2023-11-13 20:34:07,528 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 20:34:07,546 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 20:34:07,546 - mmseg - INFO - OMP num threads is 1 2023-11-13 20:34:07,614 - 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+81bbc94 ------------------------------------------------------------ 2023-11-13 20:34:07,614 - mmseg - INFO - Distributed training: True 2023-11-13 20:34:07,615 - 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_clip_384.laion2b_ft_in12k_in1k_voc2012'} 2023-11-13 20:34:10,865 - mmseg - INFO - Set random seed to 1577310006, deterministic: False 2023-11-13 20:34:21,262 - 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 20:34:21,263 - 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 20:34:21,265 - mmseg - INFO - Loaded 1464 images 2023-11-13 20:34:21,354 - mmseg - INFO - Loaded 1449 images 2023-11-13 20:34:21,355 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch16_clip_384.laion2b_ft_in12k_in1k_voc2012 2023-11-13 20:34:21,355 - 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 20:34:21,355 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 20:34:21,357 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch16_clip_384.laion2b_ft_in12k_in1k_voc2012 by HardDiskBackend. 2023-11-13 20:35:36,488 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:25:27, time: 0.128, data_time: 0.013, memory: 529, decode.loss_ce: 2.5753, decode.acc_seg: 5.8115, loss: 2.5753 2023-11-13 20:35:41,310 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:14:44, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 2.5067, decode.acc_seg: 11.6774, loss: 2.5067 2023-11-13 20:35:43,797 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:00:46, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 2.3316, decode.acc_seg: 30.7627, loss: 2.3316 2023-11-13 20:35:48,665 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:01:40, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 2.1700, decode.acc_seg: 52.6849, loss: 2.1700 2023-11-13 20:35:51,139 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:55:49, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 1.8578, decode.acc_seg: 67.1097, loss: 1.8578 2023-11-13 20:35:56,052 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:57:17, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 1.5424, decode.acc_seg: 75.9633, loss: 1.5424 2023-11-13 20:35:58,516 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:53:42, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 1.1707, decode.acc_seg: 82.8421, loss: 1.1707 2023-11-13 20:36:03,374 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:54:56, time: 0.097, data_time: 0.050, memory: 529, decode.loss_ce: 0.8398, decode.acc_seg: 86.4683, loss: 0.8398 2023-11-13 20:36:05,814 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:52:20, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.6601, decode.acc_seg: 86.7822, loss: 0.6601 2023-11-13 20:36:10,606 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:53:22, time: 0.096, data_time: 0.049, memory: 529, decode.loss_ce: 0.5296, decode.acc_seg: 87.8145, loss: 0.5296 2023-11-13 20:36:15,442 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:54:14, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.4406, decode.acc_seg: 87.6350, loss: 0.4406 2023-11-13 20:36:17,922 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:52:21, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.4144, decode.acc_seg: 87.7245, loss: 0.4144 2023-11-13 20:36:22,823 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:13, time: 0.098, data_time: 0.053, memory: 529, decode.loss_ce: 0.3477, decode.acc_seg: 89.9906, loss: 0.3477 2023-11-13 20:36:25,352 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:51:43, time: 0.051, data_time: 0.004, memory: 529, decode.loss_ce: 0.3389, decode.acc_seg: 89.8694, loss: 0.3389 2023-11-13 20:36:30,289 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:52:28, time: 0.098, data_time: 0.051, memory: 529, decode.loss_ce: 0.3242, decode.acc_seg: 90.0847, loss: 0.3242 2023-11-13 20:36:32,752 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:11, time: 0.050, data_time: 0.005, memory: 529, decode.loss_ce: 0.2973, decode.acc_seg: 90.8211, loss: 0.2973 2023-11-13 20:36:37,498 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:51:45, time: 0.095, data_time: 0.048, memory: 529, decode.loss_ce: 0.2769, decode.acc_seg: 91.1604, loss: 0.2769 2023-11-13 20:36:40,009 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:50:38, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.2666, decode.acc_seg: 91.3290, loss: 0.2666 2023-11-13 20:36:44,848 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:13, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.2606, decode.acc_seg: 91.4081, loss: 0.2606 2023-11-13 20:36:47,327 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:36:47,327 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:12, time: 0.050, data_time: 0.003, memory: 529, decode.loss_ce: 0.2326, decode.acc_seg: 92.2296, loss: 0.2326 2023-11-13 20:36:52,261 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:50:48, time: 0.099, data_time: 0.049, memory: 529, decode.loss_ce: 0.2357, decode.acc_seg: 92.0568, loss: 0.2357 2023-11-13 20:36:57,147 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:19, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.2089, decode.acc_seg: 92.9600, loss: 0.2089 2023-11-13 20:36:59,603 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:24, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.2204, decode.acc_seg: 92.4437, loss: 0.2204 2023-11-13 20:37:04,455 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:50:51, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.2090, decode.acc_seg: 92.7145, loss: 0.2090 2023-11-13 20:37:06,938 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:50:02, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.2134, decode.acc_seg: 92.6529, loss: 0.2134 2023-11-13 20:37:11,834 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:29, time: 0.098, data_time: 0.048, memory: 529, decode.loss_ce: 0.1967, decode.acc_seg: 93.3806, loss: 0.1967 2023-11-13 20:37:14,283 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:49:43, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.2087, decode.acc_seg: 92.6678, loss: 0.2087 2023-11-13 20:37:19,213 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:08, time: 0.099, data_time: 0.050, memory: 529, decode.loss_ce: 0.1872, decode.acc_seg: 93.4909, loss: 0.1872 2023-11-13 20:37:21,633 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:25, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1858, decode.acc_seg: 93.6884, loss: 0.1858 2023-11-13 20:37:26,509 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:49:48, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1949, decode.acc_seg: 93.2011, loss: 0.1949 2023-11-13 20:37:31,415 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:09, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1901, decode.acc_seg: 93.2547, loss: 0.1901 2023-11-13 20:37:33,857 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:30, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1791, decode.acc_seg: 93.5425, loss: 0.1791 2023-11-13 20:37:38,760 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:49:50, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1727, decode.acc_seg: 93.8266, loss: 0.1727 2023-11-13 20:37:41,179 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:13, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1674, decode.acc_seg: 93.9376, loss: 0.1674 2023-11-13 20:37:46,079 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:32, time: 0.098, data_time: 0.048, memory: 529, decode.loss_ce: 0.1850, decode.acc_seg: 93.5241, loss: 0.1850 2023-11-13 20:37:48,546 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:48:58, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1795, decode.acc_seg: 93.5816, loss: 0.1795 2023-11-13 20:37:53,467 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:16, time: 0.098, data_time: 0.047, memory: 529, decode.loss_ce: 0.1623, decode.acc_seg: 93.9983, loss: 0.1623 2023-11-13 20:37:55,899 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:48:44, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1589, decode.acc_seg: 94.2188, loss: 0.1589 2023-11-13 20:38:00,895 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:49:02, time: 0.100, data_time: 0.051, memory: 529, decode.loss_ce: 0.1764, decode.acc_seg: 93.5804, loss: 0.1764 2023-11-13 20:38:03,349 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:38:03,349 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:32, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1650, decode.acc_seg: 94.2305, loss: 0.1650 2023-11-13 20:38:08,244 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:48:47, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1618, decode.acc_seg: 94.1729, loss: 0.1618 2023-11-13 20:38:13,142 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:49:02, time: 0.098, data_time: 0.052, memory: 529, decode.loss_ce: 0.1593, decode.acc_seg: 94.2925, loss: 0.1593 2023-11-13 20:38:15,590 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:33, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1456, decode.acc_seg: 94.6853, loss: 0.1456 2023-11-13 20:38:20,438 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:48:47, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.1641, decode.acc_seg: 93.9925, loss: 0.1641 2023-11-13 20:38:22,904 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:19, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1641, decode.acc_seg: 93.9385, loss: 0.1641 2023-11-13 20:38:27,691 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:31, time: 0.096, data_time: 0.051, memory: 529, decode.loss_ce: 0.1467, decode.acc_seg: 94.6901, loss: 0.1467 2023-11-13 20:38:30,117 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:04, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1642, decode.acc_seg: 94.0879, loss: 0.1642 2023-11-13 20:38:34,943 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:16, time: 0.097, data_time: 0.051, memory: 529, decode.loss_ce: 0.1448, decode.acc_seg: 94.6566, loss: 0.1448 2023-11-13 20:38:37,407 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:47:50, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1482, decode.acc_seg: 94.5681, loss: 0.1482 2023-11-13 20:38:42,281 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:02, time: 0.098, data_time: 0.048, memory: 529, decode.loss_ce: 0.1439, decode.acc_seg: 94.7979, loss: 0.1439 2023-11-13 20:38:47,119 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:13, time: 0.097, data_time: 0.053, memory: 529, decode.loss_ce: 0.1623, decode.acc_seg: 94.0170, loss: 0.1623 2023-11-13 20:38:49,555 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:47:49, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1499, decode.acc_seg: 94.4272, loss: 0.1499 2023-11-13 20:38:54,502 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:01, time: 0.099, data_time: 0.048, memory: 529, decode.loss_ce: 0.1467, decode.acc_seg: 94.6190, loss: 0.1467 2023-11-13 20:38:56,984 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:47:38, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1433, decode.acc_seg: 94.7071, loss: 0.1433 2023-11-13 20:39:01,865 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:47:48, time: 0.097, data_time: 0.050, memory: 529, decode.loss_ce: 0.1510, decode.acc_seg: 94.4473, loss: 0.1510 2023-11-13 20:39:04,348 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:26, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1507, decode.acc_seg: 94.5742, loss: 0.1507 2023-11-13 20:39:09,143 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:47:35, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1421, decode.acc_seg: 94.8861, loss: 0.1421 2023-11-13 20:39:11,600 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:13, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1489, decode.acc_seg: 94.6526, loss: 0.1489 2023-11-13 20:39:16,468 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:23, time: 0.097, data_time: 0.051, memory: 529, decode.loss_ce: 0.1478, decode.acc_seg: 94.6141, loss: 0.1478 2023-11-13 20:39:18,873 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:39:18,873 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:01, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1462, decode.acc_seg: 94.6108, loss: 0.1462 2023-11-13 20:39:23,769 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:10, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1363, decode.acc_seg: 94.9346, loss: 0.1363 2023-11-13 20:39:28,564 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:18, time: 0.096, data_time: 0.049, memory: 529, decode.loss_ce: 0.1548, decode.acc_seg: 94.3560, loss: 0.1548 2023-11-13 20:39:31,028 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:46:58, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1434, decode.acc_seg: 94.7773, loss: 0.1434 2023-11-13 20:39:35,912 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:06, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1401, decode.acc_seg: 94.8219, loss: 0.1401 2023-11-13 20:39:38,359 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:46:47, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1366, decode.acc_seg: 94.9947, loss: 0.1366 2023-11-13 20:39:43,233 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:46:55, time: 0.098, data_time: 0.047, memory: 529, decode.loss_ce: 0.1434, decode.acc_seg: 94.6994, loss: 0.1434 2023-11-13 20:39:45,699 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:46:36, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1469, decode.acc_seg: 94.5543, loss: 0.1469 2023-11-13 20:39:50,495 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:46:43, time: 0.096, data_time: 0.051, memory: 529, decode.loss_ce: 0.1469, decode.acc_seg: 94.6188, loss: 0.1469 2023-11-13 20:39:52,926 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:24, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1271, decode.acc_seg: 95.4087, loss: 0.1271 2023-11-13 20:39:57,759 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:31, time: 0.096, data_time: 0.052, memory: 529, decode.loss_ce: 0.1388, decode.acc_seg: 94.7747, loss: 0.1388 2023-11-13 20:40:02,630 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:46:38, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1356, decode.acc_seg: 94.9669, loss: 0.1356 2023-11-13 20:40:05,032 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:19, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1284, decode.acc_seg: 95.2101, loss: 0.1284 2023-11-13 20:40:09,854 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:26, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1419, decode.acc_seg: 94.7907, loss: 0.1419 2023-11-13 20:40:12,254 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:08, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1506, decode.acc_seg: 94.6054, loss: 0.1506 2023-11-13 20:40:17,023 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:13, time: 0.095, data_time: 0.046, memory: 529, decode.loss_ce: 0.1339, decode.acc_seg: 95.0630, loss: 0.1339 2023-11-13 20:40:19,466 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:45:56, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1353, decode.acc_seg: 94.9738, loss: 0.1353 2023-11-13 20:40:24,331 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:02, time: 0.097, data_time: 0.051, memory: 529, decode.loss_ce: 0.1333, decode.acc_seg: 95.0271, loss: 0.1333 2023-11-13 20:40:26,772 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:45:46, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1346, decode.acc_seg: 94.9501, loss: 0.1346 2023-11-13 20:40:31,667 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:45:52, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1368, decode.acc_seg: 94.9434, loss: 0.1368 2023-11-13 20:40:34,081 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:40:34,081 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:45:35, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1364, decode.acc_seg: 94.9535, loss: 0.1364 2023-11-13 20:40:38,971 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:45:41, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1363, decode.acc_seg: 94.8630, loss: 0.1363 2023-11-13 20:40:43,765 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:45:46, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1274, decode.acc_seg: 95.3581, loss: 0.1274 2023-11-13 20:40:46,193 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:45:30, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1435, decode.acc_seg: 94.6560, loss: 0.1435 2023-11-13 20:40:51,029 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:45:35, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1319, decode.acc_seg: 95.0493, loss: 0.1319 2023-11-13 20:40:53,525 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:20, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1344, decode.acc_seg: 95.0269, loss: 0.1344 2023-11-13 20:40:58,341 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:25, time: 0.096, data_time: 0.051, memory: 529, decode.loss_ce: 0.1324, decode.acc_seg: 94.9249, loss: 0.1324 2023-11-13 20:41:00,789 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:10, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1452, decode.acc_seg: 94.8546, loss: 0.1452 2023-11-13 20:41:05,645 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:14, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1202, decode.acc_seg: 95.4269, loss: 0.1202 2023-11-13 20:41:08,073 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:00, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1371, decode.acc_seg: 94.6643, loss: 0.1371 2023-11-13 20:41:13,006 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:05, time: 0.099, data_time: 0.055, memory: 529, decode.loss_ce: 0.1277, decode.acc_seg: 95.3048, loss: 0.1277 2023-11-13 20:41:15,413 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:44:50, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1325, decode.acc_seg: 94.9890, loss: 0.1325 2023-11-13 20:41:20,312 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:44:55, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1339, decode.acc_seg: 95.0663, loss: 0.1339 2023-11-13 20:41:25,149 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:44:59, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1405, decode.acc_seg: 94.7399, loss: 0.1405 2023-11-13 20:41:27,603 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:44:45, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1316, decode.acc_seg: 95.1509, loss: 0.1316 2023-11-13 20:41:32,445 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:44:49, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.1312, decode.acc_seg: 95.1559, loss: 0.1312 2023-11-13 20:41:34,902 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:44:35, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1295, decode.acc_seg: 95.1988, loss: 0.1295 2023-11-13 20:41:39,631 