.acc_seg: 86.1935, loss: 0.3690 2024-01-03 10:20:11,619 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:01, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3836, decode.acc_seg: 85.8758, loss: 0.3836 2024-01-03 10:20:16,657 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:17:58, time: 0.101, data_time: 0.054, memory: 622, decode.loss_ce: 0.3699, decode.acc_seg: 85.9545, loss: 0.3699 2024-01-03 10:20:19,145 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3740, decode.acc_seg: 85.9931, loss: 0.3740 2024-01-03 10:20:24,007 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:49, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3448, decode.acc_seg: 86.9457, loss: 0.3448 2024-01-03 10:20:26,514 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3785, decode.acc_seg: 85.9490, loss: 0.3785 2024-01-03 10:20:31,466 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:41, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3734, decode.acc_seg: 86.1677, loss: 0.3734 2024-01-03 10:20:34,006 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:37, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3832, decode.acc_seg: 85.8920, loss: 0.3832 2024-01-03 10:20:38,950 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:33, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3902, decode.acc_seg: 85.8207, loss: 0.3902 2024-01-03 10:20:41,471 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3673, decode.acc_seg: 86.4038, loss: 0.3673 2024-01-03 10:20:46,391 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:25, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3741, decode.acc_seg: 86.2890, loss: 0.3741 2024-01-03 10:20:48,870 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3891, decode.acc_seg: 85.6653, loss: 0.3891 2024-01-03 10:20:53,836 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:17, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.3822, decode.acc_seg: 85.3978, loss: 0.3822 2024-01-03 10:20:58,764 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:14, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.3806, decode.acc_seg: 85.3839, loss: 0.3806 2024-01-03 10:21:01,264 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:09, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3592, decode.acc_seg: 86.3892, loss: 0.3592 2024-01-03 10:21:06,235 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:06, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3811, decode.acc_seg: 86.0247, loss: 0.3811 2024-01-03 10:21:08,723 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:21:08,723 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:01, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3649, decode.acc_seg: 86.3483, loss: 0.3649 2024-01-03 10:21:13,755 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:16:58, time: 0.101, data_time: 0.052, memory: 622, decode.loss_ce: 0.3771, decode.acc_seg: 85.8714, loss: 0.3771 2024-01-03 10:21:16,267 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3616, decode.acc_seg: 86.4630, loss: 0.3616 2024-01-03 10:21:21,246 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:50, time: 0.100, data_time: 0.045, memory: 622, decode.loss_ce: 0.3647, decode.acc_seg: 86.4985, loss: 0.3647 2024-01-03 10:21:23,736 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:45, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3613, decode.acc_seg: 86.6347, loss: 0.3613 2024-01-03 10:21:28,646 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:42, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3651, decode.acc_seg: 86.2162, loss: 0.3651 2024-01-03 10:21:31,109 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:37, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3824, decode.acc_seg: 85.7310, loss: 0.3824 2024-01-03 10:21:36,010 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:33, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3717, decode.acc_seg: 85.8103, loss: 0.3717 2024-01-03 10:21:40,915 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:30, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3532, decode.acc_seg: 86.3289, loss: 0.3532 2024-01-03 10:21:43,444 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:25, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3632, decode.acc_seg: 86.5122, loss: 0.3632 2024-01-03 10:21:48,323 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:22, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3656, decode.acc_seg: 85.9498, loss: 0.3656 2024-01-03 10:21:50,878 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:17, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3681, decode.acc_seg: 86.2632, loss: 0.3681 2024-01-03 10:21:55,727 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:14, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3852, decode.acc_seg: 85.6565, loss: 0.3852 2024-01-03 10:21:58,228 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:09, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3655, decode.acc_seg: 86.1288, loss: 0.3655 2024-01-03 10:22:03,045 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:06, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.3512, decode.acc_seg: 86.5658, loss: 0.3512 2024-01-03 10:22:05,523 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:01, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3858, decode.acc_seg: 85.6682, loss: 0.3858 2024-01-03 10:22:10,472 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:15:58, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3623, decode.acc_seg: 86.6552, loss: 0.3623 2024-01-03 10:22:15,345 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:54, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3832, decode.acc_seg: 85.6308, loss: 0.3832 2024-01-03 10:22:17,838 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3769, decode.acc_seg: 85.5294, loss: 0.3769 2024-01-03 10:22:22,708 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:46, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3488, decode.acc_seg: 86.8943, loss: 0.3488 2024-01-03 10:22:25,196 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:22:25,196 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:42, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3746, decode.acc_seg: 85.8786, loss: 0.3746 2024-01-03 10:22:30,145 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:38, time: 