2024-01-03 21:10:01,262 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 21:10:01,273 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 21:10:01,273 - mmseg - INFO - OMP num threads is 1 2024-01-03 21:10:01,349 - 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+fb51178 ------------------------------------------------------------ 2024-01-03 21:10:01,350 - mmseg - INFO - Distributed training: True 2024-01-03 21:10:01,350 - 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_384.augreg_in21k_ft_in1k'} 2024-01-03 21:10:04,533 - mmseg - INFO - Set random seed to 594387157, deterministic: False 2024-01-03 21:10:10,183 - 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 21:10:10,185 - mmseg - INFO - pos_embed loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 21:10:10,185 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 21:10:10,209 - 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 21:10:10,214 - 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 21:10:10,218 - mmseg - INFO - Loaded 1464 images 2024-01-03 21:10:13,571 - mmseg - INFO - Loaded 1449 images 2024-01-03 21:10:13,572 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_384.augreg_in21k_ft_in1k 2024-01-03 21:10:13,573 - 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 21:10:13,573 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 21:10:13,575 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/vit_base_patch16_384.augreg_in21k_ft_in1k by HardDiskBackend. 2024-01-03 21:10:52,269 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:10:06, time: 0.105, data_time: 0.006, memory: 572, decode.loss_ce: 2.5986, decode.acc_seg: 5.4124, loss: 2.5986 2024-01-03 21:10:57,197 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:07:49, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 2.5112, decode.acc_seg: 12.7304, loss: 2.5112 2024-01-03 21:10:59,719 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 0:56:19, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 2.3663, decode.acc_seg: 30.0577, loss: 2.3663 2024-01-03 21:11:04,677 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 0:58:37, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 2.1099, decode.acc_seg: 45.2541, loss: 2.1099 2024-01-03 21:11:07,199 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:53:31, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 1.9139, decode.acc_seg: 53.5210, loss: 1.9139 2024-01-03 21:11:12,191 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:55:33, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 1.6484, decode.acc_seg: 61.3977, loss: 1.6484 2024-01-03 21:11:14,704 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:52:18, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 1.3330, decode.acc_seg: 69.1443, loss: 1.3330 2024-01-03 21:11:19,564 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:53:43, time: 0.097, data_time: 0.048, memory: 572, decode.loss_ce: 1.0801, decode.acc_seg: 75.8380, loss: 1.0801 2024-01-03 21:11:22,044 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:51:19, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.7879, decode.acc_seg: 82.0822, loss: 0.7879 2024-01-03 21:11:26,892 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:52:31, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.6164, decode.acc_seg: 85.1546, loss: 0.6164 2024-01-03 21:11:31,722 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:53:27, time: 0.097, data_time: 0.046, memory: 572, decode.loss_ce: 0.5207, decode.acc_seg: 85.4755, loss: 0.5207 2024-01-03 21:11:34,222 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:51:40, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.4476, decode.acc_seg: 86.5951, loss: 0.4476 2024-01-03 21:11:39,252 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:52:43, time: 0.101, data_time: 0.045, memory: 572, decode.loss_ce: 0.3723, decode.acc_seg: 88.3384, loss: 0.3723 2024-01-03 21:11:41,734 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:51:12, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.3675, decode.acc_seg: 87.9547, loss: 0.3675 2024-01-03 21:11:46,651 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:52:01, time: 0.098, data_time: 0.051, memory: 572, decode.loss_ce: 0.3390, decode.acc_seg: 88.8340, loss: 0.3390 2024-01-03 21:11:49,170 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:50:46, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.3292, decode.acc_seg: 88.5127, loss: 0.3292 2024-01-03 21:11:54,068 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:51:28, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.3152, decode.acc_seg: 89.0054, loss: 0.3152 2024-01-03 21:11:56,578 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:50:22, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2849, decode.acc_seg: 89.7117, loss: 0.2849 2024-01-03 21:12:01,459 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:00, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.2700, decode.acc_seg: 90.6284, loss: 0.2700 2024-01-03 21:12:03,943 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:12:03,943 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:00, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2761, decode.acc_seg: 89.9310, loss: 0.2761 2024-01-03 21:12:08,807 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:50:34, time: 0.097, data_time: 0.048, memory: 572, decode.loss_ce: 0.2663, decode.acc_seg: 90.2184, loss: 0.2663 2024-01-03 21:12:13,740 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:07, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.2767, decode.acc_seg: 89.5855, loss: 0.2767 2024-01-03 21:12:16,246 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:14, time: 0.050, data_time: 0.002, memory: 572, decode.loss_ce: 0.2460, decode.acc_seg: 90.9921, loss: 0.2460 2024-01-03 21:12:21,197 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:50:45, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.2605, decode.acc_seg: 90.1844, loss: 0.2605 2024-01-03 21:12:23,750 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:49:59, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.2337, decode.acc_seg: 91.2956, loss: 0.2337 2024-01-03 21:12:28,630 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:25, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.2466, decode.acc_seg: 90.9122, loss: 0.2466 2024-01-03 21:12:31,163 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:49:42, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.2442, decode.acc_seg: 90.6662, loss: 0.2442 2024-01-03 21:12:36,024 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:05, time: 0.097, data_time: 0.050, memory: 572, decode.loss_ce: 0.2378, decode.acc_seg: 90.9615, loss: 0.2378 2024-01-03 21:12:38,575 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:26, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.2342, decode.acc_seg: 91.2560, loss: 0.2342 2024-01-03 21:12:43,523 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:49:50, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.2222, decode.acc_seg: 91.2585, loss: 0.2222 2024-01-03 21:12:48,408 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:11, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.2365, decode.acc_seg: 91.2985, loss: 0.2365 2024-01-03 21:12:50,930 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:34, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2173, decode.acc_seg: 91.8856, loss: 0.2173 2024-01-03 21:12:55,830 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:49:54, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.2169, decode.acc_seg: 91.5950, loss: 0.2169 2024-01-03 21:12:58,329 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:18, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2143, decode.acc_seg: 91.6795, loss: 0.2143 2024-01-03 21:13:03,202 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:36, time: 0.097, data_time: 0.049, memory: 572, decode.loss_ce: 0.2179, decode.acc_seg: 91.6377, loss: 0.2179 2024-01-03 21:13:05,729 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:49:03, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2219, decode.acc_seg: 91.6150, loss: 0.2219 2024-01-03 21:13:10,643 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:22, time: 0.098, data_time: 0.051, memory: 572, decode.loss_ce: 0.2345, decode.acc_seg: 90.8898, loss: 0.2345 2024-01-03 21:13:13,213 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:48:51, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1991, decode.acc_seg: 92.4635, loss: 0.1991 2024-01-03 21:13:18,155 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:49:09, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.2090, decode.acc_seg: 91.9647, loss: 0.2090 2024-01-03 21:13:20,659 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:13:20,660 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:39, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2078, decode.acc_seg: 92.1979, loss: 0.2078 2024-01-03 21:13:25,603 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:48:55, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1856, decode.acc_seg: 92.7460, loss: 0.1856 2024-01-03 21:13:30,495 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:49:10, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.2200, decode.acc_seg: 91.5387, loss: 0.2200 2024-01-03 21:13:32,991 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:42, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.2097, decode.acc_seg: 92.0193, loss: 0.2097 2024-01-03 21:13:37,899 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:48:56, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1931, decode.acc_seg: 92.6997, loss: 0.1931 2024-01-03 21:13:40,438 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:29, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.2097, decode.acc_seg: 92.1565, loss: 0.2097 2024-01-03 21:13:45,355 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:43, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.2046, decode.acc_seg: 92.0281, loss: 0.2046 2024-01-03 21:13:47,945 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:18, time: 0.052, data_time: 0.003, memory: 572, decode.loss_ce: 0.1998, decode.acc_seg: 92.2620, loss: 0.1998 2024-01-03 21:13:52,851 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:31, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.2081, decode.acc_seg: 91.8844, loss: 0.2081 2024-01-03 21:13:55,363 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:48:06, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1899, decode.acc_seg: 92.6376, loss: 0.1899 2024-01-03 21:14:00,321 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:19, time: 0.099, data_time: 0.050, memory: 572, decode.loss_ce: 0.1808, decode.acc_seg: 92.9585, loss: 0.1808 2024-01-03 21:14:05,257 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:31, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.2023, decode.acc_seg: 92.2224, loss: 0.2023 2024-01-03 21:14:07,733 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:48:07, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1906, decode.acc_seg: 92.6270, loss: 0.1906 2024-01-03 21:14:12,610 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:17, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1955, decode.acc_seg: 92.6150, loss: 0.1955 2024-01-03 21:14:15,131 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:47:55, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1998, decode.acc_seg: 92.5963, loss: 0.1998 2024-01-03 21:14:20,158 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:48:07, time: 0.101, data_time: 0.050, memory: 572, decode.loss_ce: 0.1866, decode.acc_seg: 92.8860, loss: 0.1866 2024-01-03 21:14:22,671 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:45, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1934, decode.acc_seg: 92.2413, loss: 0.1934 2024-01-03 21:14:27,638 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:47:55, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1975, decode.acc_seg: 92.2565, loss: 0.1975 2024-01-03 21:14:30,170 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:34, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1831, decode.acc_seg: 92.7761, loss: 0.1831 2024-01-03 21:14:35,081 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:44, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1858, decode.acc_seg: 92.8738, loss: 0.1858 2024-01-03 21:14:37,574 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:14:37,574 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:23, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1998, decode.acc_seg: 92.0812, loss: 0.1998 2024-01-03 21:14:42,448 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:32, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1887, decode.acc_seg: 92.5762, loss: 0.1887 2024-01-03 21:14:47,339 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:40, time: 0.098, data_time: 0.051, memory: 572, decode.loss_ce: 0.1870, decode.acc_seg: 92.8810, loss: 0.1870 2024-01-03 21:14:49,838 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:47:20, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1737, decode.acc_seg: 93.0698, loss: 0.1737 2024-01-03 21:14:54,688 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:28, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.2010, decode.acc_seg: 92.0249, loss: 0.2010 2024-01-03 21:14:57,174 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:47:08, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1878, decode.acc_seg: 92.7893, loss: 0.1878 2024-01-03 21:15:02,081 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:47:16, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1918, decode.acc_seg: 92.5380, loss: 0.1918 2024-01-03 21:15:04,582 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:46:57, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1813, decode.acc_seg: 92.8848, loss: 0.1813 2024-01-03 21:15:09,431 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:47:04, time: 0.097, data_time: 0.048, memory: 572, decode.loss_ce: 0.1854, decode.acc_seg: 92.8842, loss: 0.1854 2024-01-03 21:15:11,913 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:46, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1870, decode.acc_seg: 92.5980, loss: 0.1870 2024-01-03 21:15:16,815 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:53, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1820, decode.acc_seg: 92.8548, loss: 0.1820 2024-01-03 21:15:21,779 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:47:01, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1755, decode.acc_seg: 93.1160, loss: 0.1755 2024-01-03 21:15:24,271 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:43, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1774, decode.acc_seg: 92.8307, loss: 0.1774 2024-01-03 21:15:29,198 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:50, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1834, decode.acc_seg: 93.1307, loss: 0.1834 2024-01-03 21:15:31,705 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:33, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1802, decode.acc_seg: 93.0281, loss: 0.1802 2024-01-03 21:15:36,620 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:39, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1936, decode.acc_seg: 92.3679, loss: 0.1936 2024-01-03 21:15:39,131 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:46:22, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1762, decode.acc_seg: 93.2641, loss: 0.1762 2024-01-03 21:15:44,223 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:30, time: 0.102, data_time: 0.047, memory: 572, decode.loss_ce: 0.1959, decode.acc_seg: 92.2844, loss: 0.1959 2024-01-03 21:15:46,725 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:46:14, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1899, decode.acc_seg: 92.6961, loss: 0.1899 2024-01-03 21:15:51,643 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:46:20, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1877, decode.acc_seg: 92.8297, loss: 0.1877 2024-01-03 21:15:54,124 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:15:54,125 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:46:03, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1711, decode.acc_seg: 93.4779, loss: 0.1711 2024-01-03 21:15:59,023 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:46:09, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1743, decode.acc_seg: 93.2592, loss: 0.1743 2024-01-03 21:16:03,938 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:46:15, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1919, decode.acc_seg: 92.6871, loss: 0.1919 2024-01-03 21:16:06,476 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:45:59, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1879, decode.acc_seg: 92.4409, loss: 0.1879 2024-01-03 21:16:11,380 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:46:04, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1890, decode.acc_seg: 92.5638, loss: 0.1890 2024-01-03 21:16:13,882 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:49, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1774, decode.acc_seg: 93.0040, loss: 0.1774 2024-01-03 21:16:18,733 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:54, time: 0.097, data_time: 0.049, memory: 572, decode.loss_ce: 0.1808, decode.acc_seg: 92.8160, loss: 0.1808 2024-01-03 21:16:21,252 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:39, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1777, decode.acc_seg: 93.0132, loss: 0.1777 2024-01-03 21:16:26,196 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:44, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.1764, decode.acc_seg: 93.0754, loss: 0.1764 2024-01-03 21:16:28,726 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:29, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1775, decode.acc_seg: 93.1726, loss: 0.1775 2024-01-03 21:16:33,646 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:34, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1796, decode.acc_seg: 93.1538, loss: 0.1796 2024-01-03 21:16:36,113 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:45:19, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1893, decode.acc_seg: 92.6585, loss: 0.1893 2024-01-03 21:16:41,048 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:45:24, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1892, decode.acc_seg: 92.6056, loss: 0.1892 2024-01-03 21:16:45,845 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:27, time: 0.096, data_time: 0.047, memory: 572, decode.loss_ce: 