2023-11-13 19:40:35,333 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:40:35,349 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:40:35,349 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:40:35,422 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+ee2e440 ------------------------------------------------------------ 2023-11-13 19:40:35,422 - mmseg - INFO - Distributed training: True 2023-11-13 19:40:35,423 - 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/eva02_base_patch16_clip_224.merged2b_voc2012'} 2023-11-13 19:40:38,363 - mmseg - INFO - Set random seed to 5640517, deterministic: False 2023-11-13 19:40:40,461 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([21, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([21]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2023-11-13 19:40:40,462 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 21, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2023-11-13 19:40:40,465 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:40:40,529 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:40:40,530 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/eva02_base_patch16_clip_224.merged2b_voc2012 2023-11-13 19:40:40,530 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-13 19:40:40,530 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:40:40,533 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/eva02_base_patch16_clip_224.merged2b_voc2012 by HardDiskBackend. 2023-11-13 19:41:55,281 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:29:30, time: 0.134, data_time: 0.009, memory: 530, decode.loss_ce: 2.5826, decode.acc_seg: 3.9778, loss: 2.5826 2023-11-13 19:42:00,445 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:19:02, time: 0.103, data_time: 0.050, memory: 530, decode.loss_ce: 2.5266, decode.acc_seg: 10.8987, loss: 2.5266 2023-11-13 19:42:03,239 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:04:59, time: 0.056, data_time: 0.003, memory: 530, decode.loss_ce: 2.3746, decode.acc_seg: 27.6771, loss: 2.3746 2023-11-13 19:42:08,395 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:05:47, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 2.1731, decode.acc_seg: 47.4993, loss: 2.1731 2023-11-13 19:42:11,176 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:59:55, time: 0.056, data_time: 0.003, memory: 530, decode.loss_ce: 1.9290, decode.acc_seg: 62.4406, loss: 1.9290 2023-11-13 19:42:16,331 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:01:15, time: 0.103, data_time: 0.046, memory: 530, decode.loss_ce: 1.6624, decode.acc_seg: 68.7363, loss: 1.6624 2023-11-13 19:42:19,067 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:57:35, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 1.3256, decode.acc_seg: 75.7278, loss: 1.3256 2023-11-13 19:42:24,255 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:58:53, time: 0.104, data_time: 0.051, memory: 530, decode.loss_ce: 0.9637, decode.acc_seg: 80.5590, loss: 0.9637 2023-11-13 19:42:26,983 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:56:16, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.8085, decode.acc_seg: 81.6241, loss: 0.8085 2023-11-13 19:42:32,252 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:57:31, time: 0.105, data_time: 0.048, memory: 530, decode.loss_ce: 0.6252, decode.acc_seg: 83.8045, loss: 0.6252 2023-11-13 19:42:37,421 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:58:24, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.5771, decode.acc_seg: 83.0300, loss: 0.5771 2023-11-13 19:42:40,168 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:56:28, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.5030, decode.acc_seg: 84.4172, loss: 0.5030 2023-11-13 19:42:45,323 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:57:16, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.4866, decode.acc_seg: 84.4943, loss: 0.4866 2023-11-13 19:42:48,056 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:55:40, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.4735, decode.acc_seg: 84.1850, loss: 0.4735 2023-11-13 19:42:53,294 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:56:27, time: 0.105, data_time: 0.055, memory: 530, decode.loss_ce: 0.4401, decode.acc_seg: 85.6528, loss: 0.4401 2023-11-13 19:42:56,003 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:55:04, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.3891, decode.acc_seg: 86.8603, loss: 0.3891 2023-11-13 19:43:01,227 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:55:46, time: 0.104, data_time: 0.054, memory: 530, decode.loss_ce: 0.4018, decode.acc_seg: 85.5920, loss: 0.4018 2023-11-13 19:43:03,987 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:54:36, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.3639, decode.acc_seg: 87.2831, loss: 0.3639 2023-11-13 19:43:09,185 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:55:14, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.3448, decode.acc_seg: 87.3937, loss: 0.3448 2023-11-13 19:43:11,885 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:43:11,886 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:54:09, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.3747, decode.acc_seg: 86.2872, loss: 0.3747 2023-11-13 19:43:17,117 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:54:44, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.3539, decode.acc_seg: 87.4185, loss: 0.3539 2023-11-13 19:43:22,235 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:55:12, time: 0.102, data_time: 0.050, memory: 530, decode.loss_ce: 0.3443, decode.acc_seg: 87.4832, loss: 0.3443 2023-11-13 19:43:24,979 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:54:17, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.3258, decode.acc_seg: 87.9763, loss: 0.3258 2023-11-13 19:43:30,071 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:54:42, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.3028, decode.acc_seg: 88.5598, loss: 0.3028 2023-11-13 19:43:32,809 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:53:51, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.3161, decode.acc_seg: 88.3996, loss: 0.3161 2023-11-13 19:43:37,978 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:54:17, time: 0.103, data_time: 0.053, memory: 530, decode.loss_ce: 0.3003, decode.acc_seg: 88.6979, loss: 0.3003 2023-11-13 19:43:40,707 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:53:30, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.3150, decode.acc_seg: 88.0108, loss: 0.3150 2023-11-13 19:43:45,857 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:53:53, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2880, decode.acc_seg: 89.4621, loss: 0.2880 2023-11-13 19:43:48,605 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:53:11, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2874, decode.acc_seg: 88.9675, loss: 0.2874 2023-11-13 19:43:53,812 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:53:34, time: 0.104, data_time: 0.054, memory: 530, decode.loss_ce: 0.2897, decode.acc_seg: 89.1909, loss: 0.2897 2023-11-13 19:43:58,971 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:53:54, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2836, decode.acc_seg: 89.2932, loss: 0.2836 2023-11-13 19:44:01,707 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:53:15, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2915, decode.acc_seg: 89.2924, loss: 0.2915 2023-11-13 19:44:06,870 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:53:34, time: 0.103, data_time: 0.047, memory: 530, decode.loss_ce: 0.2654, decode.acc_seg: 89.9960, loss: 0.2654 2023-11-13 19:44:09,654 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:52:58, time: 0.056, data_time: 0.004, memory: 530, decode.loss_ce: 0.2640, decode.acc_seg: 90.0658, loss: 0.2640 2023-11-13 19:44:14,777 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:53:15, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2757, decode.acc_seg: 89.4680, loss: 0.2757 2023-11-13 19:44:17,521 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:52:41, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2780, decode.acc_seg: 89.5777, loss: 0.2780 2023-11-13 19:44:22,672 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:52:57, time: 0.103, data_time: 0.047, memory: 530, decode.loss_ce: 0.2664, decode.acc_seg: 89.7936, loss: 0.2664 2023-11-13 19:44:25,443 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:52:25, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2736, decode.acc_seg: 89.6526, loss: 0.2736 2023-11-13 19:44:30,680 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:52:43, time: 0.105, data_time: 0.048, memory: 530, decode.loss_ce: 0.2567, decode.acc_seg: 90.1916, loss: 0.2567 2023-11-13 19:44:33,367 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:44:33,367 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:52:11, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2495, decode.acc_seg: 90.4652, loss: 0.2495 2023-11-13 19:44:38,512 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:52:26, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2605, decode.acc_seg: 90.1096, loss: 0.2605 2023-11-13 19:44:43,636 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:52:39, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2672, decode.acc_seg: 89.5706, loss: 0.2672 2023-11-13 19:44:46,398 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:52:10, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2651, decode.acc_seg: 90.0478, loss: 0.2651 2023-11-13 19:44:51,537 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:52:23, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2559, decode.acc_seg: 90.2214, loss: 0.2559 2023-11-13 19:44:54,284 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:51:55, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2556, decode.acc_seg: 90.2890, loss: 0.2556 2023-11-13 19:44:59,445 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:52:08, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2598, decode.acc_seg: 90.0401, loss: 0.2598 2023-11-13 19:45:02,179 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:51:41, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2587, decode.acc_seg: 90.2797, loss: 0.2587 2023-11-13 19:45:07,359 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:51:54, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.2408, decode.acc_seg: 90.4446, loss: 0.2408 2023-11-13 19:45:10,091 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:51:28, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2469, decode.acc_seg: 90.5977, loss: 0.2469 2023-11-13 19:45:15,274 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:51:40, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.2590, decode.acc_seg: 90.0681, loss: 0.2590 2023-11-13 19:45:20,388 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:51:50, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2488, decode.acc_seg: 90.6315, loss: 0.2488 2023-11-13 19:45:23,197 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:51:27, time: 0.056, data_time: 0.004, memory: 530, decode.loss_ce: 0.2540, decode.acc_seg: 90.3217, loss: 0.2540 2023-11-13 19:45:28,306 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:51:37, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2393, decode.acc_seg: 90.9505, loss: 0.2393 2023-11-13 19:45:31,048 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:51:13, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2243, decode.acc_seg: 90.9154, loss: 0.2243 2023-11-13 19:45:36,159 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:51:22, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2451, decode.acc_seg: 90.3638, loss: 0.2451 2023-11-13 19:45:38,891 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:50:59, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2356, decode.acc_seg: 90.9269, loss: 0.2356 2023-11-13 19:45:44,127 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:51:10, time: 0.105, data_time: 0.050, memory: 530, decode.loss_ce: 0.2559, decode.acc_seg: 90.3722, loss: 0.2559 2023-11-13 19:45:46,880 