0.099, data_time: 0.053, memory: 622, decode.loss_ce: 0.3741, decode.acc_seg: 86.0295, loss: 0.3741 2024-01-03 10:22:32,652 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:34, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3656, decode.acc_seg: 85.8796, loss: 0.3656 2024-01-03 10:22:37,541 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:30, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3651, decode.acc_seg: 86.3667, loss: 0.3651 2024-01-03 10:22:40,021 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:25, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3836, decode.acc_seg: 86.1092, loss: 0.3836 2024-01-03 10:22:44,907 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:22, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3697, decode.acc_seg: 85.9130, loss: 0.3697 2024-01-03 10:22:47,359 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:17, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3762, decode.acc_seg: 86.1258, loss: 0.3762 2024-01-03 10:22:52,343 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:14, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.3687, decode.acc_seg: 86.3116, loss: 0.3687 2024-01-03 10:22:57,247 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:10, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3689, decode.acc_seg: 85.7947, loss: 0.3689 2024-01-03 10:22:59,769 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3728, decode.acc_seg: 85.9611, loss: 0.3728 2024-01-03 10:23:04,696 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:02, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3563, decode.acc_seg: 86.5769, loss: 0.3563 2024-01-03 10:23:07,196 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:14:58, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3593, decode.acc_seg: 86.4228, loss: 0.3593 2024-01-03 10:23:12,087 - 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: 0.3511, decode.acc_seg: 86.9361, loss: 0.3511 2024-01-03 10:23:14,599 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3710, decode.acc_seg: 85.7188, loss: 0.3710 2024-01-03 10:23:19,514 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:46, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3602, decode.acc_seg: 86.6932, loss: 0.3602 2024-01-03 10:23:21,987 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:42, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3818, decode.acc_seg: 85.7470, loss: 0.3818 2024-01-03 10:23:26,899 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:38, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3533, decode.acc_seg: 86.6733, loss: 0.3533 2024-01-03 10:23:31,792 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:35, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.4008, decode.acc_seg: 84.5827, loss: 0.4008 2024-01-03 10:23:34,337 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:30, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3831, decode.acc_seg: 85.9695, loss: 0.3831 2024-01-03 10:23:39,296 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:27, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3657, decode.acc_seg: 86.4006, loss: 0.3657 2024-01-03 10:23:41,841 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:23:41,841 - 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: 0.3725, decode.acc_seg: 85.8677, loss: 0.3725 2024-01-03 10:23:46,692 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:19, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3510, decode.acc_seg: 86.9841, loss: 0.3510 2024-01-03 10:23:49,251 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:14, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3926, decode.acc_seg: 85.5258, loss: 0.3926 2024-01-03 10:23:54,135 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:11, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3560, decode.acc_seg: 86.6784, loss: 0.3560 2024-01-03 10:23:56,620 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:06, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3600, decode.acc_seg: 86.3122, loss: 0.3600 2024-01-03 10:24:01,515 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:03, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.3881, decode.acc_seg: 85.1566, loss: 0.3881 2024-01-03 10:24:04,012 - 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: 0.3615, decode.acc_seg: 86.2924, loss: 0.3615 2024-01-03 10:24:08,896 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:55, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3647, decode.acc_seg: 86.1435, loss: 0.3647 2024-01-03 10:24:13,775 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:51, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3416, decode.acc_seg: 87.0413, loss: 0.3416 2024-01-03 10:24:16,292 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:47, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3726, decode.acc_seg: 85.9364, loss: 0.3726 2024-01-03 10:24:21,159 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:43, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3706, decode.acc_seg: 86.1109, loss: 0.3706 2024-01-03 10:24:23,668 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:39, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3524, decode.acc_seg: 86.7960, loss: 0.3524 2024-01-03 10:24:28,609 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:35, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3804, decode.acc_seg: 85.9109, loss: 0.3804 2024-01-03 10:24:31,113 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3643, decode.acc_seg: 85.9389, loss: 0.3643 2024-01-03 10:24:35,998 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:27, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3867, decode.acc_seg: 85.3362, loss: 0.3867 2024-01-03 10:24:38,460 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:23, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3849, decode.acc_seg: 85.7963, loss: 0.3849 2024-01-03 10:24:43,344 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:19, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3597, decode.acc_seg: 86.2399, loss: 0.3597 2024-01-03 10:24:48,231 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:16, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3425, decode.acc_seg: 87.1188, loss: 0.3425 2024-01-03 10:24:50,738 - 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: 