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:44:38, time: 0.095, data_time: 0.046, memory: 529, decode.loss_ce: 0.1215, decode.acc_seg: 95.5234, loss: 0.1215 2023-11-13 20:41:42,090 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:24, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1387, decode.acc_seg: 94.9225, loss: 0.1387 2023-11-13 20:41:46,993 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:44:28, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1230, decode.acc_seg: 95.3866, loss: 0.1230 2023-11-13 20:41:49,392 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:41:49,392 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:15, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1341, decode.acc_seg: 95.1156, loss: 0.1341 2023-11-13 20:41:54,289 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:18, time: 0.098, data_time: 0.051, memory: 529, decode.loss_ce: 0.1351, decode.acc_seg: 94.9373, loss: 0.1351 2023-11-13 20:41:59,154 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:22, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.1267, decode.acc_seg: 95.2942, loss: 0.1267 2023-11-13 20:42:01,577 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:09, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1293, decode.acc_seg: 95.2500, loss: 0.1293 2023-11-13 20:42:06,389 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:12, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1305, decode.acc_seg: 95.1711, loss: 0.1305 2023-11-13 20:42:08,816 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:43:59, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1265, decode.acc_seg: 95.2434, loss: 0.1265 2023-11-13 20:42:13,742 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:02, time: 0.099, data_time: 0.051, memory: 529, decode.loss_ce: 0.1431, decode.acc_seg: 94.7406, loss: 0.1431 2023-11-13 20:42:16,192 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:43:50, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1310, decode.acc_seg: 95.0932, loss: 0.1310 2023-11-13 20:42:21,040 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:43:53, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.1268, decode.acc_seg: 95.2344, loss: 0.1268 2023-11-13 20:42:23,539 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:43:40, time: 0.050, data_time: 0.003, memory: 529, decode.loss_ce: 0.1277, decode.acc_seg: 95.3120, loss: 0.1277 2023-11-13 20:42:28,273 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:43:43, time: 0.095, data_time: 0.048, memory: 529, decode.loss_ce: 0.1288, decode.acc_seg: 95.3152, loss: 0.1288 2023-11-13 20:42:30,662 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:43:30, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1297, decode.acc_seg: 95.0593, loss: 0.1297 2023-11-13 20:42:35,565 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:43:33, time: 0.098, data_time: 0.051, memory: 529, decode.loss_ce: 0.1336, decode.acc_seg: 95.0016, loss: 0.1336 2023-11-13 20:42:40,410 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:43:36, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1445, decode.acc_seg: 94.6512, loss: 0.1445 2023-11-13 20:42:42,831 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:23, time: 0.048, data_time: 0.004, memory: 529, decode.loss_ce: 0.1273, decode.acc_seg: 95.3640, loss: 0.1273 2023-11-13 20:42:47,634 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:43:26, time: 0.096, data_time: 0.050, memory: 529, decode.loss_ce: 0.1369, decode.acc_seg: 94.8280, loss: 0.1369 2023-11-13 20:42:50,085 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:14, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1338, decode.acc_seg: 94.9768, loss: 0.1338 2023-11-13 20:42:54,887 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:16, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1394, decode.acc_seg: 94.9337, loss: 0.1394 2023-11-13 20:42:57,346 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:04, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1441, decode.acc_seg: 94.5194, loss: 0.1441 2023-11-13 20:43:02,198 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:07, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.1207, decode.acc_seg: 95.6635, loss: 0.1207 2023-11-13 20:43:04,628 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:43:04,628 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:42:55, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1249, decode.acc_seg: 95.2806, loss: 0.1249 2023-11-13 20:43:09,429 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:42:57, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1263, decode.acc_seg: 95.3396, loss: 0.1263 2023-11-13 20:43:14,273 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:42:59, time: 0.097, data_time: 0.050, memory: 529, decode.loss_ce: 0.1319, decode.acc_seg: 95.0327, loss: 0.1319 2023-11-13 20:43:16,692 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:42:48, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1346, decode.acc_seg: 95.0469, loss: 0.1346 2023-11-13 20:43:21,443 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:42:49, time: 0.095, data_time: 0.048, memory: 529, decode.loss_ce: 0.1349, decode.acc_seg: 94.9399, loss: 0.1349 2023-11-13 20:43:23,920 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:42:38, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1317, decode.acc_seg: 95.0257, loss: 0.1317 2023-11-13 20:43:28,814 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:42:40, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1309, decode.acc_seg: 95.2529, loss: 0.1309 2023-11-13 20:43:31,266 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:42:29, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1364, decode.acc_seg: 94.9743, loss: 0.1364 2023-11-13 20:43:36,129 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:42:31, time: 0.097, data_time: 0.053, memory: 529, decode.loss_ce: 0.1240, decode.acc_seg: 95.4211, loss: 0.1240 2023-11-13 20:43:38,617 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:21, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1370, decode.acc_seg: 94.9462, loss: 0.1370 2023-11-13 20:43:43,378 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:22, time: 0.095, data_time: 0.047, memory: 529, decode.loss_ce: 0.1269, decode.acc_seg: 95.2124, loss: 0.1269 2023-11-13 20:43:45,786 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:11, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1203, decode.acc_seg: 95.4491, loss: 0.1203 2023-11-13 20:43:50,649 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:13, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1317, decode.acc_seg: 95.1784, loss: 0.1317 2023-11-13 20:43:55,414 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:14, time: 0.095, data_time: 0.050, memory: 529, decode.loss_ce: 0.1300, decode.acc_seg: 95.1300, loss: 0.1300 2023-11-13 20:43:57,835 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:03, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1291, decode.acc_seg: 95.2501, loss: 0.1291 2023-11-13 20:44:02,630 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:04, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1295, decode.acc_seg: 95.1783, loss: 0.1295 2023-11-13 20:44:05,047 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:41:54, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1242, decode.acc_seg: 95.3529, loss: 0.1242 2023-11-13 20:44:09,903 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:41:55, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1273, decode.acc_seg: 95.3573, loss: 0.1273 2023-11-13 20:44:12,371 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:41:45, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1264, decode.acc_seg: 95.3269, loss: 0.1264 2023-11-13 20:44:17,213 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:41:46, time: 0.097, data_time: 0.052, memory: 529, decode.loss_ce: 0.1353, decode.acc_seg: 95.0860, loss: 0.1353 2023-11-13 20:44:19,649 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:44:19,649 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:41:36, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1341, decode.acc_seg: 95.1584, loss: 0.1341 2023-11-13 20:44:24,531 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:41:37, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1260, decode.acc_seg: 95.3718, loss: 0.1260 2023-11-13 20:44:29,396 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:41:38, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1317, decode.acc_seg: 95.0742, loss: 0.1317 2023-11-13 20:44:31,832 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:41:28, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1249, decode.acc_seg: 95.3093, loss: 0.1249 2023-11-13 20:44:36,652 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:41:29, time: 0.096, data_time: 0.047, memory: 529, decode.loss_ce: 0.1209, decode.acc_seg: 95.4284, loss: 0.1209 2023-11-13 20:44:39,161 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:20, time: 0.050, data_time: 0.003, memory: 529, decode.loss_ce: 0.1291, decode.acc_seg: 95.3049, loss: 0.1291 2023-11-13 20:44:43,938 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:20, time: 0.096, data_time: 0.046, memory: 529, decode.loss_ce: 0.1299, decode.acc_seg: 95.1510, loss: 0.1299 2023-11-13 20:44:46,383 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:11, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1275, decode.acc_seg: 95.3059, loss: 0.1275 2023-11-13 20:44:51,201 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:11, time: 0.096, data_time: 0.053, memory: 529, decode.loss_ce: 0.1384, decode.acc_seg: 94.8184, loss: 0.1384 2023-11-13 20:44:53,643 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:02, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1240, decode.acc_seg: 95.2751, loss: 0.1240 2023-11-13 20:44:58,394 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:02, time: 0.095, data_time: 0.049, memory: 529, decode.loss_ce: 0.1335, decode.acc_seg: 95.0291, loss: 0.1335 2023-11-13 20:45:00,794 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:40:52, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1321, decode.acc_seg: 95.1279, loss: 0.1321 2023-11-13 20:45:05,670 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:40:53, time: 0.098, data_time: 0.046, memory: 529, decode.loss_ce: 0.1249, decode.acc_seg: 95.3644, loss: 0.1249 2023-11-13 20:45:10,477 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:40:54, time: 0.096, data_time: 0.049, memory: 529, decode.loss_ce: 0.1331, decode.acc_seg: 95.0697, loss: 0.1331 2023-11-13 20:45:12,918 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:40:44, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1258, decode.acc_seg: 95.3197, loss: 0.1258 2023-11-13 20:45:17,710 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:40:45, time: 0.096, data_time: 0.047, memory: 529, decode.loss_ce: 0.1234, decode.acc_seg: 95.4043, loss: 0.1234 2023-11-13 20:45:20,129 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:40:35, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1324, decode.acc_seg: 94.9843, loss: 0.1324 2023-11-13 20:45:24,919 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:40:36, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1327, decode.acc_seg: 95.1893, loss: 0.1327 2023-11-13 20:45:27,368 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:40:26, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1209, decode.acc_seg: 95.5683, loss: 0.1209 2023-11-13 20:45:32,106 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:40:26, time: 0.095, data_time: 0.049, memory: 529, decode.loss_ce: 0.1376, decode.acc_seg: 94.7423, loss: 0.1376 2023-11-13 20:45:34,517 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:45:34,517 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:17, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1343, decode.acc_seg: 94.9286, loss: 0.1343 2023-11-13 20:45:39,396 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:18, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1348, decode.acc_seg: 95.0231, loss: 0.1348 2023-11-13 20:45:44,126 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:18, time: 0.095, data_time: 0.047, memory: 529, decode.loss_ce: 0.1277, decode.acc_seg: 95.3856, loss: 0.1277 2023-11-13 20:45:46,646 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:09, time: 0.050, data_time: 0.003, memory: 529, decode.loss_ce: 0.1257, decode.acc_seg: 95.2183, loss: 0.1257 2023-11-13 20:45:51,576 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:10, time: 0.099, data_time: 0.049, memory: 529, decode.loss_ce: 0.1206, decode.acc_seg: 95.3662, loss: 0.1206 2023-11-13 20:45:54,014 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:01, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1311, decode.acc_seg: 95.1094, loss: 0.1311 2023-11-13 20:45:58,891 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:01, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1299, decode.acc_seg: 95.1383, loss: 0.1299 2023-11-13 20:46:01,319 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:39:52, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1288, decode.acc_seg: 95.3414, loss: 0.1288 2023-11-13 20:46:06,143 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:39:52, time: 0.096, data_time: 0.049, memory: 529, decode.loss_ce: 0.1273, decode.acc_seg: 95.1651, loss: 0.1273 2023-11-13 20:46:08,628 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:39:44, time: 0.050, data_time: 0.003, memory: 529, decode.loss_ce: 0.1302, decode.acc_seg: 95.3204, loss: 0.1302 2023-11-13 20:46:13,483 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:39:44, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.1245, decode.acc_seg: 95.4675, loss: 0.1245 2023-11-13 20:46:15,903 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:39:35, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1347, decode.acc_seg: 94.9600, loss: 0.1347 2023-11-13 20:46:20,737 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:39:35, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.1253, decode.acc_seg: 95.3715, loss: 0.1253 2023-11-13 20:46:25,476 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:39:35, time: 0.095, data_time: 0.050, memory: 529, decode.loss_ce: 0.1362, decode.acc_seg: 95.0293, loss: 0.1362 2023-11-13 20:46:27,995 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:39:26, time: 0.050, data_time: 0.005, memory: 529, decode.loss_ce: 0.1325, decode.acc_seg: 95.0343, loss: 0.1325 2023-11-13 20:46:32,793 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:39:26, time: 0.096, data_time: 0.050, memory: 529, decode.loss_ce: 0.1218, decode.acc_seg: 95.5543, loss: 0.1218 2023-11-13 20:46:35,283 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:18, time: 0.050, data_time: 0.004, memory: 529, decode.loss_ce: 0.1289, decode.acc_seg: 95.3285, loss: 0.1289 2023-11-13 20:46:40,049 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:18, time: 0.095, data_time: 0.049, memory: 529, decode.loss_ce: 0.1290, decode.acc_seg: 95.0108, loss: 0.1290 2023-11-13 20:46:42,510 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:09, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1257, decode.acc_seg: 95.2930, loss: 0.1257 2023-11-13 20:46:47,344 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:09, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.1236, decode.acc_seg: 95.3474, loss: 0.1236 2023-11-13 20:46:49,774 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:46:49,774 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:01, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1193, decode.acc_seg: 95.5467, loss: 0.1193 2023-11-13 20:46:54,590 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:00, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1337, decode.acc_seg: 94.9735, loss: 0.1337 2023-11-13 20:46:56,997 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:38:52, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1269, decode.acc_seg: 95.2234, loss: 0.1269 2023-11-13 20:47:01,853 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:38:52, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1241, decode.acc_seg: 95.4232, loss: 0.1241 2023-11-13 20:47:06,731 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:38:52, time: 0.098, data_time: 0.050, memory: 529, decode.loss_ce: 0.1191, decode.acc_seg: 95.6093, loss: 0.1191 2023-11-13 20:47:09,163 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:38:43, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1220, decode.acc_seg: 95.4290, loss: 0.1220 2023-11-13 20:47:13,958 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:38:43, time: 0.096, data_time: 0.050, memory: 529, decode.loss_ce: 0.1240, decode.acc_seg: 95.3120, loss: 0.1240 2023-11-13 20:47:16,431 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:38:35, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1222, decode.acc_seg: 95.4870, loss: 0.1222 2023-11-13 20:47:21,210 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:38:34, time: 0.096, data_time: 0.048, memory: 529, decode.loss_ce: 0.1280, decode.acc_seg: 95.3415, loss: 0.1280 2023-11-13 20:47:23,649 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:38:26, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1242, decode.acc_seg: 95.3567, loss: 0.1242 2023-11-13 20:47:28,504 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:38:26, time: 0.097, data_time: 0.049, memory: 529, decode.loss_ce: 0.1214, decode.acc_seg: 95.4828, loss: 0.1214 2023-11-13 20:47:30,909 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:18, time: 0.048, data_time: 0.003, memory: 529, decode.loss_ce: 0.1281, decode.acc_seg: 95.2893, loss: 0.1281 2023-11-13 20:47:35,790 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:17, time: 0.098, data_time: 0.048, memory: 529, decode.loss_ce: 0.1292, decode.acc_seg: 95.2023, loss: 0.1292 2023-11-13 20:47:40,664 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:17, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1258, decode.acc_seg: 95.3318, loss: 0.1258 2023-11-13 20:47:43,135 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:09, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1281, decode.acc_seg: 95.2567, loss: 0.1281 2023-11-13 20:47:47,961 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:09, time: 0.097, data_time: 0.048, memory: 529, decode.loss_ce: 0.1377, decode.acc_seg: 95.0623, loss: 0.1377 2023-11-13 20:47:50,412 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:01, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1265, decode.acc_seg: 95.3346, loss: 0.1265 2023-11-13 20:47:55,265 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:00, time: 0.097, data_time: 0.047, memory: 529, decode.loss_ce: 0.1297, decode.acc_seg: 95.2852, loss: 0.1297 2023-11-13 20:47:57,694 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:37:52, time: 0.049, data_time: 0.004, memory: 529, decode.loss_ce: 0.1309, decode.acc_seg: 95.0680, loss: 0.1309 2023-11-13 20:48:02,609 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:37:52, time: 0.098, data_time: 0.049, memory: 529, decode.loss_ce: 