2023-11-13 19:37:01,874 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:01,887 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:01,887 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:01,972 - 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+ee2e440 ------------------------------------------------------------ 2023-11-13 19:37:01,972 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:01,972 - 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/vit_base_patch16_224.dino_voc2012'} 2023-11-13 19:37:05,026 - mmseg - INFO - Set random seed to 559062212, deterministic: False 2023-11-13 19:37:07,193 - 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 2023-11-13 19:37:07,198 - 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'}} ) 2023-11-13 19:37:07,203 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:37:07,415 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:37:07,416 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch16_224.dino_voc2012 2023-11-13 19:37:07,416 - 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 -------------------- 2023-11-13 19:37:07,416 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:37:07,419 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch16_224.dino_voc2012 by HardDiskBackend. 2023-11-13 19:39:27,415 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:27:38, time: 0.132, data_time: 0.012, memory: 528, decode.loss_ce: 2.5927, decode.acc_seg: 4.4530, loss: 2.5927 2023-11-13 19:39:32,212 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:15:40, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 2.5062, decode.acc_seg: 11.8532, loss: 2.5062 2023-11-13 19:39:34,656 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:01:12, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 2.3396, decode.acc_seg: 34.5918, loss: 2.3396 2023-11-13 19:39:39,553 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:02:05, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 2.1248, decode.acc_seg: 56.7369, loss: 2.1248 2023-11-13 19:39:42,031 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:56:10, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 1.7938, decode.acc_seg: 66.7269, loss: 1.7938 2023-11-13 19:39:46,927 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:57:32, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 1.5261, decode.acc_seg: 71.3764, loss: 1.5261 2023-11-13 19:39:49,400 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:53:56, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 1.2124, decode.acc_seg: 74.3383, loss: 1.2124 2023-11-13 19:39:54,242 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:55:07, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.9622, decode.acc_seg: 76.6319, loss: 0.9622 2023-11-13 19:39:56,704 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:52:32, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.8944, decode.acc_seg: 76.4578, loss: 0.8944 2023-11-13 19:40:01,556 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:53:36, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.8230, decode.acc_seg: 77.7446, loss: 0.8230 2023-11-13 19:40:06,345 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:54:24, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.7182, decode.acc_seg: 79.8794, loss: 0.7182 2023-11-13 19:40:08,833 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:52:31, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.6988, decode.acc_seg: 80.0483, loss: 0.6988 2023-11-13 19:40:13,682 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:19, time: 0.097, data_time: 0.051, memory: 528, decode.loss_ce: 0.6076, decode.acc_seg: 82.5652, loss: 0.6076 2023-11-13 19:40:16,119 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:51:43, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5938, decode.acc_seg: 82.3658, loss: 0.5938 2023-11-13 19:40:21,059 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:52:31, time: 0.099, data_time: 0.053, memory: 528, decode.loss_ce: 0.5489, decode.acc_seg: 83.6141, loss: 0.5489 2023-11-13 19:40:23,513 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:11, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5265, decode.acc_seg: 83.9708, loss: 0.5265 2023-11-13 19:40:28,363 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:51:50, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.4875, decode.acc_seg: 85.1513, loss: 0.4875 2023-11-13 19:40:30,861 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:50:42, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4991, decode.acc_seg: 84.7738, loss: 0.4991 2023-11-13 19:40:35,677 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:16, time: 0.096, data_time: 0.052, memory: 528, decode.loss_ce: 0.4403, decode.acc_seg: 86.1696, loss: 0.4403 2023-11-13 19:40:38,089 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:40:38,089 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:12, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4507, decode.acc_seg: 85.8667, loss: 0.4507 2023-11-13 19:40:43,002 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:50:47, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.4169, decode.acc_seg: 86.9641, loss: 0.4169 2023-11-13 19:40:47,837 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:16, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.3992, decode.acc_seg: 87.2310, loss: 0.3992 2023-11-13 19:40:50,274 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:21, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3850, decode.acc_seg: 87.6900, loss: 0.3850 2023-11-13 19:40:55,082 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:50:47, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.3652, decode.acc_seg: 88.2923, loss: 0.3652 2023-11-13 19:40:57,580 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:49:58, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.3627, decode.acc_seg: 88.1207, loss: 0.3627 2023-11-13 19:41:02,393 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:23, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.3603, decode.acc_seg: 88.0030, loss: 0.3603 2023-11-13 19:41:04,867 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:49:38, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.3692, decode.acc_seg: 87.6731, loss: 0.3692 2023-11-13 19:41:09,810 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:04, time: 0.099, data_time: 0.051, memory: 528, decode.loss_ce: 0.3381, decode.acc_seg: 88.5001, loss: 0.3381 2023-11-13 19:41:12,309 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:23, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.3462, decode.acc_seg: 88.3985, loss: 0.3462 2023-11-13 19:41:17,213 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:49:46, time: 0.098, data_time: 0.053, memory: 528, decode.loss_ce: 0.3197, decode.acc_seg: 89.0320, loss: 0.3197 2023-11-13 19:41:22,116 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:08, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.3235, decode.acc_seg: 89.1752, loss: 0.3235 2023-11-13 19:41:24,543 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:28, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3160, decode.acc_seg: 89.2979, loss: 0.3160 2023-11-13 19:41:29,468 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:49:49, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.3244, decode.acc_seg: 89.1095, loss: 0.3244 2023-11-13 19:41:31,884 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:12, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.3008, decode.acc_seg: 89.6818, loss: 0.3008 2023-11-13 19:41:36,735 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:30, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2997, decode.acc_seg: 89.6342, loss: 0.2997 2023-11-13 19:41:39,182 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:48:55, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3134, decode.acc_seg: 88.9749, loss: 0.3134 2023-11-13 19:41:43,974 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:11, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.2925, decode.acc_seg: 89.8622, loss: 0.2925 2023-11-13 19:41:46,424 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:48:39, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2898, decode.acc_seg: 89.9288, loss: 0.2898 2023-11-13 19:41:51,397 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:48:57, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.2744, decode.acc_seg: 90.4467, loss: 0.2744 2023-11-13 19:41:53,852 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:41:53,853 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:27, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2908, decode.acc_seg: 89.6808, loss: 0.2908 2023-11-13 19:41:58,721 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:48:42, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.2602, decode.acc_seg: 91.0486, loss: 0.2602 2023-11-13 19:42:03,585 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:48:57, time: 0.097, data_time: 0.051, memory: 528, decode.loss_ce: 0.3004, decode.acc_seg: 89.1694, loss: 0.3004 2023-11-13 19:42:06,057 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:28, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2844, decode.acc_seg: 90.0407, loss: 0.2844 2023-11-13 19:42:10,902 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:48:41, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2887, decode.acc_seg: 89.7709, loss: 0.2887 2023-11-13 19:42:13,354 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:14, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.2601, decode.acc_seg: 90.8917, loss: 0.2601 2023-11-13 19:42:18,257 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:28, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.2880, decode.acc_seg: 89.9338, loss: 0.2880 2023-11-13 19:42:20,705 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:01, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2671, decode.acc_seg: 90.5688, loss: 0.2671 2023-11-13 19:42:25,559 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:13, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2728, decode.acc_seg: 90.3577, loss: 0.2728 2023-11-13 19:42:28,008 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:47:48, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2486, decode.acc_seg: 91.0523, loss: 0.2486 2023-11-13 19:42:32,949 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:01, time: 0.099, data_time: 0.050, memory: 528, decode.loss_ce: 0.2565, decode.acc_seg: 90.9720, loss: 0.2565 2023-11-13 19:42:37,810 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:12, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2765, decode.acc_seg: 90.0430, loss: 0.2765 2023-11-13 19:42:40,195 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:47:47, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2548, decode.acc_seg: 90.8379, loss: 0.2548 2023-11-13 19:42:45,086 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:47:58, time: 0.098, data_time: 0.052, memory: 528, decode.loss_ce: 0.2676, decode.acc_seg: 90.4110, loss: 0.2676 2023-11-13 19:42:47,550 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:47:35, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2659, decode.acc_seg: 90.5936, loss: 0.2659 2023-11-13 19:42:52,411 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:47:45, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2707, decode.acc_seg: 90.4558, loss: 0.2707 2023-11-13 19:42:54,873 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:23, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2567, decode.acc_seg: 90.7749, loss: 0.2567 2023-11-13 19:42:59,758 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:47:33, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2498, decode.acc_seg: 91.0020, loss: 0.2498 2023-11-13 19:43:02,254 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:12, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2537, decode.acc_seg: 90.9166, loss: 0.2537 2023-11-13 19:43:07,117 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:21, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.2530, decode.acc_seg: 90.8599, loss: 0.2530 2023-11-13 19:43:09,516 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:43:09,516 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:00, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2641, decode.acc_seg: 90.2420, loss: 0.2641 2023-11-13 19:43:14,417 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:09, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.2528, decode.acc_seg: 91.0901, loss: 0.2528 2023-11-13 19:43:19,291 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:18, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.2622, decode.acc_seg: 90.4926, loss: 0.2622 2023-11-13 19:43:21,746 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:46:58, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2398, decode.acc_seg: 91.4973, loss: 0.2398 2023-11-13 19:43:26,587 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:06, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2557, decode.acc_seg: 90.9630, loss: 0.2557 2023-11-13 19:43:29,046 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:46:46, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2556, decode.acc_seg: 90.6839, loss: 0.2556 2023-11-13 19:43:33,891 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:46:54, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2424, decode.acc_seg: 91.0055, loss: 0.2424 2023-11-13 19:43:36,389 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:46:35, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2539, decode.acc_seg: 90.8339, loss: 0.2539 2023-11-13 19:43:41,299 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:46:43, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.2306, decode.acc_seg: 91.8081, loss: 0.2306 2023-11-13 19:43:43,796 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:25, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2707, decode.acc_seg: 90.2520, loss: 0.2707 2023-11-13 19:43:48,667 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:32, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2349, decode.acc_seg: 91.3426, loss: 0.2349 2023-11-13 19:43:53,462 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:46:39, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 0.2471, decode.acc_seg: 91.1778, loss: 0.2471 2023-11-13 19:43:55,938 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:21, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2517, decode.acc_seg: 91.2966, loss: 0.2517 2023-11-13 19:44:00,699 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:27, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.2555, decode.acc_seg: 90.8735, loss: 0.2555 2023-11-13 19:44:03,117 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:09, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2421, decode.acc_seg: 91.0980, loss: 0.2421 2023-11-13 19:44:07,968 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:15, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.2416, decode.acc_seg: 91.4227, loss: 0.2416 2023-11-13 19:44:10,392 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:45:58, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2425, decode.acc_seg: 91.2033, loss: 0.2425 2023-11-13 19:44:15,248 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:04, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.2314, decode.acc_seg: 91.6232, loss: 0.2314 2023-11-13 19:44:17,705 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:45:47, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2407, decode.acc_seg: 91.1909, loss: 0.2407 2023-11-13 19:44:22,509 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:45:53, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.2501, decode.acc_seg: 90.9880, loss: 0.2501 2023-11-13 19:44:24,949 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:44:24,949 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:45:36, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2548, decode.acc_seg: 90.8123, loss: 0.2548 2023-11-13 19:44:29,769 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:45:42, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.2439, decode.acc_seg: 91.0796, loss: 0.2439 2023-11-13 19:44:34,665 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:45:47, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2257, decode.acc_seg: 91.5968, loss: 0.2257 2023-11-13 19:44:37,127 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:45:32, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2460, decode.acc_seg: 91.0962, loss: 0.2460 2023-11-13 19:44:41,955 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:45:37, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.2480, decode.acc_seg: 90.9779, loss: 0.2480 2023-11-13 19:44:44,408 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:21, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2491, decode.acc_seg: 90.7454, loss: 0.2491 2023-11-13 19:44:49,355 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:27, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.2297, decode.acc_seg: 91.6812, loss: 0.2297 2023-11-13 19:44:51,857 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:12, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2415, decode.acc_seg: 91.2228, loss: 0.2415 2023-11-13 19:44:56,636 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:16, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2395, decode.acc_seg: 91.2106, loss: 0.2395 2023-11-13 19:44:59,073 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:01, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2531, decode.acc_seg: 90.6731, loss: 0.2531 2023-11-13 19:45:03,952 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:06, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.2379, decode.acc_seg: 91.0888, loss: 0.2379 2023-11-13 19:45:06,336 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:44:51, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2507, decode.acc_seg: 91.0205, loss: 0.2507 2023-11-13 19:45:11,215 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:44:56, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.2497, decode.acc_seg: 90.8706, loss: 0.2497 2023-11-13 19:45:16,020 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:00, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.2377, decode.acc_seg: 91.2017, loss: 0.2377 2023-11-13 19:45:18,461 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:44:45, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2368, decode.acc_seg: 91.3257, loss: 0.2368 2023-11-13 19:45:23,298 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:44:49, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.2480, decode.acc_seg: 90.9657, loss: 0.2480 2023-11-13 19:45:25,764 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:44:36, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2381, decode.acc_seg: 91.2091, loss: 0.2381 2023-11-13 19:45:30,566 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:44:39, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 0.2422, decode.acc_seg: 91.1566, loss: 0.2422 2023-11-13 19:45:33,002 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:25, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2369, decode.acc_seg: 91.3067, loss: 0.2369 2023-11-13 19:45:37,761 