0.3694, decode.acc_seg: 86.0480, loss: 0.3694 2024-01-03 10:24:55,608 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:08, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3501, decode.acc_seg: 86.6081, loss: 0.3501 2024-01-03 10:24:58,112 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 10:24:58,134 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:24:58,134 - 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: 0.3655, decode.acc_seg: 86.2592, loss: 0.3655 2024-01-03 10:25:07,552 - mmseg - INFO - per class results: 2024-01-03 10:25:07,553 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.78 | 95.48 | | aeroplane | 70.26 | 77.7 | | bicycle | 46.5 | 65.08 | | bird | 63.83 | 71.57 | | boat | 47.83 | 64.71 | | bottle | 43.85 | 51.64 | | bus | 62.36 | 79.93 | | car | 61.58 | 72.17 | | cat | 62.25 | 85.89 | | chair | 16.4 | 22.68 | | cow | 41.39 | 51.53 | | diningtable | 29.91 | 43.41 | | dog | 49.04 | 60.29 | | horse | 41.83 | 59.77 | | motorbike | 54.25 | 73.77 | | person | 71.22 | 85.65 | | pottedplant | 33.44 | 44.88 | | sheep | 51.77 | 70.8 | | sofa | 23.42 | 30.83 | | train | 51.37 | 60.18 | | tvmonitor | 40.17 | 64.57 | +-------------+-------+-------+ 2024-01-03 10:25:07,553 - mmseg - INFO - Summary: 2024-01-03 10:25:07,554 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 87.89 | 50.12 | 63.45 | +-------+-------+-------+ 2024-01-03 10:25:07,554 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:25:07,554 - mmseg - INFO - Iter(val) [182] aAcc: 0.8789, mIoU: 0.5012, mAcc: 0.6345, IoU.background: 0.8978, IoU.aeroplane: 0.7026, IoU.bicycle: 0.4650, IoU.bird: 0.6383, IoU.boat: 0.4783, IoU.bottle: 0.4385, IoU.bus: 0.6236, IoU.car: 0.6158, IoU.cat: 0.6225, IoU.chair: 0.1640, IoU.cow: 0.4139, IoU.diningtable: 0.2991, IoU.dog: 0.4904, IoU.horse: 0.4183, IoU.motorbike: 0.5425, IoU.person: 0.7122, IoU.pottedplant: 0.3344, IoU.sheep: 0.5177, IoU.sofa: 0.2342, IoU.train: 0.5137, IoU.tvmonitor: 0.4017, Acc.background: 0.9548, Acc.aeroplane: 0.7770, Acc.bicycle: 0.6508, Acc.bird: 0.7157, Acc.boat: 0.6471, Acc.bottle: 0.5164, Acc.bus: 0.7993, Acc.car: 0.7217, Acc.cat: 0.8589, Acc.chair: 0.2268, Acc.cow: 0.5153, Acc.diningtable: 0.4341, Acc.dog: 0.6029, Acc.horse: 0.5977, Acc.motorbike: 0.7377, Acc.person: 0.8565, Acc.pottedplant: 0.4488, Acc.sheep: 0.7080, Acc.sofa: 0.3083, Acc.train: 0.6018, Acc.tvmonitor: 0.6457 2024-01-03 10:25:12,443 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:03, time: 0.286, data_time: 0.240, memory: 622, decode.loss_ce: 0.3807, decode.acc_seg: 85.4716, loss: 0.3807 2024-01-03 10:25:14,979 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:12:58, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3677, decode.acc_seg: 86.1986, loss: 0.3677 2024-01-03 10:25:19,899 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:55, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3760, decode.acc_seg: 85.7513, loss: 0.3760 2024-01-03 10:25:22,409 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:50, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3573, decode.acc_seg: 86.6828, loss: 0.3573 2024-01-03 10:25:27,346 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:47, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3803, decode.acc_seg: 85.7286, loss: 0.3803 2024-01-03 10:25:29,856 - 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: 0.3559, decode.acc_seg: 86.4439, loss: 0.3559 2024-01-03 10:25:34,808 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:39, time: 0.099, data_time: 0.046, memory: 622, decode.loss_ce: 0.3534, decode.acc_seg: 86.6174, loss: 0.3534 2024-01-03 10:25:39,675 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:35, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3941, decode.acc_seg: 85.2827, loss: 0.3941 2024-01-03 10:25:42,182 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3788, decode.acc_seg: 86.0067, loss: 0.3788 2024-01-03 10:25:47,267 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:27, time: 0.102, data_time: 0.050, memory: 622, decode.loss_ce: 0.3789, decode.acc_seg: 85.6013, loss: 0.3789 2024-01-03 10:25:49,816 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:23, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3671, decode.acc_seg: 86.4475, loss: 0.3671 2024-01-03 10:25:54,691 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:19, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3391, decode.acc_seg: 87.2037, loss: 0.3391 2024-01-03 10:25:57,178 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:15, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3597, decode.acc_seg: 85.9325, loss: 0.3597 2024-01-03 10:26:02,159 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:11, time: 0.100, data_time: 0.052, memory: 622, decode.loss_ce: 0.3613, decode.acc_seg: 86.1036, loss: 0.3613 2024-01-03 10:26:04,645 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:07, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3615, decode.acc_seg: 86.4482, loss: 0.3615 2024-01-03 10:26:09,549 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:03, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3771, decode.acc_seg: 85.5797, loss: 0.3771 2024-01-03 10:26:14,405 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:11:59, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3524, decode.acc_seg: 86.5736, loss: 0.3524 2024-01-03 10:26:16,973 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:55, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3624, decode.acc_seg: 86.1913, loss: 0.3624 2024-01-03 10:26:21,896 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:51, time: 0.098, data_time: 0.052, memory: 622, decode.loss_ce: 0.3609, decode.acc_seg: 86.4350, loss: 0.3609 2024-01-03 10:26:24,391 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:26:24,392 - 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: 0.3713, decode.acc_seg: 86.2817, loss: 0.3713 2024-01-03 10:26:29,247 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:43, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3582, decode.acc_seg: 86.6126, loss: 0.3582 2024-01-03 10:26:31,743 - 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: 0.3515, decode.acc_seg: 87.0245, loss: 0.3515 2024-01-03 10:26:36,616 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:35, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3802, decode.acc_seg: 