0.1821, decode.acc_seg: 92.9832, loss: 0.1821 2024-01-03 21:16:48,339 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:45:13, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1871, decode.acc_seg: 92.6800, loss: 0.1871 2024-01-03 21:16:53,295 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:45:18, time: 0.099, data_time: 0.051, memory: 572, decode.loss_ce: 0.1793, decode.acc_seg: 93.0539, loss: 0.1793 2024-01-03 21:16:55,784 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:45:04, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1804, decode.acc_seg: 92.9312, loss: 0.1804 2024-01-03 21:17:00,645 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:45:07, time: 0.097, data_time: 0.050, memory: 572, decode.loss_ce: 0.1729, decode.acc_seg: 92.9713, loss: 0.1729 2024-01-03 21:17:03,154 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:54, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1804, decode.acc_seg: 92.9693, loss: 0.1804 2024-01-03 21:17:07,996 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:44:57, time: 0.097, data_time: 0.048, memory: 572, decode.loss_ce: 0.1718, decode.acc_seg: 93.3558, loss: 0.1718 2024-01-03 21:17:10,482 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:17:10,482 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:44, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1712, decode.acc_seg: 93.2628, loss: 0.1712 2024-01-03 21:17:15,443 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:48, time: 0.099, data_time: 0.045, memory: 572, decode.loss_ce: 0.1731, decode.acc_seg: 93.2664, loss: 0.1731 2024-01-03 21:17:20,339 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:51, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1801, decode.acc_seg: 93.0836, loss: 0.1801 2024-01-03 21:17:22,878 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:38, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1790, decode.acc_seg: 92.9970, loss: 0.1790 2024-01-03 21:17:27,824 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:42, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1818, decode.acc_seg: 93.0605, loss: 0.1818 2024-01-03 21:17:30,317 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:44:29, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1915, decode.acc_seg: 92.5733, loss: 0.1915 2024-01-03 21:17:35,211 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:32, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1797, decode.acc_seg: 92.8729, loss: 0.1797 2024-01-03 21:17:37,734 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:44:19, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1681, decode.acc_seg: 93.3991, loss: 0.1681 2024-01-03 21:17:42,630 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:44:22, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1887, decode.acc_seg: 92.6482, loss: 0.1887 2024-01-03 21:17:45,159 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:44:10, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1788, decode.acc_seg: 93.0419, loss: 0.1788 2024-01-03 21:17:50,036 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:44:13, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1585, decode.acc_seg: 93.6233, loss: 0.1585 2024-01-03 21:17:52,524 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:44:01, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1819, decode.acc_seg: 93.1021, loss: 0.1819 2024-01-03 21:17:57,451 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:44:04, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1738, decode.acc_seg: 93.1646, loss: 0.1738 2024-01-03 21:18:02,384 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:44:06, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1735, decode.acc_seg: 93.1418, loss: 0.1735 2024-01-03 21:18:04,899 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:54, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1688, decode.acc_seg: 93.3116, loss: 0.1688 2024-01-03 21:18:09,714 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:43:56, time: 0.096, data_time: 0.048, memory: 572, decode.loss_ce: 0.1684, decode.acc_seg: 93.3276, loss: 0.1684 2024-01-03 21:18:12,232 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:45, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1700, decode.acc_seg: 93.3887, loss: 0.1700 2024-01-03 21:18:17,110 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:47, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1674, decode.acc_seg: 93.3522, loss: 0.1674 2024-01-03 21:18:19,607 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:35, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1788, decode.acc_seg: 92.9247, loss: 0.1788 2024-01-03 21:18:24,489 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:37, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1670, decode.acc_seg: 93.4521, loss: 0.1670 2024-01-03 21:18:27,266 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:18:27,267 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:43:28, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1771, decode.acc_seg: 93.0958, loss: 0.1771 2024-01-03 21:18:32,283 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:43:30, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1805, decode.acc_seg: 92.8827, loss: 0.1805 2024-01-03 21:18:37,429 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:43:34, time: 0.103, data_time: 0.046, memory: 572, decode.loss_ce: 0.1670, decode.acc_seg: 93.5911, loss: 0.1670 2024-01-03 21:18:39,953 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:43:23, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1753, decode.acc_seg: 93.2171, loss: 0.1753 2024-01-03 21:18:44,834 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:43:24, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1631, decode.acc_seg: 93.5759, loss: 0.1631 2024-01-03 21:18:47,381 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:43:13, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1628, decode.acc_seg: 93.5297, loss: 0.1628 2024-01-03 21:18:52,349 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:43:16, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1881, decode.acc_seg: 92.7557, loss: 0.1881 2024-01-03 21:18:54,839 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:43:05, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1693, decode.acc_seg: 93.2394, loss: 0.1693 2024-01-03 21:18:59,707 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:43:06, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1846, decode.acc_seg: 92.8562, loss: 0.1846 2024-01-03 21:19:02,219 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:55, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1722, decode.acc_seg: 93.1505, loss: 0.1722 2024-01-03 21:19:07,147 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:57, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1622, decode.acc_seg: 93.6779, loss: 0.1622 2024-01-03 21:19:09,602 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:46, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1721, decode.acc_seg: 93.1723, loss: 0.1721 2024-01-03 21:19:14,448 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:47, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1766, decode.acc_seg: 92.9591, loss: 0.1766 2024-01-03 21:19:19,424 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:49, time: 0.100, data_time: 0.046, memory: 572, decode.loss_ce: 0.1660, decode.acc_seg: 93.4818, loss: 0.1660 2024-01-03 21:19:21,926 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:39, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1683, decode.acc_seg: 93.4580, loss: 0.1683 2024-01-03 21:19:26,830 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:40, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1723, decode.acc_seg: 93.0369, loss: 0.1723 2024-01-03 21:19:29,344 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:42:30, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1663, decode.acc_seg: 93.4850, loss: 0.1663 2024-01-03 21:19:34,291 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:42:31, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1763, decode.acc_seg: 92.8748, loss: 0.1763 2024-01-03 21:19:36,800 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:42:21, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1663, decode.acc_seg: 93.4696, loss: 0.1663 2024-01-03 21:19:41,693 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:42:22, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1690, decode.acc_seg: 93.3491, loss: 0.1690 2024-01-03 21:19:44,236 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:19:44,237 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:42:12, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1751, decode.acc_seg: 93.2774, loss: 0.1751 2024-01-03 21:19:49,144 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:42:13, time: 0.098, data_time: 0.052, memory: 572, decode.loss_ce: 0.1791, decode.acc_seg: 93.0831, loss: 0.1791 2024-01-03 21:19:53,982 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:42:14, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1710, decode.acc_seg: 93.2914, loss: 0.1710 2024-01-03 21:19:56,537 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:42:04, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1723, decode.acc_seg: 93.2260, loss: 0.1723 2024-01-03 21:20:01,416 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:42:05, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1744, decode.acc_seg: 93.3320, loss: 0.1744 2024-01-03 21:20:03,918 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:55, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1763, decode.acc_seg: 92.9721, loss: 0.1763 2024-01-03 21:20:08,851 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:56, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.1602, decode.acc_seg: 93.7038, loss: 0.1602 2024-01-03 21:20:11,346 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:46, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1710, decode.acc_seg: 93.3398, loss: 0.1710 2024-01-03 21:20:16,245 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:47, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1884, decode.acc_seg: 92.7684, loss: 0.1884 2024-01-03 21:20:18,831 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:38, time: 0.052, data_time: 0.003, memory: 572, decode.loss_ce: 0.1671, decode.acc_seg: 93.5557, loss: 0.1671 2024-01-03 21:20:23,730 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:39, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1657, decode.acc_seg: 93.5037, loss: 0.1657 2024-01-03 21:20:26,183 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:41:29, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1666, decode.acc_seg: 93.5141, loss: 0.1666 2024-01-03 21:20:31,158 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:41:30, time: 0.100, data_time: 0.047, memory: 572, decode.loss_ce: 0.1552, decode.acc_seg: 94.0184, loss: 0.1552 2024-01-03 21:20:36,020 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:41:30, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1650, decode.acc_seg: 93.4710, loss: 0.1650 2024-01-03 21:20:38,512 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:41:21, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1796, decode.acc_seg: 93.0656, loss: 0.1796 2024-01-03 21:20:43,461 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:41:21, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1762, decode.acc_seg: 92.9735, loss: 0.1762 2024-01-03 21:20:45,980 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:41:12, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1768, decode.acc_seg: 93.1121, loss: 0.1768 2024-01-03 21:20:50,900 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:41:13, time: 0.098, data_time: 0.046, memory: 572, decode.loss_ce: 0.1634, decode.acc_seg: 93.4314, loss: 0.1634 2024-01-03 21:20:53,395 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:41:03, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1692, decode.acc_seg: 93.4034, loss: 0.1692 2024-01-03 21:20:58,294 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:41:04, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1722, decode.acc_seg: 93.1542, loss: 0.1722 2024-01-03 21:21:00,801 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:21:00,801 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:55, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1728, decode.acc_seg: 93.1367, loss: 0.1728 2024-01-03 21:21:05,772 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:55, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1658, decode.acc_seg: 93.4219, loss: 0.1658 2024-01-03 21:21:10,600 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:55, time: 0.097, data_time: 0.049, memory: 572, decode.loss_ce: 0.1808, decode.acc_seg: 92.8769, loss: 0.1808 2024-01-03 21:21:13,106 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:46, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1626, decode.acc_seg: 93.4926, loss: 0.1626 2024-01-03 21:21:18,001 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:46, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1798, decode.acc_seg: 92.9392, loss: 0.1798 2024-01-03 21:21:20,558 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:38, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1727, decode.acc_seg: 93.3036, loss: 0.1727 2024-01-03 21:21:25,422 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:38, time: 0.097, data_time: 0.050, memory: 572, decode.loss_ce: 0.1664, decode.acc_seg: 93.4681, loss: 0.1664 2024-01-03 21:21:27,911 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:40:29, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1739, decode.acc_seg: 93.2637, loss: 0.1739 2024-01-03 21:21:32,910 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:40:29, time: 0.100, data_time: 0.048, memory: 572, decode.loss_ce: 0.1863, decode.acc_seg: 92.5423, loss: 0.1863 2024-01-03 21:21:35,398 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:40:20, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1815, decode.acc_seg: 93.0299, loss: 0.1815 2024-01-03 21:21:40,254 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:40:20, time: 0.097, data_time: 0.048, memory: 572, decode.loss_ce: 0.1590, decode.acc_seg: 93.6994, loss: 0.1590 2024-01-03 21:21:42,733 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:40:11, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1731, decode.acc_seg: 93.3214, loss: 0.1731 2024-01-03 21:21:47,655 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:40:12, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1748, decode.acc_seg: 93.1223, loss: 0.1748 2024-01-03 21:21:52,583 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:40:12, time: 0.099, data_time: 0.049, memory: 572, decode.loss_ce: 0.1651, decode.acc_seg: 93.5123, loss: 0.1651 2024-01-03 21:21:55,096 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:40:03, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1711, decode.acc_seg: 93.2444, loss: 0.1711 2024-01-03 21:22:00,035 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:40:03, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1690, decode.acc_seg: 93.3400, loss: 0.1690 2024-01-03 21:22:02,536 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:54, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1674, decode.acc_seg: 93.3150, loss: 0.1674 2024-01-03 21:22:07,490 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:55, time: 0.099, data_time: 0.046, memory: 572, decode.loss_ce: 0.1565, decode.acc_seg: 93.8277, loss: 0.1565 2024-01-03 21:22:10,022 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:46, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1658, decode.acc_seg: 93.5457, loss: 0.1658 2024-01-03 21:22:14,929 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:46, time: 0.098, data_time: 0.048, memory: 572, decode.loss_ce: 0.1647, decode.acc_seg: 93.6285, loss: 0.1647 2024-01-03 21:22:17,435 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:22:17,435 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:38, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1611, decode.acc_seg: 93.5049, loss: 0.1611 2024-01-03 21:22:22,311 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:37, time: 0.098, data_time: 0.047, memory: 572, decode.loss_ce: 0.1814, decode.acc_seg: 92.8346, loss: 0.1814 2024-01-03 21:22:24,768 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:39:29, time: 0.049, data_time: 0.003, memory: 572, decode.loss_ce: 0.1710, decode.acc_seg: 93.2376, loss: 0.1710 2024-01-03 21:22:29,732 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:39:29, time: 0.099, data_time: 0.047, memory: 572, decode.loss_ce: 0.1773, decode.acc_seg: 93.3273, loss: 0.1773 2024-01-03 21:22:34,644 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:39:28, time: 0.098, data_time: 0.049, memory: 572, decode.loss_ce: 0.1674, decode.acc_seg: 93.4710, loss: 0.1674 2024-01-03 21:22:37,181 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:39:20, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1608, decode.acc_seg: 93.6387, loss: 0.1608 2024-01-03 21:22:42,028 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:39:20, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1727, decode.acc_seg: 93.2994, loss: 0.1727 2024-01-03 21:22:44,525 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:39:11, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1734, decode.acc_seg: 93.1639, loss: 0.1734 2024-01-03 21:22:49,540 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:39:11, time: 0.100, data_time: 0.054, memory: 572, decode.loss_ce: 0.1743, decode.acc_seg: 93.1923, loss: 0.1743 2024-01-03 21:22:52,039 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:39:03, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1671, decode.acc_seg: 93.3300, loss: 0.1671 2024-01-03 21:22:56,887 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:39:03, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1551, decode.acc_seg: 93.8820, loss: 0.1551 2024-01-03 21:22:59,416 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:55, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1724, decode.acc_seg: 93.2742, loss: 0.1724 2024-01-03 21:23:04,376 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:54, time: 0.099, data_time: 0.048, memory: 572, decode.loss_ce: 0.1725, decode.acc_seg: 93.2964, loss: 0.1725 2024-01-03 21:23:09,216 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:54, time: 0.097, data_time: 0.047, memory: 572, decode.loss_ce: 0.1666, decode.acc_seg: 93.5057, loss: 0.1666 2024-01-03 21:23:11,767 