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:44:28, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.2477, decode.acc_seg: 90.9109, loss: 0.2477 2023-11-13 19:45:40,193 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:40,194 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:15, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2399, decode.acc_seg: 91.2388, loss: 0.2399 2023-11-13 19:45:45,140 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:19, time: 0.099, data_time: 0.049, memory: 528, decode.loss_ce: 0.2275, decode.acc_seg: 91.6721, loss: 0.2275 2023-11-13 19:45:49,928 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:22, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2421, decode.acc_seg: 91.1906, loss: 0.2421 2023-11-13 19:45:52,421 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:09, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2280, decode.acc_seg: 91.6410, loss: 0.2280 2023-11-13 19:45:57,252 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:12, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2490, decode.acc_seg: 90.8620, loss: 0.2490 2023-11-13 19:45:59,669 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:43:59, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2468, decode.acc_seg: 91.0131, loss: 0.2468 2023-11-13 19:46:04,546 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:03, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2267, decode.acc_seg: 91.6730, loss: 0.2267 2023-11-13 19:46:07,000 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:43:50, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2300, decode.acc_seg: 91.5281, loss: 0.2300 2023-11-13 19:46:11,794 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:43:53, time: 0.096, data_time: 0.051, memory: 528, decode.loss_ce: 0.2535, decode.acc_seg: 90.6410, loss: 0.2535 2023-11-13 19:46:14,223 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:43:40, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2152, decode.acc_seg: 92.0894, loss: 0.2152 2023-11-13 19:46:18,987 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:43:42, time: 0.095, data_time: 0.047, memory: 528, decode.loss_ce: 0.2261, decode.acc_seg: 91.5602, loss: 0.2261 2023-11-13 19:46:21,392 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:43:30, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2373, decode.acc_seg: 91.3852, loss: 0.2373 2023-11-13 19:46:26,263 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:43:33, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2348, decode.acc_seg: 91.3375, loss: 0.2348 2023-11-13 19:46:31,142 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:43:35, time: 0.098, data_time: 0.052, memory: 528, decode.loss_ce: 0.2455, decode.acc_seg: 90.8840, loss: 0.2455 2023-11-13 19:46:33,575 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:23, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2423, decode.acc_seg: 91.0162, loss: 0.2423 2023-11-13 19:46:38,471 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:43:26, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.2258, decode.acc_seg: 91.7394, loss: 0.2258 2023-11-13 19:46:40,925 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:14, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2370, decode.acc_seg: 91.4713, loss: 0.2370 2023-11-13 19:46:45,734 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:17, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.2235, decode.acc_seg: 91.6964, loss: 0.2235 2023-11-13 19:46:48,170 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:05, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2471, decode.acc_seg: 90.8455, loss: 0.2471 2023-11-13 19:46:53,014 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:07, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.2217, decode.acc_seg: 91.7254, loss: 0.2217 2023-11-13 19:46:55,502 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:46:55,502 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:42:56, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2299, decode.acc_seg: 91.4374, loss: 0.2299 2023-11-13 19:47:00,277 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:42:58, time: 0.095, data_time: 0.046, memory: 528, decode.loss_ce: 0.2469, decode.acc_seg: 91.1616, loss: 0.2469 2023-11-13 19:47:05,015 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:42:59, time: 0.095, data_time: 0.049, memory: 528, decode.loss_ce: 0.2363, decode.acc_seg: 91.3718, loss: 0.2363 2023-11-13 19:47:07,488 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:42:48, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2299, decode.acc_seg: 91.4043, loss: 0.2299 2023-11-13 19:47:12,300 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:42:50, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.2455, decode.acc_seg: 91.0287, loss: 0.2455 2023-11-13 19:47:14,764 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:42:39, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2492, decode.acc_seg: 90.7369, loss: 0.2492 2023-11-13 19:47:19,596 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:42:40, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2323, decode.acc_seg: 91.6005, loss: 0.2323 2023-11-13 19:47:22,027 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:42:29, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2285, decode.acc_seg: 91.5443, loss: 0.2285 2023-11-13 19:47:26,899 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:42:31, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2440, decode.acc_seg: 90.8868, loss: 0.2440 2023-11-13 19:47:29,368 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:20, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2140, decode.acc_seg: 92.0443, loss: 0.2140 2023-11-13 19:47:34,243 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:22, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2235, decode.acc_seg: 91.7833, loss: 0.2235 2023-11-13 19:47:36,690 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:12, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2459, decode.acc_seg: 90.9848, loss: 0.2459 2023-11-13 19:47:41,605 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:14, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2337, decode.acc_seg: 91.4254, loss: 0.2337 2023-11-13 19:47:46,401 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:15, time: 0.096, data_time: 0.051, memory: 528, decode.loss_ce: 0.2230, decode.acc_seg: 91.6890, loss: 0.2230 2023-11-13 19:47:48,816 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:04, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2286, decode.acc_seg: 91.7214, loss: 0.2286 2023-11-13 19:47:53,727 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:06, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.2335, decode.acc_seg: 91.2557, loss: 0.2335 2023-11-13 19:47:56,192 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:41:56, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2445, decode.acc_seg: 90.8847, loss: 0.2445 2023-11-13 19:48:01,022 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:41:57, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2278, decode.acc_seg: 91.6130, loss: 0.2278 2023-11-13 19:48:03,478 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:41:47, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.2227, decode.acc_seg: 92.0015, loss: 0.2227 2023-11-13 19:48:08,289 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:41:48, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.2432, decode.acc_seg: 91.0001, loss: 0.2432 2023-11-13 19:48:10,697 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:48:10,697 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:41:37, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2424, decode.acc_seg: 90.8840, loss: 0.2424 2023-11-13 19:48:15,569 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:41:39, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.2309, decode.acc_seg: 91.4083, loss: 0.2309 2023-11-13 19:48:20,321 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:41:39, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.2297, decode.acc_seg: 91.4374, loss: 0.2297 2023-11-13 19:48:22,906 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:41:30, time: 0.052, data_time: 0.003, memory: 528, decode.loss_ce: 0.2174, decode.acc_seg: 92.0598, loss: 0.2174 2023-11-13 19:48:27,817 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:41:31, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.2445, decode.acc_seg: 91.0161, loss: 0.2445 2023-11-13 19:48:30,259 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:21, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2417, decode.acc_seg: 91.2473, loss: 0.2417 2023-11-13 19:48:35,004 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:22, time: 0.095, data_time: 0.049, memory: 528, decode.loss_ce: 0.2353, decode.acc_seg: 91.4788, loss: 0.2353 2023-11-13 19:48:37,465 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:12, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2320, decode.acc_seg: 91.4605, loss: 0.2320 2023-11-13 19:48:42,327 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:13, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2376, decode.acc_seg: 91.2878, loss: 0.2376 2023-11-13 19:48:44,770 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:03, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2218, decode.acc_seg: 91.9938, loss: 0.2218 2023-11-13 19:48:49,633 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:04, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2291, decode.acc_seg: 91.3918, loss: 0.2291 2023-11-13 19:48:52,044 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:40:54, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2316, decode.acc_seg: 91.3338, loss: 0.2316 2023-11-13 19:48:56,902 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:40:55, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2348, decode.acc_seg: 91.2360, loss: 0.2348 2023-11-13 19:49:01,714 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:40:56, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2354, decode.acc_seg: 91.4933, loss: 0.2354 2023-11-13 19:49:04,134 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:40:46, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2347, decode.acc_seg: 91.5839, loss: 0.2347 2023-11-13 19:49:08,957 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:40:47, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2371, decode.acc_seg: 91.0836, loss: 0.2371 2023-11-13 19:49:11,420 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:40:37, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2267, decode.acc_seg: 91.4633, loss: 0.2267 2023-11-13 19:49:16,373 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:40:38, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.2319, decode.acc_seg: 91.3170, loss: 0.2319 2023-11-13 19:49:18,918 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:40:30, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.2269, decode.acc_seg: 91.7382, loss: 0.2269 2023-11-13 19:49:23,792 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:40:30, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2289, decode.acc_seg: 91.3642, loss: 0.2289 2023-11-13 19:49:26,251 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:49:26,251 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:21, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2247, decode.acc_seg: 91.8126, loss: 0.2247 2023-11-13 19:49:31,106 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:22, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.2234, decode.acc_seg: 91.7431, loss: 0.2234 2023-11-13 19:49:35,813 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:21, time: 0.094, data_time: 0.048, memory: 528, decode.loss_ce: 0.2435, decode.acc_seg: 91.0430, loss: 0.2435 2023-11-13 19:49:38,284 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:12, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2327, decode.acc_seg: 91.4959, loss: 0.2327 2023-11-13 19:49:43,186 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:13, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.2231, decode.acc_seg: 91.8536, loss: 0.2231 2023-11-13 19:49:45,595 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:04, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2394, decode.acc_seg: 91.1610, loss: 0.2394 2023-11-13 19:49:50,506 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:04, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.2359, decode.acc_seg: 91.3306, loss: 0.2359 2023-11-13 19:49:52,935 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:39:55, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2344, decode.acc_seg: 91.5081, loss: 0.2344 2023-11-13 19:49:57,726 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:39:55, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2328, decode.acc_seg: 91.5452, loss: 0.2328 2023-11-13 19:50:00,232 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:39:47, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2242, decode.acc_seg: 91.5963, loss: 0.2242 2023-11-13 19:50:05,098 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:39:47, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2486, decode.acc_seg: 90.8352, loss: 0.2486 2023-11-13 19:50:07,498 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:39:38, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2323, decode.acc_seg: 91.3197, loss: 0.2323 2023-11-13 19:50:12,390 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:39:38, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.2047, decode.acc_seg: 92.4408, loss: 0.2047 2023-11-13 19:50:17,278 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:39:39, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.2468, decode.acc_seg: 90.8754, loss: 0.2468 2023-11-13 19:50:19,752 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:39:30, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2105, decode.acc_seg: 92.3011, loss: 0.2105 2023-11-13 19:50:24,630 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:39:30, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.2337, decode.acc_seg: 91.3014, loss: 0.2337 2023-11-13 19:50:27,092 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:22, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2278, decode.acc_seg: 91.4237, loss: 0.2278 2023-11-13 19:50:31,930 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:21, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.2315, decode.acc_seg: 91.4335, loss: 0.2315 2023-11-13 19:50:34,373 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:13, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2227, decode.acc_seg: 91.8370, loss: 0.2227 2023-11-13 19:50:39,240 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:13, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.2349, decode.acc_seg: 91.4743, loss: 0.2349 2023-11-13 19:50:41,685 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:50:41,685 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:05, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.2275, decode.acc_seg: 91.4677, loss: 0.2275 2023-11-13 19:50:46,562 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:04, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2386, decode.acc_seg: 91.1357, loss: 0.2386 2023-11-13 19:50:48,961 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:38:56, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2318, decode.acc_seg: 91.4453, loss: 0.2318 2023-11-13 19:50:53,877 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:38:56, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2302, decode.acc_seg: 91.3749, loss: 0.2302 2023-11-13 19:50:58,809 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:38:56, time: 0.099, data_time: 0.051, memory: 528, decode.loss_ce: 0.2254, decode.acc_seg: 91.5083, loss: 0.2254 2023-11-13 19:51:01,275 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:38:48, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2312, decode.acc_seg: 91.4115, loss: 0.2312 2023-11-13 19:51:06,125 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:38:48, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2263, decode.acc_seg: 91.7847, loss: 0.2263 2023-11-13 19:51:08,622 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:38:40, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2321, decode.acc_seg: 91.5299, loss: 0.2321 2023-11-13 19:51:13,433 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:38:39, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.2262, decode.acc_seg: 91.5600, loss: 0.2262 2023-11-13 19:51:15,899 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:38:31, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2314, decode.acc_seg: 91.6162, loss: 0.2314 2023-11-13 19:51:20,674 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:38:30, time: 0.095, data_time: 0.050, memory: 528, decode.loss_ce: 0.2221, decode.acc_seg: 91.7353, loss: 0.2221 2023-11-13 19:51:23,084 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:22, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.2470, decode.acc_seg: 90.8927, loss: 0.2470 2023-11-13 19:51:27,974 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:22, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.2267, decode.acc_seg: 91.7751, loss: 0.2267 2023-11-13 19:51:32,882 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:22, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.2326, decode.acc_seg: 91.5535, loss: 0.2326 2023-11-13 19:51:35,315 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:14, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2199, decode.acc_seg: 91.9325, loss: 0.2199 2023-11-13 19:51:40,139 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:13, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2334, decode.acc_seg: 91.5579, loss: 0.2334 2023-11-13 19:51:42,631 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:05, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2246, decode.acc_seg: 91.6975, loss: 0.2246 2023-11-13 19:51:47,455 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:05, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.2143, decode.acc_seg: 92.1162, loss: 0.2143 2023-11-13 19:51:49,889 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:37:57, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2274, decode.acc_seg: 91.3707, loss: 0.2274 2023-11-13 19:51:54,685 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:37:56, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2285, decode.acc_seg: 91.5600, loss: 0.2285 2023-11-13 19:51:57,170 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:51:57,188 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:51:57,188 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:37:48, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2255, decode.acc_seg: 91.7957, loss: 0.2255 2023-11-13 19:53:21,255 - mmseg - INFO - per class results: 2023-11-13 19:53:21,257 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.19 | 95.83 | | aeroplane | 77.74 | 87.85 | | bicycle | 52.95 | 68.66 | | bird | 77.7 | 87.02 | | boat | 63.71 | 76.42 | | bottle | 63.58 | 72.13 | | bus | 71.39 | 85.87 | | car | 72.19 | 81.44 | | cat | 75.01 | 87.7 | | chair | 25.06 | 33.28 | | cow | 55.45 | 68.91 | | diningtable | 42.84 | 61.01 | | dog | 64.51 | 78.65 | | horse | 60.24 | 74.62 | | motorbike | 64.25 | 87.7 | | person | 82.76 | 90.89 | | pottedplant | 43.24 | 50.29 | | sheep | 63.95 | 77.56 | | sofa | 39.31 | 67.09 | | train | 65.4 | 74.02 | | tvmonitor | 55.99 | 74.96 | +-------------+-------+-------+ 2023-11-13 19:53:21,257 - mmseg - INFO - Summary: 2023-11-13 19:53:21,257 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 91.24 | 62.35 | 75.33 | +-------+-------+-------+ 2023-11-13 19:53:21,257 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:53:21,257 - mmseg - INFO - Iter(val) [182] aAcc: 0.9124, mIoU: 0.6235, mAcc: 0.7533, IoU.background: 0.9219, IoU.aeroplane: 0.7774, IoU.bicycle: 0.5295, IoU.bird: 0.7770, IoU.boat: 0.6371, IoU.bottle: 0.6358, IoU.bus: 0.7139, IoU.car: 0.7219, IoU.cat: 0.7501, IoU.chair: 0.2506, IoU.cow: 0.5545, IoU.diningtable: 0.4284, IoU.dog: 0.6451, IoU.horse: 0.6024, IoU.motorbike: 0.6425, IoU.person: 0.8276, IoU.pottedplant: 0.4324, IoU.sheep: 0.6395, IoU.sofa: 0.3931, IoU.train: 0.6540, IoU.tvmonitor: 0.5599, Acc.background: 0.9583, Acc.aeroplane: 0.8785, Acc.bicycle: 0.6866, Acc.bird: 0.8702, Acc.boat: 0.7642, Acc.bottle: 0.7213, Acc.bus: 0.8587, Acc.car: 0.8144, Acc.cat: 0.8770, Acc.chair: 0.3328, Acc.cow: 0.6891, Acc.diningtable: 0.6101, Acc.dog: 0.7865, Acc.horse: 0.7462, Acc.motorbike: 0.8770, Acc.person: 0.9089, Acc.pottedplant: 0.5029, Acc.sheep: 0.7756, Acc.sofa: 0.6709, Acc.train: 0.7402, Acc.tvmonitor: 0.7496 2023-11-13 19:53:26,103 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:41:58, time: 1.778, data_time: 1.732, memory: 571, decode.loss_ce: 0.2347, decode.acc_seg: 91.4209, loss: 0.2347 2023-11-13 19:53:28,541 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:41:49, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2217, decode.acc_seg: 91.9563, loss: 0.2217 2023-11-13 19:53:33,422 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:41:47, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2312, decode.acc_seg: 91.4941, loss: 0.2312 2023-11-13 19:53:38,258 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:41:44, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2142, decode.acc_seg: 91.9695, loss: 0.2142 2023-11-13 19:53:40,750 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:41:35, time: 0.050, data_time: 0.004, memory: 571, decode.loss_ce: 0.2420, decode.acc_seg: 91.0259, loss: 0.2420 2023-11-13 19:53:45,665 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:41:33, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2285, decode.acc_seg: 91.5488, loss: 0.2285 2023-11-13 19:53:48,126 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:41:24, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2188, decode.acc_seg: 91.8306, loss: 0.2188 2023-11-13 19:53:52,857 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:41:21, time: 0.095, data_time: 0.048, memory: 571, decode.loss_ce: 0.2254, decode.acc_seg: 91.7688, loss: 0.2254 2023-11-13 19:53:55,318 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:41:12, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2283, decode.acc_seg: 91.5235, loss: 0.2283 2023-11-13 19:54:00,189 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:41:10, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2205, decode.acc_seg: 91.9143, loss: 0.2205 2023-11-13 19:54:02,648 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:41:01, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2278, decode.acc_seg: 91.6362, loss: 0.2278 2023-11-13 19:54:07,540 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:40:59, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2112, decode.acc_seg: 92.0604, loss: 0.2112 2023-11-13 19:54:12,402 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:40:56, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2280, decode.acc_seg: 91.7036, loss: 0.2280 2023-11-13 19:54:14,846 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:40:47, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2173, decode.acc_seg: 91.7877, loss: 0.2173 2023-11-13 19:54:19,775 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:40:45, time: 0.099, data_time: 0.051, memory: 571, decode.loss_ce: 0.2181, decode.acc_seg: 91.7054, loss: 0.2181 2023-11-13 19:54:22,230 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:40:36, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2317, decode.acc_seg: 91.5044, loss: 0.2317 2023-11-13 19:54:27,086 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:40:34, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2433, decode.acc_seg: 91.0295, loss: 0.2433 2023-11-13 19:54:29,544 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:40:25, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2272, decode.acc_seg: 91.7184, loss: 0.2272 2023-11-13 19:54:34,434 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:40:23, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2311, decode.acc_seg: 91.4429, loss: 0.2311 2023-11-13 19:54:36,932 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:36,933 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:40:15, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2276, decode.acc_seg: 91.5862, loss: 0.2276 2023-11-13 19:54:41,800 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:40:12, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2217, decode.acc_seg: 91.9467, loss: 0.2217 2023-11-13 19:54:44,261 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:40:04, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2298, decode.acc_seg: 91.4272, loss: 0.2298 2023-11-13 19:54:49,179 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:40:01, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2348, decode.acc_seg: 91.5106, loss: 0.2348 2023-11-13 19:54:54,140 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:39:59, time: 0.099, data_time: 0.050, memory: 571, decode.loss_ce: 0.2073, decode.acc_seg: 92.2051, loss: 0.2073 2023-11-13 19:54:56,603 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:39:51, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2195, decode.acc_seg: 91.7995, loss: 0.2195 2023-11-13 19:55:01,494 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:39:48, time: 0.098, data_time: 0.046, memory: 571, decode.loss_ce: 0.2286, decode.acc_seg: 91.4457, loss: 0.2286 2023-11-13 19:55:03,954 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:39:40, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2251, decode.acc_seg: 91.6756, loss: 0.2251 2023-11-13 19:55:08,780 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:39:38, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2260, decode.acc_seg: 91.6258, loss: 0.2260 2023-11-13 19:55:11,261 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:39:29, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2230, decode.acc_seg: 91.7823, loss: 0.2230 2023-11-13 19:55:16,102 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:39:27, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2200, decode.acc_seg: 91.7212, loss: 0.2200 2023-11-13 19:55:18,556 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:39:18, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2477, decode.acc_seg: 91.2912, loss: 0.2477 2023-11-13 19:55:23,518 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:39:16, time: 0.099, data_time: 0.052, memory: 571, decode.loss_ce: 0.2170, decode.acc_seg: 91.9442, loss: 0.2170 2023-11-13 19:55:28,359 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:39:14, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2279, decode.acc_seg: 91.4505, loss: 0.2279 2023-11-13 19:55:30,809 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:39:06, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2292, decode.acc_seg: 91.4689, loss: 0.2292 2023-11-13 19:55:35,762 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:39:03, time: 0.099, data_time: 0.051, memory: 571, decode.loss_ce: 0.2233, decode.acc_seg: 91.5885, loss: 0.2233 2023-11-13 19:55:38,206 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:38:55, time: 0.049, data_time: 0.004, memory: 571, decode.loss_ce: 0.2407, decode.acc_seg: 91.1407, loss: 0.2407 2023-11-13 19:55:43,183 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:38:53, time: 0.100, data_time: 0.050, memory: 571, decode.loss_ce: 0.2294, decode.acc_seg: 91.6805, loss: 0.2294 2023-11-13 19:55:45,616 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:38:45, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2157, decode.acc_seg: 91.8628, loss: 0.2157 2023-11-13 19:55:50,486 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:38:42, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2149, decode.acc_seg: 92.1793, loss: 0.2149 2023-11-13 19:55:52,976 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:55:52,976 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:38:34, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2359, decode.acc_seg: 90.9998, loss: 0.2359 2023-11-13 19:55:57,746 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:38:32, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2378, decode.acc_seg: 91.4213, loss: 0.2378 2023-11-13 19:56:00,245 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:38:24, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2187, decode.acc_seg: 91.7866, loss: 0.2187 2023-11-13 19:56:05,113 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:38:21, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2041, decode.acc_seg: 92.3954, loss: 0.2041 2023-11-13 19:56:09,953 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:38:19, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2302, decode.acc_seg: 91.5875, loss: 0.2302 2023-11-13 19:56:12,372 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:38:11, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2151, decode.acc_seg: 92.0049, loss: 0.2151 2023-11-13 19:56:17,258 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:38:08, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2264, decode.acc_seg: 91.6157, loss: 0.2264 2023-11-13 19:56:19,765 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:38:01, time: 0.050, data_time: 0.004, memory: 571, decode.loss_ce: 0.2185, decode.acc_seg: 91.7371, loss: 0.2185 2023-11-13 19:56:24,590 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:37:58, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2181, decode.acc_seg: 91.9246, loss: 0.2181 2023-11-13 19:56:27,026 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:37:50, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2220, decode.acc_seg: 91.8530, loss: 0.2220 2023-11-13 19:56:31,866 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:37:48, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2270, decode.acc_seg: 91.4824, loss: 0.2270 2023-11-13 19:56:34,265 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:37:40, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2342, decode.acc_seg: 91.4530, loss: 0.2342 2023-11-13 19:56:39,110 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:37:37, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.2205, decode.acc_seg: 91.9532, loss: 0.2205 2023-11-13 19:56:43,932 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:37:35, time: 0.096, data_time: 0.051, memory: 571, decode.loss_ce: 0.2334, decode.acc_seg: 91.3131, loss: 0.2334 2023-11-13 19:56:46,399 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:37:27, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2116, decode.acc_seg: 92.3227, loss: 0.2116 2023-11-13 19:56:51,289 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:37:24, time: 0.098, data_time: 0.046, memory: 571, decode.loss_ce: 0.2482, decode.acc_seg: 90.8445, loss: 0.2482 2023-11-13 19:56:53,745 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:37:17, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2209, decode.acc_seg: 91.6939, loss: 0.2209 2023-11-13 19:56:58,595 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:37:14, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2149, decode.acc_seg: 91.8943, loss: 0.2149 2023-11-13 19:57:01,056 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:37:07, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.9113, loss: 0.2215 2023-11-13 19:57:05,937 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:37:04, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2212, decode.acc_seg: 91.7911, loss: 0.2212 2023-11-13 19:57:08,353 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:57:08,353 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:36:57, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2201, decode.acc_seg: 91.8097, loss: 0.2201 2023-11-13 19:57:13,204 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:36:54, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2240, decode.acc_seg: 91.6560, loss: 0.2240 2023-11-13 19:57:15,643 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:36:46, time: 0.049, data_time: 0.004, memory: 571, decode.loss_ce: 0.2257, decode.acc_seg: 91.8106, loss: 0.2257 2023-11-13 19:57:20,556 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:36:44, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2178, decode.acc_seg: 91.9678, loss: 0.2178 2023-11-13 19:57:25,439 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:36:41, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2564, decode.acc_seg: 90.8435, loss: 0.2564 2023-11-13 19:57:27,911 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:36:34, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2307, decode.acc_seg: 91.5496, loss: 0.2307 2023-11-13 19:57:32,782 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:36:31, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2139, decode.acc_seg: 92.1039, loss: 0.2139 2023-11-13 19:57:35,207 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:36:24, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2327, decode.acc_seg: 91.3616, loss: 0.2327 2023-11-13 19:57:40,023 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:36:21, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2399, decode.acc_seg: 91.1913, loss: 0.2399 2023-11-13 19:57:42,466 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:36:14, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2141, decode.acc_seg: 91.9500, loss: 0.2141 2023-11-13 19:57:47,277 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:36:11, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2192, decode.acc_seg: 91.9406, loss: 0.2192 2023-11-13 19:57:49,733 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:36:04, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.8119, loss: 0.2228 2023-11-13 19:57:54,616 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:36:01, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2276, decode.acc_seg: 91.3643, loss: 0.2276 2023-11-13 19:57:57,055 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2299, decode.acc_seg: 91.4605, loss: 0.2299 2023-11-13 19:58:01,907 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:35:52, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2168, decode.acc_seg: 91.9704, loss: 0.2168 2023-11-13 19:58:06,817 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:35:49, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2300, decode.acc_seg: 91.6551, loss: 0.2300 2023-11-13 19:58:09,266 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:35:42, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2349, decode.acc_seg: 91.3408, loss: 0.2349 2023-11-13 19:58:14,068 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:35:39, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2180, decode.acc_seg: 91.9345, loss: 0.2180 2023-11-13 19:58:16,570 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:35:32, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2128, decode.acc_seg: 91.9171, loss: 0.2128 2023-11-13 19:58:21,376 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:35:29, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2201, decode.acc_seg: 91.6717, loss: 0.2201 2023-11-13 19:58:23,847 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:58:23,848 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:35:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2357, decode.acc_seg: 91.6314, loss: 0.2357 2023-11-13 19:58:28,628 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:35:19, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2184, decode.acc_seg: 91.8321, loss: 0.2184 2023-11-13 19:58:31,076 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:35:12, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2235, decode.acc_seg: 91.6157, loss: 0.2235 2023-11-13 19:58:35,961 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:35:10, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2356, decode.acc_seg: 91.2879, loss: 0.2356 2023-11-13 19:58:40,873 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:35:07, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2208, decode.acc_seg: 91.7696, loss: 0.2208 2023-11-13 19:58:43,321 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:35:00, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2002, decode.acc_seg: 92.3758, loss: 0.2002 2023-11-13 19:58:48,106 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:57, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2195, decode.acc_seg: 91.9857, loss: 0.2195 2023-11-13 19:58:50,525 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:50, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2216, decode.acc_seg: 91.7082, loss: 0.2216 2023-11-13 19:58:55,337 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:47, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2138, decode.acc_seg: 91.9627, loss: 0.2138 2023-11-13 19:58:57,842 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:34:41, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2402, decode.acc_seg: 91.4244, loss: 0.2402 2023-11-13 19:59:02,744 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:34:38, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2318, decode.acc_seg: 91.5535, loss: 0.2318 2023-11-13 19:59:05,173 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:34:31, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2240, decode.acc_seg: 91.8202, loss: 0.2240 2023-11-13 19:59:10,007 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:34:28, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2191, decode.acc_seg: 91.9080, loss: 0.2191 2023-11-13 19:59:12,421 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:34:21, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.6670, loss: 0.2215 2023-11-13 19:59:17,314 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:34:19, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2258, decode.acc_seg: 91.5988, loss: 0.2258 2023-11-13 19:59:22,192 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:34:16, time: 0.098, data_time: 0.053, memory: 571, decode.loss_ce: 0.2328, decode.acc_seg: 91.5059, loss: 0.2328 2023-11-13 19:59:24,626 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:34:09, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2312, decode.acc_seg: 91.3415, loss: 0.2312 2023-11-13 19:59:29,547 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:34:06, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2199, decode.acc_seg: 91.8462, loss: 0.2199 2023-11-13 19:59:31,979 