85.7973, loss: 0.3802 2024-01-03 10:26:39,118 - 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: 0.3694, decode.acc_seg: 85.9581, loss: 0.3694 2024-01-03 10:26:43,997 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:27, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3427, decode.acc_seg: 86.6229, loss: 0.3427 2024-01-03 10:26:46,457 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:23, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3829, decode.acc_seg: 85.7469, loss: 0.3829 2024-01-03 10:26:51,325 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:19, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3488, decode.acc_seg: 87.0266, loss: 0.3488 2024-01-03 10:26:56,266 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:16, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3833, decode.acc_seg: 85.8621, loss: 0.3833 2024-01-03 10:26:58,763 - 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: 0.3494, decode.acc_seg: 86.9706, loss: 0.3494 2024-01-03 10:27:03,630 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:08, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3649, decode.acc_seg: 85.9509, loss: 0.3649 2024-01-03 10:27:06,150 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:03, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3974, decode.acc_seg: 85.4949, loss: 0.3974 2024-01-03 10:27:11,039 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:00, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3520, decode.acc_seg: 86.5973, loss: 0.3520 2024-01-03 10:27:13,551 - 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: 0.3822, decode.acc_seg: 85.7129, loss: 0.3822 2024-01-03 10:27:18,385 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:52, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3701, decode.acc_seg: 85.9670, loss: 0.3701 2024-01-03 10:27:20,855 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:47, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3514, decode.acc_seg: 86.6405, loss: 0.3514 2024-01-03 10:27:25,726 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:44, time: 0.097, data_time: 0.050, memory: 622, decode.loss_ce: 0.3593, decode.acc_seg: 87.1246, loss: 0.3593 2024-01-03 10:27:28,193 - 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: 0.3679, decode.acc_seg: 86.1046, loss: 0.3679 2024-01-03 10:27:33,105 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:36, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3630, decode.acc_seg: 86.1069, loss: 0.3630 2024-01-03 10:27:38,034 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:32, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3767, decode.acc_seg: 85.8828, loss: 0.3767 2024-01-03 10:27:40,626 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:27:40,626 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:28, time: 0.052, data_time: 0.003, memory: 622, decode.loss_ce: 0.3673, decode.acc_seg: 86.2527, loss: 0.3673 2024-01-03 10:27:45,487 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:24, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3331, decode.acc_seg: 87.3024, loss: 0.3331 2024-01-03 10:27:47,990 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3665, decode.acc_seg: 86.0951, loss: 0.3665 2024-01-03 10:27:52,916 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:16, time: 0.099, data_time: 0.051, memory: 622, decode.loss_ce: 0.3521, decode.acc_seg: 86.9554, loss: 0.3521 2024-01-03 10:27:55,414 - 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: 0.3604, decode.acc_seg: 86.5536, loss: 0.3604 2024-01-03 10:28:00,316 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:08, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3606, decode.acc_seg: 85.9944, loss: 0.3606 2024-01-03 10:28:02,868 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:04, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3667, decode.acc_seg: 86.1826, loss: 0.3667 2024-01-03 10:28:07,759 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:00, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3580, decode.acc_seg: 86.6914, loss: 0.3580 2024-01-03 10:28:12,672 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:57, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.4005, decode.acc_seg: 85.2549, loss: 0.4005 2024-01-03 10:28:15,161 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:52, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3645, decode.acc_seg: 86.0522, loss: 0.3645 2024-01-03 10:28:20,044 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:49, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3750, decode.acc_seg: 85.7830, loss: 0.3750 2024-01-03 10:28:22,537 - 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: 0.3657, decode.acc_seg: 86.4871, loss: 0.3657 2024-01-03 10:28:27,481 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:41, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3537, decode.acc_seg: 86.8762, loss: 0.3537 2024-01-03 10:28:30,001 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:36, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3532, decode.acc_seg: 86.3536, loss: 0.3532 2024-01-03 10:28:34,920 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:33, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3446, decode.acc_seg: 87.6546, loss: 0.3446 2024-01-03 10:28:37,435 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:29, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3510, decode.acc_seg: 86.6491, loss: 0.3510 2024-01-03 10:28:42,298 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:25, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3798, decode.acc_seg: 85.8496, loss: 0.3798 2024-01-03 10:28:44,775 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:21, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3774, decode.acc_seg: 85.9574, loss: 0.3774 2024-01-03 10:28:49,663 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:17, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3785, decode.acc_seg: 85.9116, loss: 0.3785 2024-01-03 10:28:54,701 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:13, time: 0.101, data_time: 0.048, memory: 622, decode.loss_ce: 0.3661, decode.acc_seg: 86.3699, loss: 0.3661 2024-01-03 10:28:57,210 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:28:57,210 - 