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:46, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1739, decode.acc_seg: 93.2965, loss: 0.1739 2024-01-03 21:23:16,643 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:45, time: 0.098, data_time: 0.050, memory: 572, decode.loss_ce: 0.1636, decode.acc_seg: 93.6127, loss: 0.1636 2024-01-03 21:23:19,150 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:37, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1681, decode.acc_seg: 93.5460, loss: 0.1681 2024-01-03 21:23:24,008 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:37, time: 0.097, data_time: 0.046, memory: 572, decode.loss_ce: 0.1771, decode.acc_seg: 93.1611, loss: 0.1771 2024-01-03 21:23:26,518 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:38:29, time: 0.050, data_time: 0.003, memory: 572, decode.loss_ce: 0.1652, decode.acc_seg: 93.5918, loss: 0.1652 2024-01-03 21:23:31,342 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:38:28, time: 0.096, data_time: 0.045, memory: 572, decode.loss_ce: 0.1711, decode.acc_seg: 93.5097, loss: 0.1711 2024-01-03 21:23:33,859 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 21:23:33,872 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:23:33,872 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:38:20, time: 0.051, data_time: 0.003, memory: 572, decode.loss_ce: 0.1643, decode.acc_seg: 93.6749, loss: 0.1643 2024-01-03 21:24:17,917 - mmseg - INFO - per class results: 2024-01-03 21:24:17,918 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.32 | 96.05 | | aeroplane | 83.82 | 95.22 | | bicycle | 56.44 | 74.52 | | bird | 77.92 | 88.53 | | boat | 67.86 | 78.74 | | bottle | 68.75 | 89.43 | | bus | 86.12 | 93.84 | | car | 77.73 | 85.54 | | cat | 84.86 | 93.31 | | chair | 30.51 | 42.96 | | cow | 86.39 | 92.7 | | diningtable | 58.49 | 73.54 | | dog | 80.0 | 88.99 | | horse | 84.02 | 93.78 | | motorbike | 79.34 | 92.17 | | person | 81.1 | 88.46 | | pottedplant | 59.32 | 69.0 | | sheep | 86.14 | 93.78 | | sofa | 47.25 | 60.46 | | train | 79.71 | 87.85 | | tvmonitor | 63.13 | 78.39 | +-------------+-------+-------+ 2024-01-03 21:24:17,918 - mmseg - INFO - Summary: 2024-01-03 21:24:17,918 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.21 | 72.91 | 83.68 | +-------+-------+-------+ 2024-01-03 21:24:17,918 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:24:17,918 - mmseg - INFO - Iter(val) [182] aAcc: 0.9321, mIoU: 0.7291, mAcc: 0.8368, IoU.background: 0.9232, IoU.aeroplane: 0.8382, IoU.bicycle: 0.5644, IoU.bird: 0.7792, IoU.boat: 0.6786, IoU.bottle: 0.6875, IoU.bus: 0.8612, IoU.car: 0.7773, IoU.cat: 0.8486, IoU.chair: 0.3051, IoU.cow: 0.8639, IoU.diningtable: 0.5849, IoU.dog: 0.8000, IoU.horse: 0.8402, IoU.motorbike: 0.7934, IoU.person: 0.8110, IoU.pottedplant: 0.5932, IoU.sheep: 0.8614, IoU.sofa: 0.4725, IoU.train: 0.7971, IoU.tvmonitor: 0.6313, Acc.background: 0.9605, Acc.aeroplane: 0.9522, Acc.bicycle: 0.7452, Acc.bird: 0.8853, Acc.boat: 0.7874, Acc.bottle: 0.8943, Acc.bus: 0.9384, Acc.car: 0.8554, Acc.cat: 0.9331, Acc.chair: 0.4296, Acc.cow: 0.9270, Acc.diningtable: 0.7354, Acc.dog: 0.8899, Acc.horse: 0.9378, Acc.motorbike: 0.9217, Acc.person: 0.8846, Acc.pottedplant: 0.6900, Acc.sheep: 0.9378, Acc.sofa: 0.6046, Acc.train: 0.8785, Acc.tvmonitor: 0.7839 2024-01-03 21:24:22,863 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:40:31, time: 0.980, data_time: 0.929, memory: 623, decode.loss_ce: 0.1703, decode.acc_seg: 93.1762, loss: 0.1703 2024-01-03 21:24:25,352 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:40:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1666, decode.acc_seg: 93.3489, loss: 0.1666 2024-01-03 21:24:30,311 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:40:21, time: 0.099, data_time: 0.051, memory: 623, decode.loss_ce: 0.1645, decode.acc_seg: 93.5275, loss: 0.1645 2024-01-03 21:24:35,419 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:40:20, time: 0.102, data_time: 0.047, memory: 623, decode.loss_ce: 0.1810, decode.acc_seg: 92.6068, loss: 0.1810 2024-01-03 21:24:37,940 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:40:11, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1704, decode.acc_seg: 93.1699, loss: 0.1704 2024-01-03 21:24:42,846 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:40:10, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1606, decode.acc_seg: 93.5799, loss: 0.1606 2024-01-03 21:24:45,338 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:40:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1686, decode.acc_seg: 93.4087, loss: 0.1686 2024-01-03 21:24:50,194 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:39:59, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1623, decode.acc_seg: 93.5987, loss: 0.1623 2024-01-03 21:24:52,727 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:39:51, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1613, decode.acc_seg: 93.8688, loss: 0.1613 2024-01-03 21:24:57,622 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:39:49, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.1602, decode.acc_seg: 93.9378, loss: 0.1602 2024-01-03 21:25:00,100 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:39:41, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1664, decode.acc_seg: 93.4592, loss: 0.1664 2024-01-03 21:25:04,969 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:39:39, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 93.0331, loss: 0.1730 2024-01-03 21:25:09,897 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:39:37, time: 0.099, data_time: 0.051, memory: 623, decode.loss_ce: 0.1636, decode.acc_seg: 93.6439, loss: 0.1636 2024-01-03 21:25:12,389 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:39:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 93.7621, loss: 0.1519 2024-01-03 21:25:17,285 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:39:27, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1764, decode.acc_seg: 93.0645, loss: 0.1764 2024-01-03 21:25:19,840 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:39:19, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1549, decode.acc_seg: 93.9586, loss: 0.1549 2024-01-03 21:25:24,785 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:39:18, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1636, decode.acc_seg: 93.5447, loss: 0.1636 2024-01-03 21:25:27,294 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:39:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1740, decode.acc_seg: 93.2457, loss: 0.1740 2024-01-03 21:25:32,168 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:39:08, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1636, decode.acc_seg: 93.5745, loss: 0.1636 2024-01-03 21:25:34,691 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:25:34,692 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:39:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1674, decode.acc_seg: 93.4557, loss: 0.1674 2024-01-03 21:25:39,594 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:38:58, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.1706, decode.acc_seg: 93.3353, loss: 0.1706 2024-01-03 21:25:42,111 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:38:50, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1663, decode.acc_seg: 93.5300, loss: 0.1663 2024-01-03 21:25:47,054 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:38:48, time: 0.099, data_time: 0.051, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 93.1788, loss: 0.1741 2024-01-03 21:25:51,953 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:38:46, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1611, decode.acc_seg: 93.5866, loss: 0.1611 2024-01-03 21:25:54,486 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:38:39, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.8659, loss: 0.1584 2024-01-03 21:25:59,344 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:38:37, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 93.3727, loss: 0.1730 2024-01-03 21:26:01,859 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:38:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1628, decode.acc_seg: 93.5409, loss: 0.1628 2024-01-03 21:26:06,745 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:38:27, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1658, decode.acc_seg: 93.4476, loss: 0.1658 2024-01-03 21:26:09,269 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:38:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1729, decode.acc_seg: 93.0830, loss: 0.1729 2024-01-03 21:26:14,154 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:38:17, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.5193, loss: 0.1682 2024-01-03 21:26:16,690 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:09, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1595, decode.acc_seg: 93.5426, loss: 0.1595 2024-01-03 21:26:21,629 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:38:08, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1758, decode.acc_seg: 93.0990, loss: 0.1758 2024-01-03 21:26:26,500 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:38:06, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1755, decode.acc_seg: 93.1963, loss: 0.1755 2024-01-03 21:26:28,983 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:37:58, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1645, decode.acc_seg: 93.5059, loss: 0.1645 2024-01-03 21:26:33,843 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:37:56, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1649, decode.acc_seg: 93.5175, loss: 0.1649 2024-01-03 21:26:36,385 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:37:48, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1728, decode.acc_seg: 93.0830, loss: 0.1728 2024-01-03 21:26:41,364 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:37:47, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1698, decode.acc_seg: 93.4033, loss: 0.1698 2024-01-03 21:26:43,842 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:37:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1559, decode.acc_seg: 93.8176, loss: 0.1559 2024-01-03 21:26:48,724 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:37:37, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1733, decode.acc_seg: 93.3267, loss: 0.1733 2024-01-03 21:26:51,215 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:26:51,216 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:37:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1588, decode.acc_seg: 93.7057, loss: 0.1588 2024-01-03 21:26:56,262 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:37:28, time: 0.101, data_time: 0.049, memory: 623, decode.loss_ce: 0.1687, decode.acc_seg: 93.4032, loss: 0.1687 2024-01-03 21:26:58,757 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:37:20, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.4113, loss: 0.1644 2024-01-03 21:27:03,648 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:37:18, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1667, decode.acc_seg: 93.2115, loss: 0.1667 2024-01-03 21:27:08,555 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:37:16, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1724, decode.acc_seg: 93.3283, loss: 0.1724 2024-01-03 21:27:11,064 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.6825, loss: 0.1584 2024-01-03 21:27:15,993 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:37:07, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1669, decode.acc_seg: 93.3954, loss: 0.1669 2024-01-03 21:27:18,506 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:36:59, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1760, decode.acc_seg: 93.2287, loss: 0.1760 2024-01-03 21:27:23,378 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:36:57, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1691, decode.acc_seg: 93.3095, loss: 0.1691 2024-01-03 21:27:25,881 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:36:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1544, decode.acc_seg: 93.8062, loss: 0.1544 2024-01-03 21:27:30,928 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:36:48, time: 0.101, data_time: 0.047, memory: 623, decode.loss_ce: 0.1607, decode.acc_seg: 93.6772, loss: 0.1607 2024-01-03 21:27:33,443 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:36:41, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.6011, loss: 0.1632 2024-01-03 21:27:38,464 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:36:39, time: 0.100, data_time: 0.052, memory: 623, decode.loss_ce: 0.1745, decode.acc_seg: 93.1041, loss: 0.1745 2024-01-03 21:27:43,432 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:36:37, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1487, decode.acc_seg: 94.2226, loss: 0.1487 2024-01-03 21:27:45,952 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:36:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.5419, loss: 0.1632 2024-01-03 21:27:50,782 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:36:27, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1597, decode.acc_seg: 93.6442, loss: 0.1597 2024-01-03 21:27:53,288 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:20, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.8378, loss: 0.1589 2024-01-03 21:27:58,239 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:18, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1617, decode.acc_seg: 93.5007, loss: 0.1617 2024-01-03 21:28:00,745 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:11, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1719, decode.acc_seg: 93.4155, loss: 0.1719 2024-01-03 21:28:05,636 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:36:09, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1700, decode.acc_seg: 93.3013, loss: 0.1700 2024-01-03 21:28:08,150 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:28:08,151 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:36:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1622, decode.acc_seg: 93.6781, loss: 0.1622 2024-01-03 21:28:13,131 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:36:00, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.4395, loss: 0.1632 2024-01-03 21:28:15,612 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:35:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1672, decode.acc_seg: 93.4237, loss: 0.1672 2024-01-03 21:28:20,557 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:35:51, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1578, decode.acc_seg: 93.9236, loss: 0.1578 2024-01-03 21:28:25,545 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:35:49, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1715, decode.acc_seg: 93.3622, loss: 0.1715 2024-01-03 21:28:28,080 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:35:42, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1627, decode.acc_seg: 93.5727, loss: 0.1627 2024-01-03 21:28:32,952 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:35:39, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1570, decode.acc_seg: 93.8945, loss: 0.1570 2024-01-03 21:28:35,499 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:35:32, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1582, decode.acc_seg: 93.8980, loss: 0.1582 2024-01-03 21:28:40,416 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:35:30, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1523, decode.acc_seg: 93.9934, loss: 0.1523 2024-01-03 21:28:42,928 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1608, decode.acc_seg: 93.4045, loss: 0.1608 2024-01-03 21:28:47,810 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:21, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1625, decode.acc_seg: 93.6460, loss: 0.1625 2024-01-03 21:28:50,310 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1543, decode.acc_seg: 93.9209, loss: 0.1543 2024-01-03 21:28:55,165 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:12, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1658, decode.acc_seg: 93.5729, loss: 0.1658 2024-01-03 21:28:57,626 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:05, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1674, decode.acc_seg: 93.2766, loss: 0.1674 2024-01-03 21:29:02,600 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:35:03, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.9222, loss: 0.1550 2024-01-03 21:29:07,562 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:35:00, time: 0.099, data_time: 0.053, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.5552, loss: 0.1584 2024-01-03 21:29:10,057 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:34:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1581, decode.acc_seg: 93.6532, loss: 0.1581 2024-01-03 21:29:14,935 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:34:51, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1543, decode.acc_seg: 93.9359, loss: 0.1543 2024-01-03 21:29:17,471 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:34:45, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1549, decode.acc_seg: 93.8573, loss: 0.1549 2024-01-03 21:29:22,375 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:34:42, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1871, decode.acc_seg: 92.5092, loss: 0.1871 2024-01-03 21:29:24,878 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:29:24,878 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:34:35, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1630, decode.acc_seg: 93.5191, loss: 0.1630 2024-01-03 21:29:29,737 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:34:33, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1628, decode.acc_seg: 93.5998, loss: 0.1628 2024-01-03 21:29:32,222 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.9650, loss: 0.1564 2024-01-03 21:29:37,162 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:24, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1651, decode.acc_seg: 93.4929, loss: 0.1651 2024-01-03 21:29:42,108 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:22, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.7129, loss: 0.1566 2024-01-03 21:29:44,621 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.3673, loss: 0.1682 2024-01-03 21:29:49,480 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:13, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.7303, loss: 0.1564 2024-01-03 21:29:52,009 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:06, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1571, decode.acc_seg: 93.7076, loss: 0.1571 