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:50:48, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2440, decode.acc_seg: 90.5680, loss: 0.2440 2023-11-13 19:45:51,975 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:50:56, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2419, decode.acc_seg: 90.6715, loss: 0.2419 2023-11-13 19:45:54,708 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:54,709 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:50:35, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2323, decode.acc_seg: 91.0068, loss: 0.2323 2023-11-13 19:45:59,891 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:50:44, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.2295, decode.acc_seg: 91.0111, loss: 0.2295 2023-11-13 19:46:05,050 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:50:52, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2453, decode.acc_seg: 90.4018, loss: 0.2453 2023-11-13 19:46:07,788 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:50:32, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2275, decode.acc_seg: 91.0170, loss: 0.2275 2023-11-13 19:46:13,057 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:50:41, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.2423, decode.acc_seg: 90.4978, loss: 0.2423 2023-11-13 19:46:15,791 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:50:21, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2366, decode.acc_seg: 90.9845, loss: 0.2366 2023-11-13 19:46:20,939 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:50:29, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2483, decode.acc_seg: 90.3428, loss: 0.2483 2023-11-13 19:46:23,670 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:50:09, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2353, decode.acc_seg: 90.9304, loss: 0.2353 2023-11-13 19:46:28,759 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:50:16, time: 0.102, data_time: 0.047, memory: 530, decode.loss_ce: 0.2394, decode.acc_seg: 90.7663, loss: 0.2394 2023-11-13 19:46:31,476 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:49:57, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2272, decode.acc_seg: 90.9703, loss: 0.2272 2023-11-13 19:46:36,575 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:50:03, time: 0.102, data_time: 0.047, memory: 530, decode.loss_ce: 0.2254, decode.acc_seg: 91.2899, loss: 0.2254 2023-11-13 19:46:41,769 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:50:10, time: 0.104, data_time: 0.048, memory: 530, decode.loss_ce: 0.2336, decode.acc_seg: 90.7703, loss: 0.2336 2023-11-13 19:46:44,513 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:49:52, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2277, decode.acc_seg: 90.9600, loss: 0.2277 2023-11-13 19:46:49,651 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:49:58, time: 0.103, data_time: 0.047, memory: 530, decode.loss_ce: 0.2334, decode.acc_seg: 90.9368, loss: 0.2334 2023-11-13 19:46:52,384 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:49:40, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2663, decode.acc_seg: 90.0625, loss: 0.2663 2023-11-13 19:46:57,466 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:49:45, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2297, decode.acc_seg: 91.1474, loss: 0.2297 2023-11-13 19:47:00,179 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:49:28, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2278, decode.acc_seg: 91.1265, loss: 0.2278 2023-11-13 19:47:05,256 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:49:33, time: 0.102, data_time: 0.050, memory: 530, decode.loss_ce: 0.2308, decode.acc_seg: 91.0389, loss: 0.2308 2023-11-13 19:47:07,991 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:49:16, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2262, decode.acc_seg: 91.1011, loss: 0.2262 2023-11-13 19:47:13,095 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:49:21, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2486, decode.acc_seg: 90.3525, loss: 0.2486 2023-11-13 19:47:15,815 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:47:15,816 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:49:05, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2435, decode.acc_seg: 90.4960, loss: 0.2435 2023-11-13 19:47:20,972 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:49:10, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2457, decode.acc_seg: 90.7682, loss: 0.2457 2023-11-13 19:47:26,068 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:49:15, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2452, decode.acc_seg: 90.7062, loss: 0.2452 2023-11-13 19:47:28,831 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:48:59, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2181, decode.acc_seg: 91.3185, loss: 0.2181 2023-11-13 19:47:33,946 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:49:03, time: 0.102, data_time: 0.050, memory: 530, decode.loss_ce: 0.2447, decode.acc_seg: 90.5655, loss: 0.2447 2023-11-13 19:47:36,683 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:48:48, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2310, decode.acc_seg: 91.0481, loss: 0.2310 2023-11-13 19:47:41,847 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:48:52, time: 0.103, data_time: 0.047, memory: 530, decode.loss_ce: 0.2328, decode.acc_seg: 90.8613, loss: 0.2328 2023-11-13 19:47:44,571 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:48:37, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2348, decode.acc_seg: 90.7402, loss: 0.2348 2023-11-13 19:47:49,636 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:48:41, time: 0.101, data_time: 0.048, memory: 530, decode.loss_ce: 0.2185, decode.acc_seg: 91.4115, loss: 0.2185 2023-11-13 19:47:52,380 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:48:26, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2204, decode.acc_seg: 91.4491, loss: 0.2204 2023-11-13 19:47:57,518 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:48:30, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2288, decode.acc_seg: 91.0382, loss: 0.2288 2023-11-13 19:48:00,215 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:48:15, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2460, decode.acc_seg: 90.7118, loss: 0.2460 2023-11-13 19:48:05,442 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:48:20, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.2229, decode.acc_seg: 91.3100, loss: 0.2229 2023-11-13 19:48:10,541 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:48:23, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2304, decode.acc_seg: 91.1110, loss: 0.2304 2023-11-13 19:48:13,251 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:48:09, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2442, decode.acc_seg: 90.3855, loss: 0.2442 2023-11-13 19:48:18,374 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:48:12, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2278, decode.acc_seg: 91.2382, loss: 0.2278 2023-11-13 19:48:21,102 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:47:58, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2400, decode.acc_seg: 90.6038, loss: 0.2400 2023-11-13 19:48:26,181 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:48:01, time: 0.102, data_time: 0.050, memory: 530, decode.loss_ce: 0.2352, decode.acc_seg: 90.8333, loss: 0.2352 2023-11-13 19:48:28,932 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:47:47, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2223, decode.acc_seg: 91.1908, loss: 0.2223 2023-11-13 19:48:34,022 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:47:50, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2308, decode.acc_seg: 90.8826, loss: 0.2308 2023-11-13 19:48:36,744 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:48:36,745 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:47:37, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2257, decode.acc_seg: 91.2027, loss: 0.2257 2023-11-13 19:48:41,876 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:47:40, time: 0.103, data_time: 0.046, memory: 530, decode.loss_ce: 0.2365, decode.acc_seg: 90.8010, loss: 0.2365 2023-11-13 19:48:46,994 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:47:43, time: 0.102, data_time: 0.047, memory: 530, decode.loss_ce: 0.2334, decode.acc_seg: 90.8780, loss: 0.2334 2023-11-13 19:48:49,734 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:47:29, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2241, decode.acc_seg: 91.2692, loss: 0.2241 2023-11-13 19:48:54,871 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:47:32, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2150, decode.acc_seg: 91.4600, loss: 0.2150 2023-11-13 19:48:57,611 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:47:19, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2211, decode.acc_seg: 91.3598, loss: 0.2211 2023-11-13 19:49:02,816 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:47:22, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.2362, decode.acc_seg: 90.6844, loss: 0.2362 2023-11-13 19:49:05,567 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:47:10, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2313, decode.acc_seg: 90.9001, loss: 0.2313 2023-11-13 19:49:10,682 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:47:12, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2310, decode.acc_seg: 91.0075, loss: 0.2310 2023-11-13 19:49:13,422 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:47:00, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2274, decode.acc_seg: 91.0355, loss: 0.2274 2023-11-13 19:49:18,558 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:47:02, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2194, decode.acc_seg: 91.6238, loss: 0.2194 2023-11-13 19:49:21,240 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:46:49, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2281, decode.acc_seg: 91.1232, loss: 0.2281 2023-11-13 19:49:26,476 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:46:52, time: 0.105, data_time: 0.048, memory: 530, decode.loss_ce: 0.2214, decode.acc_seg: 91.4275, loss: 0.2214 2023-11-13 19:49:31,630 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:46:55, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2156, decode.acc_seg: 91.7393, loss: 0.2156 2023-11-13 19:49:34,383 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:46:42, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2324, decode.acc_seg: 91.1019, loss: 0.2324 2023-11-13 19:49:39,558 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:46:45, time: 0.103, data_time: 0.050, memory: 530, decode.loss_ce: 0.2221, decode.acc_seg: 91.3878, loss: 0.2221 2023-11-13 19:49:42,307 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:46:33, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2246, decode.acc_seg: 91.1820, loss: 0.2246 2023-11-13 19:49:47,406 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:46:35, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2376, decode.acc_seg: 90.8613, loss: 0.2376 2023-11-13 19:49:50,152 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:46:23, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2256, decode.acc_seg: 91.0357, loss: 0.2256 2023-11-13 19:49:55,263 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:46:25, time: 0.102, data_time: 0.050, memory: 530, decode.loss_ce: 0.2189, decode.acc_seg: 91.3925, loss: 0.2189 2023-11-13 19:49:58,009 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:49:58,010 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:46:13, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2140, decode.acc_seg: 91.4041, loss: 0.2140 2023-11-13 19:50:03,178 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:46:15, time: 0.103, data_time: 0.053, memory: 530, decode.loss_ce: 0.2258, decode.acc_seg: 91.0390, loss: 0.2258 2023-11-13 19:50:08,420 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:46:17, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.2192, decode.acc_seg: 91.5600, loss: 0.2192 2023-11-13 19:50:11,137 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:46:06, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2176, decode.acc_seg: 