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:34:00, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2205, decode.acc_seg: 91.7435, loss: 0.2205 2023-11-13 19:59:36,862 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:57, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2332, decode.acc_seg: 91.2445, loss: 0.2332 2023-11-13 19:59:39,313 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:59:39,313 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:50, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2206, decode.acc_seg: 91.5948, loss: 0.2206 2023-11-13 19:59:44,167 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:47, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2185, decode.acc_seg: 91.8449, loss: 0.2185 2023-11-13 19:59:46,594 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:33:41, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2223, decode.acc_seg: 91.7641, loss: 0.2223 2023-11-13 19:59:51,462 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:33:38, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2256, decode.acc_seg: 91.7306, loss: 0.2256 2023-11-13 19:59:56,321 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:33:35, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2245, decode.acc_seg: 91.8709, loss: 0.2245 2023-11-13 19:59:58,823 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:33:29, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.8039, loss: 0.2215 2023-11-13 20:00:03,752 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:33:26, time: 0.099, data_time: 0.052, memory: 571, decode.loss_ce: 0.2211, decode.acc_seg: 91.7618, loss: 0.2211 2023-11-13 20:00:06,195 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:33:19, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2121, decode.acc_seg: 92.0598, loss: 0.2121 2023-11-13 20:00:11,092 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:33:17, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2179, decode.acc_seg: 91.8477, loss: 0.2179 2023-11-13 20:00:13,518 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:33:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2184, decode.acc_seg: 92.0461, loss: 0.2184 2023-11-13 20:00:18,375 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:33:07, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2116, decode.acc_seg: 92.1498, loss: 0.2116 2023-11-13 20:00:20,844 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:33:01, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2256, decode.acc_seg: 91.4938, loss: 0.2256 2023-11-13 20:00:25,643 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:58, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2150, decode.acc_seg: 91.8505, loss: 0.2150 2023-11-13 20:00:28,052 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:51, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2274, decode.acc_seg: 91.6704, loss: 0.2274 2023-11-13 20:00:32,978 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:48, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2233, decode.acc_seg: 91.7285, loss: 0.2233 2023-11-13 20:00:37,805 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:46, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2272, decode.acc_seg: 91.5400, loss: 0.2272 2023-11-13 20:00:40,281 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:39, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2203, decode.acc_seg: 91.9313, loss: 0.2203 2023-11-13 20:00:45,120 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:32:36, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2169, decode.acc_seg: 91.7662, loss: 0.2169 2023-11-13 20:00:47,533 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:32:30, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2153, decode.acc_seg: 91.9261, loss: 0.2153 2023-11-13 20:00:52,337 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:32:27, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2314, decode.acc_seg: 91.2659, loss: 0.2314 2023-11-13 20:00:54,789 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:54,789 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:32:20, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2222, decode.acc_seg: 91.7320, loss: 0.2222 2023-11-13 20:00:59,634 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:32:17, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.7095, loss: 0.2228 2023-11-13 20:01:02,133 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:32:11, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2120, decode.acc_seg: 92.1387, loss: 0.2120 2023-11-13 20:01:07,009 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:32:08, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2128, decode.acc_seg: 92.1549, loss: 0.2128 2023-11-13 20:01:11,861 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:32:05, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2309, decode.acc_seg: 91.5656, loss: 0.2309 2023-11-13 20:01:14,331 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:59, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2153, decode.acc_seg: 91.9641, loss: 0.2153 2023-11-13 20:01:19,179 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:56, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2173, decode.acc_seg: 91.9268, loss: 0.2173 2023-11-13 20:01:21,662 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:50, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2282, decode.acc_seg: 91.5143, loss: 0.2282 2023-11-13 20:01:26,506 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:47, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2226, decode.acc_seg: 91.6578, loss: 0.2226 2023-11-13 20:01:28,951 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:41, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2241, decode.acc_seg: 91.7758, loss: 0.2241 2023-11-13 20:01:33,766 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:38, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2220, decode.acc_seg: 91.7718, loss: 0.2220 2023-11-13 20:01:36,240 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:31:32, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2163, decode.acc_seg: 91.8486, loss: 0.2163 2023-11-13 20:01:41,062 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:31:29, time: 0.096, data_time: 0.051, memory: 571, decode.loss_ce: 0.2206, decode.acc_seg: 91.7879, loss: 0.2206 2023-11-13 20:01:43,492 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:31:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2359, decode.acc_seg: 91.4225, loss: 0.2359 2023-11-13 20:01:48,440 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:31:20, time: 0.099, data_time: 0.053, memory: 571, decode.loss_ce: 0.2263, decode.acc_seg: 91.7491, loss: 0.2263 2023-11-13 20:01:53,281 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:31:17, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2307, decode.acc_seg: 91.5224, loss: 0.2307 2023-11-13 20:01:55,719 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:31:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2151, decode.acc_seg: 92.0285, loss: 0.2151 2023-11-13 20:02:00,502 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:31:07, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2164, decode.acc_seg: 91.9296, loss: 0.2164 2023-11-13 20:02:02,940 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:31:01, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2166, decode.acc_seg: 91.9804, loss: 0.2166 2023-11-13 20:02:07,834 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:58, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2325, decode.acc_seg: 91.3947, loss: 0.2325 2023-11-13 20:02:10,396 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:02:10,396 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:52, time: 0.051, data_time: 0.003, memory: 571, decode.loss_ce: 0.2246, decode.acc_seg: 91.8550, loss: 0.2246 2023-11-13 20:02:15,239 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:49, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2360, decode.acc_seg: 91.1378, loss: 0.2360 2023-11-13 20:02:17,677 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:43, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2207, decode.acc_seg: 91.9072, loss: 0.2207 2023-11-13 20:02:22,552 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:40, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2125, decode.acc_seg: 91.9888, loss: 0.2125 2023-11-13 20:02:27,383 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:37, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2282, decode.acc_seg: 91.5210, loss: 0.2282 2023-11-13 20:02:29,849 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:31, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2181, decode.acc_seg: 92.1005, loss: 0.2181 2023-11-13 20:02:34,695 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:30:28, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2203, decode.acc_seg: 91.8902, loss: 0.2203 2023-11-13 20:02:37,126 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:30:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2161, decode.acc_seg: 91.8233, loss: 0.2161 2023-11-13 20:02:41,959 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:30:19, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2279, decode.acc_seg: 91.4191, loss: 0.2279 2023-11-13 20:02:44,397 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:30:13, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2199, decode.acc_seg: 91.8380, loss: 0.2199 2023-11-13 20:02:49,206 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:30:10, time: 0.096, data_time: 0.046, memory: 571, decode.loss_ce: 0.2253, decode.acc_seg: 91.7064, loss: 0.2253 2023-11-13 20:02:51,642 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:30:04, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2235, decode.acc_seg: 91.7392, loss: 0.2235 2023-11-13 20:02:56,506 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:30:01, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2269, decode.acc_seg: 91.4939, loss: 0.2269 2023-11-13 20:02:58,920 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:55, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2236, decode.acc_seg: 91.6587, loss: 0.2236 2023-11-13 20:03:03,810 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:52, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2183, decode.acc_seg: 91.8021, loss: 0.2183 2023-11-13 20:03:08,678 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:49, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2330, decode.acc_seg: 91.3907, loss: 0.2330 2023-11-13 20:03:11,123 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:43, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2159, decode.acc_seg: 91.7734, loss: 0.2159 2023-11-13 20:03:15,933 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:40, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2217, decode.acc_seg: 91.8123, loss: 0.2217 2023-11-13 20:03:18,376 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:34, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2100, decode.acc_seg: 92.0793, loss: 0.2100 2023-11-13 20:03:23,185 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:31, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2217, decode.acc_seg: 91.7071, loss: 0.2217 2023-11-13 20:03:25,617 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:25,617 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:29:25, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2260, decode.acc_seg: 91.7873, loss: 0.2260 2023-11-13 20:03:30,503 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:29:22, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2127, decode.acc_seg: 92.2431, loss: 0.2127 2023-11-13 20:03:32,969 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:29:16, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2368, decode.acc_seg: 91.3039, loss: 0.2368 2023-11-13 20:03:37,828 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:29:13, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2114, decode.acc_seg: 92.1049, loss: 0.2114 2023-11-13 20:03:40,220 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:29:07, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2239, decode.acc_seg: 91.9845, loss: 0.2239 2023-11-13 20:03:45,178 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:29:05, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2038, decode.acc_seg: 92.4015, loss: 0.2038 2023-11-13 20:03:50,016 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:29:02, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.7495, loss: 0.2228 2023-11-13 20:03:52,439 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:56, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2073, decode.acc_seg: 92.2578, loss: 0.2073 2023-11-13 20:03:57,244 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:53, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2244, decode.acc_seg: 91.8440, loss: 0.2244 2023-11-13 20:03:59,697 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:47, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2160, decode.acc_seg: 91.9491, loss: 0.2160 2023-11-13 20:04:04,549 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:44, time: 0.097, data_time: 0.053, memory: 571, decode.loss_ce: 0.2109, decode.acc_seg: 92.1732, loss: 0.2109 2023-11-13 20:04:06,987 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:38, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2200, decode.acc_seg: 91.9064, loss: 0.2200 2023-11-13 20:04:11,825 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:35, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2153, decode.acc_seg: 92.0042, loss: 0.2153 2023-11-13 20:04:14,240 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:29, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2149, decode.acc_seg: 92.0464, loss: 0.2149 2023-11-13 20:04:19,121 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:26, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2214, decode.acc_seg: 91.6817, loss: 0.2214 2023-11-13 20:04:24,071 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:23, time: 0.099, data_time: 0.049, memory: 571, decode.loss_ce: 0.2237, decode.acc_seg: 91.5972, loss: 0.2237 2023-11-13 20:04:26,541 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:28:17, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.6918, loss: 0.2215 2023-11-13 20:04:31,418 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:28:14, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2208, decode.acc_seg: 91.8837, loss: 0.2208 2023-11-13 20:04:33,841 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:28:09, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2290, decode.acc_seg: 91.6577, loss: 0.2290 2023-11-13 20:04:38,766 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:28:06, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2172, decode.acc_seg: 92.0190, loss: 0.2172 2023-11-13 20:04:41,238 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:41,239 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:28:00, time: 0.049, data_time: 0.004, memory: 571, decode.loss_ce: 0.2210, decode.acc_seg: 91.8423, loss: 0.2210 2023-11-13 20:04:46,084 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:57, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2250, decode.acc_seg: 91.6126, loss: 0.2250 2023-11-13 20:04:48,552 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:51, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2184, decode.acc_seg: 91.9178, loss: 0.2184 2023-11-13 20:04:53,382 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:48, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2249, decode.acc_seg: 91.7084, loss: 0.2249 2023-11-13 20:04:55,793 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:42, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2202, decode.acc_seg: 91.8967, loss: 0.2202 2023-11-13 20:05:00,718 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:39, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2402, decode.acc_seg: 91.2167, loss: 0.2402 2023-11-13 20:05:05,541 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:36, time: 0.096, data_time: 0.046, memory: 571, decode.loss_ce: 0.2172, decode.acc_seg: 91.7926, loss: 0.2172 2023-11-13 20:05:07,976 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:30, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2260, decode.acc_seg: 91.4088, loss: 0.2260 2023-11-13 20:05:12,830 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:27, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2100, decode.acc_seg: 92.3883, loss: 0.2100 2023-11-13 20:05:15,302 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2189, decode.acc_seg: 91.8138, loss: 0.2189 2023-11-13 20:05:20,134 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:27:19, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2289, decode.acc_seg: 91.7312, loss: 0.2289 2023-11-13 20:05:22,596 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:27:13, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2179, decode.acc_seg: 91.9271, loss: 0.2179 2023-11-13 20:05:27,433 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:27:10, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2205, decode.acc_seg: 91.8778, loss: 0.2205 2023-11-13 20:05:29,896 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:27:04, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2230, decode.acc_seg: 91.7234, loss: 0.2230 2023-11-13 20:05:34,743 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:27:01, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2245, decode.acc_seg: 91.5608, loss: 0.2245 2023-11-13 20:05:39,560 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:58, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2196, decode.acc_seg: 91.8767, loss: 0.2196 2023-11-13 20:05:42,039 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:53, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2263, decode.acc_seg: 91.5561, loss: 0.2263 2023-11-13 20:05:46,850 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:49, time: 0.096, data_time: 0.052, memory: 571, decode.loss_ce: 0.2242, decode.acc_seg: 91.7322, loss: 0.2242 2023-11-13 20:05:49,322 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:44, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2098, decode.acc_seg: 92.2374, loss: 0.2098 2023-11-13 20:05:54,237 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:41, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2251, decode.acc_seg: 91.6561, loss: 0.2251 2023-11-13 20:05:56,682 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:05:56,702 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:05:56,702 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:35, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2095, decode.acc_seg: 92.0195, loss: 0.2095 2023-11-13 20:06:05,830 - mmseg - INFO - per class results: 2023-11-13 20:06:05,831 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.4 | 96.17 | | aeroplane | 78.06 | 86.91 | | bicycle | 53.16 | 66.66 | | bird | 77.08 | 88.0 | | boat | 63.34 | 76.52 | | bottle | 62.0 | 70.55 | | bus | 71.92 | 83.15 | | car | 72.34 | 82.85 | | cat | 75.65 | 87.89 | | chair | 28.85 | 44.23 | | cow | 53.21 | 62.61 | | diningtable | 41.52 | 54.57 | | dog | 64.64 | 76.77 | | horse | 60.53 | 77.77 | | motorbike | 65.94 | 85.99 | | person | 82.87 | 91.65 | | pottedplant | 47.41 | 60.02 | | sheep | 63.78 | 78.9 | | sofa | 39.67 | 56.42 | | train | 64.56 | 79.87 | | tvmonitor | 56.66 | 77.38 | +-------------+-------+-------+ 2023-11-13 20:06:05,831 - mmseg - INFO - Summary: 2023-11-13 20:06:05,831 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 91.43 | 62.65 | 75.47 | +-------+-------+-------+ 2023-11-13 20:06:05,832 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:06:05,832 - mmseg - INFO - Iter(val) [182] aAcc: 0.9143, mIoU: 0.6265, mAcc: 0.7547, IoU.background: 0.9240, IoU.aeroplane: 0.7806, IoU.bicycle: 0.5316, IoU.bird: 0.7708, IoU.boat: 0.6334, IoU.bottle: 0.6200, IoU.bus: 0.7192, IoU.car: 0.7234, IoU.cat: 0.7565, IoU.chair: 0.2885, IoU.cow: 0.5321, IoU.diningtable: 0.4152, IoU.dog: 0.6464, IoU.horse: 0.6053, IoU.motorbike: 0.6594, IoU.person: 0.8287, IoU.pottedplant: 0.4741, IoU.sheep: 0.6378, IoU.sofa: 0.3967, IoU.train: 0.6456, IoU.tvmonitor: 0.5666, Acc.background: 0.9617, Acc.aeroplane: 0.8691, Acc.bicycle: 0.6666, Acc.bird: 0.8800, Acc.boat: 0.7652, Acc.bottle: 0.7055, Acc.bus: 0.8315, Acc.car: 0.8285, Acc.cat: 0.8789, Acc.chair: 0.4423, Acc.cow: 0.6261, Acc.diningtable: 0.5457, Acc.dog: 0.7677, Acc.horse: 0.7777, Acc.motorbike: 0.8599, Acc.person: 0.9165, Acc.pottedplant: 0.6002, Acc.sheep: 0.7890, Acc.sofa: 0.5642, Acc.train: 0.7987, Acc.tvmonitor: 0.7738 2023-11-13 20:06:10,731 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:41, time: 0.280, data_time: 0.230, memory: 571, decode.loss_ce: 0.2176, decode.acc_seg: 91.9330, loss: 0.2176 2023-11-13 20:06:13,196 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:36, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2272, decode.acc_seg: 91.7033, loss: 0.2272 2023-11-13 20:06:18,054 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:33, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2306, decode.acc_seg: 91.6263, loss: 0.2306 2023-11-13 20:06:20,473 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:27, time: 0.048, data_time: 0.004, memory: 571, decode.loss_ce: 0.2111, decode.acc_seg: 92.0892, loss: 0.2111 2023-11-13 20:06:25,324 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:24, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2248, decode.acc_seg: 91.6807, loss: 0.2248 2023-11-13 20:06:30,164 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:21, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2105, decode.acc_seg: 91.9642, loss: 0.2105 2023-11-13 20:06:32,652 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:26:15, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2370, decode.acc_seg: 91.2355, loss: 0.2370 2023-11-13 20:06:37,545 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:26:12, time: 0.098, data_time: 0.053, memory: 571, decode.loss_ce: 0.2146, decode.acc_seg: 92.0513, loss: 0.2146 2023-11-13 20:06:40,029 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:26:06, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2257, decode.acc_seg: 91.5944, loss: 0.2257 2023-11-13 20:06:44,886 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:26:03, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.2326, decode.acc_seg: 91.3464, loss: 0.2326 2023-11-13 20:06:47,331 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:58, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2239, decode.acc_seg: 91.7485, loss: 0.2239 2023-11-13 20:06:52,160 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:55, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2074, decode.acc_seg: 92.2709, loss: 0.2074 2023-11-13 20:06:54,609 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:49, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2307, decode.acc_seg: 91.6796, loss: 0.2307 2023-11-13 20:06:59,524 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:46, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2118, decode.acc_seg: 92.1331, loss: 0.2118 2023-11-13 20:07:04,366 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:43, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2265, decode.acc_seg: 91.6516, loss: 0.2265 2023-11-13 20:07:06,852 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:37, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2304, decode.acc_seg: 91.4018, loss: 0.2304 2023-11-13 20:07:11,713 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:34, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.2099, decode.acc_seg: 92.1432, loss: 0.2099 2023-11-13 20:07:14,129 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:29, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2066, decode.acc_seg: 92.3700, loss: 0.2066 2023-11-13 20:07:19,072 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:25, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.8002, loss: 0.2228 2023-11-13 20:07:21,500 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:21,500 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:20, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2150, decode.acc_seg: 92.2204, loss: 0.2150 2023-11-13 20:07:26,346 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:17, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2298, decode.acc_seg: 91.4186, loss: 0.2298 2023-11-13 20:07:28,782 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:25:11, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2230, decode.acc_seg: 91.7927, loss: 0.2230 2023-11-13 20:07:33,594 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:25:08, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2220, decode.acc_seg: 91.9895, loss: 0.2220 2023-11-13 20:07:36,064 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:25:03, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2355, decode.acc_seg: 91.2502, loss: 0.2355 2023-11-13 20:07:40,974 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:25:00, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2261, decode.acc_seg: 91.5142, loss: 0.2261 2023-11-13 20:07:45,774 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:56, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2152, decode.acc_seg: 91.9690, loss: 0.2152 2023-11-13 20:07:48,205 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:51, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2144, decode.acc_seg: 91.9016, loss: 0.2144 2023-11-13 20:07:53,042 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:48, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2233, decode.acc_seg: 91.9541, loss: 0.2233 2023-11-13 20:07:55,487 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:42, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2047, decode.acc_seg: 92.3012, loss: 0.2047 2023-11-13 20:08:00,385 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:39, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2144, decode.acc_seg: 92.0075, loss: 0.2144 2023-11-13 20:08:02,822 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:34, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2169, decode.acc_seg: 91.9365, loss: 0.2169 2023-11-13 20:08:07,691 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:30, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2123, decode.acc_seg: 92.3140, loss: 0.2123 2023-11-13 20:08:10,131 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:25, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2195, decode.acc_seg: 91.8959, loss: 0.2195 2023-11-13 20:08:14,901 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:22, time: 0.095, data_time: 0.047, memory: 571, decode.loss_ce: 0.2009, decode.acc_seg: 92.4356, loss: 0.2009 2023-11-13 20:08:19,609 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:18, time: 0.094, data_time: 0.049, memory: 571, decode.loss_ce: 0.2353, decode.acc_seg: 91.3372, loss: 0.2353 2023-11-13 20:08:22,283 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:13, time: 0.053, data_time: 0.003, memory: 571, decode.loss_ce: 0.2105, decode.acc_seg: 92.1231, loss: 0.2105 2023-11-13 20:08:27,181 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:24:10, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2265, decode.acc_seg: 91.7144, loss: 0.2265 2023-11-13 20:08:29,621 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:24:05, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2147, decode.acc_seg: 91.8442, loss: 0.2147 2023-11-13 20:08:34,509 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:24:02, time: 0.098, data_time: 0.053, memory: 571, decode.loss_ce: 0.2193, decode.acc_seg: 91.8990, loss: 0.2193 2023-11-13 20:08:36,964 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:08:36,965 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:56, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2296, decode.acc_seg: 91.3049, loss: 0.2296 2023-11-13 20:08:41,921 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:53, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2231, decode.acc_seg: 91.6620, loss: 0.2231 2023-11-13 20:08:44,364 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:48, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2245, decode.acc_seg: 91.6572, loss: 0.2245 2023-11-13 20:08:49,209 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:45, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2160, decode.acc_seg: 92.0190, loss: 0.2160 2023-11-13 20:08:51,643 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:39, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2159, decode.acc_seg: 91.9308, loss: 0.2159 2023-11-13 20:08:56,505 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:36, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2140, decode.acc_seg: 92.0337, loss: 0.2140 2023-11-13 20:09:01,274 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:33, time: 0.095, data_time: 0.048, memory: 571, decode.loss_ce: 0.2224, decode.acc_seg: 91.8177, loss: 0.2224 2023-11-13 20:09:03,729 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:27, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2204, decode.acc_seg: 91.8355, loss: 0.2204 2023-11-13 20:09:08,553 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:24, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2207, decode.acc_seg: 92.0048, loss: 0.2207 2023-11-13 20:09:11,021 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:19, time: 0.049, data_time: 0.004, memory: 571, decode.loss_ce: 0.2144, decode.acc_seg: 92.0143, loss: 0.2144 2023-11-13 20:09:15,924 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:16, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2240, decode.acc_seg: 91.6429, loss: 0.2240 2023-11-13 20:09:18,370 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:23:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2210, decode.acc_seg: 91.8281, loss: 0.2210 2023-11-13 20:09:23,183 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:23:07, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2077, decode.acc_seg: 92.1748, loss: 0.2077 2023-11-13 20:09:25,633 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:23:02, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2204, decode.acc_seg: 91.8833, loss: 0.2204 2023-11-13 20:09:30,515 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:59, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2053, decode.acc_seg: 92.2884, loss: 0.2053 2023-11-13 20:09:32,916 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:53, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2227, decode.acc_seg: 91.6337, loss: 0.2227 2023-11-13 20:09:37,770 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:50, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2165, decode.acc_seg: 92.0630, loss: 0.2165 2023-11-13 20:09:42,631 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:47, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2188, decode.acc_seg: 91.8921, loss: 0.2188 2023-11-13 20:09:45,061 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:42, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2223, decode.acc_seg: 91.6090, loss: 0.2223 2023-11-13 20:09:49,857 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:38, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2122, decode.acc_seg: 92.3032, loss: 0.2122 2023-11-13 20:09:52,314 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:09:52,314 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:33, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2170, decode.acc_seg: 92.0189, loss: 0.2170 2023-11-13 20:09:57,300 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:30, time: 0.100, data_time: 0.048, memory: 571, decode.loss_ce: 0.2141, decode.acc_seg: 92.0798, loss: 0.2141 2023-11-13 20:09:59,765 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:25, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2136, decode.acc_seg: 92.0596, loss: 0.2136 2023-11-13 20:10:04,631 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:21, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2253, decode.acc_seg: 91.7183, loss: 0.2253 2023-11-13 20:10:07,048 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:16, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2229, decode.acc_seg: 91.7518, loss: 0.2229 2023-11-13 20:10:11,899 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:13, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2328, decode.acc_seg: 91.3738, loss: 0.2328 2023-11-13 20:10:16,775 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:22:10, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2118, decode.acc_seg: 92.2737, loss: 0.2118 2023-11-13 20:10:19,210 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:22:05, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2231, decode.acc_seg: 91.7701, loss: 0.2231 2023-11-13 20:10:24,075 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:22:01, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.1913, decode.acc_seg: 92.7744, loss: 0.1913 2023-11-13 20:10:26,552 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:56, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2285, decode.acc_seg: 91.5307, loss: 0.2285 2023-11-13 20:10:31,371 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:53, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2139, decode.acc_seg: 92.0846, loss: 0.2139 2023-11-13 20:10:33,790 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:48, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2185, decode.acc_seg: 91.8566, loss: 0.2185 2023-11-13 20:10:38,615 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:44, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2184, decode.acc_seg: 92.0501, loss: 0.2184 2023-11-13 20:10:41,020 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:39, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2336, decode.acc_seg: 91.3391, loss: 0.2336 2023-11-13 20:10:45,910 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:36, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2076, decode.acc_seg: 92.3121, loss: 0.2076 2023-11-13 20:10:48,325 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:31, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2183, decode.acc_seg: 91.9680, loss: 0.2183 2023-11-13 20:10:53,215 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:28, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2354, decode.acc_seg: 91.2344, loss: 0.2354 2023-11-13 20:10:58,074 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:24, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2127, decode.acc_seg: 92.1862, loss: 0.2127 2023-11-13 20:11:00,472 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:19, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2141, decode.acc_seg: 91.9289, loss: 0.2141 2023-11-13 20:11:05,303 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:16, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2195, decode.acc_seg: 91.8116, loss: 0.2195 2023-11-13 20:11:07,773 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:11:07,774 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:11, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2082, decode.acc_seg: 92.4442, loss: 0.2082 2023-11-13 20:11:12,619 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:21:07, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2258, decode.acc_seg: 91.8044, loss: 0.2258 2023-11-13 20:11:15,047 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:21:02, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2234, decode.acc_seg: 91.6954, loss: 0.2234 2023-11-13 20:11:19,912 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:59, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2125, decode.acc_seg: 92.3421, loss: 0.2125 2023-11-13 20:11:22,380 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2313, decode.acc_seg: 91.2485, loss: 0.2313 2023-11-13 20:11:27,323 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:51, time: 0.099, data_time: 0.051, memory: 571, decode.loss_ce: 0.2191, decode.acc_seg: 91.8955, loss: 0.2191 2023-11-13 20:11:32,195 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:47, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2242, decode.acc_seg: 91.6389, loss: 0.2242 2023-11-13 20:11:34,696 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:42, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2158, decode.acc_seg: 92.1825, loss: 0.2158 2023-11-13 20:11:39,533 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:39, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2337, decode.acc_seg: 91.3744, loss: 0.2337 2023-11-13 20:11:42,017 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:34, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2142, decode.acc_seg: 91.9121, loss: 0.2142 2023-11-13 20:11:46,830 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:31, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2229, decode.acc_seg: 91.6886, loss: 0.2229 2023-11-13 20:11:49,264 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:26, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2115, decode.acc_seg: 92.2635, loss: 0.2115 2023-11-13 20:11:54,194 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:22, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2276, decode.acc_seg: 91.5955, loss: 0.2276 2023-11-13 20:11:56,667 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:17, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.5889, loss: 0.2215 2023-11-13 20:12:01,542 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:14, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2156, decode.acc_seg: 92.0459, loss: 0.2156 2023-11-13 20:12:03,981 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:09, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2132, decode.acc_seg: 92.0822, loss: 0.2132 2023-11-13 20:12:08,801 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:20:06, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2071, decode.acc_seg: 92.2244, loss: 0.2071 2023-11-13 20:12:13,654 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:20:02, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2165, decode.acc_seg: 91.9783, loss: 0.2165 2023-11-13 20:12:16,109 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:57, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2224, decode.acc_seg: 91.7649, loss: 0.2224 2023-11-13 20:12:20,954 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:54, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2341, decode.acc_seg: 