2024-01-03 21:29:56,884 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:04, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.8821, loss: 0.1576 2024-01-03 21:29:59,378 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:33:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1790, decode.acc_seg: 92.9199, loss: 0.1790 2024-01-03 21:30:04,312 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:33:55, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1737, decode.acc_seg: 93.3955, loss: 0.1737 2024-01-03 21:30:06,822 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:33:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1633, decode.acc_seg: 93.5829, loss: 0.1633 2024-01-03 21:30:11,713 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:33:46, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1572, decode.acc_seg: 93.7532, loss: 0.1572 2024-01-03 21:30:14,213 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:33:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1655, decode.acc_seg: 93.6362, loss: 0.1655 2024-01-03 21:30:19,120 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:33:37, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1539, decode.acc_seg: 94.0785, loss: 0.1539 2024-01-03 21:30:24,007 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:33:34, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1608, decode.acc_seg: 93.5651, loss: 0.1608 2024-01-03 21:30:26,544 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:28, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1652, decode.acc_seg: 93.5579, loss: 0.1652 2024-01-03 21:30:31,522 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:26, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1727, decode.acc_seg: 93.3932, loss: 0.1727 2024-01-03 21:30:34,032 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1572, decode.acc_seg: 93.6529, loss: 0.1572 2024-01-03 21:30:38,915 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:17, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1630, decode.acc_seg: 93.5022, loss: 0.1630 2024-01-03 21:30:41,439 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:30:41,440 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1659, decode.acc_seg: 93.4869, loss: 0.1659 2024-01-03 21:30:46,384 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:08, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1707, decode.acc_seg: 93.3645, loss: 0.1707 2024-01-03 21:30:48,877 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:33:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1555, decode.acc_seg: 93.7952, loss: 0.1555 2024-01-03 21:30:53,879 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:32:59, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1557, decode.acc_seg: 93.8617, loss: 0.1557 2024-01-03 21:30:59,019 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:32:57, time: 0.103, data_time: 0.050, memory: 623, decode.loss_ce: 0.1653, decode.acc_seg: 93.6087, loss: 0.1653 2024-01-03 21:31:01,507 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:32:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.9974, loss: 0.1550 2024-01-03 21:31:06,423 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:32:48, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1690, decode.acc_seg: 93.4323, loss: 0.1690 2024-01-03 21:31:08,922 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:32:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1768, decode.acc_seg: 93.3395, loss: 0.1768 2024-01-03 21:31:13,886 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:32:39, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1669, decode.acc_seg: 93.5886, loss: 0.1669 2024-01-03 21:31:16,424 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:33, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1638, decode.acc_seg: 93.5081, loss: 0.1638 2024-01-03 21:31:21,251 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:30, time: 0.096, data_time: 0.048, memory: 623, decode.loss_ce: 0.1656, decode.acc_seg: 93.4597, loss: 0.1656 2024-01-03 21:31:23,755 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:24, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1545, decode.acc_seg: 93.9835, loss: 0.1545 2024-01-03 21:31:28,977 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:22, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1551, decode.acc_seg: 93.8781, loss: 0.1551 2024-01-03 21:31:31,439 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:16, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1684, decode.acc_seg: 93.5137, loss: 0.1684 2024-01-03 21:31:36,361 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:13, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1587, decode.acc_seg: 93.6415, loss: 0.1587 2024-01-03 21:31:41,259 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:11, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1746, decode.acc_seg: 93.2651, loss: 0.1746 2024-01-03 21:31:43,751 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:04, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1692, decode.acc_seg: 93.3917, loss: 0.1692 2024-01-03 21:31:48,615 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:32:02, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.7592, loss: 0.1584 2024-01-03 21:31:51,177 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:31:56, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1656, decode.acc_seg: 93.4737, loss: 0.1656 2024-01-03 21:31:56,166 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:31:53, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.1776, decode.acc_seg: 93.1639, loss: 0.1776 2024-01-03 21:31:58,669 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:31:58,669 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:31:47, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1809, decode.acc_seg: 93.0451, loss: 0.1809 2024-01-03 21:32:03,499 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:31:44, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1640, decode.acc_seg: 93.4477, loss: 0.1640 2024-01-03 21:32:05,991 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:38, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1555, decode.acc_seg: 93.8649, loss: 0.1555 2024-01-03 21:32:10,891 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:35, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1614, decode.acc_seg: 93.6102, loss: 0.1614 2024-01-03 21:32:15,743 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:33, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1628, decode.acc_seg: 93.5204, loss: 0.1628 2024-01-03 21:32:18,256 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1616, decode.acc_seg: 93.8215, loss: 0.1616 2024-01-03 21:32:23,101 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:24, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1497, decode.acc_seg: 94.0405, loss: 0.1497 2024-01-03 21:32:25,590 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1626, decode.acc_seg: 93.6712, loss: 0.1626 2024-01-03 21:32:30,481 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:15, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1627, decode.acc_seg: 93.4778, loss: 0.1627 2024-01-03 21:32:32,999 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1529, decode.acc_seg: 94.1822, loss: 0.1529 2024-01-03 21:32:37,967 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:07, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1653, decode.acc_seg: 93.6903, loss: 0.1653 2024-01-03 21:32:40,471 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:31:00, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1653, decode.acc_seg: 93.3180, loss: 0.1653 2024-01-03 21:32:45,549 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:30:58, time: 0.102, data_time: 0.047, memory: 623, decode.loss_ce: 0.1616, decode.acc_seg: 93.4808, loss: 0.1616 2024-01-03 21:32:48,022 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:30:52, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1729, decode.acc_seg: 93.2842, loss: 0.1729 2024-01-03 21:32:52,910 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:30:49, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1635, decode.acc_seg: 93.5045, loss: 0.1635 2024-01-03 21:32:57,757 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:30:47, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.1622, decode.acc_seg: 93.3952, loss: 0.1622 2024-01-03 21:33:00,274 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:41, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1716, decode.acc_seg: 93.3915, loss: 0.1716 2024-01-03 21:33:05,079 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:38, time: 0.096, data_time: 0.048, memory: 623, decode.loss_ce: 0.1631, decode.acc_seg: 93.4658, loss: 0.1631 2024-01-03 21:33:07,592 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1580, decode.acc_seg: 93.8054, loss: 0.1580 2024-01-03 21:33:12,470 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:29, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1635, decode.acc_seg: 93.4206, loss: 0.1635 2024-01-03 21:33:14,996 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:33:14,997 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:23, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1495, decode.acc_seg: 94.1832, loss: 0.1495 2024-01-03 21:33:19,902 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:20, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.1544, decode.acc_seg: 93.7246, loss: 0.1544 2024-01-03 21:33:22,397 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1581, decode.acc_seg: 93.6943, loss: 0.1581 2024-01-03 21:33:27,291 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:12, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1663, decode.acc_seg: 93.2775, loss: 0.1663 2024-01-03 21:33:32,158 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:09, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1565, decode.acc_seg: 93.7789, loss: 0.1565 2024-01-03 21:33:34,721 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:03, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1685, decode.acc_seg: 93.5760, loss: 0.1685 2024-01-03 21:33:39,645 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:30:01, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1501, decode.acc_seg: 94.0589, loss: 0.1501 2024-01-03 21:33:42,143 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:29:55, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.7857, loss: 0.1573 2024-01-03 21:33:47,055 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:29:52, time: 0.098, data_time: 0.052, memory: 623, decode.loss_ce: 0.1542, decode.acc_seg: 93.8853, loss: 0.1542 2024-01-03 21:33:49,868 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:29:46, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.6755, loss: 0.1632 2024-01-03 21:33:54,827 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:44, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1606, decode.acc_seg: 93.7404, loss: 0.1606 2024-01-03 21:33:57,336 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:38, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1569, decode.acc_seg: 93.9049, loss: 0.1569 2024-01-03 21:34:02,225 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:35, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1673, decode.acc_seg: 93.4301, loss: 0.1673 2024-01-03 21:34:04,746 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1508, decode.acc_seg: 94.0090, loss: 0.1508 2024-01-03 21:34:09,609 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:27, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1638, decode.acc_seg: 93.6016, loss: 0.1638 2024-01-03 21:34:14,542 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:24, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1679, decode.acc_seg: 93.3631, loss: 0.1679 2024-01-03 21:34:17,056 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.5948, loss: 0.1644 2024-01-03 21:34:21,945 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:15, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1541, decode.acc_seg: 93.9355, loss: 0.1541 2024-01-03 21:34:24,463 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:09, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1623, decode.acc_seg: 93.6479, loss: 0.1623 2024-01-03 21:34:29,288 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:07, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1623, decode.acc_seg: 93.8474, loss: 0.1623 2024-01-03 21:34:31,777 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:34:31,778 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:29:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.7970, loss: 0.1644 2024-01-03 21:34:36,651 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:28:58, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1773, decode.acc_seg: 92.9954, loss: 0.1773 2024-01-03 21:34:39,149 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:28:52, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.8777, loss: 0.1573 2024-01-03 21:34:44,058 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:28:49, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1609, decode.acc_seg: 93.6396, loss: 0.1609 2024-01-03 21:34:46,521 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:44, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1662, decode.acc_seg: 93.5813, loss: 0.1662 2024-01-03 21:34:51,405 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:41, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1698, decode.acc_seg: 93.3303, loss: 0.1698 2024-01-03 21:34:56,287 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:38, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1804, decode.acc_seg: 92.9371, loss: 0.1804 2024-01-03 21:34:58,805 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1570, decode.acc_seg: 93.7653, loss: 0.1570 2024-01-03 21:35:03,690 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:29, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1533, decode.acc_seg: 93.8408, loss: 0.1533 2024-01-03 21:35:06,185 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:24, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.7969, loss: 0.1589 2024-01-03 21:35:11,074 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:21, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1674, decode.acc_seg: 93.5388, loss: 0.1674 2024-01-03 21:35:13,564 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1714, decode.acc_seg: 93.3664, loss: 0.1714 2024-01-03 21:35:18,439 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:12, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1619, decode.acc_seg: 93.6768, loss: 0.1619 2024-01-03 21:35:20,922 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1520, decode.acc_seg: 94.0884, loss: 0.1520 2024-01-03 21:35:25,762 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:04, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.1633, decode.acc_seg: 93.7257, loss: 0.1633 2024-01-03 21:35:30,597 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:01, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1618, decode.acc_seg: 93.7077, loss: 0.1618 2024-01-03 21:35:33,116 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:27:55, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1579, decode.acc_seg: 93.8209, loss: 0.1579 2024-01-03 21:35:37,974 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:27:52, time: 0.097, data_time: 0.051, memory: 623, decode.loss_ce: 0.1609, decode.acc_seg: 93.7532, loss: 0.1609 2024-01-03 21:35:40,704 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:47, time: 0.055, data_time: 0.003, memory: 623, decode.loss_ce: 0.1671, decode.acc_seg: 93.3795, loss: 0.1671 2024-01-03 21:35:45,605 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:44, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1711, decode.acc_seg: 93.2846, loss: 0.1711 2024-01-03 21:35:48,118 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:35:48,118 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 93.0262, loss: 0.1813 2024-01-03 21:35:53,077 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:36, time: 0.099, data_time: 0.053, memory: 623, decode.loss_ce: 0.1665, decode.acc_seg: 93.4367, loss: 0.1665 2024-01-03 21:35:55,573 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1662, decode.acc_seg: 93.4069, loss: 0.1662 2024-01-03 21:36:00,479 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:27, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1648, decode.acc_seg: 93.4360, loss: 0.1648 2024-01-03 21:36:02,960 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 94.0040, loss: 0.1556 2024-01-03 21:36:07,932 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:19, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1574, decode.acc_seg: 93.9661, loss: 0.1574 2024-01-03 21:36:12,805 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:16, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1503, decode.acc_seg: 94.1452, loss: 0.1503 2024-01-03 21:36:15,299 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1558, decode.acc_seg: 93.8102, loss: 0.1558 2024-01-03 21:36:20,123 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:07, time: 0.096, data_time: 0.048, memory: 623, decode.loss_ce: 0.1727, decode.acc_seg: 93.3626, loss: 0.1727 2024-01-03 21:36:22,644 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1598, decode.acc_seg: 93.7047, loss: 0.1598 2024-01-03 21:36:27,516 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:26:59, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1579, decode.acc_seg: 93.5621, loss: 0.1579 2024-01-03 21:36:30,011 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:26:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 93.8551, loss: 0.1556 2024-01-03 21:36:34,889 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:26:50, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1588, decode.acc_seg: 93.7644, loss: 0.1588 2024-01-03 21:36:37,404 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1595, decode.acc_seg: 93.7082, loss: 0.1595 2024-01-03 21:36:42,320 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:42, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1660, decode.acc_seg: 93.5501, loss: 0.1660 2024-01-03 21:36:47,226 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:39, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1603, decode.acc_seg: 93.6912, loss: 0.1603 2024-01-03 21:36:49,730 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1631, decode.acc_seg: 93.5960, loss: 0.1631 2024-01-03 21:36:54,676 