0.1346, decode.acc_seg: 94.9643, loss: 0.1346 2023-11-13 20:48:05,054 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 20:48:05,070 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:48:05,070 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:37:44, time: 0.049, data_time: 0.003, memory: 529, decode.loss_ce: 0.1342, decode.acc_seg: 94.9765, loss: 0.1342 2023-11-13 20:49:21,340 - mmseg - INFO - per class results: 2023-11-13 20:49:21,342 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.79 | 96.67 | | aeroplane | 86.94 | 95.45 | | bicycle | 62.47 | 84.9 | | bird | 86.04 | 92.5 | | boat | 71.26 | 79.24 | | bottle | 73.0 | 85.49 | | bus | 88.87 | 95.93 | | car | 82.23 | 88.35 | | cat | 92.29 | 95.92 | | chair | 42.48 | 63.46 | | cow | 88.61 | 92.99 | | diningtable | 56.14 | 64.75 | | dog | 87.8 | 94.07 | | horse | 88.74 | 95.05 | | motorbike | 81.56 | 90.27 | | person | 85.93 | 92.93 | | pottedplant | 63.16 | 77.74 | | sheep | 86.0 | 95.92 | | sofa | 58.06 | 73.59 | | train | 83.31 | 90.64 | | tvmonitor | 68.61 | 86.47 | +-------------+-------+-------+ 2023-11-13 20:49:21,342 - mmseg - INFO - Summary: 2023-11-13 20:49:21,343 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 94.6 | 77.49 | 87.25 | +------+-------+-------+ 2023-11-13 20:49:21,343 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:49:21,343 - mmseg - INFO - Iter(val) [182] aAcc: 0.9460, mIoU: 0.7749, mAcc: 0.8725, IoU.background: 0.9379, IoU.aeroplane: 0.8694, IoU.bicycle: 0.6247, IoU.bird: 0.8604, IoU.boat: 0.7126, IoU.bottle: 0.7300, IoU.bus: 0.8887, IoU.car: 0.8223, IoU.cat: 0.9229, IoU.chair: 0.4248, IoU.cow: 0.8861, IoU.diningtable: 0.5614, IoU.dog: 0.8780, IoU.horse: 0.8874, IoU.motorbike: 0.8156, IoU.person: 0.8593, IoU.pottedplant: 0.6316, IoU.sheep: 0.8600, IoU.sofa: 0.5806, IoU.train: 0.8331, IoU.tvmonitor: 0.6861, Acc.background: 0.9667, Acc.aeroplane: 0.9545, Acc.bicycle: 0.8490, Acc.bird: 0.9250, Acc.boat: 0.7924, Acc.bottle: 0.8549, Acc.bus: 0.9593, Acc.car: 0.8835, Acc.cat: 0.9592, Acc.chair: 0.6346, Acc.cow: 0.9299, Acc.diningtable: 0.6475, Acc.dog: 0.9407, Acc.horse: 0.9505, Acc.motorbike: 0.9027, Acc.person: 0.9293, Acc.pottedplant: 0.7774, Acc.sheep: 0.9592, Acc.sofa: 0.7359, Acc.train: 0.9064, Acc.tvmonitor: 0.8647 2023-11-13 20:49:26,233 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:41:31, time: 1.623, data_time: 1.573, memory: 583, decode.loss_ce: 0.1190, decode.acc_seg: 95.4867, loss: 0.1190 2023-11-13 20:49:28,624 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:41:22, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1266, decode.acc_seg: 95.2607, loss: 0.1266 2023-11-13 20:49:33,563 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:41:20, time: 0.099, data_time: 0.052, memory: 583, decode.loss_ce: 0.1195, decode.acc_seg: 95.5496, loss: 0.1195 2023-11-13 20:49:38,313 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:41:18, time: 0.095, data_time: 0.050, memory: 583, decode.loss_ce: 0.1235, decode.acc_seg: 95.2972, loss: 0.1235 2023-11-13 20:49:40,794 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:41:09, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1319, decode.acc_seg: 95.2146, loss: 0.1319 2023-11-13 20:49:45,690 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:41:07, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1311, decode.acc_seg: 95.1500, loss: 0.1311 2023-11-13 20:49:48,125 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:40:57, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1324, decode.acc_seg: 95.2020, loss: 0.1324 2023-11-13 20:49:52,939 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:40:55, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1248, decode.acc_seg: 95.4482, loss: 0.1248 2023-11-13 20:49:55,417 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:40:46, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1212, decode.acc_seg: 95.4814, loss: 0.1212 2023-11-13 20:50:00,251 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:40:44, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1274, decode.acc_seg: 95.1526, loss: 0.1274 2023-11-13 20:50:02,669 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:40:35, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1174, decode.acc_seg: 95.6277, loss: 0.1174 2023-11-13 20:50:07,517 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:40:33, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1288, decode.acc_seg: 95.2172, loss: 0.1288 2023-11-13 20:50:12,301 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:40:31, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1282, decode.acc_seg: 95.2083, loss: 0.1282 2023-11-13 20:50:14,768 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:40:22, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1303, decode.acc_seg: 95.2192, loss: 0.1303 2023-11-13 20:50:19,662 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:40:20, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1250, decode.acc_seg: 95.2905, loss: 0.1250 2023-11-13 20:50:22,136 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:40:11, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1268, decode.acc_seg: 95.3031, loss: 0.1268 2023-11-13 20:50:26,881 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:40:09, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1159, decode.acc_seg: 95.6934, loss: 0.1159 2023-11-13 20:50:29,304 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:40:00, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1364, decode.acc_seg: 94.9387, loss: 0.1364 2023-11-13 20:50:34,088 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:39:58, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1271, decode.acc_seg: 95.2855, loss: 0.1271 2023-11-13 20:50:36,615 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:50:36,615 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:39:49, time: 0.051, data_time: 0.004, memory: 583, decode.loss_ce: 0.1301, decode.acc_seg: 95.1779, loss: 0.1301 2023-11-13 20:50:41,403 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:39:47, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1248, decode.acc_seg: 95.4146, loss: 0.1248 2023-11-13 20:50:43,829 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:39:38, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1233, decode.acc_seg: 95.3247, loss: 0.1233 2023-11-13 20:50:48,670 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:39:36, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1296, decode.acc_seg: 95.2593, loss: 0.1296 2023-11-13 20:50:53,443 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:39:34, time: 0.095, data_time: 0.046, memory: 583, decode.loss_ce: 0.1159, decode.acc_seg: 95.5724, loss: 0.1159 2023-11-13 20:50:55,896 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:39:25, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1156, decode.acc_seg: 95.6295, loss: 0.1156 2023-11-13 20:51:00,769 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:39:23, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1263, decode.acc_seg: 95.2702, loss: 0.1263 2023-11-13 20:51:03,211 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:39:15, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1264, decode.acc_seg: 95.1705, loss: 0.1264 2023-11-13 20:51:08,006 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:39:12, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1322, decode.acc_seg: 95.2346, loss: 0.1322 2023-11-13 20:51:10,427 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:39:04, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1268, decode.acc_seg: 95.2442, loss: 0.1268 2023-11-13 20:51:15,225 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:39:02, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1288, decode.acc_seg: 95.0518, loss: 0.1288 2023-11-13 20:51:17,650 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:53, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.3286, loss: 0.1252 2023-11-13 20:51:22,461 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:38:51, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.5380, loss: 0.1210 2023-11-13 20:51:27,290 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:38:49, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1302, decode.acc_seg: 95.2171, loss: 0.1302 2023-11-13 20:51:29,757 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:38:41, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1197, decode.acc_seg: 95.4935, loss: 0.1197 2023-11-13 20:51:34,621 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:38:38, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1295, decode.acc_seg: 95.0728, loss: 0.1295 2023-11-13 20:51:37,052 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:38:30, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4919, loss: 0.1223 2023-11-13 20:51:41,954 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:38:28, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.7529, loss: 0.1167 2023-11-13 20:51:44,382 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:38:20, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1246, decode.acc_seg: 95.4405, loss: 0.1246 2023-11-13 20:51:49,222 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:38:18, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1306, decode.acc_seg: 95.1487, loss: 0.1306 2023-11-13 20:51:51,646 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:51:51,647 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:38:10, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1155, decode.acc_seg: 95.7304, loss: 0.1155 2023-11-13 20:51:56,456 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:38:07, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1200, decode.acc_seg: 95.3903, loss: 0.1200 2023-11-13 20:51:58,860 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:37:59, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1266, decode.acc_seg: 95.2804, loss: 0.1266 2023-11-13 20:52:03,748 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:37:57, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1271, decode.acc_seg: 95.3661, loss: 0.1271 2023-11-13 20:52:08,613 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:37:55, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1250, decode.acc_seg: 95.2578, loss: 0.1250 2023-11-13 20:52:11,031 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:47, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1244, decode.acc_seg: 95.2177, loss: 0.1244 2023-11-13 20:52:15,866 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:37:44, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.3202, loss: 0.1226 2023-11-13 20:52:18,316 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:37:37, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.2820, loss: 0.1239 2023-11-13 20:52:23,160 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:37:34, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1321, decode.acc_seg: 95.0276, loss: 0.1321 2023-11-13 20:52:25,597 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:37:27, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1305, decode.acc_seg: 95.1844, loss: 0.1305 2023-11-13 20:52:30,408 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:37:24, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1284, decode.acc_seg: 95.2368, loss: 0.1284 2023-11-13 20:52:32,851 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:37:16, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.4562, loss: 0.1226 2023-11-13 20:52:37,700 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:37:14, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4924, loss: 0.1223 2023-11-13 20:52:42,437 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:37:11, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1269, decode.acc_seg: 95.3107, loss: 0.1269 2023-11-13 20:52:44,986 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:37:04, time: 0.051, data_time: 0.003, memory: 583, decode.loss_ce: 0.1229, decode.acc_seg: 95.3671, loss: 0.1229 2023-11-13 20:52:49,802 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:37:02, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1278, decode.acc_seg: 95.1926, loss: 0.1278 2023-11-13 20:52:52,259 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:54, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1209, decode.acc_seg: 95.4890, loss: 0.1209 2023-11-13 20:52:57,096 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:52, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1266, decode.acc_seg: 95.2379, loss: 0.1266 2023-11-13 20:52:59,582 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:44, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1265, decode.acc_seg: 95.4274, loss: 0.1265 2023-11-13 20:53:04,339 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:36:42, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.5085, loss: 0.1214 2023-11-13 20:53:06,796 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:53:06,796 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:36:34, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1241, decode.acc_seg: 95.4434, loss: 0.1241 2023-11-13 20:53:11,604 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:36:32, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1328, decode.acc_seg: 95.0223, loss: 0.1328 2023-11-13 20:53:14,010 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:36:24, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1242, decode.acc_seg: 95.4279, loss: 0.1242 2023-11-13 20:53:18,912 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:36:22, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1188, decode.acc_seg: 95.5232, loss: 0.1188 2023-11-13 20:53:23,723 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:36:19, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1324, decode.acc_seg: 95.1339, loss: 0.1324 2023-11-13 20:53:26,148 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:36:12, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1313, decode.acc_seg: 95.2058, loss: 0.1313 2023-11-13 20:53:31,077 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:36:10, time: 0.099, data_time: 0.047, memory: 583, decode.loss_ce: 0.1265, decode.acc_seg: 95.2822, loss: 0.1265 2023-11-13 20:53:33,547 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:36:02, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1276, decode.acc_seg: 95.2836, loss: 0.1276 2023-11-13 20:53:38,357 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:36:00, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.5998, loss: 0.1167 2023-11-13 20:53:40,779 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:52, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4044, loss: 0.1207 2023-11-13 20:53:45,550 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:50, time: 0.095, data_time: 0.051, memory: 583, decode.loss_ce: 0.1254, decode.acc_seg: 95.4664, loss: 0.1254 2023-11-13 20:53:47,974 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:43, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1327, decode.acc_seg: 95.0658, loss: 0.1327 2023-11-13 20:53:52,774 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:40, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1169, decode.acc_seg: 95.6002, loss: 0.1169 2023-11-13 20:53:55,186 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:33, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1402, decode.acc_seg: 94.7779, loss: 0.1402 2023-11-13 20:53:59,993 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:35:30, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1248, decode.acc_seg: 95.3486, loss: 0.1248 2023-11-13 20:54:04,756 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:35:27, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1199, decode.acc_seg: 95.5750, loss: 0.1199 2023-11-13 20:54:07,220 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:35:20, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.4495, loss: 0.1214 2023-11-13 20:54:12,063 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:35:18, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1187, decode.acc_seg: 95.4902, loss: 0.1187 2023-11-13 20:54:14,496 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:35:11, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1194, decode.acc_seg: 95.4305, loss: 0.1194 2023-11-13 20:54:19,359 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:35:08, time: 0.097, data_time: 0.051, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.6212, loss: 0.1203 2023-11-13 20:54:21,828 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:54:21,828 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:35:01, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1185, decode.acc_seg: 95.4430, loss: 0.1185 2023-11-13 20:54:26,725 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:34:59, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1134, decode.acc_seg: 95.7241, loss: 0.1134 2023-11-13 20:54:29,141 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:52, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1232, decode.acc_seg: 95.5532, loss: 0.1232 2023-11-13 20:54:34,008 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:49, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1315, decode.acc_seg: 95.0262, loss: 0.1315 2023-11-13 20:54:38,853 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:47, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1313, decode.acc_seg: 95.1566, loss: 0.1313 2023-11-13 20:54:41,290 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:40, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1217, decode.acc_seg: 95.4751, loss: 0.1217 2023-11-13 20:54:46,087 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:37, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.4903, loss: 0.1191 2023-11-13 20:54:48,518 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:30, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1174, decode.acc_seg: 95.7000, loss: 0.1174 2023-11-13 20:54:53,284 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:27, time: 0.095, data_time: 0.050, memory: 583, decode.loss_ce: 0.1273, decode.acc_seg: 95.2573, loss: 0.1273 2023-11-13 20:54:55,753 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:34:21, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1283, decode.acc_seg: 95.2640, loss: 0.1283 2023-11-13 20:55:00,570 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:34:18, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1178, decode.acc_seg: 95.5866, loss: 0.1178 2023-11-13 20:55:03,025 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:34:11, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1225, decode.acc_seg: 95.4284, loss: 0.1225 2023-11-13 20:55:07,882 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:34:08, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1212, decode.acc_seg: 95.3946, loss: 0.1212 2023-11-13 20:55:10,320 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:34:02, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.5783, loss: 0.1191 2023-11-13 20:55:15,280 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:33:59, time: 0.099, data_time: 0.047, memory: 