91.4421, loss: 0.2341 2023-11-13 20:12:23,439 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:12:23,440 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:49, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2243, decode.acc_seg: 91.4986, loss: 0.2243 2023-11-13 20:12:28,267 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:46, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2069, decode.acc_seg: 92.3796, loss: 0.2069 2023-11-13 20:12:30,755 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:41, time: 0.050, data_time: 0.004, memory: 571, decode.loss_ce: 0.2136, decode.acc_seg: 92.0368, loss: 0.2136 2023-11-13 20:12:35,565 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:37, time: 0.096, data_time: 0.052, memory: 571, decode.loss_ce: 0.2070, decode.acc_seg: 92.2315, loss: 0.2070 2023-11-13 20:12:37,988 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:32, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2208, decode.acc_seg: 91.6723, loss: 0.2208 2023-11-13 20:12:42,812 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:29, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2287, decode.acc_seg: 91.6029, loss: 0.2287 2023-11-13 20:12:47,683 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:25, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2203, decode.acc_seg: 92.0119, loss: 0.2203 2023-11-13 20:12:50,132 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:21, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2068, decode.acc_seg: 92.2478, loss: 0.2068 2023-11-13 20:12:54,972 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:17, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2080, decode.acc_seg: 92.2990, loss: 0.2080 2023-11-13 20:12:57,414 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:12, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2265, decode.acc_seg: 91.4812, loss: 0.2265 2023-11-13 20:13:02,251 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:09, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2038, decode.acc_seg: 92.3547, loss: 0.2038 2023-11-13 20:13:04,704 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:19:04, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2138, decode.acc_seg: 92.0219, loss: 0.2138 2023-11-13 20:13:09,645 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:19:01, time: 0.099, data_time: 0.047, memory: 571, decode.loss_ce: 0.2424, decode.acc_seg: 91.1792, loss: 0.2424 2023-11-13 20:13:12,097 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:56, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2151, decode.acc_seg: 91.9528, loss: 0.2151 2023-11-13 20:13:16,990 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:52, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2041, decode.acc_seg: 92.4006, loss: 0.2041 2023-11-13 20:13:19,425 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:48, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2134, decode.acc_seg: 92.0022, loss: 0.2134 2023-11-13 20:13:24,273 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:44, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2128, decode.acc_seg: 91.9675, loss: 0.2128 2023-11-13 20:13:29,098 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:41, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2242, decode.acc_seg: 91.8509, loss: 0.2242 2023-11-13 20:13:31,543 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:36, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2229, decode.acc_seg: 91.7752, loss: 0.2229 2023-11-13 20:13:36,364 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:32, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2122, decode.acc_seg: 92.2175, loss: 0.2122 2023-11-13 20:13:38,773 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:38,773 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:28, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2217, decode.acc_seg: 91.8621, loss: 0.2217 2023-11-13 20:13:43,685 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:24, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2023, decode.acc_seg: 92.4234, loss: 0.2023 2023-11-13 20:13:46,129 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:19, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2221, decode.acc_seg: 91.8443, loss: 0.2221 2023-11-13 20:13:50,954 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:16, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2182, decode.acc_seg: 91.9092, loss: 0.2182 2023-11-13 20:13:53,403 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:11, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2241, decode.acc_seg: 91.8560, loss: 0.2241 2023-11-13 20:13:58,216 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:08, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2214, decode.acc_seg: 91.7431, loss: 0.2214 2023-11-13 20:14:03,069 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:18:04, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2112, decode.acc_seg: 91.9817, loss: 0.2112 2023-11-13 20:14:05,516 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:59, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2070, decode.acc_seg: 92.4614, loss: 0.2070 2023-11-13 20:14:10,422 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:56, time: 0.098, data_time: 0.051, memory: 571, decode.loss_ce: 0.2179, decode.acc_seg: 91.8798, loss: 0.2179 2023-11-13 20:14:12,844 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:51, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2214, decode.acc_seg: 91.9293, loss: 0.2214 2023-11-13 20:14:17,683 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:48, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2025, decode.acc_seg: 92.4895, loss: 0.2025 2023-11-13 20:14:20,156 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:43, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2081, decode.acc_seg: 92.1207, loss: 0.2081 2023-11-13 20:14:25,026 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:39, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.8309, loss: 0.2215 2023-11-13 20:14:27,470 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:35, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2240, decode.acc_seg: 91.9642, loss: 0.2240 2023-11-13 20:14:32,376 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:31, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2188, decode.acc_seg: 91.6360, loss: 0.2188 2023-11-13 20:14:34,783 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:27, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2165, decode.acc_seg: 91.8704, loss: 0.2165 2023-11-13 20:14:39,607 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:23, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2032, decode.acc_seg: 92.4381, loss: 0.2032 2023-11-13 20:14:44,458 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:20, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2190, decode.acc_seg: 92.0636, loss: 0.2190 2023-11-13 20:14:46,899 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:15, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2038, decode.acc_seg: 92.5121, loss: 0.2038 2023-11-13 20:14:51,747 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:11, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2184, decode.acc_seg: 91.8471, loss: 0.2184 2023-11-13 20:14:54,223 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:14:54,224 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:07, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2198, decode.acc_seg: 91.7094, loss: 0.2198 2023-11-13 20:14:59,034 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:17:03, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2227, decode.acc_seg: 91.5839, loss: 0.2227 2023-11-13 20:15:01,482 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:58, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2137, decode.acc_seg: 91.9912, loss: 0.2137 2023-11-13 20:15:06,291 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:55, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2158, decode.acc_seg: 91.9936, loss: 0.2158 2023-11-13 20:15:08,719 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:50, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2140, decode.acc_seg: 92.0787, loss: 0.2140 2023-11-13 20:15:13,554 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:47, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2278, decode.acc_seg: 91.6701, loss: 0.2278 2023-11-13 20:15:15,928 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:42, time: 0.047, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.7699, loss: 0.2215 2023-11-13 20:15:20,805 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:38, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2046, decode.acc_seg: 92.3255, loss: 0.2046 2023-11-13 20:15:25,695 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:35, time: 0.098, data_time: 0.051, memory: 571, decode.loss_ce: 0.2123, decode.acc_seg: 91.9054, loss: 0.2123 2023-11-13 20:15:28,210 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:30, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2091, decode.acc_seg: 92.2489, loss: 0.2091 2023-11-13 20:15:32,957 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:27, time: 0.095, data_time: 0.047, memory: 571, decode.loss_ce: 0.2421, decode.acc_seg: 91.1369, loss: 0.2421 2023-11-13 20:15:35,372 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:22, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2139, decode.acc_seg: 91.9688, loss: 0.2139 2023-11-13 20:15:40,204 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:19, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2113, decode.acc_seg: 92.2607, loss: 0.2113 2023-11-13 20:15:42,682 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:14, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2122, decode.acc_seg: 92.0486, loss: 0.2122 2023-11-13 20:15:47,559 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:10, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2273, decode.acc_seg: 91.8354, loss: 0.2273 2023-11-13 20:15:49,989 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:06, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2180, decode.acc_seg: 91.8786, loss: 0.2180 2023-11-13 20:15:54,819 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:16:02, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2260, decode.acc_seg: 91.4978, loss: 0.2260 2023-11-13 20:15:59,650 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:59, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2004, decode.acc_seg: 92.4508, loss: 0.2004 2023-11-13 20:16:02,096 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2190, decode.acc_seg: 91.6817, loss: 0.2190 2023-11-13 20:16:06,938 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:51, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.1973, decode.acc_seg: 92.6850, loss: 0.1973 2023-11-13 20:16:09,414 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:16:09,415 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:46, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2209, decode.acc_seg: 91.9973, loss: 0.2209 2023-11-13 20:16:14,258 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:42, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2278, decode.acc_seg: 91.6346, loss: 0.2278 2023-11-13 20:16:16,722 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:38, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2222, decode.acc_seg: 91.7103, loss: 0.2222 2023-11-13 20:16:21,601 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:34, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2064, decode.acc_seg: 92.2621, loss: 0.2064 2023-11-13 20:16:24,067 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:30, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2253, decode.acc_seg: 91.6268, loss: 0.2253 2023-11-13 20:16:28,897 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:26, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2108, decode.acc_seg: 92.2266, loss: 0.2108 2023-11-13 20:16:31,352 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2200, decode.acc_seg: 92.0061, loss: 0.2200 2023-11-13 20:16:36,253 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:18, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2087, decode.acc_seg: 92.0132, loss: 0.2087 2023-11-13 20:16:41,193 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:15, time: 0.099, data_time: 0.054, memory: 571, decode.loss_ce: 0.2024, decode.acc_seg: 92.4172, loss: 0.2024 2023-11-13 20:16:43,662 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2120, decode.acc_seg: 92.2430, loss: 0.2120 2023-11-13 20:16:48,694 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:06, time: 0.101, data_time: 0.048, memory: 571, decode.loss_ce: 0.2191, decode.acc_seg: 91.9424, loss: 0.2191 2023-11-13 20:16:51,121 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:15:02, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2176, decode.acc_seg: 91.9843, loss: 0.2176 2023-11-13 20:16:55,905 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:58, time: 0.096, data_time: 0.045, memory: 571, decode.loss_ce: 0.2178, decode.acc_seg: 91.8448, loss: 0.2178 2023-11-13 20:16:58,333 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2118, decode.acc_seg: 92.2088, loss: 0.2118 2023-11-13 20:17:03,123 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:50, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2143, decode.acc_seg: 91.8825, loss: 0.2143 2023-11-13 20:17:05,547 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:46, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2223, decode.acc_seg: 91.8105, loss: 0.2223 2023-11-13 20:17:10,483 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:42, time: 0.099, data_time: 0.047, memory: 571, decode.loss_ce: 0.2148, decode.acc_seg: 92.0902, loss: 0.2148 2023-11-13 20:17:15,370 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:39, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.8301, loss: 0.2228 2023-11-13 20:17:17,772 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:34, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2095, decode.acc_seg: 92.2893, loss: 0.2095 2023-11-13 20:17:22,617 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:30, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2093, decode.acc_seg: 92.2883, loss: 0.2093 2023-11-13 20:17:25,046 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:25,046 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:26, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2082, decode.acc_seg: 92.3133, loss: 0.2082 2023-11-13 20:17:29,875 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:22, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2252, decode.acc_seg: 91.8670, loss: 0.2252 2023-11-13 20:17:32,326 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:18, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2111, decode.acc_seg: 92.0794, loss: 0.2111 2023-11-13 20:17:37,157 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:14, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2155, decode.acc_seg: 92.0057, loss: 0.2155 2023-11-13 20:17:39,632 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2044, decode.acc_seg: 92.4649, loss: 0.2044 2023-11-13 20:17:44,469 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:06, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2087, decode.acc_seg: 92.0878, loss: 0.2087 2023-11-13 20:17:46,863 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:14:02, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2167, decode.acc_seg: 91.9429, loss: 0.2167 2023-11-13 20:17:51,767 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:58, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2156, decode.acc_seg: 92.0579, loss: 0.2156 2023-11-13 20:17:56,615 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:54, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2216, decode.acc_seg: 91.8845, loss: 0.2216 2023-11-13 20:17:59,058 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:50, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2074, decode.acc_seg: 92.4522, loss: 0.2074 2023-11-13 20:18:03,984 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:46, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2138, decode.acc_seg: 92.0539, loss: 0.2138 2023-11-13 20:18:06,447 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:42, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2235, decode.acc_seg: 91.8050, loss: 0.2235 2023-11-13 20:18:11,306 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:38, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2284, decode.acc_seg: 91.4087, loss: 0.2284 2023-11-13 20:18:13,749 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:34, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2275, decode.acc_seg: 91.8094, loss: 0.2275 2023-11-13 20:18:18,542 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:30, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2294, decode.acc_seg: 91.4696, loss: 0.2294 2023-11-13 20:18:20,986 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:26, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2202, decode.acc_seg: 91.8195, loss: 0.2202 2023-11-13 20:18:25,852 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:22, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.2167, decode.acc_seg: 91.9792, loss: 0.2167 2023-11-13 20:18:30,673 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:18, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2257, decode.acc_seg: 91.7304, loss: 0.2257 2023-11-13 20:18:33,107 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:14, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2104, decode.acc_seg: 92.1506, loss: 0.2104 2023-11-13 20:18:37,984 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:10, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2221, decode.acc_seg: 91.7532, loss: 0.2221 2023-11-13 20:18:40,416 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:18:40,477 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:40,477 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:06, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.1940, decode.acc_seg: 92.7955, loss: 0.1940 2023-11-13 20:18:49,445 - mmseg - INFO - per class results: 2023-11-13 20:18:49,446 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.41 | 96.05 | | aeroplane | 77.61 | 88.79 | | bicycle | 53.79 | 67.45 | | bird | 76.89 | 88.25 | | boat | 64.18 | 74.91 | | bottle | 62.47 | 71.69 | | bus | 71.92 | 84.3 | | car | 72.48 | 81.75 | | cat | 75.31 | 88.71 | | chair | 27.62 | 39.31 | | cow | 54.99 | 68.0 | | diningtable | 42.6 | 62.18 | | dog | 64.89 | 76.01 | | horse | 60.26 | 74.51 | | motorbike | 65.4 | 87.66 | | person | 82.99 | 91.19 | | pottedplant | 46.47 | 57.94 | | sheep | 63.73 | 79.68 | | sofa | 40.78 | 59.05 | | train | 65.75 | 78.7 | | tvmonitor | 57.13 | 77.25 | +-------------+-------+-------+ 2023-11-13 20:18:49,446 - mmseg - INFO - Summary: 2023-11-13 20:18:49,447 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 91.46 | 62.84 | 75.88 | +-------+-------+-------+ 2023-11-13 20:18:49,447 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:49,447 - mmseg - INFO - Iter(val) [182] aAcc: 0.9146, mIoU: 0.6284, mAcc: 0.7588, IoU.background: 