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:31, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.1756, decode.acc_seg: 93.3369, loss: 0.1756 2024-01-03 21:36:57,208 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:25, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1764, decode.acc_seg: 93.0932, loss: 0.1764 2024-01-03 21:37:02,103 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:22, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1623, decode.acc_seg: 93.5754, loss: 0.1623 2024-01-03 21:37:04,586 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 21:37:04,681 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:37:04,682 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:17, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1544, decode.acc_seg: 93.9683, loss: 0.1544 2024-01-03 21:37:14,245 - mmseg - INFO - per class results: 2024-01-03 21:37:14,246 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.36 | 95.94 | | aeroplane | 83.9 | 95.09 | | bicycle | 57.75 | 79.36 | | bird | 78.95 | 88.28 | | boat | 68.23 | 80.89 | | bottle | 69.48 | 88.27 | | bus | 85.7 | 89.97 | | car | 77.47 | 87.33 | | cat | 84.82 | 94.5 | | chair | 30.15 | 43.75 | | cow | 86.27 | 90.62 | | diningtable | 58.83 | 71.06 | | dog | 79.58 | 91.66 | | horse | 84.59 | 92.92 | | motorbike | 79.37 | 89.35 | | person | 81.63 | 89.84 | | pottedplant | 59.62 | 70.1 | | sheep | 86.21 | 94.08 | | sofa | 47.94 | 63.71 | | train | 79.27 | 89.92 | | tvmonitor | 62.05 | 72.84 | +-------------+-------+-------+ 2024-01-03 21:37:14,246 - mmseg - INFO - Summary: 2024-01-03 21:37:14,246 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.22 | 73.06 | 83.78 | +-------+-------+-------+ 2024-01-03 21:37:14,246 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:37:14,246 - mmseg - INFO - Iter(val) [182] aAcc: 0.9322, mIoU: 0.7306, mAcc: 0.8378, IoU.background: 0.9236, IoU.aeroplane: 0.8390, IoU.bicycle: 0.5775, IoU.bird: 0.7895, IoU.boat: 0.6823, IoU.bottle: 0.6948, IoU.bus: 0.8570, IoU.car: 0.7747, IoU.cat: 0.8482, IoU.chair: 0.3015, IoU.cow: 0.8627, IoU.diningtable: 0.5883, IoU.dog: 0.7958, IoU.horse: 0.8459, IoU.motorbike: 0.7937, IoU.person: 0.8163, IoU.pottedplant: 0.5962, IoU.sheep: 0.8621, IoU.sofa: 0.4794, IoU.train: 0.7927, IoU.tvmonitor: 0.6205, Acc.background: 0.9594, Acc.aeroplane: 0.9509, Acc.bicycle: 0.7936, Acc.bird: 0.8828, Acc.boat: 0.8089, Acc.bottle: 0.8827, Acc.bus: 0.8997, Acc.car: 0.8733, Acc.cat: 0.9450, Acc.chair: 0.4375, Acc.cow: 0.9062, Acc.diningtable: 0.7106, Acc.dog: 0.9166, Acc.horse: 0.9292, Acc.motorbike: 0.8935, Acc.person: 0.8984, Acc.pottedplant: 0.7010, Acc.sheep: 0.9408, Acc.sofa: 0.6371, Acc.train: 0.8992, Acc.tvmonitor: 0.7284 2024-01-03 21:37:19,059 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:24, time: 0.287, data_time: 0.237, memory: 623, decode.loss_ce: 0.1490, decode.acc_seg: 94.0722, loss: 0.1490 2024-01-03 21:37:21,588 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:18, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1606, decode.acc_seg: 93.6131, loss: 0.1606 2024-01-03 21:37:26,497 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:15, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1662, decode.acc_seg: 93.5657, loss: 0.1662 2024-01-03 21:37:28,975 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1715, decode.acc_seg: 93.1479, loss: 0.1715 2024-01-03 21:37:33,964 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:07, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1596, decode.acc_seg: 93.6783, loss: 0.1596 2024-01-03 21:37:38,870 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:04, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1464, decode.acc_seg: 94.2012, loss: 0.1464 2024-01-03 21:37:41,384 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:25:58, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1657, decode.acc_seg: 93.4574, loss: 0.1657 2024-01-03 21:37:46,251 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:25:55, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 93.9479, loss: 0.1519 2024-01-03 21:37:48,734 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1591, decode.acc_seg: 93.8233, loss: 0.1591 2024-01-03 21:37:53,604 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:47, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1662, decode.acc_seg: 93.4561, loss: 0.1662 2024-01-03 21:37:56,135 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:41, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.4602, loss: 0.1682 2024-01-03 21:38:01,040 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:38, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.7778, loss: 0.1576 2024-01-03 21:38:03,536 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:33, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1604, decode.acc_seg: 93.9137, loss: 0.1604 2024-01-03 21:38:08,440 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:30, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1571, decode.acc_seg: 93.8391, loss: 0.1571 2024-01-03 21:38:13,406 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:27, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1642, decode.acc_seg: 93.5362, loss: 0.1642 2024-01-03 21:38:15,931 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1533, decode.acc_seg: 94.0342, loss: 0.1533 2024-01-03 21:38:20,829 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:18, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1725, decode.acc_seg: 93.4049, loss: 0.1725 2024-01-03 21:38:23,646 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:13, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1631, decode.acc_seg: 93.5943, loss: 0.1631 2024-01-03 21:38:28,496 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:10, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1613, decode.acc_seg: 93.6662, loss: 0.1613 2024-01-03 21:38:30,988 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:38:30,988 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1650, decode.acc_seg: 93.6276, loss: 0.1650 2024-01-03 21:38:35,884 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:02, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1693, decode.acc_seg: 93.5835, loss: 0.1693 2024-01-03 21:38:38,374 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:24:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1615, decode.acc_seg: 93.5235, loss: 0.1615 2024-01-03 21:38:43,308 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:24:53, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1515, decode.acc_seg: 93.9663, loss: 0.1515 2024-01-03 21:38:45,794 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1616, decode.acc_seg: 93.6643, loss: 0.1616 2024-01-03 21:38:50,699 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:45, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1677, decode.acc_seg: 93.3779, loss: 0.1677 2024-01-03 21:38:55,614 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:42, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1524, decode.acc_seg: 94.0662, loss: 0.1524 2024-01-03 21:38:58,117 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:37, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.6412, loss: 0.1605 2024-01-03 21:39:03,023 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:34, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1696, decode.acc_seg: 93.1952, loss: 0.1696 2024-01-03 21:39:05,527 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:28, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1653, decode.acc_seg: 93.3552, loss: 0.1653 2024-01-03 21:39:10,479 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:25, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1621, decode.acc_seg: 93.5858, loss: 0.1621 2024-01-03 21:39:12,991 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:20, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1683, decode.acc_seg: 93.4404, loss: 0.1683 2024-01-03 21:39:17,956 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:17, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1535, decode.acc_seg: 93.8905, loss: 0.1535 2024-01-03 21:39:20,450 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:12, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1709, decode.acc_seg: 93.2349, loss: 0.1709 2024-01-03 21:39:25,393 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:09, time: 0.099, data_time: 0.052, memory: 623, decode.loss_ce: 0.1537, decode.acc_seg: 93.9464, loss: 0.1537 2024-01-03 21:39:30,314 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:05, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1673, decode.acc_seg: 93.2826, loss: 0.1673 2024-01-03 21:39:32,843 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:00, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1743, decode.acc_seg: 93.2849, loss: 0.1743 2024-01-03 21:39:37,747 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:23:57, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1552, decode.acc_seg: 93.9149, loss: 0.1552 2024-01-03 21:39:40,280 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:52, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1701, decode.acc_seg: 93.3446, loss: 0.1701 2024-01-03 21:39:45,282 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:49, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1568, decode.acc_seg: 93.9899, loss: 0.1568 2024-01-03 21:39:47,824 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:39:47,824 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:44, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1581, decode.acc_seg: 93.8092, loss: 0.1581 2024-01-03 21:39:52,707 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:41, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1582, decode.acc_seg: 93.6708, loss: 0.1582 2024-01-03 21:39:55,241 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:35, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.7592, loss: 0.1589 2024-01-03 21:40:00,105 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:32, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1612, decode.acc_seg: 93.7565, loss: 0.1612 2024-01-03 21:40:02,582 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1625, decode.acc_seg: 93.5665, loss: 0.1625 2024-01-03 21:40:07,532 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:24, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1571, decode.acc_seg: 93.7533, loss: 0.1571 2024-01-03 21:40:12,399 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:21, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1591, decode.acc_seg: 93.7797, loss: 0.1591 2024-01-03 21:40:14,919 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:16, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1666, decode.acc_seg: 93.3413, loss: 0.1666 2024-01-03 21:40:19,767 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:12, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1626, decode.acc_seg: 93.6024, loss: 0.1626 2024-01-03 21:40:22,263 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1579, decode.acc_seg: 93.6272, loss: 0.1579 2024-01-03 21:40:27,179 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:04, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1700, decode.acc_seg: 93.3943, loss: 0.1700 2024-01-03 21:40:29,700 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:22:59, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1506, decode.acc_seg: 94.0624, loss: 0.1506 2024-01-03 21:40:34,647 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:22:56, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1659, decode.acc_seg: 93.5203, loss: 0.1659 2024-01-03 21:40:37,135 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1513, decode.acc_seg: 94.0182, loss: 0.1513 2024-01-03 21:40:42,023 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:47, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.5365, loss: 0.1632 2024-01-03 21:40:44,504 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1533, decode.acc_seg: 93.8751, loss: 0.1533 2024-01-03 21:40:49,442 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:39, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1610, decode.acc_seg: 93.6602, loss: 0.1610 2024-01-03 21:40:54,306 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:36, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1693, decode.acc_seg: 93.3226, loss: 0.1693 2024-01-03 21:40:56,934 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:31, time: 0.053, data_time: 0.005, memory: 623, decode.loss_ce: 0.1588, decode.acc_seg: 93.7957, loss: 0.1588 2024-01-03 21:41:01,858 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:28, time: 0.099, data_time: 0.051, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 94.0689, loss: 0.1519 2024-01-03 21:41:04,386 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:41:04,386 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1574, decode.acc_seg: 93.8628, loss: 0.1574 2024-01-03 21:41:09,314 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:19, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1516, decode.acc_seg: 94.1234, loss: 0.1516 2024-01-03 21:41:11,818 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1621, decode.acc_seg: 93.5640, loss: 0.1621 2024-01-03 21:41:16,754 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:11, time: 0.099, data_time: 0.045, memory: 623, decode.loss_ce: 0.1622, decode.acc_seg: 93.6232, loss: 0.1622 2024-01-03 21:41:19,238 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1557, decode.acc_seg: 93.8496, loss: 0.1557 2024-01-03 21:41:24,147 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:03, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1570, decode.acc_seg: 93.6277, loss: 0.1570 2024-01-03 21:41:28,992 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:22:00, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1532, decode.acc_seg: 93.8456, loss: 0.1532 2024-01-03 21:41:31,502 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:55, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1628, decode.acc_seg: 93.7117, loss: 0.1628 2024-01-03 21:41:36,398 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:51, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1581, decode.acc_seg: 93.6942, loss: 0.1581 2024-01-03 21:41:38,912 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1580, decode.acc_seg: 93.8448, loss: 0.1580 2024-01-03 21:41:43,810 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:43, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.5765, loss: 0.1644 2024-01-03 21:41:46,350 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:38, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 93.9101, loss: 0.1556 2024-01-03 21:41:51,338 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:35, time: 0.100, data_time: 0.053, memory: 623, decode.loss_ce: 0.1583, decode.acc_seg: 93.7808, loss: 0.1583 2024-01-03 21:41:53,846 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1606, decode.acc_seg: 93.7879, loss: 0.1606 2024-01-03 21:41:58,686 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:27, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1547, decode.acc_seg: 93.9886, loss: 0.1547 2024-01-03 21:42:01,183 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1572, decode.acc_seg: 93.9538, loss: 0.1572 2024-01-03 21:42:06,106 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:18, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1583, decode.acc_seg: 93.7685, loss: 0.1583 2024-01-03 21:42:11,032 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:15, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.8810, loss: 0.1573 2024-01-03 21:42:13,554 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1703, decode.acc_seg: 93.1627, loss: 0.1703 2024-01-03 21:42:18,488 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:07, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1525, decode.acc_seg: 94.0952, loss: 0.1525 2024-01-03 21:42:21,013 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:42:21,013 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:02, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1593, decode.acc_seg: 93.6367, loss: 0.1593 2024-01-03 21:42:25,957 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:20:59, time: 0.099, data_time: 0.052, memory: 623, decode.loss_ce: 0.1525, decode.acc_seg: 94.0256, loss: 0.1525 2024-01-03 21:42:28,475 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1580, decode.acc_seg: 93.6888, loss: 0.1580 2024-01-03 21:42:33,351 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:51, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1552, decode.acc_seg: 93.9989, loss: 0.1552 2024-01-03 21:42:35,845 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1618, decode.acc_seg: 93.3733, loss: 0.1618 2024-01-03 21:42:40,768 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:42, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1617, decode.acc_seg: 93.6641, loss: 0.1617 2024-01-03 21:42:45,638 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:39, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1717, decode.acc_seg: 93.0450, loss: 0.1717 2024-01-03 21:42:48,156 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1651, decode.acc_seg: 93.5921, loss: 0.1651 2024-01-03 21:42:53,023 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:31, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.1558, decode.acc_seg: 94.0503, loss: 0.1558 2024-01-03 21:42:55,530 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 93.2025, loss: 0.1694 2024-01-03 21:43:00,448 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:23, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.8415, loss: 0.1550 2024-01-03 21:43:02,967 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1611, decode.acc_seg: 93.4945, loss: 0.1611 2024-01-03 21:43:07,812 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:14, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.7271, loss: 0.1605 2024-01-03 21:43:10,332 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1680, decode.acc_seg: 93.2260, loss: 0.1680 2024-01-03 21:43:15,247 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:06, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1656, decode.acc_seg: 93.3323, loss: 0.1656 2024-01-03 21:43:17,731 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:01, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1569, decode.acc_seg: 93.8280, loss: 0.1569 2024-01-03 21:43:22,674 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:19:58, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1639, decode.acc_seg: 93.7004, loss: 0.1639 2024-01-03 21:43:27,578 