91.3635, loss: 0.2176 2023-11-13 19:50:16,364 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:46:08, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.2289, decode.acc_seg: 90.9860, loss: 0.2289 2023-11-13 19:50:19,084 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:45:56, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2093, decode.acc_seg: 91.6043, loss: 0.2093 2023-11-13 19:50:24,250 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:45:58, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2152, decode.acc_seg: 91.4438, loss: 0.2152 2023-11-13 19:50:27,010 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:45:47, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2419, decode.acc_seg: 90.4884, loss: 0.2419 2023-11-13 19:50:32,174 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:45:48, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2320, decode.acc_seg: 91.1008, loss: 0.2320 2023-11-13 19:50:34,903 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:45:37, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2328, decode.acc_seg: 91.1641, loss: 0.2328 2023-11-13 19:50:40,063 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:45:39, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2228, decode.acc_seg: 91.3520, loss: 0.2228 2023-11-13 19:50:42,781 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:45:28, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2130, decode.acc_seg: 91.6173, loss: 0.2130 2023-11-13 19:50:48,062 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:45:30, time: 0.106, data_time: 0.051, memory: 530, decode.loss_ce: 0.2321, decode.acc_seg: 90.9912, loss: 0.2321 2023-11-13 19:50:53,219 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:45:31, time: 0.103, data_time: 0.052, memory: 530, decode.loss_ce: 0.2283, decode.acc_seg: 91.1223, loss: 0.2283 2023-11-13 19:50:55,970 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:45:20, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2110, decode.acc_seg: 91.6506, loss: 0.2110 2023-11-13 19:51:01,114 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:45:21, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2103, decode.acc_seg: 91.7820, loss: 0.2103 2023-11-13 19:51:03,835 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:45:10, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2257, decode.acc_seg: 91.0304, loss: 0.2257 2023-11-13 19:51:09,017 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:45:12, time: 0.104, data_time: 0.049, memory: 530, decode.loss_ce: 0.2089, decode.acc_seg: 91.7583, loss: 0.2089 2023-11-13 19:51:11,743 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:45:01, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2071, decode.acc_seg: 91.7651, loss: 0.2071 2023-11-13 19:51:16,986 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:45:02, time: 0.105, data_time: 0.047, memory: 530, decode.loss_ce: 0.2207, decode.acc_seg: 91.4526, loss: 0.2207 2023-11-13 19:51:19,712 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:51:19,712 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:44:52, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2294, decode.acc_seg: 91.1459, loss: 0.2294 2023-11-13 19:51:24,885 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:44:53, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2220, decode.acc_seg: 91.4042, loss: 0.2220 2023-11-13 19:51:30,046 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:44:54, time: 0.103, data_time: 0.052, memory: 530, decode.loss_ce: 0.2228, decode.acc_seg: 91.1935, loss: 0.2228 2023-11-13 19:51:32,785 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:44:44, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2306, decode.acc_seg: 91.0623, loss: 0.2306 2023-11-13 19:51:37,983 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:44:45, time: 0.104, data_time: 0.050, memory: 530, decode.loss_ce: 0.2259, decode.acc_seg: 91.0435, loss: 0.2259 2023-11-13 19:51:40,730 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:44:34, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2237, decode.acc_seg: 91.3024, loss: 0.2237 2023-11-13 19:51:45,833 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:44:35, time: 0.102, data_time: 0.051, memory: 530, decode.loss_ce: 0.2235, decode.acc_seg: 91.2501, loss: 0.2235 2023-11-13 19:51:48,576 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:44:25, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2198, decode.acc_seg: 91.3550, loss: 0.2198 2023-11-13 19:51:53,764 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:44:26, time: 0.104, data_time: 0.051, memory: 530, decode.loss_ce: 0.2134, decode.acc_seg: 91.5280, loss: 0.2134 2023-11-13 19:51:56,519 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:44:16, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2271, decode.acc_seg: 91.3875, loss: 0.2271 2023-11-13 19:52:01,719 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:44:16, time: 0.104, data_time: 0.047, memory: 530, decode.loss_ce: 0.2207, decode.acc_seg: 91.0809, loss: 0.2207 2023-11-13 19:52:04,430 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:44:06, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2230, decode.acc_seg: 91.3804, loss: 0.2230 2023-11-13 19:52:09,596 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:44:07, time: 0.103, data_time: 0.047, memory: 530, decode.loss_ce: 0.2090, decode.acc_seg: 91.7618, loss: 0.2090 2023-11-13 19:52:14,774 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:44:07, time: 0.104, data_time: 0.047, memory: 530, decode.loss_ce: 0.2315, decode.acc_seg: 90.7826, loss: 0.2315 2023-11-13 19:52:17,494 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:43:58, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2105, decode.acc_seg: 91.7230, loss: 0.2105 2023-11-13 19:52:22,676 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:43:58, time: 0.104, data_time: 0.053, memory: 530, decode.loss_ce: 0.2143, decode.acc_seg: 91.8132, loss: 0.2143 2023-11-13 19:52:25,424 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:43:48, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2310, decode.acc_seg: 91.0304, loss: 0.2310 2023-11-13 19:52:30,642 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:43:49, time: 0.104, data_time: 0.049, memory: 530, decode.loss_ce: 0.2240, decode.acc_seg: 91.2498, loss: 0.2240 2023-11-13 19:52:33,365 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:43:39, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2287, decode.acc_seg: 91.0506, loss: 0.2287 2023-11-13 19:52:38,485 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:43:40, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2366, decode.acc_seg: 90.9366, loss: 0.2366 2023-11-13 19:52:41,246 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:52:41,247 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:43:30, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2181, decode.acc_seg: 91.5729, loss: 0.2181 2023-11-13 19:52:46,461 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:43:31, time: 0.104, data_time: 0.051, memory: 530, decode.loss_ce: 0.2238, decode.acc_seg: 91.3603, loss: 0.2238 2023-11-13 19:52:51,551 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:43:30, time: 0.102, data_time: 0.047, memory: 530, decode.loss_ce: 0.2239, decode.acc_seg: 91.1184, loss: 0.2239 2023-11-13 19:52:54,335 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:43:21, time: 0.056, data_time: 0.003, memory: 530, decode.loss_ce: 0.2165, decode.acc_seg: 91.6636, loss: 0.2165 2023-11-13 19:52:59,494 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:43:21, time: 0.103, data_time: 0.049, memory: 530, decode.loss_ce: 0.2198, decode.acc_seg: 91.1587, loss: 0.2198 2023-11-13 19:53:02,247 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:43:12, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2134, decode.acc_seg: 91.5074, loss: 0.2134 2023-11-13 19:53:07,461 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:43:12, time: 0.104, data_time: 0.047, memory: 530, decode.loss_ce: 0.2284, decode.acc_seg: 91.1783, loss: 0.2284 2023-11-13 19:53:10,196 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:43:03, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2259, decode.acc_seg: 91.1784, loss: 0.2259 2023-11-13 19:53:15,369 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:43:03, time: 0.103, data_time: 0.053, memory: 530, decode.loss_ce: 0.2003, decode.acc_seg: 92.0724, loss: 0.2003 2023-11-13 19:53:18,150 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:42:54, time: 0.056, data_time: 0.003, memory: 530, decode.loss_ce: 0.2265, decode.acc_seg: 90.9131, loss: 0.2265 2023-11-13 19:53:23,258 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:42:54, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2183, decode.acc_seg: 91.4187, loss: 0.2183 2023-11-13 19:53:26,017 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:42:45, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2303, decode.acc_seg: 90.9727, loss: 0.2303 2023-11-13 19:53:31,231 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:42:45, time: 0.104, data_time: 0.049, memory: 530, decode.loss_ce: 0.2200, decode.acc_seg: 91.3565, loss: 0.2200 2023-11-13 19:53:36,310 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:42:44, time: 0.102, data_time: 0.048, memory: 530, decode.loss_ce: 0.2246, decode.acc_seg: 91.3222, loss: 0.2246 2023-11-13 19:53:39,049 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:42:35, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2291, decode.acc_seg: 91.1111, loss: 0.2291 2023-11-13 19:53:44,187 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:42:35, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2316, decode.acc_seg: 90.9227, loss: 0.2316 2023-11-13 19:53:46,928 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:42:26, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2237, decode.acc_seg: 91.1881, loss: 0.2237 2023-11-13 19:53:52,193 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:42:26, time: 0.105, data_time: 0.053, memory: 530, decode.loss_ce: 0.2217, decode.acc_seg: 91.2392, loss: 0.2217 2023-11-13 19:53:54,924 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:42:18, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2154, decode.acc_seg: 91.3169, loss: 0.2154 2023-11-13 19:54:00,101 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:42:17, time: 0.104, data_time: 0.049, memory: 530, decode.loss_ce: 0.2108, decode.acc_seg: 91.6450, loss: 0.2108 2023-11-13 19:54:02,807 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:02,807 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:42:08, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2228, decode.acc_seg: 91.2440, loss: 0.2228 2023-11-13 19:54:07,962 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:42:08, time: 0.103, data_time: 0.048, memory: 530, decode.loss_ce: 0.2029, decode.acc_seg: 92.0937, loss: 0.2029 2023-11-13 19:54:10,673 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:41:59, time: 0.054, data_time: 0.003, memory: 530, decode.loss_ce: 0.2200, decode.acc_seg: 91.5252, loss: 0.2200 2023-11-13 19:54:15,934 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:41:59, time: 0.105, data_time: 0.049, memory: 530, decode.loss_ce: 0.2291, decode.acc_seg: 90.9561, loss: 0.2291 2023-11-13 19:54:21,037 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:41:59, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2131, decode.acc_seg: 91.6577, loss: 0.2131 2023-11-13 19:54:23,765 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:41:50, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2052, decode.acc_seg: 91.9379, loss: 0.2052 2023-11-13 19:54:28,858 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:41:49, time: 0.102, data_time: 0.047, memory: 530, decode.loss_ce: 0.2142, decode.acc_seg: 91.3876, loss: 0.2142 2023-11-13 19:54:31,571 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:41:41, time: 0.054, data_time: 0.004, memory: 530, decode.loss_ce: 0.2184, decode.acc_seg: 91.3771, loss: 0.2184 2023-11-13 19:54:36,677 