583, decode.loss_ce: 0.1225, decode.acc_seg: 95.2932, loss: 0.1225 2023-11-13 20:55:20,070 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:33:57, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1304, decode.acc_seg: 94.9797, loss: 0.1304 2023-11-13 20:55:22,531 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:50, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1258, decode.acc_seg: 95.3070, loss: 0.1258 2023-11-13 20:55:27,365 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:47, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1313, decode.acc_seg: 95.0874, loss: 0.1313 2023-11-13 20:55:29,781 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:40, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1293, decode.acc_seg: 95.2709, loss: 0.1293 2023-11-13 20:55:34,639 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:38, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1213, decode.acc_seg: 95.4970, loss: 0.1213 2023-11-13 20:55:37,073 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:55:37,074 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:31, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1318, decode.acc_seg: 95.1593, loss: 0.1318 2023-11-13 20:55:41,892 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:28, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1204, decode.acc_seg: 95.5040, loss: 0.1204 2023-11-13 20:55:44,338 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:33:22, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1338, decode.acc_seg: 95.0588, loss: 0.1338 2023-11-13 20:55:49,198 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:33:19, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1222, decode.acc_seg: 95.6044, loss: 0.1222 2023-11-13 20:55:54,060 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:33:16, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1219, decode.acc_seg: 95.3938, loss: 0.1219 2023-11-13 20:55:56,464 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:33:10, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.5134, loss: 0.1191 2023-11-13 20:56:01,325 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:33:07, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1219, decode.acc_seg: 95.3593, loss: 0.1219 2023-11-13 20:56:03,764 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:33:01, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1297, decode.acc_seg: 95.1671, loss: 0.1297 2023-11-13 20:56:08,632 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:32:58, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1258, decode.acc_seg: 95.3625, loss: 0.1258 2023-11-13 20:56:11,055 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:51, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1248, decode.acc_seg: 95.3024, loss: 0.1248 2023-11-13 20:56:15,919 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:49, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1267, decode.acc_seg: 95.2685, loss: 0.1267 2023-11-13 20:56:18,361 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:42, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1151, decode.acc_seg: 95.6894, loss: 0.1151 2023-11-13 20:56:23,141 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:39, time: 0.096, data_time: 0.046, memory: 583, decode.loss_ce: 0.1285, decode.acc_seg: 95.2473, loss: 0.1285 2023-11-13 20:56:25,526 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:33, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4821, loss: 0.1207 2023-11-13 20:56:30,343 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:30, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1227, decode.acc_seg: 95.3213, loss: 0.1227 2023-11-13 20:56:35,142 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:27, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1140, decode.acc_seg: 95.7700, loss: 0.1140 2023-11-13 20:56:37,589 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:21, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1241, decode.acc_seg: 95.4556, loss: 0.1241 2023-11-13 20:56:42,410 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:32:18, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1313, decode.acc_seg: 95.1404, loss: 0.1313 2023-11-13 20:56:44,884 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:32:12, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1216, decode.acc_seg: 95.5105, loss: 0.1216 2023-11-13 20:56:49,726 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:32:09, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1204, decode.acc_seg: 95.5007, loss: 0.1204 2023-11-13 20:56:52,197 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:56:52,197 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:32:03, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1171, decode.acc_seg: 95.6429, loss: 0.1171 2023-11-13 20:56:57,052 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:32:00, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.2991, loss: 0.1238 2023-11-13 20:56:59,457 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:53, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1172, decode.acc_seg: 95.5089, loss: 0.1172 2023-11-13 20:57:04,330 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:51, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1258, decode.acc_seg: 95.2407, loss: 0.1258 2023-11-13 20:57:09,080 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:48, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1349, decode.acc_seg: 95.0065, loss: 0.1349 2023-11-13 20:57:11,595 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:42, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1193, decode.acc_seg: 95.4408, loss: 0.1193 2023-11-13 20:57:16,438 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:39, time: 0.097, data_time: 0.051, memory: 583, decode.loss_ce: 0.1192, decode.acc_seg: 95.5206, loss: 0.1192 2023-11-13 20:57:18,864 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:33, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1192, decode.acc_seg: 95.4927, loss: 0.1192 2023-11-13 20:57:23,663 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:30, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1378, decode.acc_seg: 94.8919, loss: 0.1378 2023-11-13 20:57:26,143 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:23, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1329, decode.acc_seg: 95.0896, loss: 0.1329 2023-11-13 20:57:30,952 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:21, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1194, decode.acc_seg: 95.5390, loss: 0.1194 2023-11-13 20:57:33,365 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:31:14, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1228, decode.acc_seg: 95.4077, loss: 0.1228 2023-11-13 20:57:38,117 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:31:11, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.5327, loss: 0.1179 2023-11-13 20:57:40,522 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:31:05, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1320, decode.acc_seg: 95.1824, loss: 0.1320 2023-11-13 20:57:45,344 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:31:02, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1154, decode.acc_seg: 95.6696, loss: 0.1154 2023-11-13 20:57:50,090 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:30:59, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1275, decode.acc_seg: 95.1896, loss: 0.1275 2023-11-13 20:57:52,550 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:53, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1145, decode.acc_seg: 95.7417, loss: 0.1145 2023-11-13 20:57:57,374 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:50, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1329, decode.acc_seg: 95.0972, loss: 0.1329 2023-11-13 20:57:59,865 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:44, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1281, decode.acc_seg: 95.2815, loss: 0.1281 2023-11-13 20:58:04,667 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:41, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1330, decode.acc_seg: 95.0847, loss: 0.1330 2023-11-13 20:58:07,123 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:58:07,123 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:35, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1243, decode.acc_seg: 95.4283, loss: 0.1243 2023-11-13 20:58:11,970 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:33, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1289, decode.acc_seg: 95.1607, loss: 0.1289 2023-11-13 20:58:14,425 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:27, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1245, decode.acc_seg: 95.3020, loss: 0.1245 2023-11-13 20:58:19,314 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:24, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1254, decode.acc_seg: 95.3347, loss: 0.1254 2023-11-13 20:58:24,218 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:21, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1284, decode.acc_seg: 95.1843, loss: 0.1284 2023-11-13 20:58:26,685 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:15, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1172, decode.acc_seg: 95.5955, loss: 0.1172 2023-11-13 20:58:31,546 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:30:12, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.3944, loss: 0.1236 2023-11-13 20:58:33,992 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:30:06, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1170, decode.acc_seg: 95.6712, loss: 0.1170 2023-11-13 20:58:38,866 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:30:03, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1291, decode.acc_seg: 95.2717, loss: 0.1291 2023-11-13 20:58:41,334 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:29:57, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1241, decode.acc_seg: 95.5126, loss: 0.1241 2023-11-13 20:58:46,178 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:54, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1311, decode.acc_seg: 95.2573, loss: 0.1311 2023-11-13 20:58:48,627 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:48, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1197, decode.acc_seg: 95.4636, loss: 0.1197 2023-11-13 20:58:53,410 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:45, time: 0.096, data_time: 0.052, memory: 583, decode.loss_ce: 0.1218, decode.acc_seg: 95.3779, loss: 0.1218 2023-11-13 20:58:55,822 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:39, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1229, decode.acc_seg: 95.3608, loss: 0.1229 2023-11-13 20:59:00,644 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:37, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1168, decode.acc_seg: 95.5604, loss: 0.1168 2023-11-13 20:59:05,415 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:34, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.4252, loss: 0.1236 2023-11-13 20:59:07,885 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:28, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1448, decode.acc_seg: 94.5690, loss: 0.1448 2023-11-13 20:59:12,672 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:25, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1160, decode.acc_seg: 95.7361, loss: 0.1160 2023-11-13 20:59:15,146 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:19, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1279, decode.acc_seg: 95.1914, loss: 0.1279 2023-11-13 20:59:19,959 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:16, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1149, decode.acc_seg: 95.7622, loss: 0.1149 2023-11-13 20:59:22,419 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:59:22,420 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:29:10, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.2570, loss: 0.1256 2023-11-13 20:59:27,215 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:29:07, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1299, decode.acc_seg: 95.0548, loss: 0.1299 2023-11-13 20:59:29,682 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:29:01, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1287, decode.acc_seg: 95.2090, loss: 0.1287 2023-11-13 20:59:34,541 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:28:58, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1209, decode.acc_seg: 95.6229, loss: 0.1209 2023-11-13 20:59:36,985 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:53, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1245, decode.acc_seg: 95.3014, loss: 0.1245 2023-11-13 20:59:41,744 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:49, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1221, decode.acc_seg: 95.5133, loss: 0.1221 2023-11-13 20:59:46,500 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:46, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1268, decode.acc_seg: 95.2459, loss: 0.1268 2023-11-13 20:59:48,905 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:41, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1169, decode.acc_seg: 95.6475, loss: 0.1169 2023-11-13 20:59:53,817 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:38, time: 0.098, data_time: 0.051, memory: 583, decode.loss_ce: 0.1325, decode.acc_seg: 94.9347, loss: 0.1325 2023-11-13 20:59:56,253 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:32, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1181, decode.acc_seg: 95.5195, loss: 0.1181 2023-11-13 21:00:01,184 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:29, time: 0.099, data_time: 0.050, memory: 583, decode.loss_ce: 0.1293, decode.acc_seg: 95.1842, loss: 0.1293 2023-11-13 21:00:03,609 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:23, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1182, decode.acc_seg: 95.5630, loss: 0.1182 2023-11-13 21:00:08,534 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:20, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.5892, loss: 0.1186 2023-11-13 21:00:10,966 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:15, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.3594, loss: 0.1236 2023-11-13 21:00:15,887 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:12, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1173, decode.acc_seg: 95.6736, loss: 0.1173 2023-11-13 21:00:20,737 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:09, time: 0.097, data_time: 0.052, memory: 583, decode.loss_ce: 0.1241, decode.acc_seg: 95.3762, loss: 0.1241 2023-11-13 21:00:23,177 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:28:03, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1213, decode.acc_seg: 95.3753, loss: 0.1213 2023-11-13 21:00:27,948 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:28:00, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.5439, loss: 0.1186 2023-11-13 21:00:30,378 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:54, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1273, decode.acc_seg: 95.2737, loss: 0.1273 2023-11-13 21:00:35,267 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:51, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.6172, loss: 0.1191 2023-11-13 21:00:37,732 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:00:37,732 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:46, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1221, decode.acc_seg: 95.5827, loss: 0.1221 2023-11-13 21:00:42,630 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:43, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1258, decode.acc_seg: 95.2187, loss: 0.1258 2023-11-13 21:00:45,049 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:37, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1184, decode.acc_seg: 95.5682, loss: 0.1184 2023-11-13 21:00:49,862 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:34, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1206, decode.acc_seg: 95.5244, loss: 0.1206 2023-11-13 21:00:52,329 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:29, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1244, decode.acc_seg: 95.3805, loss: 0.1244 2023-11-13 21:00:57,279 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:26, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1172, decode.acc_seg: 95.6549, loss: 0.1172 2023-11-13 21:01:02,130 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:23, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.3044, loss: 0.1239 2023-11-13 21:01:04,627 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:17, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.3689, loss: 0.1226 2023-11-13 21:01:09,548 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:14, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1163, decode.acc_seg: 95.6563, loss: 0.1163 2023-11-13 21:01:11,990 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:09, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.3808, loss: 0.1238 2023-11-13 21:01:16,870 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:27:06, time: 0.098, data_time: 0.046, memory: 583, decode.loss_ce: 0.1233, decode.acc_seg: 95.3864, loss: 0.1233 2023-11-13 21:01:19,335 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:27:00, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.2442, loss: 0.1236 2023-11-13 21:01:24,148 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:26:57, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1228, decode.acc_seg: 95.5594, loss: 0.1228 2023-11-13 21:01:26,558 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:51, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1298, decode.acc_seg: 95.1820, loss: 0.1298 2023-11-13 21:01:31,400 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:48, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.4119, loss: 0.1256 2023-11-13 21:01:36,137 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:45, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1244, decode.acc_seg: 95.3309, loss: 0.1244 2023-11-13 21:01:38,686 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:40, time: 0.051, data_time: 0.006, memory: 583, decode.loss_ce: 0.1175, decode.acc_seg: 95.6198, loss: 0.1175 2023-11-13 21:01:43,469 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:37, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1276, decode.acc_seg: 95.1791, loss: 0.1276 2023-11-13 21:01:45,928 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:31, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1241, decode.acc_seg: 95.4302, loss: 0.1241 2023-11-13 21:01:50,762 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:28, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.5124, loss: 0.1214 2023-11-13 21:01:53,194 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 21:01:53,215 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:01:53,216 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:23, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1227, decode.acc_seg: 95.4086, loss: 0.1227 2023-11-13 21:02:02,307 - mmseg - INFO - per class results: 2023-11-13 21:02:02,308 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.89 | 96.91 | | aeroplane | 87.67 | 94.42 | | bicycle | 63.54 | 83.92 | | bird | 85.87 | 91.59 | | boat | 71.62 | 80.24 | | bottle | 72.23 | 81.35 | | bus | 89.17 | 95.81 | | car | 83.64 | 90.74 | | cat | 92.01 | 96.18 | | chair | 40.69 | 66.3 | | cow | 88.56 | 92.11 | | diningtable | 55.41 | 63.28 | | dog | 87.74 | 94.32 | | horse | 88.82 | 95.71 | | motorbike | 82.38 | 90.94 | | person | 85.99 | 92.29 | | pottedplant | 64.23 | 80.53 | | sheep | 86.05 | 95.27 | | sofa | 53.27 | 64.41 | | train | 83.47 | 90.75 | | tvmonitor | 70.1 | 83.02 | +-------------+-------+-------+ 2023-11-13 21:02:02,308 - mmseg - INFO - Summary: 2023-11-13 21:02:02,309 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 94.61 | 77.45 | 86.67 | +-------+-------+-------+ 2023-11-13 21:02:02,309 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:02:02,309 - mmseg - INFO - Iter(val) [182] aAcc: 0.9461, mIoU: 0.7745, mAcc: 0.8667, IoU.background: 0.9389, IoU.aeroplane: 0.8767, IoU.bicycle: 0.6354, IoU.bird: 0.8587, IoU.boat: 0.7162, IoU.bottle: 0.7223, IoU.bus: 0.8917, IoU.car: 0.8364, IoU.cat: 0.9201, IoU.chair: 0.4069, IoU.cow: 0.8856, IoU.diningtable: 0.5541, IoU.dog: 0.8774, IoU.horse: 0.8882, IoU.motorbike: 0.8238, IoU.person: 0.8599, IoU.pottedplant: 0.6423, IoU.sheep: 0.8605, IoU.sofa: 0.5327, IoU.train: 0.8347, IoU.tvmonitor: 0.7010, Acc.background: 0.9691, Acc.aeroplane: 0.9442, Acc.bicycle: 0.8392, Acc.bird: 0.9159, Acc.boat: 0.8024, Acc.bottle: 0.8135, Acc.bus: 0.9581, Acc.car: 0.9074, Acc.cat: 0.9618, Acc.chair: 0.6630, Acc.cow: 0.9211, Acc.diningtable: 0.6328, Acc.dog: 0.9432, Acc.horse: 0.9571, Acc.motorbike: 0.9094, Acc.person: 0.9229, Acc.pottedplant: 0.8053, Acc.sheep: 0.9527, Acc.sofa: 0.6441, Acc.train: 0.9075, Acc.tvmonitor: 0.8302 2023-11-13 21:02:07,122 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:28, time: 0.278, data_time: 0.233, memory: 583, decode.loss_ce: 0.1242, decode.acc_seg: 95.4473, loss: 0.1242 2023-11-13 21:02:09,580 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:23, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1300, decode.acc_seg: 95.3226, loss: 0.1300 2023-11-13 21:02:14,455 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:20, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.8045, loss: 0.1148 2023-11-13 21:02:16,922 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:14, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1264, decode.acc_seg: 95.2011, loss: 0.1264 2023-11-13 21:02:21,786 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:11, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1213, decode.acc_seg: 95.4396, loss: 0.1213 2023-11-13 21:02:26,619 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:08, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1275, decode.acc_seg: 95.2678, loss: 0.1275 2023-11-13 21:02:29,040 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:26:03, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1185, decode.acc_seg: 95.4708, loss: 0.1185 2023-11-13 21:02:33,912 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:26:00, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.4934, loss: 0.1214 2023-11-13 21:02:36,367 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:54, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.4449, loss: 0.1239 2023-11-13 21:02:41,247 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:51, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1181, decode.acc_seg: 95.4798, loss: 0.1181 2023-11-13 21:02:43,703 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:46, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1285, decode.acc_seg: 95.2916, loss: 0.1285 2023-11-13 21:02:48,534 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:42, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.3600, loss: 0.1207 2023-11-13 21:02:50,977 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:37, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1262, decode.acc_seg: 95.4135, loss: 0.1262 2023-11-13 21:02:55,815 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:34, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1199, decode.acc_seg: 95.4729, loss: 0.1199 2023-11-13 21:03:00,605 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:31, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1260, decode.acc_seg: 95.2678, loss: 0.1260 2023-11-13 21:03:03,065 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:25, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.4965, loss: 0.1201 2023-11-13 21:03:07,908 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:22, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1182, decode.acc_seg: 95.5750, loss: 0.1182 2023-11-13 21:03:10,354 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:17, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1250, decode.acc_seg: 95.3279, loss: 0.1250 2023-11-13 21:03:15,214 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:14, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1170, decode.acc_seg: 95.5546, loss: 0.1170 2023-11-13 21:03:17,627 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:03:17,627 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:08, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1260, decode.acc_seg: 95.3196, loss: 0.1260 2023-11-13 21:03:22,459 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:05, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.4191, loss: 0.1236 2023-11-13 21:03:24,890 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:25:00, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.3695, loss: 0.1239 2023-11-13 21:03:29,692 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:24:56, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.3943, loss: 0.1210 2023-11-13 21:03:32,109 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:51, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1224, decode.acc_seg: 95.4014, loss: 0.1224 2023-11-13 21:03:36,934 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:48, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.3813, loss: 0.1220 2023-11-13 21:03:41,745 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:45, time: 0.096, data_time: 0.046, memory: 583, decode.loss_ce: 0.1255, decode.acc_seg: 95.3068, loss: 0.1255 2023-11-13 21:03:44,186 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:39, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1281, decode.acc_seg: 95.2637, loss: 0.1281 2023-11-13 21:03:49,013 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:36, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1161, decode.acc_seg: 95.7333, loss: 0.1161 2023-11-13 21:03:51,450 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:31, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1325, decode.acc_seg: 95.1033, loss: 0.1325 2023-11-13 21:03:56,283 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:28, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1162, decode.acc_seg: 95.5656, loss: 0.1162 2023-11-13 21:03:58,714 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:22, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1213, decode.acc_seg: 95.4031, loss: 0.1213 2023-11-13 21:04:03,580 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:19, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1291, decode.acc_seg: 95.1733, loss: 0.1291 2023-11-13 21:04:05,990 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:14, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1246, decode.acc_seg: 95.3010, loss: 0.1246 2023-11-13 21:04:10,868 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:11, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1143, decode.acc_seg: 95.7567, loss: 0.1143 2023-11-13 21:04:15,628 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:07, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1224, decode.acc_seg: 95.3969, loss: 0.1224 2023-11-13 21:04:18,143 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:02, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.4640, loss: 0.1201 2023-11-13 21:04:22,958 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:23:59, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1221, decode.acc_seg: 95.5536, loss: 0.1221 2023-11-13 21:04:25,378 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:54, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1150, decode.acc_seg: 95.5676, loss: 0.1150 2023-11-13 21:04:30,132 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:50, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1205, decode.acc_seg: 95.4900, loss: 0.1205 2023-11-13 21:04:32,572 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:04:32,573 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:45, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1259, decode.acc_seg: 95.3195, loss: 0.1259 2023-11-13 21:04:37,444 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:42, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1234, decode.acc_seg: 95.2855, loss: 0.1234 2023-11-13 21:04:39,877 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:37, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1225, decode.acc_seg: 95.4176, loss: 0.1225 2023-11-13 21:04:44,733 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:33, time: 0.097, data_time: 0.053, memory: 583, decode.loss_ce: 0.1286, decode.acc_seg: 95.2129, loss: 0.1286 2023-11-13 21:04:47,127 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:28, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1150, decode.acc_seg: 95.6924, loss: 0.1150 2023-11-13 21:04:51,939 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:25, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1154, decode.acc_seg: 95.6192, loss: 0.1154 2023-11-13 21:04:56,691 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:22, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.4216, loss: 0.1252 2023-11-13 21:04:59,158 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:16, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.3342, loss: 0.1239 2023-11-13 21:05:03,982 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:13, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.3574, loss: 0.1239 2023-11-13 21:05:06,419 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:08, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.4890, loss: 0.1220 2023-11-13 21:05:11,276 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:05, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1250, decode.acc_seg: 95.4069, loss: 0.1250 2023-11-13 21:05:13,755 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:23:00, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1141, decode.acc_seg: 95.7290, loss: 0.1141 2023-11-13 21:05:18,593 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:22:56, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1123, decode.acc_seg: 95.8734, loss: 0.1123 2023-11-13 21:05:21,017 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:51, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1265, decode.acc_seg: 95.3576, loss: 0.1265 2023-11-13 21:05:25,839 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:48, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1137, decode.acc_seg: 95.6624, loss: 0.1137 2023-11-13 21:05:28,191 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:43, time: 0.047, data_time: 0.003, memory: 583, decode.loss_ce: 0.1340, decode.acc_seg: 95.1630, loss: 0.1340 2023-11-13 21:05:33,053 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:40, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1160, decode.acc_seg: 95.6794, loss: 0.1160 2023-11-13 21:05:37,881 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:36, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1116, decode.acc_seg: 95.8449, loss: 0.1116 2023-11-13 21:05:40,313 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:31, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1124, decode.acc_seg: 95.7094, loss: 0.1124 2023-11-13 21:05:45,170 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:28, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1298, decode.acc_seg: 95.1368, loss: 0.1298 2023-11-13 21:05:47,623 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:05:47,624 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:23, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.3985, loss: 0.1220 2023-11-13 21:05:52,449 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:20, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.4774, loss: 0.1226 2023-11-13 21:05:54,917 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:14, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1189, decode.acc_seg: 95.5860, loss: 0.1189 2023-11-13 21:05:59,721 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:11, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.4859, loss: 0.1179 2023-11-13 21:06:02,129 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:06, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1287, decode.acc_seg: 95.2346, loss: 0.1287 2023-11-13 21:06:06,936 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:03, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1168, decode.acc_seg: 95.7187, loss: 0.1168 2023-11-13 21:06:11,775 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:21:59, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1266, decode.acc_seg: 95.2337, loss: 0.1266 2023-11-13 21:06:14,199 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:54, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.3559, loss: 0.1223 2023-11-13 21:06:19,059 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:51, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1246, decode.acc_seg: 95.3300, loss: 0.1246 2023-11-13 21:06:21,537 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:46, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1184, decode.acc_seg: 95.7345, loss: 0.1184 2023-11-13 21:06:26,380 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:43, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1192, decode.acc_seg: 95.6656, loss: 0.1192 2023-11-13 21:06:28,840 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:38, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1216, decode.acc_seg: 95.5069, loss: 0.1216 2023-11-13 21:06:33,702 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:34, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1164, decode.acc_seg: 95.6695, loss: 0.1164 2023-11-13 21:06:36,167 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:30, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1198, decode.acc_seg: 95.4164, loss: 0.1198 2023-11-13 21:06:40,984 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:26, time: 0.096, data_time: 0.052, memory: 583, decode.loss_ce: 0.1219, decode.acc_seg: 95.5024, loss: 0.1219 2023-11-13 21:06:43,394 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:21, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1174, decode.acc_seg: 95.5331, loss: 0.1174 2023-11-13 21:06:48,241 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:18, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1229, decode.acc_seg: 95.4196, loss: 0.1229 2023-11-13 21:06:53,123 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:15, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1146, decode.acc_seg: 95.6123, loss: 0.1146 2023-11-13 21:06:55,549 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:10, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.4814, loss: 0.1214 2023-11-13 21:07:00,361 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:06, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1196, decode.acc_seg: 95.5868, loss: 0.1196 2023-11-13 21:07:02,768 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:07:02,769 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:01, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1133, decode.acc_seg: 95.7186, loss: 0.1133 2023-11-13 21:07:07,552 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:20:58, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1070, decode.acc_seg: 95.9555, loss: 0.1070 2023-11-13 21:07:09,984 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:53, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1294, decode.acc_seg: 95.1616, loss: 0.1294 2023-11-13 21:07:14,838 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:50, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1133, decode.acc_seg: 95.8581, loss: 0.1133 2023-11-13 21:07:17,278 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:45, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1222, decode.acc_seg: 95.4108, loss: 0.1222 2023-11-13 21:07:22,300 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:41, time: 0.100, data_time: 0.051, memory: 583, decode.loss_ce: 0.1280, decode.acc_seg: 95.3743, loss: 0.1280 2023-11-13 21:07:27,141 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:38, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1175, decode.acc_seg: 95.6669, loss: 0.1175 2023-11-13 21:07:29,574 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:33, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.5031, loss: 0.1203 2023-11-13 21:07:34,393 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:30, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1225, decode.acc_seg: 95.4377, loss: 0.1225 2023-11-13 21:07:36,830 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:25, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4180, loss: 0.1207 2023-11-13 21:07:41,611 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:21, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1180, decode.acc_seg: 95.6273, loss: 0.1180 2023-11-13 21:07:44,045 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:17, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.4167, loss: 0.1203 2023-11-13 21:07:48,831 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:13, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1150, decode.acc_seg: 95.6937, loss: 0.1150 2023-11-13 21:07:51,266 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:08, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1216, decode.acc_seg: 95.5523, loss: 0.1216 2023-11-13 21:07:56,045 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:05, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1164, decode.acc_seg: 95.6185, loss: 0.1164 2023-11-13 21:07:58,450 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:00, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1314, decode.acc_seg: 95.1268, loss: 0.1314 2023-11-13 21:08:03,501 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:19:57, time: 0.101, data_time: 0.048, memory: 583, decode.loss_ce: 0.1200, decode.acc_seg: 95.4552, loss: 0.1200 2023-11-13 21:08:08,302 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:53, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1262, decode.acc_seg: 95.1993, loss: 0.1262 2023-11-13 21:08:10,741 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:48, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4238, loss: 0.1223 2023-11-13 21:08:15,621 