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:55, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.9857, loss: 0.1566 2024-01-03 21:43:30,079 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1501, decode.acc_seg: 94.0663, loss: 0.1501 2024-01-03 21:43:34,957 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:47, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1539, decode.acc_seg: 93.8461, loss: 0.1539 2024-01-03 21:43:37,754 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:43:37,754 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:42, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1505, decode.acc_seg: 94.0840, loss: 0.1505 2024-01-03 21:43:42,659 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:39, time: 0.098, data_time: 0.052, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.4242, loss: 0.1632 2024-01-03 21:43:45,186 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:34, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1729, decode.acc_seg: 93.1482, loss: 0.1729 2024-01-03 21:43:50,108 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:30, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1541, decode.acc_seg: 93.8435, loss: 0.1541 2024-01-03 21:43:52,610 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1505, decode.acc_seg: 93.9496, loss: 0.1505 2024-01-03 21:43:57,511 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:22, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1706, decode.acc_seg: 93.2308, loss: 0.1706 2024-01-03 21:44:02,511 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:19, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.1586, decode.acc_seg: 93.7010, loss: 0.1586 2024-01-03 21:44:04,986 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:14, time: 0.049, data_time: 0.003, memory: 623, decode.loss_ce: 0.1627, decode.acc_seg: 93.6098, loss: 0.1627 2024-01-03 21:44:10,005 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:11, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.1549, decode.acc_seg: 93.8167, loss: 0.1549 2024-01-03 21:44:12,503 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1525, decode.acc_seg: 94.0558, loss: 0.1525 2024-01-03 21:44:17,443 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:03, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1521, decode.acc_seg: 94.0883, loss: 0.1521 2024-01-03 21:44:19,979 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:18:58, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1650, decode.acc_seg: 93.7035, loss: 0.1650 2024-01-03 21:44:24,945 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:55, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1604, decode.acc_seg: 93.4778, loss: 0.1604 2024-01-03 21:44:27,435 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:50, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1603, decode.acc_seg: 93.7056, loss: 0.1603 2024-01-03 21:44:32,303 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:46, time: 0.097, data_time: 0.051, memory: 623, decode.loss_ce: 0.1609, decode.acc_seg: 93.6534, loss: 0.1609 2024-01-03 21:44:34,792 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1592, decode.acc_seg: 93.7660, loss: 0.1592 2024-01-03 21:44:39,735 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:38, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1596, decode.acc_seg: 93.9037, loss: 0.1596 2024-01-03 21:44:44,633 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:35, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1483, decode.acc_seg: 94.2221, loss: 0.1483 2024-01-03 21:44:47,157 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1590, decode.acc_seg: 93.7361, loss: 0.1590 2024-01-03 21:44:52,029 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:27, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1558, decode.acc_seg: 93.7347, loss: 0.1558 2024-01-03 21:44:54,536 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:44:54,536 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1660, decode.acc_seg: 93.6463, loss: 0.1660 2024-01-03 21:44:59,358 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:18, time: 0.096, data_time: 0.048, memory: 623, decode.loss_ce: 0.1636, decode.acc_seg: 93.6819, loss: 0.1636 2024-01-03 21:45:01,854 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1607, decode.acc_seg: 93.4877, loss: 0.1607 2024-01-03 21:45:06,779 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:10, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1639, decode.acc_seg: 93.3957, loss: 0.1639 2024-01-03 21:45:09,271 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 93.8736, loss: 0.1519 2024-01-03 21:45:14,179 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:02, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1580, decode.acc_seg: 93.7098, loss: 0.1580 2024-01-03 21:45:19,053 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:17:59, time: 0.098, data_time: 0.050, memory: 623, decode.loss_ce: 0.1538, decode.acc_seg: 93.7678, loss: 0.1538 2024-01-03 21:45:21,544 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.8035, loss: 0.1589 2024-01-03 21:45:26,595 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:51, time: 0.101, data_time: 0.049, memory: 623, decode.loss_ce: 0.1628, decode.acc_seg: 93.5423, loss: 0.1628 2024-01-03 21:45:29,103 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1554, decode.acc_seg: 93.7975, loss: 0.1554 2024-01-03 21:45:33,955 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:43, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1578, decode.acc_seg: 93.6951, loss: 0.1578 2024-01-03 21:45:36,451 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:38, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1578, decode.acc_seg: 93.8719, loss: 0.1578 2024-01-03 21:45:41,453 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:35, time: 0.100, data_time: 0.051, memory: 623, decode.loss_ce: 0.1540, decode.acc_seg: 94.0303, loss: 0.1540 2024-01-03 21:45:43,968 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1555, decode.acc_seg: 93.9205, loss: 0.1555 2024-01-03 21:45:48,852 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:26, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.7106, loss: 0.1573 2024-01-03 21:45:51,337 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1558, decode.acc_seg: 93.8640, loss: 0.1558 2024-01-03 21:45:56,283 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:18, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1483, decode.acc_seg: 94.1764, loss: 0.1483 2024-01-03 21:46:01,136 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:15, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1679, decode.acc_seg: 93.3899, loss: 0.1679 2024-01-03 21:46:03,627 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1574, decode.acc_seg: 93.9460, loss: 0.1574 2024-01-03 21:46:08,441 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:07, time: 0.096, data_time: 0.047, memory: 623, decode.loss_ce: 0.1531, decode.acc_seg: 93.9243, loss: 0.1531 2024-01-03 21:46:11,017 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:46:11,017 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:02, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 93.4070, loss: 0.1694 2024-01-03 21:46:15,919 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:16:59, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.6608, loss: 0.1605 2024-01-03 21:46:18,447 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:54, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1548, decode.acc_seg: 93.9275, loss: 0.1548 2024-01-03 21:46:23,390 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:51, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1569, decode.acc_seg: 93.8521, loss: 0.1569 2024-01-03 21:46:25,892 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1598, decode.acc_seg: 93.6486, loss: 0.1598 2024-01-03 21:46:30,710 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:42, time: 0.096, data_time: 0.047, memory: 623, decode.loss_ce: 0.1511, decode.acc_seg: 93.8488, loss: 0.1511 2024-01-03 21:46:33,214 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:38, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1457, decode.acc_seg: 94.2066, loss: 0.1457 2024-01-03 21:46:38,092 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:34, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1520, decode.acc_seg: 93.9426, loss: 0.1520 2024-01-03 21:46:43,002 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:31, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1640, decode.acc_seg: 93.4725, loss: 0.1640 2024-01-03 21:46:45,514 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1597, decode.acc_seg: 93.8138, loss: 0.1597 2024-01-03 21:46:50,508 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:23, time: 0.100, data_time: 0.050, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.7382, loss: 0.1576 2024-01-03 21:46:53,023 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1542, decode.acc_seg: 93.7996, loss: 0.1542 2024-01-03 21:46:57,983 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:15, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1547, decode.acc_seg: 93.9704, loss: 0.1547 2024-01-03 21:47:00,509 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:10, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1484, decode.acc_seg: 94.1599, loss: 0.1484 2024-01-03 21:47:05,377 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:07, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1559, decode.acc_seg: 93.9035, loss: 0.1559 2024-01-03 21:47:07,883 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 93.8607, loss: 0.1556 2024-01-03 21:47:12,712 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:15:59, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1685, decode.acc_seg: 93.4851, loss: 0.1685 2024-01-03 21:47:17,559 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:55, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1450, decode.acc_seg: 94.2270, loss: 0.1450 2024-01-03 21:47:20,080 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1607, decode.acc_seg: 93.5391, loss: 0.1607 2024-01-03 21:47:24,982 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:47, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1504, decode.acc_seg: 94.0155, loss: 0.1504 2024-01-03 21:47:27,515 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:47:27,515 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:43, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1651, decode.acc_seg: 93.5342, loss: 0.1651 2024-01-03 21:47:32,407 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:39, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.9286, loss: 0.1550 2024-01-03 21:47:34,919 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.8808, loss: 0.1566 2024-01-03 21:47:39,797 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:31, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1603, decode.acc_seg: 93.7033, loss: 0.1603 2024-01-03 21:47:42,319 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:26, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.5763, loss: 0.1576 2024-01-03 21:47:47,248 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:23, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1658, decode.acc_seg: 93.3641, loss: 0.1658 2024-01-03 21:47:49,750 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1674, decode.acc_seg: 93.6492, loss: 0.1674 2024-01-03 21:47:54,628 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:15, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1582, decode.acc_seg: 93.7991, loss: 0.1582 2024-01-03 21:47:59,510 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:11, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1572, decode.acc_seg: 93.7770, loss: 0.1572 2024-01-03 21:48:01,997 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1532, decode.acc_seg: 93.8628, loss: 0.1532 2024-01-03 21:48:06,838 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:03, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1653, decode.acc_seg: 93.5565, loss: 0.1653 2024-01-03 21:48:09,349 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:14:59, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.7841, loss: 0.1566 2024-01-03 21:48:14,364 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:55, time: 0.100, data_time: 0.050, memory: 623, decode.loss_ce: 0.1520, decode.acc_seg: 93.9962, loss: 0.1520 2024-01-03 21:48:16,880 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1665, decode.acc_seg: 93.5358, loss: 0.1665 2024-01-03 21:48:21,918 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:47, time: 0.101, data_time: 0.050, memory: 623, decode.loss_ce: 0.1568, decode.acc_seg: 93.8110, loss: 0.1568 2024-01-03 21:48:24,406 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:43, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1523, decode.acc_seg: 94.1070, loss: 0.1523 2024-01-03 21:48:29,336 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:39, time: 0.099, data_time: 0.049, memory: 623, decode.loss_ce: 0.1552, decode.acc_seg: 93.9384, loss: 0.1552 2024-01-03 21:48:34,230 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:36, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1619, decode.acc_seg: 93.5290, loss: 0.1619 2024-01-03 21:48:36,745 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:31, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1429, decode.acc_seg: 94.4411, loss: 0.1429 2024-01-03 21:48:41,665 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:28, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1638, decode.acc_seg: 93.6512, loss: 0.1638 2024-01-03 21:48:44,207 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:48:44,207 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:23, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1545, decode.acc_seg: 93.7548, loss: 0.1545 2024-01-03 21:48:49,105 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:20, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1512, decode.acc_seg: 94.0186, loss: 0.1512 2024-01-03 21:48:51,612 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1592, decode.acc_seg: 93.4642, loss: 0.1592 2024-01-03 21:48:56,544 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:12, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1583, decode.acc_seg: 93.7728, loss: 0.1583 2024-01-03 21:48:59,069 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:07, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1444, decode.acc_seg: 94.1255, loss: 0.1444 2024-01-03 21:49:03,965 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:04, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1601, decode.acc_seg: 93.6649, loss: 0.1601 2024-01-03 21:49:06,481 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:13:59, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 92.9564, loss: 0.1795 2024-01-03 21:49:11,355 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:56, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1526, decode.acc_seg: 93.8945, loss: 0.1526 2024-01-03 21:49:16,256 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:52, time: 0.098, data_time: 0.051, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.8840, loss: 0.1576 2024-01-03 21:49:18,753 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1548, decode.acc_seg: 93.9191, loss: 0.1548 2024-01-03 21:49:23,691 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:44, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.1586, decode.acc_seg: 93.6736, loss: 0.1586 2024-01-03 21:49:26,197 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:40, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1664, decode.acc_seg: 93.5133, loss: 0.1664 2024-01-03 21:49:31,090 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:36, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1540, decode.acc_seg: 94.0983, loss: 0.1540 2024-01-03 21:49:33,614 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1569, decode.acc_seg: 93.6567, loss: 0.1569 2024-01-03 21:49:38,533 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:28, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1695, decode.acc_seg: 93.5055, loss: 0.1695 2024-01-03 21:49:41,054 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:24, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1512, decode.acc_seg: 94.0528, loss: 0.1512 2024-01-03 21:49:45,993 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:20, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1437, decode.acc_seg: 94.3313, loss: 0.1437 2024-01-03 21:49:50,854 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:16, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1664, decode.acc_seg: 93.5360, loss: 0.1664 2024-01-03 21:49:53,370 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:12, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1619, decode.acc_seg: 93.6139, loss: 0.1619 2024-01-03 21:49:58,459 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:09, time: 0.102, data_time: 0.050, memory: 623, decode.loss_ce: 0.1592, decode.acc_seg: 93.6127, loss: 0.1592 2024-01-03 21:50:00,961 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 21:50:01,059 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:50:01,059 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:04, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1684, decode.acc_seg: 93.5038, loss: 0.1684 2024-01-03 21:50:10,563 - mmseg - INFO - per class results: 2024-01-03 21:50:10,564 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.26 | 95.81 | | aeroplane | 86.04 | 92.22 | | bicycle | 57.34 | 77.77 | | bird | 77.35 | 87.46 | | boat | 69.31 | 79.68 | | bottle | 69.9 | 89.26 | | bus | 87.08 | 93.38 | | car | 78.63 | 86.36 | | cat | 84.08 | 94.19 | | chair | 28.75 | 38.95 | | cow | 86.52 | 91.41 | | diningtable | 58.13 | 71.32 | | dog | 79.37 | 92.84 | | horse | 84.11 | 93.17 | | motorbike | 79.32 | 90.38 | | person | 81.07 | 89.31 | | pottedplant | 56.63 | 63.09 | | sheep | 85.9 | 94.17 | | sofa | 48.25 | 69.28 | | train | 79.41 | 91.1 | | tvmonitor | 61.3 | 70.18 | +-------------+-------+-------+ 2024-01-03 21:50:10,564 - mmseg - INFO - Summary: 2024-01-03 21:50:10,564 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 93.15 | 72.89 | 83.4 | +-------+-------+------+ 2024-01-03 21:50:10,564 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:50:10,564 - mmseg - INFO - Iter(val) [182] aAcc: 0.9315, mIoU: 0.7289, mAcc: 0.8340, IoU.background: 0.9226, IoU.aeroplane: 0.8604, IoU.bicycle: 0.5734, IoU.bird: 0.7735, IoU.boat: 0.6931, IoU.bottle: 0.6990, IoU.bus: 0.8708, IoU.car: 0.7863, IoU.cat: 0.8408, IoU.chair: 0.2875, IoU.cow: 0.8652, IoU.diningtable: 