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:41:40, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2224, decode.acc_seg: 91.1867, loss: 0.2224 2023-11-13 19:54:39,439 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:41:31, time: 0.055, data_time: 0.004, memory: 530, decode.loss_ce: 0.2084, decode.acc_seg: 91.8781, loss: 0.2084 2023-11-13 19:54:44,639 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:41:31, time: 0.104, data_time: 0.051, memory: 530, decode.loss_ce: 0.2220, decode.acc_seg: 91.5182, loss: 0.2220 2023-11-13 19:54:47,375 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:41:23, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2224, decode.acc_seg: 91.2235, loss: 0.2224 2023-11-13 19:54:52,622 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:41:22, time: 0.105, data_time: 0.048, memory: 530, decode.loss_ce: 0.2224, decode.acc_seg: 91.1589, loss: 0.2224 2023-11-13 19:54:57,770 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:41:21, time: 0.103, data_time: 0.050, memory: 530, decode.loss_ce: 0.2120, decode.acc_seg: 91.5855, loss: 0.2120 2023-11-13 19:55:00,530 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:41:13, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2172, decode.acc_seg: 91.4531, loss: 0.2172 2023-11-13 19:55:05,643 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:41:12, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2254, decode.acc_seg: 90.8146, loss: 0.2254 2023-11-13 19:55:08,396 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:41:04, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2104, decode.acc_seg: 91.6682, loss: 0.2104 2023-11-13 19:55:13,502 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:41:03, time: 0.102, data_time: 0.049, memory: 530, decode.loss_ce: 0.2382, decode.acc_seg: 90.8254, loss: 0.2382 2023-11-13 19:55:16,267 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:40:55, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2020, decode.acc_seg: 91.9852, loss: 0.2020 2023-11-13 19:55:21,444 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:40:54, time: 0.104, data_time: 0.053, memory: 530, decode.loss_ce: 0.2087, decode.acc_seg: 91.6614, loss: 0.2087 2023-11-13 19:55:24,177 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:55:24,194 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:55:24,194 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:40:46, time: 0.055, data_time: 0.003, memory: 530, decode.loss_ce: 0.2280, decode.acc_seg: 91.2338, loss: 0.2280 2023-11-13 19:56:47,765 - mmseg - INFO - per class results: 2023-11-13 19:56:47,766 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 91.25 | 94.94 | | aeroplane | 74.33 | 90.84 | | bicycle | 54.86 | 74.11 | | bird | 78.26 | 92.36 | | boat | 64.88 | 77.72 | | bottle | 62.44 | 85.6 | | bus | 82.9 | 89.37 | | car | 75.31 | 84.98 | | cat | 84.06 | 95.2 | | chair | 38.05 | 53.17 | | cow | 85.83 | 91.74 | | diningtable | 51.44 | 58.74 | | dog | 82.43 | 91.46 | | horse | 82.72 | 92.82 | | motorbike | 75.18 | 88.31 | | person | 81.37 | 91.85 | | pottedplant | 53.11 | 67.43 | | sheep | 83.24 | 94.3 | | sofa | 51.64 | 69.43 | | train | 80.06 | 90.09 | | tvmonitor | 62.25 | 81.61 | +-------------+-------+-------+ 2023-11-13 19:56:47,766 - mmseg - INFO - Summary: 2023-11-13 19:56:47,766 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.58 | 71.22 | 83.62 | +-------+-------+-------+ 2023-11-13 19:56:47,767 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:56:47,767 - mmseg - INFO - Iter(val) [182] aAcc: 0.9258, mIoU: 0.7122, mAcc: 0.8362, IoU.background: 0.9125, IoU.aeroplane: 0.7433, IoU.bicycle: 0.5486, IoU.bird: 0.7826, IoU.boat: 0.6488, IoU.bottle: 0.6244, IoU.bus: 0.8290, IoU.car: 0.7531, IoU.cat: 0.8406, IoU.chair: 0.3805, IoU.cow: 0.8583, IoU.diningtable: 0.5144, IoU.dog: 0.8243, IoU.horse: 0.8272, IoU.motorbike: 0.7518, IoU.person: 0.8137, IoU.pottedplant: 0.5311, IoU.sheep: 0.8324, IoU.sofa: 0.5164, IoU.train: 0.8006, IoU.tvmonitor: 0.6225, Acc.background: 0.9494, Acc.aeroplane: 0.9084, Acc.bicycle: 0.7411, Acc.bird: 0.9236, Acc.boat: 0.7772, Acc.bottle: 0.8560, Acc.bus: 0.8937, Acc.car: 0.8498, Acc.cat: 0.9520, Acc.chair: 0.5317, Acc.cow: 0.9174, Acc.diningtable: 0.5874, Acc.dog: 0.9146, Acc.horse: 0.9282, Acc.motorbike: 0.8831, Acc.person: 0.9185, Acc.pottedplant: 0.6743, Acc.sheep: 0.9430, Acc.sofa: 0.6943, Acc.train: 0.9009, Acc.tvmonitor: 0.8161 2023-11-13 19:56:52,932 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:44:54, time: 1.775, data_time: 1.722, memory: 584, decode.loss_ce: 0.2181, decode.acc_seg: 91.3383, loss: 0.2181 2023-11-13 19:56:55,656 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:44:45, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2108, decode.acc_seg: 91.6212, loss: 0.2108 2023-11-13 19:57:00,861 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:44:42, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2177, decode.acc_seg: 91.5112, loss: 0.2177 2023-11-13 19:57:05,991 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:44:40, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2237, decode.acc_seg: 91.1517, loss: 0.2237 2023-11-13 19:57:08,729 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:44:30, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2158, decode.acc_seg: 91.5505, loss: 0.2158 2023-11-13 19:57:13,767 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:44:27, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2228, decode.acc_seg: 91.0333, loss: 0.2228 2023-11-13 19:57:16,494 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:44:18, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2156, decode.acc_seg: 91.5646, loss: 0.2156 2023-11-13 19:57:21,561 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:44:15, time: 0.101, data_time: 0.049, memory: 584, decode.loss_ce: 0.2175, decode.acc_seg: 91.6010, loss: 0.2175 2023-11-13 19:57:24,314 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:44:05, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2143, decode.acc_seg: 91.4780, loss: 0.2143 2023-11-13 19:57:29,512 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:44:03, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2169, decode.acc_seg: 91.4606, loss: 0.2169 2023-11-13 19:57:32,251 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:43:54, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2244, decode.acc_seg: 91.3731, loss: 0.2244 2023-11-13 19:57:37,461 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:43:51, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2199, decode.acc_seg: 91.7975, loss: 0.2199 2023-11-13 19:57:42,521 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:43:48, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.2262, decode.acc_seg: 91.1922, loss: 0.2262 2023-11-13 19:57:45,278 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:43:39, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2133, decode.acc_seg: 91.6502, loss: 0.2133 2023-11-13 19:57:50,503 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:43:37, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2191, decode.acc_seg: 91.3626, loss: 0.2191 2023-11-13 19:57:53,223 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:43:28, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2235, decode.acc_seg: 91.0685, loss: 0.2235 2023-11-13 19:57:58,397 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:43:25, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2180, decode.acc_seg: 91.2075, loss: 0.2180 2023-11-13 19:58:01,155 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:43:16, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2138, decode.acc_seg: 91.5359, loss: 0.2138 2023-11-13 19:58:06,323 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:43:13, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2132, decode.acc_seg: 91.6045, loss: 0.2132 2023-11-13 19:58:09,078 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:58:09,078 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:43:04, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2147, decode.acc_seg: 91.6797, loss: 0.2147 2023-11-13 19:58:14,291 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:43:02, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2217, decode.acc_seg: 91.3135, loss: 0.2217 2023-11-13 19:58:16,990 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:42:53, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2172, decode.acc_seg: 91.4395, loss: 0.2172 2023-11-13 19:58:22,178 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:42:50, time: 0.104, data_time: 0.052, memory: 584, decode.loss_ce: 0.2155, decode.acc_seg: 91.5833, loss: 0.2155 2023-11-13 19:58:27,333 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:42:48, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2052, decode.acc_seg: 91.7380, loss: 0.2052 2023-11-13 19:58:30,114 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:42:39, time: 0.056, data_time: 0.004, memory: 584, decode.loss_ce: 0.2049, decode.acc_seg: 91.7908, loss: 0.2049 2023-11-13 19:58:35,263 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:42:36, time: 0.103, data_time: 0.046, memory: 584, decode.loss_ce: 0.2416, decode.acc_seg: 90.8060, loss: 0.2416 2023-11-13 19:58:37,993 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:42:27, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2104, decode.acc_seg: 91.7577, loss: 0.2104 2023-11-13 19:58:43,191 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:42:25, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2057, decode.acc_seg: 91.7426, loss: 0.2057 2023-11-13 19:58:45,927 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:42:16, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1941, decode.acc_seg: 92.3017, loss: 0.1941 2023-11-13 19:58:51,035 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:42:13, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2122, decode.acc_seg: 91.4963, loss: 0.2122 2023-11-13 19:58:53,726 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:42:05, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2214, decode.acc_seg: 91.3080, loss: 0.2214 2023-11-13 19:58:58,900 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:42:02, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2149, decode.acc_seg: 91.3681, loss: 0.2149 2023-11-13 19:59:04,017 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:41:59, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2078, decode.acc_seg: 91.9014, loss: 0.2078 2023-11-13 19:59:06,751 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:41:51, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2265, decode.acc_seg: 91.3288, loss: 0.2265 2023-11-13 19:59:11,957 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:41:48, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2080, decode.acc_seg: 91.7075, loss: 0.2080 2023-11-13 19:59:14,685 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:41:39, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2142, decode.acc_seg: 91.6511, loss: 0.2142 2023-11-13 19:59:19,787 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:41:37, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2211, decode.acc_seg: 91.4478, loss: 0.2211 2023-11-13 19:59:22,523 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:41:28, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2051, decode.acc_seg: 91.7695, loss: 0.2051 2023-11-13 19:59:27,632 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:41:25, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.9016, loss: 0.2050 2023-11-13 19:59:30,385 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:59:30,385 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:41:17, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2109, decode.acc_seg: 91.6460, loss: 0.2109 2023-11-13 19:59:35,516 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:41:14, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2186, decode.acc_seg: 91.3966, loss: 0.2186 2023-11-13 19:59:38,216 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:41:06, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2176, decode.acc_seg: 91.6703, loss: 0.2176 2023-11-13 19:59:43,380 