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: 0.3619, decode.acc_seg: 86.6540, loss: 0.3619 2024-01-03 10:29:02,089 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:05, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3594, decode.acc_seg: 86.6291, loss: 0.3594 2024-01-03 10:29:04,630 - 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: 0.3399, decode.acc_seg: 87.0850, loss: 0.3399 2024-01-03 10:29:09,531 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:57, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3876, decode.acc_seg: 85.4018, loss: 0.3876 2024-01-03 10:29:12,090 - 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: 0.3504, decode.acc_seg: 86.9827, loss: 0.3504 2024-01-03 10:29:16,966 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:49, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3569, decode.acc_seg: 86.4309, loss: 0.3569 2024-01-03 10:29:19,443 - 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: 0.3756, decode.acc_seg: 86.1035, loss: 0.3756 2024-01-03 10:29:24,463 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:41, time: 0.100, data_time: 0.047, memory: 622, decode.loss_ce: 0.3411, decode.acc_seg: 87.2741, loss: 0.3411 2024-01-03 10:29:29,381 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:38, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3329, decode.acc_seg: 87.0916, loss: 0.3329 2024-01-03 10:29:31,895 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:33, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3776, decode.acc_seg: 86.0472, loss: 0.3776 2024-01-03 10:29:36,789 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:30, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3632, decode.acc_seg: 86.7390, loss: 0.3632 2024-01-03 10:29:39,302 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:26, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3853, decode.acc_seg: 85.6834, loss: 0.3853 2024-01-03 10:29:44,117 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:22, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.3507, decode.acc_seg: 86.7038, loss: 0.3507 2024-01-03 10:29:46,614 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:18, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3890, decode.acc_seg: 85.8562, loss: 0.3890 2024-01-03 10:29:51,504 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:14, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3792, decode.acc_seg: 86.1535, loss: 0.3792 2024-01-03 10:29:54,005 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3602, decode.acc_seg: 86.4747, loss: 0.3602 2024-01-03 10:29:58,920 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:06, time: 0.098, data_time: 0.052, memory: 622, decode.loss_ce: 0.3582, decode.acc_seg: 86.5979, loss: 0.3582 2024-01-03 10:30:01,389 - 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: 0.3810, decode.acc_seg: 85.8013, loss: 0.3810 2024-01-03 10:30:06,292 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:58, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3500, decode.acc_seg: 86.8863, loss: 0.3500 2024-01-03 10:30:11,178 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:54, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3559, decode.acc_seg: 86.4260, loss: 0.3559 2024-01-03 10:30:13,699 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:30:13,700 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:50, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3706, decode.acc_seg: 86.2320, loss: 0.3706 2024-01-03 10:30:18,576 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:46, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3561, decode.acc_seg: 86.7023, loss: 0.3561 2024-01-03 10:30:21,121 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:42, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3648, decode.acc_seg: 86.0514, loss: 0.3648 2024-01-03 10:30:25,976 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:38, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3631, decode.acc_seg: 86.1953, loss: 0.3631 2024-01-03 10:30:28,468 - 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: 0.3884, decode.acc_seg: 85.3465, loss: 0.3884 2024-01-03 10:30:33,331 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:30, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3352, decode.acc_seg: 87.2504, loss: 0.3352 2024-01-03 10:30:35,817 - 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: 0.3837, decode.acc_seg: 85.4903, loss: 0.3837 2024-01-03 10:30:40,761 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:23, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3560, decode.acc_seg: 86.6541, loss: 0.3560 2024-01-03 10:30:45,664 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:19, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3609, decode.acc_seg: 86.7808, loss: 0.3609 2024-01-03 10:30:48,154 - 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: 0.3530, decode.acc_seg: 86.7440, loss: 0.3530 2024-01-03 10:30:53,128 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:11, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.4046, decode.acc_seg: 84.9165, loss: 0.4046 2024-01-03 10:30:55,653 - 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: 0.3663, decode.acc_seg: 86.3957, loss: 0.3663 2024-01-03 10:31:00,540 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:03, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3477, decode.acc_seg: 86.9695, loss: 0.3477 2024-01-03 10:31:03,039 - 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: 0.3563, decode.acc_seg: 86.6595, loss: 0.3563 2024-01-03 10:31:07,971 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:55, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3416, decode.acc_seg: 86.5516, loss: 0.3416 2024-01-03 10:31:10,496 - 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: 0.3660, decode.acc_seg: 86.3035, loss: 0.3660 2024-01-03 10:31:15,335 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:47, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3642, decode.acc_seg: 85.9514, loss: 0.3642 2024-01-03 10:31:17,822 - 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: 0.3426, decode.acc_seg: 87.2411, loss: 0.3426 2024-01-03 10:31:22,794 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:39, time: 0.099, data_time: 0.050, memory: 622, decode.loss_ce: 0.3711, decode.acc_seg: 86.1117, loss: 0.3711 2024-01-03 