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:45, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.5580, loss: 0.1207 2023-11-13 21:08:18,070 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:08:18,070 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:40, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1192, decode.acc_seg: 95.4832, loss: 0.1192 2023-11-13 21:08:23,049 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:37, time: 0.100, data_time: 0.048, memory: 583, decode.loss_ce: 0.1267, decode.acc_seg: 95.3164, loss: 0.1267 2023-11-13 21:08:25,575 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:32, time: 0.051, data_time: 0.003, memory: 583, decode.loss_ce: 0.1200, decode.acc_seg: 95.5050, loss: 0.1200 2023-11-13 21:08:30,392 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:29, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1224, decode.acc_seg: 95.4951, loss: 0.1224 2023-11-13 21:08:32,892 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:24, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.3631, loss: 0.1256 2023-11-13 21:08:37,744 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:21, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1204, decode.acc_seg: 95.3647, loss: 0.1204 2023-11-13 21:08:42,494 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:17, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.6518, loss: 0.1167 2023-11-13 21:08:45,037 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:12, time: 0.051, data_time: 0.003, memory: 583, decode.loss_ce: 0.1209, decode.acc_seg: 95.5461, loss: 0.1209 2023-11-13 21:08:49,822 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:09, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1230, decode.acc_seg: 95.3263, loss: 0.1230 2023-11-13 21:08:52,276 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:04, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1273, decode.acc_seg: 95.3504, loss: 0.1273 2023-11-13 21:08:57,237 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:01, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1280, decode.acc_seg: 95.2197, loss: 0.1280 2023-11-13 21:08:59,667 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:18:56, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1236, decode.acc_seg: 95.4883, loss: 0.1236 2023-11-13 21:09:04,438 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:53, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1112, decode.acc_seg: 95.6568, loss: 0.1112 2023-11-13 21:09:06,896 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:48, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1161, decode.acc_seg: 95.6806, loss: 0.1161 2023-11-13 21:09:11,849 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:44, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1143, decode.acc_seg: 95.7488, loss: 0.1143 2023-11-13 21:09:14,306 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:40, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1265, decode.acc_seg: 95.2592, loss: 0.1265 2023-11-13 21:09:19,206 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:36, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1157, decode.acc_seg: 95.6334, loss: 0.1157 2023-11-13 21:09:24,019 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:33, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1231, decode.acc_seg: 95.3516, loss: 0.1231 2023-11-13 21:09:26,435 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:28, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1198, decode.acc_seg: 95.5823, loss: 0.1198 2023-11-13 21:09:31,267 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:25, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.5800, loss: 0.1186 2023-11-13 21:09:33,707 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:09:33,707 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:20, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1193, decode.acc_seg: 95.5271, loss: 0.1193 2023-11-13 21:09:38,589 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:16, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.3524, loss: 0.1238 2023-11-13 21:09:41,092 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:12, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4841, loss: 0.1207 2023-11-13 21:09:45,951 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:08, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1160, decode.acc_seg: 95.6792, loss: 0.1160 2023-11-13 21:09:48,370 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:04, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.3495, loss: 0.1220 2023-11-13 21:09:53,192 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:00, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1155, decode.acc_seg: 95.6734, loss: 0.1155 2023-11-13 21:09:57,917 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:17:57, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1244, decode.acc_seg: 95.3157, loss: 0.1244 2023-11-13 21:10:00,435 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:52, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1184, decode.acc_seg: 95.5911, loss: 0.1184 2023-11-13 21:10:05,232 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:48, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1251, decode.acc_seg: 95.3789, loss: 0.1251 2023-11-13 21:10:07,651 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:44, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1126, decode.acc_seg: 95.6869, loss: 0.1126 2023-11-13 21:10:12,492 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:40, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.5314, loss: 0.1207 2023-11-13 21:10:14,945 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:36, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.4399, loss: 0.1214 2023-11-13 21:10:19,719 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:32, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1215, decode.acc_seg: 95.4581, loss: 0.1215 2023-11-13 21:10:22,184 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:27, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1200, decode.acc_seg: 95.4779, loss: 0.1200 2023-11-13 21:10:27,016 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:24, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1165, decode.acc_seg: 95.6640, loss: 0.1165 2023-11-13 21:10:29,449 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:19, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1271, decode.acc_seg: 95.3074, loss: 0.1271 2023-11-13 21:10:34,381 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:16, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1232, decode.acc_seg: 95.4942, loss: 0.1232 2023-11-13 21:10:39,202 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:12, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.3977, loss: 0.1238 2023-11-13 21:10:41,629 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:08, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1230, decode.acc_seg: 95.4135, loss: 0.1230 2023-11-13 21:10:46,437 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:04, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1224, decode.acc_seg: 95.3809, loss: 0.1224 2023-11-13 21:10:48,891 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:10:48,892 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:00, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1222, decode.acc_seg: 95.4905, loss: 0.1222 2023-11-13 21:10:53,703 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:16:56, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.4794, loss: 0.1203 2023-11-13 21:10:56,127 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:51, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1296, decode.acc_seg: 95.0756, loss: 0.1296 2023-11-13 21:11:01,035 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:48, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.2515, loss: 0.1256 2023-11-13 21:11:03,461 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:43, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.4627, loss: 0.1210 2023-11-13 21:11:08,211 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:40, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.5534, loss: 0.1226 2023-11-13 21:11:10,662 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:35, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1208, decode.acc_seg: 95.4580, loss: 0.1208 2023-11-13 21:11:15,491 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:32, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1217, decode.acc_seg: 95.3577, loss: 0.1217 2023-11-13 21:11:20,405 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:28, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1237, decode.acc_seg: 95.3900, loss: 0.1237 2023-11-13 21:11:22,841 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:24, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1231, decode.acc_seg: 95.4516, loss: 0.1231 2023-11-13 21:11:27,741 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:20, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1170, decode.acc_seg: 95.6680, loss: 0.1170 2023-11-13 21:11:30,178 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:16, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.2338, loss: 0.1239 2023-11-13 21:11:35,049 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:12, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1266, decode.acc_seg: 95.3103, loss: 0.1266 2023-11-13 21:11:37,487 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:08, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1227, decode.acc_seg: 95.3838, loss: 0.1227 2023-11-13 21:11:42,251 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:04, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1254, decode.acc_seg: 95.3812, loss: 0.1254 2023-11-13 21:11:44,666 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:15:59, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1212, decode.acc_seg: 95.5090, loss: 0.1212 2023-11-13 21:11:49,558 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:15:56, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1255, decode.acc_seg: 95.3270, loss: 0.1255 2023-11-13 21:11:54,351 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:52, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1176, decode.acc_seg: 95.6717, loss: 0.1176 2023-11-13 21:11:56,797 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:48, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1181, decode.acc_seg: 95.3892, loss: 0.1181 2023-11-13 21:12:01,626 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:44, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1196, decode.acc_seg: 95.5337, loss: 0.1196 2023-11-13 21:12:04,050 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:12:04,050 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:40, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1317, decode.acc_seg: 95.0759, loss: 0.1317 2023-11-13 21:12:08,835 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:36, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1183, decode.acc_seg: 95.5999, loss: 0.1183 2023-11-13 21:12:11,259 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:32, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.4816, loss: 0.1191 2023-11-13 21:12:16,107 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:28, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4685, loss: 0.1207 2023-11-13 21:12:18,543 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:24, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1226, decode.acc_seg: 95.4516, loss: 0.1226 2023-11-13 21:12:23,408 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:20, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1145, decode.acc_seg: 95.7769, loss: 0.1145 2023-11-13 21:12:25,804 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:15, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1160, decode.acc_seg: 95.5607, loss: 0.1160 2023-11-13 21:12:30,605 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:12, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1124, decode.acc_seg: 95.7737, loss: 0.1124 2023-11-13 21:12:35,487 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:08, time: 0.098, data_time: 0.052, memory: 583, decode.loss_ce: 0.1202, decode.acc_seg: 95.5180, loss: 0.1202 2023-11-13 21:12:37,916 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:04, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1248, decode.acc_seg: 95.4330, loss: 0.1248 2023-11-13 21:12:42,696 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:00, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1250, decode.acc_seg: 95.4490, loss: 0.1250 2023-11-13 21:12:45,119 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:14:56, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1247, decode.acc_seg: 95.3400, loss: 0.1247 2023-11-13 21:12:49,929 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:52, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1192, decode.acc_seg: 95.5557, loss: 0.1192 2023-11-13 21:12:52,367 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:48, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.2274, loss: 0.1256 2023-11-13 21:12:57,207 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:44, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1240, decode.acc_seg: 95.4274, loss: 0.1240 2023-11-13 21:12:59,632 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:40, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.4229, loss: 0.1252 2023-11-13 21:13:04,443 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:36, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1127, decode.acc_seg: 95.7248, loss: 0.1127 2023-11-13 21:13:09,229 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:33, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1166, decode.acc_seg: 95.5384, loss: 0.1166 2023-11-13 21:13:11,734 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:28, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1180, decode.acc_seg: 95.5470, loss: 0.1180 2023-11-13 21:13:16,594 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:25, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1251, decode.acc_seg: 95.2689, loss: 0.1251 2023-11-13 21:13:19,038 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:13:19,038 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:20, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1198, decode.acc_seg: 95.4107, loss: 0.1198 2023-11-13 21:13:23,796 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:17, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1130, decode.acc_seg: 95.7696, loss: 0.1130 2023-11-13 21:13:26,261 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:12, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1257, decode.acc_seg: 95.3239, loss: 0.1257 2023-11-13 21:13:31,071 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:08, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1164, decode.acc_seg: 95.6623, loss: 0.1164 2023-11-13 21:13:33,491 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:04, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1194, decode.acc_seg: 95.5785, loss: 0.1194 2023-11-13 21:13:38,292 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:00, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.6275, loss: 0.1148 2023-11-13 21:13:40,686 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:13:56, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1176, decode.acc_seg: 95.6071, loss: 0.1176 2023-11-13 21:13:45,413 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:52, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1292, decode.acc_seg: 95.3859, loss: 0.1292 2023-11-13 21:13:50,231 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:49, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1165, decode.acc_seg: 95.6780, loss: 0.1165 2023-11-13 21:13:52,669 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:44, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1253, decode.acc_seg: 95.3927, loss: 0.1253 2023-11-13 21:13:57,498 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:41, time: 0.097, data_time: 0.052, memory: 583, decode.loss_ce: 0.1187, decode.acc_seg: 95.6187, loss: 0.1187 2023-11-13 21:13:59,934 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:36, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.3857, loss: 0.1238 2023-11-13 21:14:04,755 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:33, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1123, decode.acc_seg: 95.8264, loss: 0.1123 2023-11-13 21:14:07,202 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:28, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1251, decode.acc_seg: 95.3257, loss: 0.1251 2023-11-13 21:14:12,014 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:25, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1161, decode.acc_seg: 95.6627, loss: 0.1161 2023-11-13 21:14:14,453 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:20, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.4885, loss: 0.1201 2023-11-13 21:14:19,274 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:17, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.4871, loss: 0.1203 2023-11-13 21:14:24,137 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:13, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.6950, loss: 0.1148 2023-11-13 21:14:26,549 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:09, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1218, decode.acc_seg: 95.4421, loss: 0.1218 2023-11-13 21:14:31,453 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:05, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1221, decode.acc_seg: 95.3803, loss: 0.1221 2023-11-13 21:14:33,913 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 21:14:33,992 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:14:33,992 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:01, time: 0.051, data_time: 0.003, memory: 583, decode.loss_ce: 0.1188, decode.acc_seg: 95.5903, loss: 0.1188 2023-11-13 21:14:42,793 - mmseg - INFO - per class results: 2023-11-13 21:14:42,794 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.98 | 97.2 | | aeroplane | 86.98 | 94.54 | | bicycle | 63.65 | 83.32 | | bird | 86.05 | 91.43 | | boat | 72.5 | 81.14 | | bottle | 72.59 | 83.25 | | bus | 89.66 | 94.88 | | car | 83.56 | 90.32 | | cat | 92.1 | 95.76 | | chair | 42.13 | 64.01 | | cow | 88.58 | 91.77 | | diningtable | 55.12 | 62.13 | | dog | 88.15 | 93.57 | | horse | 88.9 | 95.61 | | motorbike | 82.47 | 89.79 | | person | 85.92 | 92.46 | | pottedplant | 62.21 | 74.14 | | sheep | 88.54 | 93.58 | | sofa | 54.64 | 65.13 | | train | 82.78 | 89.24 | | tvmonitor | 69.55 | 85.4 | +-------------+-------+-------+ 2023-11-13 21:14:42,794 - mmseg - INFO - Summary: 2023-11-13 21:14:42,794 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 94.71 | 77.62 | 86.13 | +-------+-------+-------+ 2023-11-13 21:14:42,795 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:14:42,795 - mmseg - INFO - Iter(val) [182] aAcc: 0.9471, mIoU: 0.7762, mAcc: 0.8613, IoU.background: 0.9398, IoU.aeroplane: 0.8698, IoU.bicycle: 0.6365, IoU.bird: 