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:41:03, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2178, decode.acc_seg: 91.3370, loss: 0.2178 2023-11-13 19:59:48,571 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:41:00, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2104, decode.acc_seg: 91.7661, loss: 0.2104 2023-11-13 19:59:51,307 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:40:52, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2114, decode.acc_seg: 92.0493, loss: 0.2114 2023-11-13 19:59:56,404 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:40:49, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2297, decode.acc_seg: 90.9772, loss: 0.2297 2023-11-13 19:59:59,131 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:40:41, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2076, decode.acc_seg: 91.9128, loss: 0.2076 2023-11-13 20:00:04,330 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:40:38, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2181, decode.acc_seg: 91.5406, loss: 0.2181 2023-11-13 20:00:07,080 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:40:30, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2076, decode.acc_seg: 91.8197, loss: 0.2076 2023-11-13 20:00:12,332 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:40:28, time: 0.105, data_time: 0.051, memory: 584, decode.loss_ce: 0.2015, decode.acc_seg: 92.1754, loss: 0.2015 2023-11-13 20:00:15,069 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:40:20, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2227, decode.acc_seg: 91.1032, loss: 0.2227 2023-11-13 20:00:20,163 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:40:17, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.1964, decode.acc_seg: 92.1509, loss: 0.1964 2023-11-13 20:00:25,247 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:40:14, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2168, decode.acc_seg: 91.4183, loss: 0.2168 2023-11-13 20:00:28,111 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:40:06, time: 0.057, data_time: 0.004, memory: 584, decode.loss_ce: 0.2185, decode.acc_seg: 91.5394, loss: 0.2185 2023-11-13 20:00:33,199 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:40:03, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2293, decode.acc_seg: 90.9450, loss: 0.2293 2023-11-13 20:00:35,927 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:39:55, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2053, decode.acc_seg: 91.6967, loss: 0.2053 2023-11-13 20:00:41,128 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:39:52, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2361, decode.acc_seg: 90.7691, loss: 0.2361 2023-11-13 20:00:43,854 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:39:44, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2090, decode.acc_seg: 91.5830, loss: 0.2090 2023-11-13 20:00:49,094 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:39:42, time: 0.105, data_time: 0.049, memory: 584, decode.loss_ce: 0.2234, decode.acc_seg: 91.2790, loss: 0.2234 2023-11-13 20:00:51,846 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:51,846 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:39:34, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2141, decode.acc_seg: 91.5679, loss: 0.2141 2023-11-13 20:00:56,956 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:39:31, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2064, decode.acc_seg: 91.6550, loss: 0.2064 2023-11-13 20:00:59,678 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:39:23, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2130, decode.acc_seg: 91.6185, loss: 0.2130 2023-11-13 20:01:04,817 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:39:20, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2078, decode.acc_seg: 91.7472, loss: 0.2078 2023-11-13 20:01:09,965 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:39:17, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2252, decode.acc_seg: 91.3560, loss: 0.2252 2023-11-13 20:01:12,691 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:39:10, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2172, decode.acc_seg: 91.4214, loss: 0.2172 2023-11-13 20:01:17,840 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:39:07, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2245, decode.acc_seg: 91.2111, loss: 0.2245 2023-11-13 20:01:20,575 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:38:59, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2071, decode.acc_seg: 91.7543, loss: 0.2071 2023-11-13 20:01:25,698 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:38:56, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2275, decode.acc_seg: 91.0606, loss: 0.2275 2023-11-13 20:01:28,446 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:38:48, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2137, decode.acc_seg: 91.7310, loss: 0.2137 2023-11-13 20:01:33,589 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:38:46, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2260, decode.acc_seg: 91.1407, loss: 0.2260 2023-11-13 20:01:36,320 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:38:38, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2105, decode.acc_seg: 91.5350, loss: 0.2105 2023-11-13 20:01:41,455 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:38:35, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2220, decode.acc_seg: 91.2534, loss: 0.2220 2023-11-13 20:01:44,150 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:38:27, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2219, decode.acc_seg: 91.4090, loss: 0.2219 2023-11-13 20:01:49,374 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:38:25, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2136, decode.acc_seg: 91.6986, loss: 0.2136 2023-11-13 20:01:54,629 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:38:22, time: 0.105, data_time: 0.047, memory: 584, decode.loss_ce: 0.2137, decode.acc_seg: 91.7586, loss: 0.2137 2023-11-13 20:01:57,388 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:38:14, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2159, decode.acc_seg: 91.5362, loss: 0.2159 2023-11-13 20:02:02,479 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:38:11, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2147, decode.acc_seg: 91.7306, loss: 0.2147 2023-11-13 20:02:05,224 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:38:04, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2005, decode.acc_seg: 92.0098, loss: 0.2005 2023-11-13 20:02:10,469 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:38:01, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2165, decode.acc_seg: 91.4971, loss: 0.2165 2023-11-13 20:02:13,210 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:02:13,210 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:37:54, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.1943, decode.acc_seg: 92.3740, loss: 0.1943 2023-11-13 20:02:18,500 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:37:51, time: 0.106, data_time: 0.051, memory: 584, decode.loss_ce: 0.2328, decode.acc_seg: 91.1202, loss: 0.2328 2023-11-13 20:02:21,226 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:37:44, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2105, decode.acc_seg: 91.4711, loss: 0.2105 2023-11-13 20:02:26,479 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:37:41, time: 0.105, data_time: 0.049, memory: 584, decode.loss_ce: 0.2146, decode.acc_seg: 91.5955, loss: 0.2146 2023-11-13 20:02:31,640 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:37:38, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2098, decode.acc_seg: 91.5478, loss: 0.2098 2023-11-13 20:02:34,411 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:37:31, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2059, decode.acc_seg: 91.9191, loss: 0.2059 2023-11-13 20:02:39,621 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:37:28, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.6117, loss: 0.2077 2023-11-13 20:02:42,398 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:37:21, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2158, decode.acc_seg: 91.5577, loss: 0.2158 2023-11-13 20:02:47,625 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:37:18, time: 0.105, data_time: 0.047, memory: 584, decode.loss_ce: 0.2272, decode.acc_seg: 91.1277, loss: 0.2272 2023-11-13 20:02:50,376 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:37:10, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2055, decode.acc_seg: 91.9022, loss: 0.2055 2023-11-13 20:02:55,495 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:37:07, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2003, decode.acc_seg: 91.9071, loss: 0.2003 2023-11-13 20:02:58,230 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:37:00, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2101, decode.acc_seg: 91.7822, loss: 0.2101 2023-11-13 20:03:03,443 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:36:57, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2251, decode.acc_seg: 91.3827, loss: 0.2251 2023-11-13 20:03:06,121 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:36:50, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2177, decode.acc_seg: 91.5925, loss: 0.2177 2023-11-13 20:03:11,363 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:36:47, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2037, decode.acc_seg: 91.9239, loss: 0.2037 2023-11-13 20:03:16,456 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:36:44, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2137, decode.acc_seg: 91.5886, loss: 0.2137 2023-11-13 20:03:19,182 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:36:37, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2125, decode.acc_seg: 91.6400, loss: 0.2125 2023-11-13 20:03:24,360 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:36:34, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.1969, decode.acc_seg: 92.1785, loss: 0.1969 2023-11-13 20:03:27,096 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:36:27, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2230, decode.acc_seg: 91.2780, loss: 0.2230 2023-11-13 20:03:32,267 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:36:24, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2137, decode.acc_seg: 91.7853, loss: 0.2137 2023-11-13 20:03:35,003 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:35,003 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:36:17, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2103, decode.acc_seg: 91.6561, loss: 0.2103 2023-11-13 20:03:40,108 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:36:14, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2266, decode.acc_seg: 91.0785, loss: 0.2266 2023-11-13 20:03:42,837 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:36:07, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2208, decode.acc_seg: 91.4176, loss: 0.2208 2023-11-13 20:03:48,155 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:36:04, time: 0.106, data_time: 0.048, memory: 584, decode.loss_ce: 0.1973, decode.acc_seg: 92.0795, loss: 0.1973 2023-11-13 20:03:53,323 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:36:01, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2241, decode.acc_seg: 91.2363, loss: 0.2241 2023-11-13 20:03:56,051 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:35:54, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2154, decode.acc_seg: 91.2645, loss: 0.2154 2023-11-13 20:04:01,243 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:35:51, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2002, decode.acc_seg: 91.9885, loss: 0.2002 2023-11-13 20:04:03,963 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:35:44, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2038, decode.acc_seg: 91.6963, loss: 0.2038 2023-11-13 20:04:09,098 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:35:41, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2067, decode.acc_seg: 91.9837, loss: 0.2067 2023-11-13 20:04:11,831 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:35:34, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2096, decode.acc_seg: 