10:31:27,750 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:35, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3594, decode.acc_seg: 86.7771, loss: 0.3594 2024-01-03 10:31:30,284 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:31:30,284 - 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: 0.3626, decode.acc_seg: 86.2876, loss: 0.3626 2024-01-03 10:31:35,192 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:28, time: 0.098, data_time: 0.051, memory: 622, decode.loss_ce: 0.3715, decode.acc_seg: 86.2260, loss: 0.3715 2024-01-03 10:31:37,723 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:23, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3508, decode.acc_seg: 86.8404, loss: 0.3508 2024-01-03 10:31:42,555 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:20, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3525, decode.acc_seg: 86.6206, loss: 0.3525 2024-01-03 10:31:45,083 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:16, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3691, decode.acc_seg: 86.0699, loss: 0.3691 2024-01-03 10:31:49,973 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:12, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3392, decode.acc_seg: 87.0229, loss: 0.3392 2024-01-03 10:31:52,469 - 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: 0.3507, decode.acc_seg: 86.7223, loss: 0.3507 2024-01-03 10:31:57,343 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:04, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3666, decode.acc_seg: 85.9228, loss: 0.3666 2024-01-03 10:32:02,327 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:00, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.3606, decode.acc_seg: 86.7281, loss: 0.3606 2024-01-03 10:32:04,828 - 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: 0.3665, decode.acc_seg: 85.8622, loss: 0.3665 2024-01-03 10:32:09,696 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:52, time: 0.097, data_time: 0.051, memory: 622, decode.loss_ce: 0.3566, decode.acc_seg: 86.4299, loss: 0.3566 2024-01-03 10:32:12,178 - 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: 0.3468, decode.acc_seg: 86.8920, loss: 0.3468 2024-01-03 10:32:17,083 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:44, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3430, decode.acc_seg: 87.2407, loss: 0.3430 2024-01-03 10:32:19,578 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:40, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3583, decode.acc_seg: 86.6882, loss: 0.3583 2024-01-03 10:32:24,444 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:36, time: 0.097, data_time: 0.049, memory: 622, decode.loss_ce: 0.3684, decode.acc_seg: 85.7123, loss: 0.3684 2024-01-03 10:32:26,952 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:32, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3655, decode.acc_seg: 85.8519, loss: 0.3655 2024-01-03 10:32:31,848 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:29, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3739, decode.acc_seg: 86.1921, loss: 0.3739 2024-01-03 10:32:34,321 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:24, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3479, decode.acc_seg: 86.9161, loss: 0.3479 2024-01-03 10:32:39,189 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:21, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3616, decode.acc_seg: 86.4874, loss: 0.3616 2024-01-03 10:32:44,076 - 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: 0.3595, decode.acc_seg: 86.6728, loss: 0.3595 2024-01-03 10:32:46,595 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:32:46,596 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:13, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3733, decode.acc_seg: 85.7637, loss: 0.3733 2024-01-03 10:32:51,584 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:09, time: 0.100, data_time: 0.050, memory: 622, decode.loss_ce: 0.3659, decode.acc_seg: 86.2233, loss: 0.3659 2024-01-03 10:32:54,094 - 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: 0.3663, decode.acc_seg: 85.6841, loss: 0.3663 2024-01-03 10:32:59,009 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:01, time: 0.098, data_time: 0.046, memory: 622, decode.loss_ce: 0.3476, decode.acc_seg: 86.5652, loss: 0.3476 2024-01-03 10:33:01,574 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:57, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3487, decode.acc_seg: 87.1995, loss: 0.3487 2024-01-03 10:33:06,485 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:53, time: 0.098, data_time: 0.052, memory: 622, decode.loss_ce: 0.3432, decode.acc_seg: 87.1469, loss: 0.3432 2024-01-03 10:33:08,986 - 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: 0.3848, decode.acc_seg: 85.5011, loss: 0.3848 2024-01-03 10:33:13,904 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:45, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3643, decode.acc_seg: 86.4987, loss: 0.3643 2024-01-03 10:33:16,366 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:41, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3748, decode.acc_seg: 85.7502, loss: 0.3748 2024-01-03 10:33:21,258 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:37, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3550, decode.acc_seg: 86.3725, loss: 0.3550 2024-01-03 10:33:26,205 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:34, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3474, decode.acc_seg: 87.0307, loss: 0.3474 2024-01-03 10:33:28,730 - 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: 0.3474, decode.acc_seg: 86.8656, loss: 0.3474 2024-01-03 10:33:33,662 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:26, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3401, decode.acc_seg: 87.3202, loss: 0.3401 2024-01-03 10:33:36,188 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:22, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3511, decode.acc_seg: 86.5698, loss: 0.3511 2024-01-03 10:33:41,109 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:18, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3664, decode.acc_seg: 86.2144, loss: 0.3664 2024-01-03 10:33:43,610 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:14, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3517, decode.acc_seg: 