0.5813, IoU.dog: 0.7937, IoU.horse: 0.8411, IoU.motorbike: 0.7932, IoU.person: 0.8107, IoU.pottedplant: 0.5663, IoU.sheep: 0.8590, IoU.sofa: 0.4825, IoU.train: 0.7941, IoU.tvmonitor: 0.6130, Acc.background: 0.9581, Acc.aeroplane: 0.9222, Acc.bicycle: 0.7777, Acc.bird: 0.8746, Acc.boat: 0.7968, Acc.bottle: 0.8926, Acc.bus: 0.9338, Acc.car: 0.8636, Acc.cat: 0.9419, Acc.chair: 0.3895, Acc.cow: 0.9141, Acc.diningtable: 0.7132, Acc.dog: 0.9284, Acc.horse: 0.9317, Acc.motorbike: 0.9038, Acc.person: 0.8931, Acc.pottedplant: 0.6309, Acc.sheep: 0.9417, Acc.sofa: 0.6928, Acc.train: 0.9110, Acc.tvmonitor: 0.7018 2024-01-03 21:50:15,424 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:04, time: 0.287, data_time: 0.234, memory: 623, decode.loss_ce: 0.1498, decode.acc_seg: 94.1144, loss: 0.1498 2024-01-03 21:50:17,923 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:12:59, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1571, decode.acc_seg: 93.9905, loss: 0.1571 2024-01-03 21:50:22,826 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:56, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.4195, loss: 0.1644 2024-01-03 21:50:25,335 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1557, decode.acc_seg: 93.6596, loss: 0.1557 2024-01-03 21:50:30,172 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:48, time: 0.097, data_time: 0.044, memory: 623, decode.loss_ce: 0.1520, decode.acc_seg: 93.9993, loss: 0.1520 2024-01-03 21:50:32,689 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:43, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1541, decode.acc_seg: 93.8266, loss: 0.1541 2024-01-03 21:50:37,602 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:40, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.1583, decode.acc_seg: 93.6455, loss: 0.1583 2024-01-03 21:50:42,543 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:36, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1613, decode.acc_seg: 93.6869, loss: 0.1613 2024-01-03 21:50:45,054 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1406, decode.acc_seg: 94.4434, loss: 0.1406 2024-01-03 21:50:49,930 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:28, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1513, decode.acc_seg: 93.7960, loss: 0.1513 2024-01-03 21:50:52,444 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:24, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1606, decode.acc_seg: 93.5828, loss: 0.1606 2024-01-03 21:50:57,318 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:20, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1457, decode.acc_seg: 94.3276, loss: 0.1457 2024-01-03 21:50:59,810 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:16, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1506, decode.acc_seg: 93.9698, loss: 0.1506 2024-01-03 21:51:04,716 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:12, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1707, decode.acc_seg: 93.2402, loss: 0.1707 2024-01-03 21:51:07,212 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1546, decode.acc_seg: 93.7559, loss: 0.1546 2024-01-03 21:51:12,214 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:04, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1524, decode.acc_seg: 93.9338, loss: 0.1524 2024-01-03 21:51:17,078 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:12:00, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1546, decode.acc_seg: 93.8439, loss: 0.1546 2024-01-03 21:51:19,638 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:56, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1637, decode.acc_seg: 93.4092, loss: 0.1637 2024-01-03 21:51:24,478 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:52, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1523, decode.acc_seg: 93.8201, loss: 0.1523 2024-01-03 21:51:26,983 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:51:26,983 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1488, decode.acc_seg: 94.1227, loss: 0.1488 2024-01-03 21:51:31,855 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:44, time: 0.097, data_time: 0.050, memory: 623, decode.loss_ce: 0.1676, decode.acc_seg: 93.4026, loss: 0.1676 2024-01-03 21:51:34,359 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:40, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1502, decode.acc_seg: 94.0597, loss: 0.1502 2024-01-03 21:51:39,289 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:36, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1687, decode.acc_seg: 93.2795, loss: 0.1687 2024-01-03 21:51:41,807 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1467, decode.acc_seg: 94.1220, loss: 0.1467 2024-01-03 21:51:46,651 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:28, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1553, decode.acc_seg: 93.8018, loss: 0.1553 2024-01-03 21:51:49,191 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:24, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1513, decode.acc_seg: 93.8446, loss: 0.1513 2024-01-03 21:51:54,118 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:20, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1570, decode.acc_seg: 93.6554, loss: 0.1570 2024-01-03 21:51:59,059 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:17, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1471, decode.acc_seg: 94.2092, loss: 0.1471 2024-01-03 21:52:01,550 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:12, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1503, decode.acc_seg: 94.0300, loss: 0.1503 2024-01-03 21:52:06,558 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:09, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.6788, loss: 0.1589 2024-01-03 21:52:09,054 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:04, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.6447, loss: 0.1566 2024-01-03 21:52:13,949 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:01, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1591, decode.acc_seg: 93.8420, loss: 0.1591 2024-01-03 21:52:16,530 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:56, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1577, decode.acc_seg: 93.7887, loss: 0.1577 2024-01-03 21:52:21,431 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:53, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1568, decode.acc_seg: 93.8998, loss: 0.1568 2024-01-03 21:52:23,929 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1471, decode.acc_seg: 94.3715, loss: 0.1471 2024-01-03 21:52:28,815 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:45, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1619, decode.acc_seg: 93.7556, loss: 0.1619 2024-01-03 21:52:31,317 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:40, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1493, decode.acc_seg: 93.9657, loss: 0.1493 2024-01-03 21:52:36,264 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:37, time: 0.099, data_time: 0.052, memory: 623, decode.loss_ce: 0.1471, decode.acc_seg: 94.3146, loss: 0.1471 2024-01-03 21:52:41,119 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:33, time: 0.097, data_time: 0.045, memory: 623, decode.loss_ce: 0.1689, decode.acc_seg: 93.3252, loss: 0.1689 2024-01-03 21:52:43,645 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:52:43,645 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1588, decode.acc_seg: 93.6143, loss: 0.1588 2024-01-03 21:52:48,598 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:25, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1518, decode.acc_seg: 94.1244, loss: 0.1518 2024-01-03 21:52:51,124 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:21, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1541, decode.acc_seg: 93.8087, loss: 0.1541 2024-01-03 21:52:56,000 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:17, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1500, decode.acc_seg: 94.0491, loss: 0.1500 2024-01-03 21:52:58,551 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1603, decode.acc_seg: 93.6077, loss: 0.1603 2024-01-03 21:53:03,440 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:09, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 93.8214, loss: 0.1556 2024-01-03 21:53:05,954 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 93.5215, loss: 0.1741 2024-01-03 21:53:10,830 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:01, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1495, decode.acc_seg: 94.2596, loss: 0.1495 2024-01-03 21:53:15,675 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:57, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1506, decode.acc_seg: 94.0898, loss: 0.1506 2024-01-03 21:53:18,206 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:53, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1517, decode.acc_seg: 93.8649, loss: 0.1517 2024-01-03 21:53:23,064 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:49, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1502, decode.acc_seg: 94.0692, loss: 0.1502 2024-01-03 21:53:25,550 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1510, decode.acc_seg: 94.0741, loss: 0.1510 2024-01-03 21:53:30,418 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:41, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1544, decode.acc_seg: 93.8097, loss: 0.1544 2024-01-03 21:53:32,935 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:37, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.9240, loss: 0.1564 2024-01-03 21:53:37,801 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:33, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1559, decode.acc_seg: 93.9126, loss: 0.1559 2024-01-03 21:53:40,307 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:29, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1491, decode.acc_seg: 94.2184, loss: 0.1491 2024-01-03 21:53:45,127 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:25, time: 0.096, data_time: 0.049, memory: 623, decode.loss_ce: 0.1522, decode.acc_seg: 93.8870, loss: 0.1522 2024-01-03 21:53:47,617 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:21, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1683, decode.acc_seg: 93.5053, loss: 0.1683 2024-01-03 21:53:52,512 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:17, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1598, decode.acc_seg: 93.6754, loss: 0.1598 2024-01-03 21:53:57,512 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:14, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1486, decode.acc_seg: 94.0712, loss: 0.1486 2024-01-03 21:54:00,023 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:54:00,023 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1450, decode.acc_seg: 94.1749, loss: 0.1450 2024-01-03 21:54:04,940 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:06, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1531, decode.acc_seg: 93.9805, loss: 0.1531 2024-01-03 21:54:07,453 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:02, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1554, decode.acc_seg: 93.7861, loss: 0.1554 2024-01-03 21:54:12,432 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:58, time: 0.100, data_time: 0.052, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.7863, loss: 0.1573 2024-01-03 21:54:14,930 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:54, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1591, decode.acc_seg: 93.7731, loss: 0.1591 2024-01-03 21:54:19,852 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:50, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1491, decode.acc_seg: 94.0971, loss: 0.1491 2024-01-03 21:54:22,336 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1458, decode.acc_seg: 94.2755, loss: 0.1458 2024-01-03 21:54:27,187 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:42, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.8188, loss: 0.1564 2024-01-03 21:54:32,100 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:38, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1557, decode.acc_seg: 93.8550, loss: 0.1557 2024-01-03 21:54:34,620 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:34, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.5890, loss: 0.1589 2024-01-03 21:54:39,538 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:30, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1543, decode.acc_seg: 93.8741, loss: 0.1543 2024-01-03 21:54:42,076 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:26, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1497, decode.acc_seg: 94.1659, loss: 0.1497 2024-01-03 21:54:46,961 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:22, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1660, decode.acc_seg: 93.5431, loss: 0.1660 2024-01-03 21:54:49,475 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:18, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 94.0415, loss: 0.1519 2024-01-03 21:54:54,323 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:14, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.7469, loss: 0.1573 2024-01-03 21:54:56,842 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.8317, loss: 0.1550 2024-01-03 21:55:01,759 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:06, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1501, decode.acc_seg: 93.9085, loss: 0.1501 2024-01-03 21:55:04,483 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:02, time: 0.054, data_time: 0.003, memory: 623, decode.loss_ce: 0.1546, decode.acc_seg: 93.7899, loss: 0.1546 2024-01-03 21:55:09,381 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:59, time: 0.098, data_time: 0.049, memory: 623, decode.loss_ce: 0.1473, decode.acc_seg: 94.1946, loss: 0.1473 2024-01-03 21:55:14,283 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:55, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1599, decode.acc_seg: 93.8526, loss: 0.1599 2024-01-03 21:55:16,772 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:55:16,772 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1487, decode.acc_seg: 94.0232, loss: 0.1487 2024-01-03 21:55:21,651 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:47, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1554, decode.acc_seg: 93.7841, loss: 0.1554 2024-01-03 21:55:24,164 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:43, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1487, decode.acc_seg: 94.1206, loss: 0.1487 2024-01-03 21:55:29,034 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:39, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1688, decode.acc_seg: 93.2911, loss: 0.1688 2024-01-03 21:55:31,563 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:35, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1585, decode.acc_seg: 93.7625, loss: 0.1585 2024-01-03 21:55:36,451 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:31, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1635, decode.acc_seg: 93.5918, loss: 0.1635 2024-01-03 21:55:38,938 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1572, decode.acc_seg: 93.7373, loss: 0.1572 2024-01-03 21:55:43,835 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:23, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1535, decode.acc_seg: 93.9460, loss: 0.1535 2024-01-03 21:55:48,676 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:19, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1517, decode.acc_seg: 94.0822, loss: 0.1517 2024-01-03 21:55:51,178 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:15, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.8236, loss: 0.1584 2024-01-03 21:55:56,084 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:11, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1548, decode.acc_seg: 93.8716, loss: 0.1548 2024-01-03 21:55:58,588 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:07, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1554, decode.acc_seg: 93.7222, loss: 0.1554 2024-01-03 21:56:03,471 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:03, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1512, decode.acc_seg: 93.9589, loss: 0.1512 2024-01-03 21:56:06,003 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:06:59, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1525, decode.acc_seg: 93.7803, loss: 0.1525 2024-01-03 21:56:10,897 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:56, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1429, decode.acc_seg: 94.2255, loss: 0.1429 2024-01-03 21:56:13,398 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:51, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1553, decode.acc_seg: 93.8615, loss: 0.1553 2024-01-03 21:56:18,332 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:48, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.1599, decode.acc_seg: 93.7970, loss: 0.1599 2024-01-03 21:56:20,856 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:43, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1554, decode.acc_seg: 93.8917, loss: 0.1554 2024-01-03 21:56:25,836 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:40, time: 0.100, data_time: 0.049, memory: 623, decode.loss_ce: 0.1513, decode.acc_seg: 94.0429, loss: 0.1513 2024-01-03 21:56:30,631 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:36, time: 0.096, data_time: 0.049, memory: 623, decode.loss_ce: 0.1586, decode.acc_seg: 93.8770, loss: 0.1586 2024-01-03 21:56:33,148 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:56:33,148 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:32, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1501, decode.acc_seg: 94.0806, loss: 0.1501 2024-01-03 21:56:38,079 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:28, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1668, decode.acc_seg: 93.5472, loss: 0.1668 2024-01-03 21:56:40,602 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:24, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1460, decode.acc_seg: 94.2266, loss: 0.1460 2024-01-03 21:56:45,610 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:20, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1589, decode.acc_seg: 93.6121, loss: 0.1589 2024-01-03 21:56:48,096 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:16, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1570, decode.acc_seg: 93.9807, loss: 0.1570 2024-01-03 21:56:53,013 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:12, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1562, decode.acc_seg: 93.6975, loss: 0.1562 2024-01-03 21:56:55,516 