0.9241, IoU.aeroplane: 0.7761, IoU.bicycle: 0.5379, IoU.bird: 0.7689, IoU.boat: 0.6418, IoU.bottle: 0.6247, IoU.bus: 0.7192, IoU.car: 0.7248, IoU.cat: 0.7531, IoU.chair: 0.2762, IoU.cow: 0.5499, IoU.diningtable: 0.4260, IoU.dog: 0.6489, IoU.horse: 0.6026, IoU.motorbike: 0.6540, IoU.person: 0.8299, IoU.pottedplant: 0.4647, IoU.sheep: 0.6373, IoU.sofa: 0.4078, IoU.train: 0.6575, IoU.tvmonitor: 0.5713, Acc.background: 0.9605, Acc.aeroplane: 0.8879, Acc.bicycle: 0.6745, Acc.bird: 0.8825, Acc.boat: 0.7491, Acc.bottle: 0.7169, Acc.bus: 0.8430, Acc.car: 0.8175, Acc.cat: 0.8871, Acc.chair: 0.3931, Acc.cow: 0.6800, Acc.diningtable: 0.6218, Acc.dog: 0.7601, Acc.horse: 0.7451, Acc.motorbike: 0.8766, Acc.person: 0.9119, Acc.pottedplant: 0.5794, Acc.sheep: 0.7968, Acc.sofa: 0.5905, Acc.train: 0.7870, Acc.tvmonitor: 0.7725 2023-11-13 20:18:54,334 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:05, time: 0.277, data_time: 0.227, memory: 571, decode.loss_ce: 0.2180, decode.acc_seg: 91.8921, loss: 0.2180 2023-11-13 20:18:56,798 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:13:01, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2059, decode.acc_seg: 92.3140, loss: 0.2059 2023-11-13 20:19:01,753 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:57, time: 0.099, data_time: 0.055, memory: 571, decode.loss_ce: 0.2210, decode.acc_seg: 91.7728, loss: 0.2210 2023-11-13 20:19:04,180 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:53, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2082, decode.acc_seg: 92.2486, loss: 0.2082 2023-11-13 20:19:09,006 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:49, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2055, decode.acc_seg: 92.3723, loss: 0.2055 2023-11-13 20:19:11,428 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:45, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2102, decode.acc_seg: 92.2608, loss: 0.2102 2023-11-13 20:19:16,265 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:41, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2053, decode.acc_seg: 92.3704, loss: 0.2053 2023-11-13 20:19:21,139 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:37, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2204, decode.acc_seg: 91.7719, loss: 0.2204 2023-11-13 20:19:23,626 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:33, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2244, decode.acc_seg: 91.6553, loss: 0.2244 2023-11-13 20:19:28,473 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:29, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2046, decode.acc_seg: 92.3839, loss: 0.2046 2023-11-13 20:19:31,013 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:25, time: 0.051, data_time: 0.003, memory: 571, decode.loss_ce: 0.2073, decode.acc_seg: 92.4500, loss: 0.2073 2023-11-13 20:19:35,871 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:21, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2302, decode.acc_seg: 91.4550, loss: 0.2302 2023-11-13 20:19:38,293 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:17, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2153, decode.acc_seg: 92.0801, loss: 0.2153 2023-11-13 20:19:43,158 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:13, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.1995, decode.acc_seg: 92.5008, loss: 0.1995 2023-11-13 20:19:45,628 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:09, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2096, decode.acc_seg: 92.1965, loss: 0.2096 2023-11-13 20:19:50,516 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:05, time: 0.098, data_time: 0.052, memory: 571, decode.loss_ce: 0.2176, decode.acc_seg: 91.9512, loss: 0.2176 2023-11-13 20:19:55,272 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:12:02, time: 0.095, data_time: 0.049, memory: 571, decode.loss_ce: 0.2235, decode.acc_seg: 91.7879, loss: 0.2235 2023-11-13 20:19:57,919 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:57, time: 0.053, data_time: 0.003, memory: 571, decode.loss_ce: 0.2202, decode.acc_seg: 91.6185, loss: 0.2202 2023-11-13 20:20:02,809 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:54, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2041, decode.acc_seg: 92.5174, loss: 0.2041 2023-11-13 20:20:05,245 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:05,246 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:49, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2138, decode.acc_seg: 92.1964, loss: 0.2138 2023-11-13 20:20:10,032 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:45, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2218, decode.acc_seg: 91.6830, loss: 0.2218 2023-11-13 20:20:12,529 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:41, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2294, decode.acc_seg: 91.7421, loss: 0.2294 2023-11-13 20:20:17,481 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:37, time: 0.099, data_time: 0.053, memory: 571, decode.loss_ce: 0.2139, decode.acc_seg: 92.3173, loss: 0.2139 2023-11-13 20:20:19,885 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:33, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2170, decode.acc_seg: 91.8722, loss: 0.2170 2023-11-13 20:20:24,734 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:29, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2273, decode.acc_seg: 91.6436, loss: 0.2273 2023-11-13 20:20:27,135 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:25, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2163, decode.acc_seg: 91.9522, loss: 0.2163 2023-11-13 20:20:31,985 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:21, time: 0.097, data_time: 0.052, memory: 571, decode.loss_ce: 0.2157, decode.acc_seg: 91.9138, loss: 0.2157 2023-11-13 20:20:36,747 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:18, time: 0.095, data_time: 0.050, memory: 571, decode.loss_ce: 0.2290, decode.acc_seg: 91.5525, loss: 0.2290 2023-11-13 20:20:39,198 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:13, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2090, decode.acc_seg: 92.2020, loss: 0.2090 2023-11-13 20:20:44,032 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:10, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2240, decode.acc_seg: 91.7746, loss: 0.2240 2023-11-13 20:20:46,483 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:05, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2112, decode.acc_seg: 92.1163, loss: 0.2112 2023-11-13 20:20:51,356 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:02, time: 0.097, data_time: 0.045, memory: 571, decode.loss_ce: 0.2050, decode.acc_seg: 92.3245, loss: 0.2050 2023-11-13 20:20:53,825 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:57, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2067, decode.acc_seg: 92.3271, loss: 0.2067 2023-11-13 20:20:58,625 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:53, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2168, decode.acc_seg: 91.9196, loss: 0.2168 2023-11-13 20:21:01,093 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:49, time: 0.049, data_time: 0.004, memory: 571, decode.loss_ce: 0.2170, decode.acc_seg: 91.7753, loss: 0.2170 2023-11-13 20:21:05,978 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:45, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2136, decode.acc_seg: 92.2365, loss: 0.2136 2023-11-13 20:21:08,372 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:41, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2159, decode.acc_seg: 91.8950, loss: 0.2159 2023-11-13 20:21:13,219 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:37, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2096, decode.acc_seg: 92.2081, loss: 0.2096 2023-11-13 20:21:18,145 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:34, time: 0.099, data_time: 0.053, memory: 571, decode.loss_ce: 0.2148, decode.acc_seg: 92.0823, loss: 0.2148 2023-11-13 20:21:20,559 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:21:20,559 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:29, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2090, decode.acc_seg: 92.1412, loss: 0.2090 2023-11-13 20:21:25,393 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:26, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2071, decode.acc_seg: 92.3117, loss: 0.2071 2023-11-13 20:21:27,824 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:21, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2149, decode.acc_seg: 91.8309, loss: 0.2149 2023-11-13 20:21:32,670 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:18, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.1950, decode.acc_seg: 92.7839, loss: 0.1950 2023-11-13 20:21:35,137 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:13, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2257, decode.acc_seg: 91.5665, loss: 0.2257 2023-11-13 20:21:39,935 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:10, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2142, decode.acc_seg: 92.0208, loss: 0.2142 2023-11-13 20:21:42,369 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:05, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.1984, decode.acc_seg: 92.6361, loss: 0.1984 2023-11-13 20:21:47,197 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:02, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2087, decode.acc_seg: 92.1778, loss: 0.2087 2023-11-13 20:21:51,944 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:58, time: 0.095, data_time: 0.047, memory: 571, decode.loss_ce: 0.1999, decode.acc_seg: 92.5260, loss: 0.1999 2023-11-13 20:21:54,388 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2162, decode.acc_seg: 91.9108, loss: 0.2162 2023-11-13 20:21:59,244 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:50, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2072, decode.acc_seg: 92.2841, loss: 0.2072 2023-11-13 20:22:01,682 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:46, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2238, decode.acc_seg: 91.7766, loss: 0.2238 2023-11-13 20:22:06,512 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:42, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2062, decode.acc_seg: 92.2603, loss: 0.2062 2023-11-13 20:22:08,982 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:38, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2020, decode.acc_seg: 92.5841, loss: 0.2020 2023-11-13 20:22:13,791 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:34, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2194, decode.acc_seg: 91.8592, loss: 0.2194 2023-11-13 20:22:16,248 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:30, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2101, decode.acc_seg: 92.2809, loss: 0.2101 2023-11-13 20:22:21,069 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:26, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2029, decode.acc_seg: 92.4076, loss: 0.2029 2023-11-13 20:22:23,478 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:22, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2151, decode.acc_seg: 92.1263, loss: 0.2151 2023-11-13 20:22:28,444 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:18, time: 0.100, data_time: 0.050, memory: 571, decode.loss_ce: 0.2157, decode.acc_seg: 91.8672, loss: 0.2157 2023-11-13 20:22:33,342 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:14, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2040, decode.acc_seg: 92.4983, loss: 0.2040 2023-11-13 20:22:35,804 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:22:35,805 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2072, decode.acc_seg: 92.2791, loss: 0.2072 2023-11-13 20:22:40,645 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:06, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2035, decode.acc_seg: 92.4555, loss: 0.2035 2023-11-13 20:22:43,075 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:02, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2023, decode.acc_seg: 92.4278, loss: 0.2023 2023-11-13 20:22:47,959 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:58, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.1985, decode.acc_seg: 92.6017, loss: 0.1985 2023-11-13 20:22:50,406 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2215, decode.acc_seg: 91.9581, loss: 0.2215 2023-11-13 20:22:55,215 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:50, time: 0.096, data_time: 0.046, memory: 571, decode.loss_ce: 0.2223, decode.acc_seg: 91.8132, loss: 0.2223 2023-11-13 20:22:57,681 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:46, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2067, decode.acc_seg: 92.3946, loss: 0.2067 2023-11-13 20:23:02,565 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:42, time: 0.098, data_time: 0.052, memory: 571, decode.loss_ce: 0.2131, decode.acc_seg: 92.1656, loss: 0.2131 2023-11-13 20:23:07,317 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:38, time: 0.095, data_time: 0.047, memory: 571, decode.loss_ce: 0.1995, decode.acc_seg: 92.7908, loss: 0.1995 2023-11-13 20:23:09,825 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:34, time: 0.050, data_time: 0.005, memory: 571, decode.loss_ce: 0.2275, decode.acc_seg: 91.4935, loss: 0.2275 2023-11-13 20:23:14,609 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:31, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2165, decode.acc_seg: 92.1391, loss: 0.2165 2023-11-13 20:23:17,071 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:26, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2110, decode.acc_seg: 92.1632, loss: 0.2110 2023-11-13 20:23:21,862 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:23, time: 0.096, data_time: 0.046, memory: 571, decode.loss_ce: 0.2096, decode.acc_seg: 92.1451, loss: 0.2096 2023-11-13 20:23:24,333 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:18, time: 0.050, data_time: 0.004, memory: 571, decode.loss_ce: 0.2177, decode.acc_seg: 92.0135, loss: 0.2177 2023-11-13 20:23:29,219 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:15, time: 0.098, data_time: 0.046, memory: 571, decode.loss_ce: 0.2173, decode.acc_seg: 91.8134, loss: 0.2173 2023-11-13 20:23:31,677 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2231, decode.acc_seg: 91.6779, loss: 0.2231 2023-11-13 20:23:36,552 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:07, time: 0.097, data_time: 0.053, memory: 571, decode.loss_ce: 0.2101, decode.acc_seg: 92.1851, loss: 0.2101 2023-11-13 20:23:38,966 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:02, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2137, decode.acc_seg: 92.0221, loss: 0.2137 2023-11-13 20:23:43,963 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:59, time: 0.100, data_time: 0.050, memory: 571, decode.loss_ce: 0.2056, decode.acc_seg: 92.2419, loss: 0.2056 2023-11-13 20:23:48,796 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:55, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2123, decode.acc_seg: 92.1221, loss: 0.2123 2023-11-13 20:23:51,211 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:23:51,211 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:51, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2101, decode.acc_seg: 92.2987, loss: 0.2101 2023-11-13 20:23:55,997 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:47, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2237, decode.acc_seg: 91.6183, loss: 0.2237 2023-11-13 20:23:58,432 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:43, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2117, decode.acc_seg: 92.0355, loss: 0.2117 2023-11-13 20:24:03,377 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:39, time: 0.099, data_time: 0.050, memory: 571, decode.loss_ce: 0.1981, decode.acc_seg: 92.5419, loss: 0.1981 2023-11-13 20:24:05,828 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:35, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2118, decode.acc_seg: 92.0204, loss: 0.2118 2023-11-13 20:24:10,662 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:31, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2076, decode.acc_seg: 92.0784, loss: 0.2076 2023-11-13 20:24:13,086 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:27, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2256, decode.acc_seg: 91.7567, loss: 0.2256 2023-11-13 20:24:17,923 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:23, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2167, decode.acc_seg: 91.8990, loss: 0.2167 2023-11-13 20:24:22,703 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:19, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.1951, decode.acc_seg: 92.7256, loss: 0.1951 2023-11-13 20:24:25,192 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:15, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2047, decode.acc_seg: 92.1763, loss: 0.2047 2023-11-13 20:24:30,011 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:11, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2058, decode.acc_seg: 92.1648, loss: 0.2058 2023-11-13 20:24:32,429 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:07, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2044, decode.acc_seg: 92.4097, loss: 0.2044 2023-11-13 20:24:37,273 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:03, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2062, decode.acc_seg: 92.1915, loss: 0.2062 2023-11-13 20:24:39,720 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:06:59, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2066, decode.acc_seg: 92.3790, loss: 0.2066 2023-11-13 20:24:44,595 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:55, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2128, decode.acc_seg: 91.9226, loss: 0.2128 2023-11-13 20:24:47,031 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:51, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2142, decode.acc_seg: 92.1120, loss: 0.2142 2023-11-13 20:24:51,861 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:48, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.1957, decode.acc_seg: 92.7835, loss: 0.1957 2023-11-13 20:24:54,259 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:43, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2218, decode.acc_seg: 91.6773, loss: 0.2218 2023-11-13 20:24:59,116 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:40, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2180, decode.acc_seg: 92.0827, loss: 0.2180 2023-11-13 20:25:03,925 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:36, time: 0.096, data_time: 0.046, memory: 571, decode.loss_ce: 0.2200, decode.acc_seg: 91.9370, loss: 0.2200 2023-11-13 20:25:06,377 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:06,378 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:32, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2181, decode.acc_seg: 91.8703, loss: 0.2181 2023-11-13 20:25:11,268 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:28, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2106, decode.acc_seg: 92.2650, loss: 0.2106 2023-11-13 20:25:13,693 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:24, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2196, decode.acc_seg: 91.8497, loss: 