87.1241, loss: 0.3517 2024-01-03 10:33:48,486 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:10, time: 0.097, data_time: 0.046, memory: 622, decode.loss_ce: 0.3621, decode.acc_seg: 86.0795, loss: 0.3621 2024-01-03 10:33:50,962 - 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: 0.3605, decode.acc_seg: 86.3607, loss: 0.3605 2024-01-03 10:33:55,947 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:02, time: 0.100, data_time: 0.053, memory: 622, decode.loss_ce: 0.3588, decode.acc_seg: 86.4695, loss: 0.3588 2024-01-03 10:34:00,822 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:58, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3777, decode.acc_seg: 86.1911, loss: 0.3777 2024-01-03 10:34:03,327 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:34:03,327 - 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: 0.3610, decode.acc_seg: 86.3747, loss: 0.3610 2024-01-03 10:34:08,260 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:50, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3554, decode.acc_seg: 86.5121, loss: 0.3554 2024-01-03 10:34:10,764 - 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: 0.3516, decode.acc_seg: 86.8841, loss: 0.3516 2024-01-03 10:34:15,648 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:43, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3704, decode.acc_seg: 85.5944, loss: 0.3704 2024-01-03 10:34:18,138 - 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: 0.3458, decode.acc_seg: 87.1564, loss: 0.3458 2024-01-03 10:34:23,027 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:35, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3442, decode.acc_seg: 86.9064, loss: 0.3442 2024-01-03 10:34:25,504 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:31, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3575, decode.acc_seg: 86.3091, loss: 0.3575 2024-01-03 10:34:30,325 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:27, time: 0.096, data_time: 0.049, memory: 622, decode.loss_ce: 0.3658, decode.acc_seg: 86.3040, loss: 0.3658 2024-01-03 10:34:32,796 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:23, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3590, decode.acc_seg: 86.6739, loss: 0.3590 2024-01-03 10:34:37,670 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:19, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3558, decode.acc_seg: 86.4835, loss: 0.3558 2024-01-03 10:34:42,601 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:15, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3792, decode.acc_seg: 85.7431, loss: 0.3792 2024-01-03 10:34:45,136 - 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: 0.3725, decode.acc_seg: 85.8432, loss: 0.3725 2024-01-03 10:34:50,032 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:07, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3546, decode.acc_seg: 86.7745, loss: 0.3546 2024-01-03 10:34:52,522 - 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: 0.3601, decode.acc_seg: 86.3891, loss: 0.3601 2024-01-03 10:34:57,368 - 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: 0.3452, decode.acc_seg: 86.5582, loss: 0.3452 2024-01-03 10:34:59,866 - 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: 0.3712, decode.acc_seg: 86.3908, loss: 0.3712 2024-01-03 10:35:04,762 - 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: 0.3587, decode.acc_seg: 86.5870, loss: 0.3587 2024-01-03 10:35:07,259 - 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: 0.3617, decode.acc_seg: 86.3657, loss: 0.3617 2024-01-03 10:35:12,118 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:44, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3708, decode.acc_seg: 86.1494, loss: 0.3708 2024-01-03 10:35:16,977 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:40, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3426, decode.acc_seg: 87.2769, loss: 0.3426 2024-01-03 10:35:19,531 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:35:19,531 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:36, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3519, decode.acc_seg: 86.6911, loss: 0.3519 2024-01-03 10:35:24,405 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:32, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3607, decode.acc_seg: 86.2545, loss: 0.3607 2024-01-03 10:35:26,915 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:28, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3790, decode.acc_seg: 85.9738, loss: 0.3790 2024-01-03 10:35:31,819 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:24, time: 0.098, data_time: 0.047, memory: 622, decode.loss_ce: 0.3473, decode.acc_seg: 86.5873, loss: 0.3473 2024-01-03 10:35:34,327 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:20, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3392, decode.acc_seg: 87.1874, loss: 0.3392 2024-01-03 10:35:39,174 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:16, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3634, decode.acc_seg: 86.1988, loss: 0.3634 2024-01-03 10:35:41,668 - 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: 0.3422, decode.acc_seg: 86.9136, loss: 0.3422 2024-01-03 10:35:46,648 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:09, time: 0.100, data_time: 0.046, memory: 622, decode.loss_ce: 0.3411, decode.acc_seg: 86.6888, loss: 0.3411 2024-01-03 10:35:49,131 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:05, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3642, decode.acc_seg: 86.2907, loss: 0.3642 2024-01-03 10:35:54,076 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:01, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3724, decode.acc_seg: 86.0628, loss: 0.3724 2024-01-03 10:35:58,978 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:57, time: 0.098, data_time: 0.050, memory: 622, decode.loss_ce: 0.3569, decode.acc_seg: 86.5493, loss: 0.3569 2024-01-03 10:36:01,459 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:53, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3739, decode.acc_seg: 85.9123, loss: 0.3739 2024-01-03 10:36:06,476 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.100, data_time: 0.049, memory: 622, decode.loss_ce: 0.3754, decode.acc_seg: 86.0942, loss: 0.3754 2024-01-03 10:36:08,975 - 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: 0.3596, decode.acc_seg: 