91.5828, loss: 0.2096 2023-11-13 20:04:16,991 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:35:31, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2078, decode.acc_seg: 91.8321, loss: 0.2078 2023-11-13 20:04:19,770 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:35:24, time: 0.056, data_time: 0.004, memory: 584, decode.loss_ce: 0.2145, decode.acc_seg: 91.8418, loss: 0.2145 2023-11-13 20:04:24,851 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:35:21, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2067, decode.acc_seg: 91.9263, loss: 0.2067 2023-11-13 20:04:27,551 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:35:14, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2356, decode.acc_seg: 91.1423, loss: 0.2356 2023-11-13 20:04:32,751 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:35:11, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2133, decode.acc_seg: 91.8056, loss: 0.2133 2023-11-13 20:04:37,971 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:35:08, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2180, decode.acc_seg: 91.2949, loss: 0.2180 2023-11-13 20:04:40,732 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:35:01, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2148, decode.acc_seg: 91.6788, loss: 0.2148 2023-11-13 20:04:45,863 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:34:58, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2225, decode.acc_seg: 91.4415, loss: 0.2225 2023-11-13 20:04:48,596 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:34:51, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2306, decode.acc_seg: 91.1526, loss: 0.2306 2023-11-13 20:04:53,794 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:34:48, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.7119, loss: 0.2106 2023-11-13 20:04:56,540 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:56,540 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:34:41, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2202, decode.acc_seg: 91.4686, loss: 0.2202 2023-11-13 20:05:01,649 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:34:38, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2110, decode.acc_seg: 91.5083, loss: 0.2110 2023-11-13 20:05:04,366 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:34:31, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2079, decode.acc_seg: 91.8702, loss: 0.2079 2023-11-13 20:05:09,499 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:34:28, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2187, decode.acc_seg: 91.4255, loss: 0.2187 2023-11-13 20:05:14,597 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:34:25, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.1960, decode.acc_seg: 92.0322, loss: 0.1960 2023-11-13 20:05:17,333 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:34:18, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2031, decode.acc_seg: 91.9407, loss: 0.2031 2023-11-13 20:05:22,538 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:34:15, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2383, decode.acc_seg: 90.9046, loss: 0.2383 2023-11-13 20:05:25,272 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:34:09, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2053, decode.acc_seg: 92.1880, loss: 0.2053 2023-11-13 20:05:30,387 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:34:05, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2211, decode.acc_seg: 91.2414, loss: 0.2211 2023-11-13 20:05:33,104 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:33:59, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2128, decode.acc_seg: 91.4129, loss: 0.2128 2023-11-13 20:05:38,228 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:33:56, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2142, decode.acc_seg: 91.5803, loss: 0.2142 2023-11-13 20:05:40,990 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:33:49, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2158, decode.acc_seg: 91.5730, loss: 0.2158 2023-11-13 20:05:46,143 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:33:46, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.8683, loss: 0.2106 2023-11-13 20:05:48,845 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:33:39, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2122, decode.acc_seg: 91.7123, loss: 0.2122 2023-11-13 20:05:53,999 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:33:36, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2087, decode.acc_seg: 91.7499, loss: 0.2087 2023-11-13 20:05:59,265 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:33:33, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2261, decode.acc_seg: 91.1225, loss: 0.2261 2023-11-13 20:06:01,992 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:33:27, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2264, decode.acc_seg: 90.9374, loss: 0.2264 2023-11-13 20:06:07,187 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:33:23, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.1983, decode.acc_seg: 92.1946, loss: 0.1983 2023-11-13 20:06:09,942 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:33:17, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2066, decode.acc_seg: 91.8761, loss: 0.2066 2023-11-13 20:06:14,975 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:33:14, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2118, decode.acc_seg: 91.8459, loss: 0.2118 2023-11-13 20:06:17,732 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:06:17,732 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:33:07, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1908, decode.acc_seg: 92.2970, loss: 0.1908 2023-11-13 20:06:22,985 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:33:04, time: 0.105, data_time: 0.055, memory: 584, decode.loss_ce: 0.2084, decode.acc_seg: 91.7007, loss: 0.2084 2023-11-13 20:06:25,721 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:32:58, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2064, decode.acc_seg: 92.0151, loss: 0.2064 2023-11-13 20:06:30,850 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:32:54, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2158, decode.acc_seg: 91.5020, loss: 0.2158 2023-11-13 20:06:36,048 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:32:51, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2200, decode.acc_seg: 91.2767, loss: 0.2200 2023-11-13 20:06:38,784 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:32:45, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2246, decode.acc_seg: 91.3908, loss: 0.2246 2023-11-13 20:06:43,949 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:32:42, time: 0.103, data_time: 0.046, memory: 584, decode.loss_ce: 0.2102, decode.acc_seg: 91.8288, loss: 0.2102 2023-11-13 20:06:46,704 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:32:35, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1998, decode.acc_seg: 92.0289, loss: 0.1998 2023-11-13 20:06:51,785 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:32:32, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2110, decode.acc_seg: 91.7315, loss: 0.2110 2023-11-13 20:06:54,553 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:32:26, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2201, decode.acc_seg: 91.6100, loss: 0.2201 2023-11-13 20:06:59,694 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:32:22, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2148, decode.acc_seg: 91.6228, loss: 0.2148 2023-11-13 20:07:02,454 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:32:16, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2191, decode.acc_seg: 91.7112, loss: 0.2191 2023-11-13 20:07:07,641 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:32:13, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2224, decode.acc_seg: 91.5820, loss: 0.2224 2023-11-13 20:07:10,342 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:32:06, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2104, decode.acc_seg: 91.4042, loss: 0.2104 2023-11-13 20:07:15,510 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:32:03, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2020, decode.acc_seg: 92.1773, loss: 0.2020 2023-11-13 20:07:20,697 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:32:00, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2122, decode.acc_seg: 91.5213, loss: 0.2122 2023-11-13 20:07:23,415 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:31:54, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1994, decode.acc_seg: 92.2248, loss: 0.1994 2023-11-13 20:07:28,552 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:31:50, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2264, decode.acc_seg: 90.9498, loss: 0.2264 2023-11-13 20:07:31,319 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:31:44, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2092, decode.acc_seg: 91.6475, loss: 0.2092 2023-11-13 20:07:36,612 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:31:41, time: 0.106, data_time: 0.055, memory: 584, decode.loss_ce: 0.2136, decode.acc_seg: 91.4889, loss: 0.2136 2023-11-13 20:07:39,338 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:39,339 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:31:35, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1973, decode.acc_seg: 92.1920, loss: 0.1973 2023-11-13 20:07:44,445 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:31:31, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2281, decode.acc_seg: 91.2163, loss: 0.2281 2023-11-13 20:07:47,183 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:31:25, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2126, decode.acc_seg: 91.7528, loss: 0.2126 2023-11-13 20:07:52,295 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:31:22, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2164, decode.acc_seg: 91.4076, loss: 0.2164 2023-11-13 20:07:55,014 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:31:16, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2107, decode.acc_seg: 91.6945, loss: 0.2107 2023-11-13 20:08:00,240 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:31:13, time: 0.105, data_time: 0.051, memory: 584, decode.loss_ce: 0.2071, decode.acc_seg: 91.8431, loss: 0.2071 2023-11-13 20:08:05,320 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:31:09, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.7827, loss: 0.2106 2023-11-13 20:08:08,058 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:31:03, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2240, decode.acc_seg: 91.0948, loss: 0.2240 2023-11-13 20:08:13,268 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:31:00, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2103, decode.acc_seg: 91.7739, loss: 0.2103 2023-11-13 20:08:16,055 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:30:54, time: 0.056, data_time: 0.004, memory: 584, decode.loss_ce: 0.2099, decode.acc_seg: 91.7078, loss: 0.2099 2023-11-13 20:08:21,176 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:30:50, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2024, decode.acc_seg: 91.8737, loss: 0.2024 2023-11-13 20:08:23,945 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:30:44, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2130, decode.acc_seg: 91.6549, loss: 0.2130 2023-11-13 20:08:29,087 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:30:41, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2300, decode.acc_seg: 90.9179, loss: 0.2300 2023-11-13 20:08:31,799 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:30:35, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2070, decode.acc_seg: 91.7853, loss: 0.2070 2023-11-13 20:08:37,034 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:30:32, time: 0.105, data_time: 0.050, memory: 584, decode.loss_ce: 0.2008, decode.acc_seg: 92.0733, loss: 0.2008 2023-11-13 20:08:42,163 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:30:28, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2096, decode.acc_seg: 91.6032, loss: 0.2096 