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:08, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1516, decode.acc_seg: 93.9207, loss: 0.1516 2024-01-03 21:57:00,402 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:04, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1468, decode.acc_seg: 94.0781, loss: 0.1468 2024-01-03 21:57:05,227 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:00, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1655, decode.acc_seg: 93.4612, loss: 0.1655 2024-01-03 21:57:07,833 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:56, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1617, decode.acc_seg: 93.5617, loss: 0.1617 2024-01-03 21:57:12,822 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:53, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1462, decode.acc_seg: 94.1424, loss: 0.1462 2024-01-03 21:57:15,373 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:49, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1490, decode.acc_seg: 94.0906, loss: 0.1490 2024-01-03 21:57:20,227 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:45, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1583, decode.acc_seg: 93.8654, loss: 0.1583 2024-01-03 21:57:22,739 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:41, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1715, decode.acc_seg: 93.3100, loss: 0.1715 2024-01-03 21:57:27,565 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:37, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1666, decode.acc_seg: 93.4858, loss: 0.1666 2024-01-03 21:57:30,060 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:33, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1443, decode.acc_seg: 94.0888, loss: 0.1443 2024-01-03 21:57:35,011 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:29, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1584, decode.acc_seg: 93.8267, loss: 0.1584 2024-01-03 21:57:37,502 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:25, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1459, decode.acc_seg: 94.3011, loss: 0.1459 2024-01-03 21:57:42,371 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:21, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1474, decode.acc_seg: 94.2222, loss: 0.1474 2024-01-03 21:57:47,228 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:17, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1527, decode.acc_seg: 93.9776, loss: 0.1527 2024-01-03 21:57:49,764 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:57:49,765 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:13, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1556, decode.acc_seg: 93.8302, loss: 0.1556 2024-01-03 21:57:54,699 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:09, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1466, decode.acc_seg: 94.2695, loss: 0.1466 2024-01-03 21:57:57,197 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1519, decode.acc_seg: 93.9813, loss: 0.1519 2024-01-03 21:58:02,076 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:01, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1565, decode.acc_seg: 93.8495, loss: 0.1565 2024-01-03 21:58:04,593 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:57, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1599, decode.acc_seg: 93.7636, loss: 0.1599 2024-01-03 21:58:09,535 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:54, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1430, decode.acc_seg: 94.2741, loss: 0.1430 2024-01-03 21:58:12,046 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:49, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1490, decode.acc_seg: 94.2719, loss: 0.1490 2024-01-03 21:58:17,063 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:46, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1528, decode.acc_seg: 93.9602, loss: 0.1528 2024-01-03 21:58:19,562 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:42, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1418, decode.acc_seg: 94.6074, loss: 0.1418 2024-01-03 21:58:24,513 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:38, time: 0.099, data_time: 0.045, memory: 623, decode.loss_ce: 0.1496, decode.acc_seg: 94.0638, loss: 0.1496 2024-01-03 21:58:29,375 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:34, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1711, decode.acc_seg: 93.4769, loss: 0.1711 2024-01-03 21:58:31,884 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:30, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1512, decode.acc_seg: 93.8236, loss: 0.1512 2024-01-03 21:58:36,792 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:26, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1441, decode.acc_seg: 94.2901, loss: 0.1441 2024-01-03 21:58:39,286 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:22, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.8989, loss: 0.1566 2024-01-03 21:58:44,207 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:18, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1505, decode.acc_seg: 94.1076, loss: 0.1505 2024-01-03 21:58:46,719 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:14, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1495, decode.acc_seg: 94.1386, loss: 0.1495 2024-01-03 21:58:51,706 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:10, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1581, decode.acc_seg: 93.7528, loss: 0.1581 2024-01-03 21:58:54,198 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:06, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1453, decode.acc_seg: 94.1178, loss: 0.1453 2024-01-03 21:58:59,128 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:02, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.6436, loss: 0.1605 2024-01-03 21:59:03,984 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:59, time: 0.097, data_time: 0.046, memory: 623, decode.loss_ce: 0.1596, decode.acc_seg: 93.7674, loss: 0.1596 2024-01-03 21:59:06,485 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 21:59:06,486 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:55, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1449, decode.acc_seg: 94.2609, loss: 0.1449 2024-01-03 21:59:11,482 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:51, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1547, decode.acc_seg: 93.9179, loss: 0.1547 2024-01-03 21:59:13,991 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:47, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1527, decode.acc_seg: 94.0719, loss: 0.1527 2024-01-03 21:59:18,968 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:43, time: 0.100, data_time: 0.047, memory: 623, decode.loss_ce: 0.1553, decode.acc_seg: 93.8120, loss: 0.1553 2024-01-03 21:59:21,469 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:39, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1549, decode.acc_seg: 93.7893, loss: 0.1549 2024-01-03 21:59:26,455 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:35, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1530, decode.acc_seg: 94.1176, loss: 0.1530 2024-01-03 21:59:28,969 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:31, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1504, decode.acc_seg: 94.1366, loss: 0.1504 2024-01-03 21:59:33,842 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:27, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1498, decode.acc_seg: 94.1567, loss: 0.1498 2024-01-03 21:59:36,332 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:23, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1517, decode.acc_seg: 93.9549, loss: 0.1517 2024-01-03 21:59:41,320 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:19, time: 0.100, data_time: 0.050, memory: 623, decode.loss_ce: 0.1501, decode.acc_seg: 93.8860, loss: 0.1501 2024-01-03 21:59:46,240 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:15, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1494, decode.acc_seg: 94.0011, loss: 0.1494 2024-01-03 21:59:48,731 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:11, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1677, decode.acc_seg: 93.5574, loss: 0.1677 2024-01-03 21:59:53,666 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:08, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1571, decode.acc_seg: 93.8430, loss: 0.1571 2024-01-03 21:59:56,225 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:04, time: 0.051, data_time: 0.004, memory: 623, decode.loss_ce: 0.1565, decode.acc_seg: 93.6401, loss: 0.1565 2024-01-03 22:00:01,145 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:00, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1506, decode.acc_seg: 94.0582, loss: 0.1506 2024-01-03 22:00:03,666 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:56, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1548, decode.acc_seg: 93.8637, loss: 0.1548 2024-01-03 22:00:08,550 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:52, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1429, decode.acc_seg: 94.0522, loss: 0.1429 2024-01-03 22:00:11,055 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:48, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.8190, loss: 0.1564 2024-01-03 22:00:15,921 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:44, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1537, decode.acc_seg: 93.8491, loss: 0.1537 2024-01-03 22:00:20,756 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:40, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1459, decode.acc_seg: 94.0452, loss: 0.1459 2024-01-03 22:00:23,265 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 22:00:23,266 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:36, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1531, decode.acc_seg: 93.8888, loss: 0.1531 2024-01-03 22:00:28,242 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:32, time: 0.099, data_time: 0.046, memory: 623, decode.loss_ce: 0.1502, decode.acc_seg: 94.0100, loss: 0.1502 2024-01-03 22:00:30,786 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:28, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1523, decode.acc_seg: 94.0199, loss: 0.1523 2024-01-03 22:00:35,682 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:24, time: 0.098, data_time: 0.047, memory: 623, decode.loss_ce: 0.1603, decode.acc_seg: 93.8552, loss: 0.1603 2024-01-03 22:00:38,213 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:20, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1567, decode.acc_seg: 93.6551, loss: 0.1567 2024-01-03 22:00:43,102 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:17, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1639, decode.acc_seg: 93.6219, loss: 0.1639 2024-01-03 22:00:45,611 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:13, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1514, decode.acc_seg: 93.9197, loss: 0.1514 2024-01-03 22:00:50,538 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:09, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1514, decode.acc_seg: 94.0313, loss: 0.1514 2024-01-03 22:00:53,020 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:05, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1454, decode.acc_seg: 94.3296, loss: 0.1454 2024-01-03 22:00:58,030 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:01, time: 0.100, data_time: 0.046, memory: 623, decode.loss_ce: 0.1576, decode.acc_seg: 93.6825, loss: 0.1576 2024-01-03 22:01:02,863 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:57, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1499, decode.acc_seg: 94.0624, loss: 0.1499 2024-01-03 22:01:05,379 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:53, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1609, decode.acc_seg: 93.5085, loss: 0.1609 2024-01-03 22:01:10,312 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1542, decode.acc_seg: 93.9182, loss: 0.1542 2024-01-03 22:01:12,837 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:45, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1604, decode.acc_seg: 93.5166, loss: 0.1604 2024-01-03 22:01:17,710 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1539, decode.acc_seg: 93.8490, loss: 0.1539 2024-01-03 22:01:20,219 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:37, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1410, decode.acc_seg: 94.5059, loss: 0.1410 2024-01-03 22:01:25,310 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.102, data_time: 0.046, memory: 623, decode.loss_ce: 0.1479, decode.acc_seg: 94.2344, loss: 0.1479 2024-01-03 22:01:27,841 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:30, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1531, decode.acc_seg: 94.1101, loss: 0.1531 2024-01-03 22:01:32,806 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:26, time: 0.099, data_time: 0.048, memory: 623, decode.loss_ce: 0.1521, decode.acc_seg: 94.1805, loss: 0.1521 2024-01-03 22:01:37,648 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:22, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1550, decode.acc_seg: 93.9784, loss: 0.1550 2024-01-03 22:01:40,263 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 22:01:40,263 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:18, time: 0.052, data_time: 0.003, memory: 623, decode.loss_ce: 0.1691, decode.acc_seg: 93.5860, loss: 0.1691 2024-01-03 22:01:45,220 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:14, time: 0.099, data_time: 0.050, memory: 623, decode.loss_ce: 0.1522, decode.acc_seg: 93.9518, loss: 0.1522 2024-01-03 22:01:47,706 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1579, decode.acc_seg: 93.8437, loss: 0.1579 2024-01-03 22:01:52,575 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.097, data_time: 0.048, memory: 623, decode.loss_ce: 0.1540, decode.acc_seg: 94.0637, loss: 0.1540 2024-01-03 22:01:55,139 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1543, decode.acc_seg: 93.8212, loss: 0.1543 2024-01-03 22:01:59,994 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.097, data_time: 0.047, memory: 623, decode.loss_ce: 0.1578, decode.acc_seg: 93.7630, loss: 0.1578 2024-01-03 22:02:02,532 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1520, decode.acc_seg: 93.8846, loss: 0.1520 2024-01-03 22:02:07,421 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1566, decode.acc_seg: 93.7624, loss: 0.1566 2024-01-03 22:02:09,919 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1506, decode.acc_seg: 93.9960, loss: 0.1506 2024-01-03 22:02:14,895 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:43, time: 0.100, data_time: 0.048, memory: 623, decode.loss_ce: 0.1596, decode.acc_seg: 93.7314, loss: 0.1596 2024-01-03 22:02:19,788 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.098, data_time: 0.048, memory: 623, decode.loss_ce: 0.1573, decode.acc_seg: 93.7476, loss: 0.1573 2024-01-03 22:02:22,283 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1473, decode.acc_seg: 94.3072, loss: 0.1473 2024-01-03 22:02:27,227 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.099, data_time: 0.047, memory: 623, decode.loss_ce: 0.1546, decode.acc_seg: 93.8374, loss: 0.1546 2024-01-03 22:02:29,735 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1479, decode.acc_seg: 94.1911, loss: 0.1479 2024-01-03 22:02:34,596 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.097, data_time: 0.049, memory: 623, decode.loss_ce: 0.1683, decode.acc_seg: 93.6219, loss: 0.1683 2024-01-03 22:02:37,109 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.050, data_time: 0.003, memory: 623, decode.loss_ce: 0.1557, decode.acc_seg: 93.9668, loss: 0.1557 2024-01-03 22:02:41,993 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.098, data_time: 0.045, memory: 623, decode.loss_ce: 0.1531, decode.acc_seg: 93.8241, loss: 0.1531 2024-01-03 22:02:44,529 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.051, data_time: 0.003, memory: 623, decode.loss_ce: 0.1560, decode.acc_seg: 93.8376, loss: 0.1560 2024-01-03 22:02:49,440 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.098, data_time: 0.052, memory: 623, decode.loss_ce: 0.1473, decode.acc_seg: 94.1878, loss: 0.1473 2024-01-03 22:02:54,349 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.098, data_time: 0.046, memory: 623, decode.loss_ce: 0.1476, decode.acc_seg: 94.2454, loss: 0.1476 2024-01-03 22:02:56,895 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 22:02:56,972 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 22:02:56,973 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.053, data_time: 0.003, memory: 623, decode.loss_ce: 0.1564, decode.acc_seg: 93.8032, loss: 0.1564 2024-01-03 22:03:06,536 - mmseg - INFO - per class results: 2024-01-03 22:03:06,537 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.45 | 96.06 | | aeroplane | 85.51 | 94.23 | | bicycle | 56.94 | 78.92 | | bird | 78.9 | 87.53 | | boat | 69.53 | 79.54 | | bottle | 70.38 | 88.87 | | bus | 87.03 | 93.64 | | car | 78.28 | 86.91 | | cat | 85.41 | 93.62 | | chair | 30.92 | 42.44 | | cow | 86.14 | 91.15 | | diningtable | 57.86 | 67.34 | | dog | 80.73 | 90.52 | | horse | 84.07 | 93.13 | | motorbike | 79.39 | 91.44 | | person | 81.24 | 90.7 | | pottedplant | 59.9 | 69.54 | | sheep | 84.84 | 94.31 | | sofa | 48.4 | 63.85 | | train | 79.8 | 89.83 | | tvmonitor | 62.91 | 74.87 | +-------------+-------+-------+ 2024-01-03 22:03:06,537 - mmseg - INFO - Summary: 2024-01-03 22:03:06,537 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.34 | 73.36 | 83.74 | +-------+-------+-------+ 2024-01-03 22:03:06,537 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 22:03:06,537 - mmseg - INFO - Iter(val) [182] aAcc: 0.9334, mIoU: 0.7336, mAcc: 0.8374, IoU.background: 0.9245, IoU.aeroplane: 0.8551, IoU.bicycle: 0.5694, IoU.bird: 0.7890, IoU.boat: 0.6953, IoU.bottle: 0.7038, IoU.bus: 0.8703, IoU.car: 0.7828, IoU.cat: 0.8541, IoU.chair: 0.3092, IoU.cow: 0.8614, IoU.diningtable: 0.5786, IoU.dog: 0.8073, IoU.horse: 0.8407, IoU.motorbike: 0.7939, IoU.person: 0.8124, IoU.pottedplant: 0.5990, IoU.sheep: 0.8484, IoU.sofa: 0.4840, IoU.train: 0.7980, IoU.tvmonitor: 0.6291, Acc.background: 0.9606, Acc.aeroplane: 0.9423, Acc.bicycle: 0.7892, Acc.bird: 0.8753, Acc.boat: 0.7954, Acc.bottle: 0.8887, Acc.bus: 0.9364, Acc.car: 0.8691, Acc.cat: 0.9362, Acc.chair: 0.4244, Acc.cow: 0.9115, Acc.diningtable: 0.6734, Acc.dog: 0.9052, Acc.horse: 0.9313, Acc.motorbike: 0.9144, Acc.person: 0.9070, Acc.pottedplant: 0.6954, Acc.sheep: 0.9431, Acc.sofa: 0.6385, Acc.train: 0.8983, Acc.tvmonitor: 0.7487