0.8605, IoU.boat: 0.7250, IoU.bottle: 0.7259, IoU.bus: 0.8966, IoU.car: 0.8356, IoU.cat: 0.9210, IoU.chair: 0.4213, IoU.cow: 0.8858, IoU.diningtable: 0.5512, IoU.dog: 0.8815, IoU.horse: 0.8890, IoU.motorbike: 0.8247, IoU.person: 0.8592, IoU.pottedplant: 0.6221, IoU.sheep: 0.8854, IoU.sofa: 0.5464, IoU.train: 0.8278, IoU.tvmonitor: 0.6955, Acc.background: 0.9720, Acc.aeroplane: 0.9454, Acc.bicycle: 0.8332, Acc.bird: 0.9143, Acc.boat: 0.8114, Acc.bottle: 0.8325, Acc.bus: 0.9488, Acc.car: 0.9032, Acc.cat: 0.9576, Acc.chair: 0.6401, Acc.cow: 0.9177, Acc.diningtable: 0.6213, Acc.dog: 0.9357, Acc.horse: 0.9561, Acc.motorbike: 0.8979, Acc.person: 0.9246, Acc.pottedplant: 0.7414, Acc.sheep: 0.9358, Acc.sofa: 0.6513, Acc.train: 0.8924, Acc.tvmonitor: 0.8540 2023-11-13 21:14:47,610 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:00, time: 0.272, data_time: 0.225, memory: 583, decode.loss_ce: 0.1287, decode.acc_seg: 95.3678, loss: 0.1287 2023-11-13 21:14:50,054 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:12:56, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1233, decode.acc_seg: 95.2951, loss: 0.1233 2023-11-13 21:14:54,915 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:52, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.6411, loss: 0.1167 2023-11-13 21:14:57,358 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:48, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.8481, loss: 0.1148 2023-11-13 21:15:02,161 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:44, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1105, decode.acc_seg: 95.7679, loss: 0.1105 2023-11-13 21:15:04,575 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:40, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.2501, loss: 0.1252 2023-11-13 21:15:09,496 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:36, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1218, decode.acc_seg: 95.4584, loss: 0.1218 2023-11-13 21:15:14,208 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:32, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.2951, loss: 0.1252 2023-11-13 21:15:16,728 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:28, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1237, decode.acc_seg: 95.3761, loss: 0.1237 2023-11-13 21:15:21,516 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:24, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1199, decode.acc_seg: 95.5548, loss: 0.1199 2023-11-13 21:15:23,965 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:20, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1196, decode.acc_seg: 95.4871, loss: 0.1196 2023-11-13 21:15:28,936 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:16, time: 0.099, data_time: 0.047, memory: 583, decode.loss_ce: 0.1128, decode.acc_seg: 95.6785, loss: 0.1128 2023-11-13 21:15:31,402 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:12, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1196, decode.acc_seg: 95.5549, loss: 0.1196 2023-11-13 21:15:36,194 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:08, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1199, decode.acc_seg: 95.4461, loss: 0.1199 2023-11-13 21:15:38,623 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:04, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1133, decode.acc_seg: 95.7845, loss: 0.1133 2023-11-13 21:15:43,491 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:00, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.5136, loss: 0.1179 2023-11-13 21:15:48,397 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:11:57, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1170, decode.acc_seg: 95.6775, loss: 0.1170 2023-11-13 21:15:50,828 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:52, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1195, decode.acc_seg: 95.5321, loss: 0.1195 2023-11-13 21:15:55,638 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:49, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1152, decode.acc_seg: 95.6027, loss: 0.1152 2023-11-13 21:15:58,095 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:15:58,096 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:44, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1158, decode.acc_seg: 95.8122, loss: 0.1158 2023-11-13 21:16:02,979 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:41, time: 0.098, data_time: 0.046, memory: 583, decode.loss_ce: 0.1282, decode.acc_seg: 95.0951, loss: 0.1282 2023-11-13 21:16:05,398 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:36, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1216, decode.acc_seg: 95.4576, loss: 0.1216 2023-11-13 21:16:10,240 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:33, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1163, decode.acc_seg: 95.7764, loss: 0.1163 2023-11-13 21:16:12,719 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:28, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.4389, loss: 0.1210 2023-11-13 21:16:17,629 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:25, time: 0.098, data_time: 0.051, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.4364, loss: 0.1186 2023-11-13 21:16:20,081 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:20, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1178, decode.acc_seg: 95.6953, loss: 0.1178 2023-11-13 21:16:24,951 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:17, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.4795, loss: 0.1220 2023-11-13 21:16:29,876 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:13, time: 0.098, data_time: 0.051, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.4459, loss: 0.1201 2023-11-13 21:16:32,323 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:09, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1183, decode.acc_seg: 95.5680, loss: 0.1183 2023-11-13 21:16:37,229 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:05, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1164, decode.acc_seg: 95.5985, loss: 0.1164 2023-11-13 21:16:39,699 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:01, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1137, decode.acc_seg: 95.7261, loss: 0.1137 2023-11-13 21:16:44,579 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:10:57, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.5879, loss: 0.1148 2023-11-13 21:16:47,100 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:53, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.5740, loss: 0.1223 2023-11-13 21:16:52,006 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:49, time: 0.098, data_time: 0.051, memory: 583, decode.loss_ce: 0.1195, decode.acc_seg: 95.5845, loss: 0.1195 2023-11-13 21:16:54,479 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:45, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1215, decode.acc_seg: 95.4429, loss: 0.1215 2023-11-13 21:16:59,323 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:41, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1163, decode.acc_seg: 95.6348, loss: 0.1163 2023-11-13 21:17:01,740 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:37, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1197, decode.acc_seg: 95.4507, loss: 0.1197 2023-11-13 21:17:06,617 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:33, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1177, decode.acc_seg: 95.6475, loss: 0.1177 2023-11-13 21:17:11,435 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:30, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1141, decode.acc_seg: 95.7511, loss: 0.1141 2023-11-13 21:17:13,859 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:17:13,859 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:25, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4257, loss: 0.1223 2023-11-13 21:17:18,694 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:22, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1293, decode.acc_seg: 95.1117, loss: 0.1293 2023-11-13 21:17:21,133 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:17, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1135, decode.acc_seg: 95.7238, loss: 0.1135 2023-11-13 21:17:25,949 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:14, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1120, decode.acc_seg: 95.7082, loss: 0.1120 2023-11-13 21:17:28,374 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:09, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1199, decode.acc_seg: 95.4571, loss: 0.1199 2023-11-13 21:17:33,197 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:06, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1128, decode.acc_seg: 95.7571, loss: 0.1128 2023-11-13 21:17:35,617 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:02, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1297, decode.acc_seg: 95.2233, loss: 0.1297 2023-11-13 21:17:40,493 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:09:58, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1132, decode.acc_seg: 95.7784, loss: 0.1132 2023-11-13 21:17:45,342 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:54, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.3129, loss: 0.1256 2023-11-13 21:17:47,772 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:50, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.4862, loss: 0.1201 2023-11-13 21:17:52,715 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:46, time: 0.099, data_time: 0.048, memory: 583, decode.loss_ce: 0.1158, decode.acc_seg: 95.6994, loss: 0.1158 2023-11-13 21:17:55,142 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:42, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1177, decode.acc_seg: 95.6074, loss: 0.1177 2023-11-13 21:17:59,987 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:38, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1294, decode.acc_seg: 95.1516, loss: 0.1294 2023-11-13 21:18:02,436 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:34, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1129, decode.acc_seg: 95.7834, loss: 0.1129 2023-11-13 21:18:07,328 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:30, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1208, decode.acc_seg: 95.5438, loss: 0.1208 2023-11-13 21:18:09,777 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:26, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1173, decode.acc_seg: 95.5919, loss: 0.1173 2023-11-13 21:18:14,546 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:22, time: 0.095, data_time: 0.050, memory: 583, decode.loss_ce: 0.1205, decode.acc_seg: 95.4531, loss: 0.1205 2023-11-13 21:18:16,937 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:18, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1247, decode.acc_seg: 95.4377, loss: 0.1247 2023-11-13 21:18:21,864 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:14, time: 0.099, data_time: 0.046, memory: 583, decode.loss_ce: 0.1115, decode.acc_seg: 95.7501, loss: 0.1115 2023-11-13 21:18:26,694 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:11, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.5383, loss: 0.1201 2023-11-13 21:18:29,147 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:18:29,147 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:07, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1323, decode.acc_seg: 95.0481, loss: 0.1323 2023-11-13 21:18:33,943 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:03, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1158, decode.acc_seg: 95.7019, loss: 0.1158 2023-11-13 21:18:36,406 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:08:59, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1168, decode.acc_seg: 95.5970, loss: 0.1168 2023-11-13 21:18:41,291 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:55, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1162, decode.acc_seg: 95.5634, loss: 0.1162 2023-11-13 21:18:43,794 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:51, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1139, decode.acc_seg: 95.6805, loss: 0.1139 2023-11-13 21:18:48,627 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:47, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1252, decode.acc_seg: 95.3788, loss: 0.1252 2023-11-13 21:18:51,065 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:43, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1155, decode.acc_seg: 95.5854, loss: 0.1155 2023-11-13 21:18:55,945 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:39, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1175, decode.acc_seg: 95.5383, loss: 0.1175 2023-11-13 21:19:00,774 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:35, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1180, decode.acc_seg: 95.5021, loss: 0.1180 2023-11-13 21:19:03,225 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:31, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.6674, loss: 0.1167 2023-11-13 21:19:08,078 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:27, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1174, decode.acc_seg: 95.6878, loss: 0.1174 2023-11-13 21:19:10,495 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:23, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1215, decode.acc_seg: 95.5815, loss: 0.1215 2023-11-13 21:19:15,325 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:20, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1020, decode.acc_seg: 96.2185, loss: 0.1020 2023-11-13 21:19:17,734 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:15, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1164, decode.acc_seg: 95.4976, loss: 0.1164 2023-11-13 21:19:22,566 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:12, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1146, decode.acc_seg: 95.6176, loss: 0.1146 2023-11-13 21:19:25,021 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:07, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1173, decode.acc_seg: 95.5870, loss: 0.1173 2023-11-13 21:19:29,784 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:04, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1138, decode.acc_seg: 95.6865, loss: 0.1138 2023-11-13 21:19:32,184 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:00, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1205, decode.acc_seg: 95.5740, loss: 0.1205 2023-11-13 21:19:37,032 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:56, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.4957, loss: 0.1203 2023-11-13 21:19:41,810 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:52, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1212, decode.acc_seg: 95.4387, loss: 0.1212 2023-11-13 21:19:44,309 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:19:44,310 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:48, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.3564, loss: 0.1220 2023-11-13 21:19:49,154 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:44, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1222, decode.acc_seg: 95.4538, loss: 0.1222 2023-11-13 21:19:51,569 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:40, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1215, decode.acc_seg: 95.3563, loss: 0.1215 2023-11-13 21:19:56,378 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:36, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1209, decode.acc_seg: 95.5066, loss: 0.1209 2023-11-13 21:19:58,824 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:32, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1151, decode.acc_seg: 95.6529, loss: 0.1151 2023-11-13 21:20:03,628 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:28, time: 0.096, data_time: 0.051, memory: 583, decode.loss_ce: 0.1147, decode.acc_seg: 95.6008, loss: 0.1147 2023-11-13 21:20:06,049 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:24, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1148, decode.acc_seg: 95.6992, loss: 0.1148 2023-11-13 21:20:10,859 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:20, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1213, decode.acc_seg: 95.3794, loss: 0.1213 2023-11-13 21:20:15,771 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:17, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1144, decode.acc_seg: 95.6625, loss: 0.1144 2023-11-13 21:20:18,189 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:13, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.5293, loss: 0.1201 2023-11-13 21:20:23,018 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:09, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1287, decode.acc_seg: 95.2631, loss: 0.1287 2023-11-13 21:20:25,438 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:05, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1129, decode.acc_seg: 95.7692, loss: 0.1129 2023-11-13 21:20:30,198 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:01, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1347, decode.acc_seg: 94.9786, loss: 0.1347 2023-11-13 21:20:32,648 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:06:57, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1095, decode.acc_seg: 95.9131, loss: 0.1095 2023-11-13 21:20:37,459 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:53, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1209, decode.acc_seg: 95.5096, loss: 0.1209 2023-11-13 21:20:39,945 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:49, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1103, decode.acc_seg: 95.8259, loss: 0.1103 2023-11-13 21:20:44,773 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:45, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1239, decode.acc_seg: 95.3589, loss: 0.1239 2023-11-13 21:20:47,174 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:41, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1132, decode.acc_seg: 95.7064, loss: 0.1132 2023-11-13 21:20:52,023 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:37, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1074, decode.acc_seg: 96.0108, loss: 0.1074 2023-11-13 21:20:56,948 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:33, time: 0.099, data_time: 0.046, memory: 583, decode.loss_ce: 0.1182, decode.acc_seg: 95.5249, loss: 0.1182 2023-11-13 21:20:59,365 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:20:59,365 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:29, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1162, decode.acc_seg: 95.6716, loss: 0.1162 2023-11-13 21:21:04,152 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:26, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1215, decode.acc_seg: 95.5705, loss: 0.1215 2023-11-13 21:21:06,635 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:22, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.4099, loss: 0.1207 2023-11-13 21:21:11,412 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:18, time: 0.096, data_time: 0.046, memory: 583, decode.loss_ce: 0.1150, decode.acc_seg: 95.6892, loss: 0.1150 2023-11-13 21:21:13,844 