2023-11-13 20:08:44,903 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:30:22, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2149, decode.acc_seg: 91.7063, loss: 0.2149 2023-11-13 20:08:50,191 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:30:19, time: 0.106, data_time: 0.054, memory: 584, decode.loss_ce: 0.2087, decode.acc_seg: 91.8554, loss: 0.2087 2023-11-13 20:08:52,951 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:30:13, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1996, decode.acc_seg: 92.0345, loss: 0.1996 2023-11-13 20:08:58,192 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:30:10, time: 0.105, data_time: 0.047, memory: 584, decode.loss_ce: 0.1985, decode.acc_seg: 92.0910, loss: 0.1985 2023-11-13 20:09:00,938 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:09:00,938 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:30:04, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2155, decode.acc_seg: 91.6689, loss: 0.2155 2023-11-13 20:09:06,071 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:30:00, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.7808, loss: 0.2077 2023-11-13 20:09:08,786 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:29:54, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2095, decode.acc_seg: 91.5863, loss: 0.2095 2023-11-13 20:09:13,881 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:29:51, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2116, decode.acc_seg: 91.5007, loss: 0.2116 2023-11-13 20:09:16,561 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:29:45, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2123, decode.acc_seg: 91.6126, loss: 0.2123 2023-11-13 20:09:21,764 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:29:41, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2110, decode.acc_seg: 91.6412, loss: 0.2110 2023-11-13 20:09:27,055 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:29:38, time: 0.106, data_time: 0.051, memory: 584, decode.loss_ce: 0.2122, decode.acc_seg: 91.6580, loss: 0.2122 2023-11-13 20:09:29,811 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:29:32, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2153, decode.acc_seg: 91.5521, loss: 0.2153 2023-11-13 20:09:35,002 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:29:29, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2068, decode.acc_seg: 91.7838, loss: 0.2068 2023-11-13 20:09:37,719 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:29:23, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2011, decode.acc_seg: 92.0616, loss: 0.2011 2023-11-13 20:09:42,832 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:29:20, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2179, decode.acc_seg: 91.2601, loss: 0.2179 2023-11-13 20:09:45,570 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:29:14, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2147, decode.acc_seg: 91.3070, loss: 0.2147 2023-11-13 20:09:50,821 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:29:10, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2058, decode.acc_seg: 91.8015, loss: 0.2058 2023-11-13 20:09:53,552 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:29:04, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2149, decode.acc_seg: 91.8094, loss: 0.2149 2023-11-13 20:09:58,672 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:29:01, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.1978, decode.acc_seg: 92.0307, loss: 0.1978 2023-11-13 20:10:03,861 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:28:58, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2219, decode.acc_seg: 91.3813, loss: 0.2219 2023-11-13 20:10:06,567 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:28:52, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2107, decode.acc_seg: 91.7606, loss: 0.2107 2023-11-13 20:10:11,682 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:28:48, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2165, decode.acc_seg: 91.3886, loss: 0.2165 2023-11-13 20:10:14,430 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:28:42, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2183, decode.acc_seg: 91.5048, loss: 0.2183 2023-11-13 20:10:19,644 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:28:39, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2023, decode.acc_seg: 91.9913, loss: 0.2023 2023-11-13 20:10:22,348 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:10:22,417 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:22,417 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:28:33, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2232, decode.acc_seg: 91.2314, loss: 0.2232 2023-11-13 20:10:32,839 - mmseg - INFO - per class results: 2023-11-13 20:10:32,840 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 91.34 | 95.25 | | aeroplane | 75.21 | 89.75 | | bicycle | 55.55 | 76.47 | | bird | 79.96 | 92.9 | | boat | 64.11 | 78.6 | | bottle | 63.51 | 83.3 | | bus | 82.77 | 91.04 | | car | 74.3 | 81.75 | | cat | 85.8 | 93.34 | | chair | 37.88 | 61.13 | | cow | 85.28 | 93.19 | | diningtable | 50.26 | 55.95 | | dog | 83.76 | 91.58 | | horse | 82.56 | 93.46 | | motorbike | 75.7 | 89.02 | | person | 81.29 | 91.32 | | pottedplant | 50.98 | 61.15 | | sheep | 85.25 | 92.66 | | sofa | 52.53 | 65.9 | | train | 79.7 | 89.82 | | tvmonitor | 60.38 | 77.98 | +-------------+-------+-------+ 2023-11-13 20:10:32,841 - mmseg - INFO - Summary: 2023-11-13 20:10:32,841 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.65 | 71.34 | 83.12 | +-------+-------+-------+ 2023-11-13 20:10:32,841 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:32,841 - mmseg - INFO - Iter(val) [182] aAcc: 0.9265, mIoU: 0.7134, mAcc: 0.8312, IoU.background: 0.9134, IoU.aeroplane: 0.7521, IoU.bicycle: 0.5555, IoU.bird: 0.7996, IoU.boat: 0.6411, IoU.bottle: 0.6351, IoU.bus: 0.8277, IoU.car: 0.7430, IoU.cat: 0.8580, IoU.chair: 0.3788, IoU.cow: 0.8528, IoU.diningtable: 0.5026, IoU.dog: 0.8376, IoU.horse: 0.8256, IoU.motorbike: 0.7570, IoU.person: 0.8129, IoU.pottedplant: 0.5098, IoU.sheep: 0.8525, IoU.sofa: 0.5253, IoU.train: 0.7970, IoU.tvmonitor: 0.6038, Acc.background: 0.9525, Acc.aeroplane: 0.8975, Acc.bicycle: 0.7647, Acc.bird: 0.9290, Acc.boat: 0.7860, Acc.bottle: 0.8330, Acc.bus: 0.9104, Acc.car: 0.8175, Acc.cat: 0.9334, Acc.chair: 0.6113, Acc.cow: 0.9319, Acc.diningtable: 0.5595, Acc.dog: 0.9158, Acc.horse: 0.9346, Acc.motorbike: 0.8902, Acc.person: 0.9132, Acc.pottedplant: 0.6115, Acc.sheep: 0.9266, Acc.sofa: 0.6590, Acc.train: 0.8982, Acc.tvmonitor: 0.7798 2023-11-13 20:10:37,965 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:28:40, time: 0.311, data_time: 0.259, memory: 584, decode.loss_ce: 0.2177, decode.acc_seg: 91.3821, loss: 0.2177 2023-11-13 20:10:40,747 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:28:34, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.1988, decode.acc_seg: 92.1748, loss: 0.1988 2023-11-13 20:10:45,909 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:28:31, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2044, decode.acc_seg: 91.9934, loss: 0.2044 2023-11-13 20:10:48,609 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:28:25, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2184, decode.acc_seg: 91.5196, loss: 0.2184 2023-11-13 20:10:53,734 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:28:21, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2154, decode.acc_seg: 91.4640, loss: 0.2154 2023-11-13 20:10:58,900 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:28:18, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.1996, decode.acc_seg: 91.9649, loss: 0.1996 2023-11-13 20:11:01,624 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:28:12, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2027, decode.acc_seg: 91.9047, loss: 0.2027 2023-11-13 20:11:06,776 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:28:09, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2161, decode.acc_seg: 91.7363, loss: 0.2161 2023-11-13 20:11:09,516 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:28:03, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2251, decode.acc_seg: 91.1361, loss: 0.2251 2023-11-13 20:11:14,752 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:27:59, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2064, decode.acc_seg: 91.9550, loss: 0.2064 2023-11-13 20:11:17,503 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:27:54, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2044, decode.acc_seg: 91.9528, loss: 0.2044 2023-11-13 20:11:22,646 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:27:50, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2046, decode.acc_seg: 91.9626, loss: 0.2046 2023-11-13 20:11:25,401 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:27:44, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2188, decode.acc_seg: 91.5375, loss: 0.2188 2023-11-13 20:11:30,569 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:27:41, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.6533, loss: 0.2106 2023-11-13 20:11:35,802 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:27:37, time: 0.105, data_time: 0.050, memory: 584, decode.loss_ce: 0.2217, decode.acc_seg: 91.0309, loss: 0.2217 2023-11-13 20:11:38,543 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:27:32, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2168, decode.acc_seg: 91.5024, loss: 0.2168 2023-11-13 20:11:43,743 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:27:28, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2094, decode.acc_seg: 91.8278, loss: 0.2094 2023-11-13 20:11:46,492 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:27:23, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2232, decode.acc_seg: 91.3908, loss: 0.2232 2023-11-13 20:11:51,583 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:27:19, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2139, decode.acc_seg: 91.5473, loss: 0.2139 2023-11-13 20:11:54,312 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:11:54,312 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:27:13, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2070, decode.acc_seg: 91.8532, loss: 0.2070 2023-11-13 20:11:59,524 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:27:10, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2048, decode.acc_seg: 91.8048, loss: 0.2048 2023-11-13 20:12:02,282 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:27:04, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2091, decode.acc_seg: 91.6870, loss: 0.2091 2023-11-13 20:12:07,450 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:27:01, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1984, decode.acc_seg: 92.2200, loss: 0.1984 2023-11-13 20:12:10,158 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:26:55, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.1996, decode.acc_seg: 92.0013, loss: 0.1996 2023-11-13 20:12:15,525 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:26:51, time: 0.107, data_time: 0.050, memory: 584, decode.loss_ce: 0.2135, decode.acc_seg: 91.6123, loss: 0.2135 2023-11-13 20:12:20,635 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:26:48, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2069, decode.acc_seg: 92.0407, loss: 0.2069 2023-11-13 20:12:23,356 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:26:42, time: 0.054, data_time: 0.004, memory: 584, decode.loss_ce: 0.2052, decode.acc_seg: 92.0020, loss: 0.2052 2023-11-13 20:12:28,518 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:26:39, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2054, decode.acc_seg: 91.7984, loss: 0.2054 2023-11-13 20:12:31,321 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:26:33, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2046, decode.acc_seg: 91.9825, loss: 0.2046 2023-11-13 20:12:36,397 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:26:29, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2084, decode.acc_seg: 91.8258, loss: 0.2084 2023-11-13 20:12:39,253 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:26:24, time: 