86.2806, loss: 0.3596 2024-01-03 10:36:13,799 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.096, data_time: 0.046, memory: 622, decode.loss_ce: 0.3602, decode.acc_seg: 86.2191, loss: 0.3602 2024-01-03 10:36:16,331 - 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: 0.3646, decode.acc_seg: 86.3044, loss: 0.3646 2024-01-03 10:36:21,307 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.3462, decode.acc_seg: 86.5838, loss: 0.3462 2024-01-03 10:36:23,819 - 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: 0.3653, decode.acc_seg: 86.2519, loss: 0.3653 2024-01-03 10:36:28,700 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:26, time: 0.098, data_time: 0.048, memory: 622, decode.loss_ce: 0.3592, decode.acc_seg: 86.4772, loss: 0.3592 2024-01-03 10:36:33,531 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:22, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3514, decode.acc_seg: 86.8250, loss: 0.3514 2024-01-03 10:36:36,019 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:36:36,019 - 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: 0.3674, decode.acc_seg: 86.1453, loss: 0.3674 2024-01-03 10:36:40,871 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:14, time: 0.097, data_time: 0.047, memory: 622, decode.loss_ce: 0.3438, decode.acc_seg: 86.8246, loss: 0.3438 2024-01-03 10:36:43,367 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3609, decode.acc_seg: 86.4469, loss: 0.3609 2024-01-03 10:36:48,247 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.098, data_time: 0.049, memory: 622, decode.loss_ce: 0.3385, decode.acc_seg: 87.5228, loss: 0.3385 2024-01-03 10:36:50,765 - 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: 0.3563, decode.acc_seg: 86.8717, loss: 0.3563 2024-01-03 10:36:55,691 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.099, data_time: 0.048, memory: 622, decode.loss_ce: 0.3788, decode.acc_seg: 85.7014, loss: 0.3788 2024-01-03 10:36:58,218 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.051, data_time: 0.003, memory: 622, decode.loss_ce: 0.3573, decode.acc_seg: 86.5053, loss: 0.3573 2024-01-03 10:37:03,094 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3756, decode.acc_seg: 86.2779, loss: 0.3756 2024-01-03 10:37:05,561 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.049, data_time: 0.003, memory: 622, decode.loss_ce: 0.3530, decode.acc_seg: 86.9765, loss: 0.3530 2024-01-03 10:37:10,424 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:42, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3729, decode.acc_seg: 85.9154, loss: 0.3729 2024-01-03 10:37:15,384 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.099, data_time: 0.047, memory: 622, decode.loss_ce: 0.3590, decode.acc_seg: 86.6051, loss: 0.3590 2024-01-03 10:37:17,883 - 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: 0.3548, decode.acc_seg: 86.5393, loss: 0.3548 2024-01-03 10:37:22,723 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.097, data_time: 0.048, memory: 622, decode.loss_ce: 0.3643, decode.acc_seg: 86.3443, loss: 0.3643 2024-01-03 10:37:25,245 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3525, decode.acc_seg: 86.9944, loss: 0.3525 2024-01-03 10:37:30,172 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.099, data_time: 0.049, memory: 622, decode.loss_ce: 0.3491, decode.acc_seg: 86.5604, loss: 0.3491 2024-01-03 10:37:32,667 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3575, decode.acc_seg: 86.6388, loss: 0.3575 2024-01-03 10:37:37,600 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.099, data_time: 0.052, memory: 622, decode.loss_ce: 0.3616, decode.acc_seg: 86.5781, loss: 0.3616 2024-01-03 10:37:40,099 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.050, data_time: 0.003, memory: 622, decode.loss_ce: 0.3528, decode.acc_seg: 86.9031, loss: 0.3528 2024-01-03 10:37:45,081 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.100, data_time: 0.048, memory: 622, decode.loss_ce: 0.3498, decode.acc_seg: 86.5008, loss: 0.3498 2024-01-03 10:37:49,873 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.096, data_time: 0.047, memory: 622, decode.loss_ce: 0.3696, decode.acc_seg: 85.8219, loss: 0.3696 2024-01-03 10:37:52,474 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 10:37:52,495 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:37:52,495 - 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: 0.3306, decode.acc_seg: 87.4111, loss: 0.3306 2024-01-03 10:38:01,890 - mmseg - INFO - per class results: 2024-01-03 10:38:01,891 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.93 | 95.59 | | aeroplane | 71.05 | 78.36 | | bicycle | 47.54 | 63.55 | | bird | 63.91 | 75.67 | | boat | 48.32 | 60.05 | | bottle | 45.44 | 54.51 | | bus | 62.35 | 76.6 | | car | 61.61 | 72.52 | | cat | 63.02 | 83.87 | | chair | 16.45 | 22.71 | | cow | 42.61 | 54.08 | | diningtable | 31.26 | 43.87 | | dog | 49.73 | 64.47 | | horse | 40.42 | 55.31 | | motorbike | 53.18 | 74.64 | | person | 71.18 | 86.9 | | pottedplant | 33.12 | 41.53 | | sheep | 52.35 | 68.84 | | sofa | 22.65 | 29.58 | | train | 53.17 | 65.3 | | tvmonitor | 41.9 | 61.22 | +-------------+-------+-------+ 2024-01-03 10:38:01,891 - mmseg - INFO - Summary: 2024-01-03 10:38:01,891 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 88.06 | 50.53 | 63.29 | +-------+-------+-------+ 2024-01-03 10:38:01,892 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:38:01,892 - mmseg - INFO - Iter(val) [182] aAcc: 0.8806, mIoU: 0.5053, mAcc: 0.6329, IoU.background: 0.8993, IoU.aeroplane: 0.7105, IoU.bicycle: 0.4754, IoU.bird: 0.6391, IoU.boat: 0.4832, IoU.bottle: 0.4544, IoU.bus: 0.6235, IoU.car: 0.6161, IoU.cat: 0.6302, IoU.chair: 0.1645, IoU.cow: 0.4261, IoU.diningtable: 0.3126, IoU.dog: 0.4973, IoU.horse: 0.4042, IoU.motorbike: 0.5318, IoU.person: 0.7118, IoU.pottedplant: 0.3312, IoU.sheep: 0.5235, IoU.sofa: 0.2265, IoU.train: 0.5317, IoU.tvmonitor: 0.4190, Acc.background: 0.9559, Acc.aeroplane: 0.7836, Acc.bicycle: 0.6355, Acc.bird: 0.7567, Acc.boat: 0.6005, Acc.bottle: 0.5451, Acc.bus: 0.7660, Acc.car: 0.7252, Acc.cat: 0.8387, Acc.chair: 0.2271, Acc.cow: 0.5408, Acc.diningtable: 0.4387, Acc.dog: 0.6447, Acc.horse: 0.5531, Acc.motorbike: 0.7464, Acc.person: 0.8690, Acc.pottedplant: 0.4153, Acc.sheep: 0.6884, Acc.sofa: 0.2958, Acc.train: 0.6530, Acc.tvmonitor: 0.6122