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:14, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1185, decode.acc_seg: 95.5606, loss: 0.1185 2023-11-13 21:21:18,660 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:10, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4427, loss: 0.1223 2023-11-13 21:21:21,109 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:06, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.6109, loss: 0.1223 2023-11-13 21:21:26,001 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:02, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1115, decode.acc_seg: 95.9058, loss: 0.1115 2023-11-13 21:21:30,768 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:05:58, time: 0.095, data_time: 0.047, memory: 583, decode.loss_ce: 0.1190, decode.acc_seg: 95.5605, loss: 0.1190 2023-11-13 21:21:33,248 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:54, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1150, decode.acc_seg: 95.7152, loss: 0.1150 2023-11-13 21:21:38,159 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:50, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1268, decode.acc_seg: 95.2969, loss: 0.1268 2023-11-13 21:21:40,642 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:46, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1212, decode.acc_seg: 95.6144, loss: 0.1212 2023-11-13 21:21:45,486 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:43, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.3917, loss: 0.1210 2023-11-13 21:21:47,921 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:38, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1156, decode.acc_seg: 95.6164, loss: 0.1156 2023-11-13 21:21:52,722 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:35, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1238, decode.acc_seg: 95.4014, loss: 0.1238 2023-11-13 21:21:55,176 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:31, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.5976, loss: 0.1186 2023-11-13 21:21:59,975 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:27, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1191, decode.acc_seg: 95.7654, loss: 0.1191 2023-11-13 21:22:02,397 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:23, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.3615, loss: 0.1223 2023-11-13 21:22:07,238 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:19, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1256, decode.acc_seg: 95.3884, loss: 0.1256 2023-11-13 21:22:12,051 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:15, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1287, decode.acc_seg: 95.2499, loss: 0.1287 2023-11-13 21:22:14,461 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:22:14,462 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:11, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1168, decode.acc_seg: 95.6124, loss: 0.1168 2023-11-13 21:22:19,253 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:07, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1242, decode.acc_seg: 95.4604, loss: 0.1242 2023-11-13 21:22:21,683 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:03, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1144, decode.acc_seg: 95.7474, loss: 0.1144 2023-11-13 21:22:26,567 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:04:59, time: 0.098, data_time: 0.053, memory: 583, decode.loss_ce: 0.1278, decode.acc_seg: 95.2612, loss: 0.1278 2023-11-13 21:22:29,019 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:55, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1234, decode.acc_seg: 95.4564, loss: 0.1234 2023-11-13 21:22:33,802 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:52, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1175, decode.acc_seg: 95.6622, loss: 0.1175 2023-11-13 21:22:36,245 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:48, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1094, decode.acc_seg: 95.8935, loss: 0.1094 2023-11-13 21:22:41,075 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:44, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1170, decode.acc_seg: 95.5835, loss: 0.1170 2023-11-13 21:22:43,431 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:40, time: 0.047, data_time: 0.003, memory: 583, decode.loss_ce: 0.1297, decode.acc_seg: 95.0803, loss: 0.1297 2023-11-13 21:22:48,333 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:36, time: 0.098, data_time: 0.053, memory: 583, decode.loss_ce: 0.1231, decode.acc_seg: 95.3183, loss: 0.1231 2023-11-13 21:22:53,101 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:32, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1081, decode.acc_seg: 96.0849, loss: 0.1081 2023-11-13 21:22:55,565 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:28, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.3923, loss: 0.1220 2023-11-13 21:23:00,434 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:24, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1172, decode.acc_seg: 95.5991, loss: 0.1172 2023-11-13 21:23:02,874 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:20, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1162, decode.acc_seg: 95.7147, loss: 0.1162 2023-11-13 21:23:07,676 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:16, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1186, decode.acc_seg: 95.5482, loss: 0.1186 2023-11-13 21:23:10,132 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:12, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.5669, loss: 0.1201 2023-11-13 21:23:14,922 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:09, time: 0.096, data_time: 0.050, memory: 583, decode.loss_ce: 0.1177, decode.acc_seg: 95.5307, loss: 0.1177 2023-11-13 21:23:17,357 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:05, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1180, decode.acc_seg: 95.5490, loss: 0.1180 2023-11-13 21:23:22,274 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:01, time: 0.098, data_time: 0.048, memory: 583, decode.loss_ce: 0.1101, decode.acc_seg: 95.9569, loss: 0.1101 2023-11-13 21:23:27,101 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:57, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1190, decode.acc_seg: 95.4893, loss: 0.1190 2023-11-13 21:23:29,593 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:23:29,593 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:53, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1137, decode.acc_seg: 95.6398, loss: 0.1137 2023-11-13 21:23:34,380 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:49, time: 0.096, data_time: 0.046, memory: 583, decode.loss_ce: 0.1184, decode.acc_seg: 95.5276, loss: 0.1184 2023-11-13 21:23:36,801 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:45, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1201, decode.acc_seg: 95.5509, loss: 0.1201 2023-11-13 21:23:41,681 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:41, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1161, decode.acc_seg: 95.6370, loss: 0.1161 2023-11-13 21:23:44,105 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:37, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1216, decode.acc_seg: 95.3850, loss: 0.1216 2023-11-13 21:23:48,917 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:33, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1173, decode.acc_seg: 95.6064, loss: 0.1173 2023-11-13 21:23:51,417 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:30, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1188, decode.acc_seg: 95.5867, loss: 0.1188 2023-11-13 21:23:56,292 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:26, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.6220, loss: 0.1179 2023-11-13 21:23:58,725 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:22, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1263, decode.acc_seg: 95.3150, loss: 0.1263 2023-11-13 21:24:03,636 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:18, time: 0.098, data_time: 0.047, memory: 583, decode.loss_ce: 0.1160, decode.acc_seg: 95.7443, loss: 0.1160 2023-11-13 21:24:08,466 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:14, time: 0.097, data_time: 0.046, memory: 583, decode.loss_ce: 0.1105, decode.acc_seg: 95.8897, loss: 0.1105 2023-11-13 21:24:10,879 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:10, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1247, decode.acc_seg: 95.3947, loss: 0.1247 2023-11-13 21:24:15,743 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:06, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1167, decode.acc_seg: 95.6333, loss: 0.1167 2023-11-13 21:24:18,201 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:02, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1205, decode.acc_seg: 95.5989, loss: 0.1205 2023-11-13 21:24:23,013 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:02:58, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1304, decode.acc_seg: 95.1773, loss: 0.1304 2023-11-13 21:24:25,477 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:54, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1200, decode.acc_seg: 95.5145, loss: 0.1200 2023-11-13 21:24:30,246 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:51, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1194, decode.acc_seg: 95.5220, loss: 0.1194 2023-11-13 21:24:32,765 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:47, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1065, decode.acc_seg: 95.9790, loss: 0.1065 2023-11-13 21:24:37,631 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:43, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1183, decode.acc_seg: 95.5351, loss: 0.1183 2023-11-13 21:24:42,443 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:39, time: 0.096, data_time: 0.048, memory: 583, decode.loss_ce: 0.1106, decode.acc_seg: 95.9660, loss: 0.1106 2023-11-13 21:24:44,918 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:24:44,918 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:35, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1178, decode.acc_seg: 95.5657, loss: 0.1178 2023-11-13 21:24:49,779 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:31, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.5121, loss: 0.1179 2023-11-13 21:24:52,302 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:27, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1223, decode.acc_seg: 95.4798, loss: 0.1223 2023-11-13 21:24:57,086 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:23, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1166, decode.acc_seg: 95.6570, loss: 0.1166 2023-11-13 21:24:59,490 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:19, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1155, decode.acc_seg: 95.7065, loss: 0.1155 2023-11-13 21:25:04,363 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:16, time: 0.097, data_time: 0.050, memory: 583, decode.loss_ce: 0.1128, decode.acc_seg: 95.9023, loss: 0.1128 2023-11-13 21:25:06,842 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:12, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1275, decode.acc_seg: 95.2599, loss: 0.1275 2023-11-13 21:25:11,652 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:08, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1140, decode.acc_seg: 95.7504, loss: 0.1140 2023-11-13 21:25:14,102 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:04, time: 0.049, data_time: 0.003, memory: 583, decode.loss_ce: 0.1179, decode.acc_seg: 95.4295, loss: 0.1179 2023-11-13 21:25:18,987 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:00, time: 0.098, data_time: 0.049, memory: 583, decode.loss_ce: 0.1079, decode.acc_seg: 96.0322, loss: 0.1079 2023-11-13 21:25:23,828 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:56, time: 0.097, data_time: 0.047, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.5063, loss: 0.1214 2023-11-13 21:25:26,341 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:52, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1210, decode.acc_seg: 95.3611, loss: 0.1210 2023-11-13 21:25:31,155 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:48, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1146, decode.acc_seg: 95.7227, loss: 0.1146 2023-11-13 21:25:33,631 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:44, time: 0.050, data_time: 0.004, memory: 583, decode.loss_ce: 0.1139, decode.acc_seg: 95.7751, loss: 0.1139 2023-11-13 21:25:38,438 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1143, decode.acc_seg: 95.6555, loss: 0.1143 2023-11-13 21:25:40,880 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:37, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1229, decode.acc_seg: 95.4171, loss: 0.1229 2023-11-13 21:25:45,649 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.095, data_time: 0.048, memory: 583, decode.loss_ce: 0.1146, decode.acc_seg: 95.7116, loss: 0.1146 2023-11-13 21:25:48,086 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:29, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1273, decode.acc_seg: 95.3645, loss: 0.1273 2023-11-13 21:25:53,107 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:25, time: 0.100, data_time: 0.054, memory: 583, decode.loss_ce: 0.1183, decode.acc_seg: 95.7226, loss: 0.1183 2023-11-13 21:25:58,029 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:21, time: 0.098, data_time: 0.050, memory: 583, decode.loss_ce: 0.1181, decode.acc_seg: 95.5851, loss: 0.1181 2023-11-13 21:26:00,519 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:26:00,520 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:17, time: 0.050, data_time: 0.003, memory: 583, decode.loss_ce: 0.1126, decode.acc_seg: 95.6605, loss: 0.1126 2023-11-13 21:26:05,347 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:13, time: 0.097, data_time: 0.051, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.5652, loss: 0.1220 2023-11-13 21:26:07,759 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:09, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1220, decode.acc_seg: 95.5351, loss: 0.1220 2023-11-13 21:26:12,507 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.095, data_time: 0.046, memory: 583, decode.loss_ce: 0.1140, decode.acc_seg: 95.7452, loss: 0.1140 2023-11-13 21:26:14,919 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1147, decode.acc_seg: 95.7315, loss: 0.1147 2023-11-13 21:26:19,733 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1218, decode.acc_seg: 95.4330, loss: 0.1218 2023-11-13 21:26:22,153 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.048, data_time: 0.004, memory: 583, decode.loss_ce: 0.1182, decode.acc_seg: 95.5595, loss: 0.1182 2023-11-13 21:26:26,956 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.096, data_time: 0.049, memory: 583, decode.loss_ce: 0.1218, decode.acc_seg: 95.5280, loss: 0.1218 2023-11-13 21:26:29,339 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1214, decode.acc_seg: 95.4254, loss: 0.1214 2023-11-13 21:26:34,182 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:42, time: 0.097, data_time: 0.049, memory: 583, decode.loss_ce: 0.1230, decode.acc_seg: 95.3727, loss: 0.1230 2023-11-13 21:26:38,954 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:38, time: 0.095, data_time: 0.049, memory: 583, decode.loss_ce: 0.1154, decode.acc_seg: 95.8833, loss: 0.1154 2023-11-13 21:26:41,415 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:34, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1159, decode.acc_seg: 95.6376, loss: 0.1159 2023-11-13 21:26:46,256 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.097, data_time: 0.048, memory: 583, decode.loss_ce: 0.1207, decode.acc_seg: 95.5177, loss: 0.1207 2023-11-13 21:26:48,698 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1203, decode.acc_seg: 95.5489, loss: 0.1203 2023-11-13 21:26:53,398 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.094, data_time: 0.046, memory: 583, decode.loss_ce: 0.1235, decode.acc_seg: 95.4506, loss: 0.1235 2023-11-13 21:26:55,869 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.049, data_time: 0.004, memory: 583, decode.loss_ce: 0.1254, decode.acc_seg: 95.2891, loss: 0.1254 2023-11-13 21:27:00,685 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.096, data_time: 0.047, memory: 583, decode.loss_ce: 0.1147, decode.acc_seg: 95.7744, loss: 0.1147 2023-11-13 21:27:03,073 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.048, data_time: 0.003, memory: 583, decode.loss_ce: 0.1146, decode.acc_seg: 95.5837, loss: 0.1146 2023-11-13 21:27:07,926 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.097, data_time: 0.052, memory: 583, decode.loss_ce: 0.1105, decode.acc_seg: 95.8601, loss: 0.1105 2023-11-13 21:27:12,693 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.095, data_time: 0.050, memory: 583, decode.loss_ce: 0.1231, decode.acc_seg: 95.3777, loss: 0.1231 2023-11-13 21:27:15,153 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 21:27:15,236 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:27:15,236 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.051, data_time: 0.003, memory: 583, decode.loss_ce: 0.1193, decode.acc_seg: 95.5692, loss: 0.1193 2023-11-13 21:27:24,011 - mmseg - INFO - per class results: 2023-11-13 21:27:24,012 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 93.97 | 97.04 | | aeroplane | 87.07 | 95.25 | | bicycle | 63.56 | 84.11 | | bird | 86.25 | 92.59 | | boat | 72.49 | 81.34 | | bottle | 73.24 | 83.93 | | bus | 89.47 | 95.19 | | car | 83.78 | 90.15 | | cat | 92.18 | 95.86 | | chair | 42.81 | 62.09 | | cow | 88.88 | 92.73 | | diningtable | 56.06 | 63.48 | | dog | 87.78 | 93.8 | | horse | 88.71 | 95.65 | | motorbike | 82.38 | 91.27 | | person | 85.92 | 92.81 | | pottedplant | 61.61 | 73.25 | | sheep | 87.98 | 94.02 | | sofa | 56.78 | 69.89 | | train | 82.91 | 89.59 | | tvmonitor | 69.63 | 84.01 | +-------------+-------+-------+ 2023-11-13 21:27:24,012 - mmseg - INFO - Summary: 2023-11-13 21:27:24,012 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 94.74 | 77.78 | 86.57 | +-------+-------+-------+ 2023-11-13 21:27:24,012 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 21:27:24,012 - mmseg - INFO - Iter(val) [182] aAcc: 0.9474, mIoU: 0.7778, mAcc: 0.8657, IoU.background: 0.9397, IoU.aeroplane: 0.8707, IoU.bicycle: 0.6356, IoU.bird: 0.8625, IoU.boat: 0.7249, IoU.bottle: 0.7324, IoU.bus: 0.8947, IoU.car: 0.8378, IoU.cat: 0.9218, IoU.chair: 0.4281, IoU.cow: 0.8888, IoU.diningtable: 0.5606, IoU.dog: 0.8778, IoU.horse: 0.8871, IoU.motorbike: 0.8238, IoU.person: 0.8592, IoU.pottedplant: 0.6161, IoU.sheep: 0.8798, IoU.sofa: 0.5678, IoU.train: 0.8291, IoU.tvmonitor: 0.6963, Acc.background: 0.9704, Acc.aeroplane: 0.9525, Acc.bicycle: 0.8411, Acc.bird: 0.9259, Acc.boat: 0.8134, Acc.bottle: 0.8393, Acc.bus: 0.9519, Acc.car: 0.9015, Acc.cat: 0.9586, Acc.chair: 0.6209, Acc.cow: 0.9273, Acc.diningtable: 0.6348, Acc.dog: 0.9380, Acc.horse: 0.9565, Acc.motorbike: 0.9127, Acc.person: 0.9281, Acc.pottedplant: 0.7325, Acc.sheep: 0.9402, Acc.sofa: 0.6989, Acc.train: 0.8959, Acc.tvmonitor: 0.8401