0.2196 2023-11-13 20:25:18,562 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:20, time: 0.097, data_time: 0.046, memory: 571, decode.loss_ce: 0.2170, decode.acc_seg: 92.1450, loss: 0.2170 2023-11-13 20:25:20,989 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:16, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2114, decode.acc_seg: 92.2774, loss: 0.2114 2023-11-13 20:25:25,871 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:12, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2244, decode.acc_seg: 91.7246, loss: 0.2244 2023-11-13 20:25:28,310 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:08, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2131, decode.acc_seg: 92.2161, loss: 0.2131 2023-11-13 20:25:33,140 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:04, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2100, decode.acc_seg: 92.3049, loss: 0.2100 2023-11-13 20:25:38,054 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:00, time: 0.098, data_time: 0.049, memory: 571, decode.loss_ce: 0.2059, decode.acc_seg: 92.3284, loss: 0.2059 2023-11-13 20:25:40,442 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:56, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2155, decode.acc_seg: 91.7999, loss: 0.2155 2023-11-13 20:25:45,296 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:52, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2157, decode.acc_seg: 91.7843, loss: 0.2157 2023-11-13 20:25:47,745 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:48, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2095, decode.acc_seg: 92.3773, loss: 0.2095 2023-11-13 20:25:52,594 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:45, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2189, decode.acc_seg: 92.0799, loss: 0.2189 2023-11-13 20:25:55,073 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:40, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2048, decode.acc_seg: 92.3967, loss: 0.2048 2023-11-13 20:25:59,947 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:37, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2030, decode.acc_seg: 92.4529, loss: 0.2030 2023-11-13 20:26:02,384 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:33, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2169, decode.acc_seg: 91.9342, loss: 0.2169 2023-11-13 20:26:07,173 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:29, time: 0.096, data_time: 0.049, memory: 571, decode.loss_ce: 0.2096, decode.acc_seg: 92.2316, loss: 0.2096 2023-11-13 20:26:09,655 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:25, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2094, decode.acc_seg: 92.0866, loss: 0.2094 2023-11-13 20:26:14,564 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:21, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2037, decode.acc_seg: 92.3040, loss: 0.2037 2023-11-13 20:26:19,319 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:17, time: 0.095, data_time: 0.045, memory: 571, decode.loss_ce: 0.2100, decode.acc_seg: 92.0714, loss: 0.2100 2023-11-13 20:26:21,748 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:21,748 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:13, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.1959, decode.acc_seg: 92.6449, loss: 0.1959 2023-11-13 20:26:26,540 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:09, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2159, decode.acc_seg: 92.1430, loss: 0.2159 2023-11-13 20:26:28,989 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:05, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2056, decode.acc_seg: 92.2463, loss: 0.2056 2023-11-13 20:26:33,892 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:01, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2131, decode.acc_seg: 92.2692, loss: 0.2131 2023-11-13 20:26:36,344 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:57, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2178, decode.acc_seg: 91.8737, loss: 0.2178 2023-11-13 20:26:41,193 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:53, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2033, decode.acc_seg: 92.5920, loss: 0.2033 2023-11-13 20:26:43,641 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:49, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2047, decode.acc_seg: 92.3897, loss: 0.2047 2023-11-13 20:26:48,540 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:45, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2195, decode.acc_seg: 91.9568, loss: 0.2195 2023-11-13 20:26:50,940 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:41, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2044, decode.acc_seg: 92.4403, loss: 0.2044 2023-11-13 20:26:55,837 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:38, time: 0.098, data_time: 0.051, memory: 571, decode.loss_ce: 0.2238, decode.acc_seg: 91.6780, loss: 0.2238 2023-11-13 20:27:00,783 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:34, time: 0.099, data_time: 0.049, memory: 571, decode.loss_ce: 0.1996, decode.acc_seg: 92.6095, loss: 0.1996 2023-11-13 20:27:03,220 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:30, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2085, decode.acc_seg: 92.3209, loss: 0.2085 2023-11-13 20:27:08,023 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:26, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2163, decode.acc_seg: 91.9635, loss: 0.2163 2023-11-13 20:27:10,475 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:22, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2092, decode.acc_seg: 92.0751, loss: 0.2092 2023-11-13 20:27:15,386 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:18, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2004, decode.acc_seg: 92.5383, loss: 0.2004 2023-11-13 20:27:17,839 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:14, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2130, decode.acc_seg: 92.0476, loss: 0.2130 2023-11-13 20:27:22,674 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:10, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2323, decode.acc_seg: 91.5278, loss: 0.2323 2023-11-13 20:27:25,105 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:06, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2056, decode.acc_seg: 92.3050, loss: 0.2056 2023-11-13 20:27:29,971 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:02, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2072, decode.acc_seg: 92.5698, loss: 0.2072 2023-11-13 20:27:34,817 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:58, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2180, decode.acc_seg: 91.9650, loss: 0.2180 2023-11-13 20:27:37,261 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:27:37,261 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:54, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2095, decode.acc_seg: 92.0547, loss: 0.2095 2023-11-13 20:27:42,050 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:50, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2092, decode.acc_seg: 92.1166, loss: 0.2092 2023-11-13 20:27:44,506 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:46, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2089, decode.acc_seg: 92.1772, loss: 0.2089 2023-11-13 20:27:49,434 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:43, time: 0.099, data_time: 0.048, memory: 571, decode.loss_ce: 0.2176, decode.acc_seg: 91.8714, loss: 0.2176 2023-11-13 20:27:51,880 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:39, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2032, decode.acc_seg: 92.4084, loss: 0.2032 2023-11-13 20:27:56,641 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:35, time: 0.095, data_time: 0.048, memory: 571, decode.loss_ce: 0.2077, decode.acc_seg: 92.3069, loss: 0.2077 2023-11-13 20:27:59,100 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:31, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.1994, decode.acc_seg: 92.4948, loss: 0.1994 2023-11-13 20:28:04,030 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:27, time: 0.099, data_time: 0.050, memory: 571, decode.loss_ce: 0.2156, decode.acc_seg: 91.8934, loss: 0.2156 2023-11-13 20:28:06,435 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:23, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.1865, decode.acc_seg: 92.9628, loss: 0.1865 2023-11-13 20:28:11,275 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:19, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.1993, decode.acc_seg: 92.4955, loss: 0.1993 2023-11-13 20:28:16,192 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:15, time: 0.098, data_time: 0.050, memory: 571, decode.loss_ce: 0.2154, decode.acc_seg: 91.9562, loss: 0.2154 2023-11-13 20:28:18,606 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:11, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2135, decode.acc_seg: 92.1325, loss: 0.2135 2023-11-13 20:28:23,441 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:07, time: 0.097, data_time: 0.049, memory: 571, decode.loss_ce: 0.2092, decode.acc_seg: 92.3055, loss: 0.2092 2023-11-13 20:28:25,835 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:03, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2328, decode.acc_seg: 91.4784, loss: 0.2328 2023-11-13 20:28:30,636 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:02:59, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2068, decode.acc_seg: 92.2615, loss: 0.2068 2023-11-13 20:28:33,069 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:55, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2148, decode.acc_seg: 91.9762, loss: 0.2148 2023-11-13 20:28:37,844 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:52, time: 0.095, data_time: 0.050, memory: 571, decode.loss_ce: 0.2059, decode.acc_seg: 92.4286, loss: 0.2059 2023-11-13 20:28:40,276 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:48, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2159, decode.acc_seg: 91.8949, loss: 0.2159 2023-11-13 20:28:45,097 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:44, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2086, decode.acc_seg: 92.4791, loss: 0.2086 2023-11-13 20:28:49,941 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:40, time: 0.097, data_time: 0.050, memory: 571, decode.loss_ce: 0.2056, decode.acc_seg: 92.3507, loss: 0.2056 2023-11-13 20:28:52,431 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:28:52,431 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:36, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2122, decode.acc_seg: 92.1529, loss: 0.2122 2023-11-13 20:28:57,246 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:32, time: 0.096, data_time: 0.048, memory: 571, decode.loss_ce: 0.2307, decode.acc_seg: 91.4474, loss: 0.2307 2023-11-13 20:28:59,722 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:28, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2165, decode.acc_seg: 91.9835, loss: 0.2165 2023-11-13 20:29:04,557 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:24, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.1954, decode.acc_seg: 92.8414, loss: 0.1954 2023-11-13 20:29:07,014 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:20, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2008, decode.acc_seg: 92.6419, loss: 0.2008 2023-11-13 20:29:11,818 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:16, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2275, decode.acc_seg: 91.5914, loss: 0.2275 2023-11-13 20:29:14,304 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:12, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2013, decode.acc_seg: 92.4724, loss: 0.2013 2023-11-13 20:29:19,126 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:08, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2099, decode.acc_seg: 92.2537, loss: 0.2099 2023-11-13 20:29:21,516 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:05, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2055, decode.acc_seg: 92.3884, loss: 0.2055 2023-11-13 20:29:26,454 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:01, time: 0.099, data_time: 0.052, memory: 571, decode.loss_ce: 0.2103, decode.acc_seg: 92.3302, loss: 0.2103 2023-11-13 20:29:31,304 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:57, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2171, decode.acc_seg: 91.9732, loss: 0.2171 2023-11-13 20:29:33,786 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:53, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2201, decode.acc_seg: 91.8035, loss: 0.2201 2023-11-13 20:29:38,612 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2255, decode.acc_seg: 91.7325, loss: 0.2255 2023-11-13 20:29:41,063 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:45, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2070, decode.acc_seg: 92.3578, loss: 0.2070 2023-11-13 20:29:45,951 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.098, data_time: 0.047, memory: 571, decode.loss_ce: 0.2199, decode.acc_seg: 91.8805, loss: 0.2199 2023-11-13 20:29:48,364 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:37, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2115, decode.acc_seg: 91.9820, loss: 0.2115 2023-11-13 20:29:53,178 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2021, decode.acc_seg: 92.6499, loss: 0.2021 2023-11-13 20:29:55,602 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:29, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2166, decode.acc_seg: 91.9403, loss: 0.2166 2023-11-13 20:30:00,456 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:25, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2099, decode.acc_seg: 92.3883, loss: 0.2099 2023-11-13 20:30:05,206 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:22, time: 0.095, data_time: 0.048, memory: 571, decode.loss_ce: 0.2188, decode.acc_seg: 91.8045, loss: 0.2188 2023-11-13 20:30:07,673 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:30:07,673 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:18, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2104, decode.acc_seg: 92.1942, loss: 0.2104 2023-11-13 20:30:12,495 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:14, time: 0.096, data_time: 0.047, memory: 571, decode.loss_ce: 0.2023, decode.acc_seg: 92.5895, loss: 0.2023 2023-11-13 20:30:14,946 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2148, decode.acc_seg: 92.0811, loss: 0.2148 2023-11-13 20:30:19,810 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.097, data_time: 0.051, memory: 571, decode.loss_ce: 0.2062, decode.acc_seg: 92.2300, loss: 0.2062 2023-11-13 20:30:22,304 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2117, decode.acc_seg: 92.1836, loss: 0.2117 2023-11-13 20:30:27,165 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2255, decode.acc_seg: 91.6856, loss: 0.2255 2023-11-13 20:30:29,577 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.048, data_time: 0.003, memory: 571, decode.loss_ce: 0.2132, decode.acc_seg: 92.1874, loss: 0.2132 2023-11-13 20:30:34,378 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2031, decode.acc_seg: 92.3548, loss: 0.2031 2023-11-13 20:30:36,812 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2049, decode.acc_seg: 92.4880, loss: 0.2049 2023-11-13 20:30:41,707 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:42, time: 0.098, data_time: 0.048, memory: 571, decode.loss_ce: 0.2136, decode.acc_seg: 92.2416, loss: 0.2136 2023-11-13 20:30:46,592 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.098, data_time: 0.051, memory: 571, decode.loss_ce: 0.2158, decode.acc_seg: 91.9110, loss: 0.2158 2023-11-13 20:30:49,072 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2008, decode.acc_seg: 92.4786, loss: 0.2008 2023-11-13 20:30:53,911 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2105, decode.acc_seg: 92.2499, loss: 0.2105 2023-11-13 20:30:56,348 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2205, decode.acc_seg: 91.8001, loss: 0.2205 2023-11-13 20:31:01,129 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.096, data_time: 0.050, memory: 571, decode.loss_ce: 0.2077, decode.acc_seg: 92.3609, loss: 0.2077 2023-11-13 20:31:03,605 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.050, data_time: 0.003, memory: 571, decode.loss_ce: 0.2007, decode.acc_seg: 92.6419, loss: 0.2007 2023-11-13 20:31:08,472 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.097, data_time: 0.047, memory: 571, decode.loss_ce: 0.2138, decode.acc_seg: 92.1910, loss: 0.2138 2023-11-13 20:31:10,917 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.049, data_time: 0.003, memory: 571, decode.loss_ce: 0.2224, decode.acc_seg: 91.8704, loss: 0.2224 2023-11-13 20:31:15,767 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.097, data_time: 0.048, memory: 571, decode.loss_ce: 0.2149, decode.acc_seg: 92.0284, loss: 0.2149 2023-11-13 20:31:20,499 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.094, data_time: 0.048, memory: 571, decode.loss_ce: 0.2228, decode.acc_seg: 91.6858, loss: 0.2228 2023-11-13 20:31:23,014 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:31:23,039 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:23,039 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.052, data_time: 0.004, memory: 571, decode.loss_ce: 0.2005, decode.acc_seg: 92.5988, loss: 0.2005 2023-11-13 20:31:32,079 - mmseg - INFO - per class results: 2023-11-13 20:31:32,080 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.33 | 95.84 | | aeroplane | 78.21 | 87.94 | | bicycle | 54.37 | 70.33 | | bird | 77.03 | 88.71 | | boat | 64.23 | 76.63 | | bottle | 63.34 | 72.44 | | bus | 72.33 | 83.91 | | car | 72.47 | 80.78 | | cat | 74.93 | 88.97 | | chair | 27.91 | 42.81 | | cow | 54.49 | 66.57 | | diningtable | 42.73 | 62.09 | | dog | 64.78 | 77.24 | | horse | 60.04 | 77.45 | | motorbike | 66.39 | 86.85 | | person | 83.14 | 91.08 | | pottedplant | 47.03 | 58.65 | | sheep | 64.11 | 78.73 | | sofa | 40.12 | 60.57 | | train | 65.72 | 78.83 | | tvmonitor | 57.3 | 77.0 | +-------------+-------+-------+ 2023-11-13 20:31:32,080 - mmseg - INFO - Summary: 2023-11-13 20:31:32,080 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 91.38 | 63.0 | 76.35 | +-------+------+-------+ 2023-11-13 20:31:32,081 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:32,081 - mmseg - INFO - Iter(val) [182] aAcc: 0.9138, mIoU: 0.6300, mAcc: 0.7635, IoU.background: 0.9233, IoU.aeroplane: 0.7821, IoU.bicycle: 0.5437, IoU.bird: 0.7703, IoU.boat: 0.6423, IoU.bottle: 0.6334, IoU.bus: 0.7233, IoU.car: 0.7247, IoU.cat: 0.7493, IoU.chair: 0.2791, IoU.cow: 0.5449, IoU.diningtable: 0.4273, IoU.dog: 0.6478, IoU.horse: 0.6004, IoU.motorbike: 0.6639, IoU.person: 0.8314, IoU.pottedplant: 0.4703, IoU.sheep: 0.6411, IoU.sofa: 0.4012, IoU.train: 0.6572, IoU.tvmonitor: 0.5730, Acc.background: 0.9584, Acc.aeroplane: 0.8794, Acc.bicycle: 0.7033, Acc.bird: 0.8871, Acc.boat: 0.7663, Acc.bottle: 0.7244, Acc.bus: 0.8391, Acc.car: 0.8078, Acc.cat: 0.8897, Acc.chair: 0.4281, Acc.cow: 0.6657, Acc.diningtable: 0.6209, Acc.dog: 0.7724, Acc.horse: 0.7745, Acc.motorbike: 0.8685, Acc.person: 0.9108, Acc.pottedplant: 0.5865, Acc.sheep: 0.7873, Acc.sofa: 0.6057, Acc.train: 0.7883, Acc.tvmonitor: 0.7700