0.057, data_time: 0.004, memory: 584, decode.loss_ce: 0.2076, decode.acc_seg: 91.7855, loss: 0.2076 2023-11-13 20:12:44,330 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:26:20, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2167, decode.acc_seg: 91.6818, loss: 0.2167 2023-11-13 20:12:47,055 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:26:15, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1902, decode.acc_seg: 92.3025, loss: 0.1902 2023-11-13 20:12:52,215 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:26:11, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2038, decode.acc_seg: 91.8564, loss: 0.2038 2023-11-13 20:12:57,342 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:26:07, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2180, decode.acc_seg: 91.4748, loss: 0.2180 2023-11-13 20:13:00,088 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:26:02, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.8949, loss: 0.2106 2023-11-13 20:13:05,211 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:25:58, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2198, decode.acc_seg: 91.3546, loss: 0.2198 2023-11-13 20:13:07,970 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:25:53, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2192, decode.acc_seg: 91.4080, loss: 0.2192 2023-11-13 20:13:13,037 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:25:49, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.1992, decode.acc_seg: 92.1421, loss: 0.1992 2023-11-13 20:13:15,758 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:15,758 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:25:43, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2155, decode.acc_seg: 91.4824, loss: 0.2155 2023-11-13 20:13:20,959 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:25:40, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2190, decode.acc_seg: 91.4793, loss: 0.2190 2023-11-13 20:13:23,701 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:25:34, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1992, decode.acc_seg: 92.4870, loss: 0.1992 2023-11-13 20:13:28,781 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:25:31, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2036, decode.acc_seg: 91.9380, loss: 0.2036 2023-11-13 20:13:31,483 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:25:25, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2080, decode.acc_seg: 91.8804, loss: 0.2080 2023-11-13 20:13:36,706 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:25:22, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2081, decode.acc_seg: 91.9627, loss: 0.2081 2023-11-13 20:13:41,822 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:25:18, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2119, decode.acc_seg: 91.5618, loss: 0.2119 2023-11-13 20:13:44,562 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:25:13, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2178, decode.acc_seg: 91.4420, loss: 0.2178 2023-11-13 20:13:49,664 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:25:09, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2070, decode.acc_seg: 91.7530, loss: 0.2070 2023-11-13 20:13:52,378 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:25:03, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2080, decode.acc_seg: 91.8210, loss: 0.2080 2023-11-13 20:13:57,544 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:25:00, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.1962, decode.acc_seg: 92.3795, loss: 0.1962 2023-11-13 20:14:00,278 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:24:54, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2046, decode.acc_seg: 91.9095, loss: 0.2046 2023-11-13 20:14:05,509 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:24:51, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2156, decode.acc_seg: 91.4525, loss: 0.2156 2023-11-13 20:14:08,240 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:24:45, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2026, decode.acc_seg: 92.3082, loss: 0.2026 2023-11-13 20:14:13,371 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:24:42, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2238, decode.acc_seg: 91.1010, loss: 0.2238 2023-11-13 20:14:16,047 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:24:36, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1965, decode.acc_seg: 92.0602, loss: 0.1965 2023-11-13 20:14:21,202 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:24:32, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2108, decode.acc_seg: 91.7446, loss: 0.2108 2023-11-13 20:14:26,384 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:24:29, time: 0.104, data_time: 0.046, memory: 584, decode.loss_ce: 0.2049, decode.acc_seg: 91.8788, loss: 0.2049 2023-11-13 20:14:29,115 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:24:23, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2031, decode.acc_seg: 91.7950, loss: 0.2031 2023-11-13 20:14:34,237 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:24:20, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2093, decode.acc_seg: 91.4088, loss: 0.2093 2023-11-13 20:14:36,988 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:14:36,988 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:24:14, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2165, decode.acc_seg: 91.5802, loss: 0.2165 2023-11-13 20:14:42,115 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:24:11, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.1961, decode.acc_seg: 92.1162, loss: 0.1961 2023-11-13 20:14:44,888 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:24:05, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.9285, loss: 0.2050 2023-11-13 20:14:50,015 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:24:02, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2159, decode.acc_seg: 91.5222, loss: 0.2159 2023-11-13 20:14:52,716 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:23:56, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2210, decode.acc_seg: 91.3053, loss: 0.2210 2023-11-13 20:14:57,902 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:23:53, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2184, decode.acc_seg: 91.3116, loss: 0.2184 2023-11-13 20:15:02,949 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:23:49, time: 0.101, data_time: 0.049, memory: 584, decode.loss_ce: 0.1998, decode.acc_seg: 92.0354, loss: 0.1998 2023-11-13 20:15:05,658 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:23:43, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2096, decode.acc_seg: 91.7720, loss: 0.2096 2023-11-13 20:15:10,711 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:23:40, time: 0.101, data_time: 0.049, memory: 584, decode.loss_ce: 0.2182, decode.acc_seg: 91.3892, loss: 0.2182 2023-11-13 20:15:13,459 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:23:34, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2107, decode.acc_seg: 91.7918, loss: 0.2107 2023-11-13 20:15:18,597 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:23:31, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2072, decode.acc_seg: 91.8236, loss: 0.2072 2023-11-13 20:15:21,334 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:23:25, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2113, decode.acc_seg: 91.8184, loss: 0.2113 2023-11-13 20:15:26,387 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:23:22, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2088, decode.acc_seg: 91.6263, loss: 0.2088 2023-11-13 20:15:29,129 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:23:16, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2220, decode.acc_seg: 91.4921, loss: 0.2220 2023-11-13 20:15:34,291 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:23:13, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2306, decode.acc_seg: 91.0550, loss: 0.2306 2023-11-13 20:15:37,005 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:23:07, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2217, decode.acc_seg: 91.3990, loss: 0.2217 2023-11-13 20:15:42,182 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:23:04, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2004, decode.acc_seg: 92.0131, loss: 0.2004 2023-11-13 20:15:47,464 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:23:00, time: 0.106, data_time: 0.048, memory: 584, decode.loss_ce: 0.2290, decode.acc_seg: 91.0778, loss: 0.2290 2023-11-13 20:15:50,207 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:22:55, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2042, decode.acc_seg: 92.0027, loss: 0.2042 2023-11-13 20:15:55,356 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:22:51, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2216, decode.acc_seg: 91.3973, loss: 0.2216 2023-11-13 20:15:58,085 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:15:58,086 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:22:46, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2246, decode.acc_seg: 91.3307, loss: 0.2246 2023-11-13 20:16:03,182 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:22:42, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2073, decode.acc_seg: 91.7680, loss: 0.2073 2023-11-13 20:16:05,946 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:22:37, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2036, decode.acc_seg: 91.8476, loss: 0.2036 2023-11-13 20:16:11,057 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:22:33, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2103, decode.acc_seg: 91.7761, loss: 0.2103 2023-11-13 20:16:13,783 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:22:28, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2098, decode.acc_seg: 91.8635, loss: 0.2098 2023-11-13 20:16:18,980 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:22:24, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2092, decode.acc_seg: 91.8498, loss: 0.2092 2023-11-13 20:16:24,230 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:22:21, time: 0.105, data_time: 0.046, memory: 584, decode.loss_ce: 0.2087, decode.acc_seg: 91.7050, loss: 0.2087 2023-11-13 20:16:26,958 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:22:15, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2051, decode.acc_seg: 91.9494, loss: 0.2051 2023-11-13 20:16:32,098 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:22:12, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.8744, loss: 0.2050 2023-11-13 20:16:34,811 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:22:06, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2194, decode.acc_seg: 91.3325, loss: 0.2194 2023-11-13 20:16:40,038 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:22:03, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2231, decode.acc_seg: 91.4525, loss: 0.2231 2023-11-13 20:16:42,772 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:21:57, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2219, decode.acc_seg: 91.3541, loss: 0.2219 2023-11-13 20:16:47,871 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:21:54, time: 0.102, data_time: 0.046, memory: 584, decode.loss_ce: 0.1946, decode.acc_seg: 92.2505, loss: 0.1946 2023-11-13 20:16:50,611 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:21:48, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2073, decode.acc_seg: 91.6587, loss: 0.2073 2023-11-13 20:16:55,719 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:21:45, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2103, decode.acc_seg: 91.6306, loss: 0.2103 2023-11-13 20:16:58,435 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:21:39, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1984, decode.acc_seg: 91.9549, loss: 0.1984 2023-11-13 20:17:03,661 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:21:36, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2019, decode.acc_seg: 92.0602, loss: 0.2019 2023-11-13 20:17:08,728 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:21:32, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.1945, decode.acc_seg: 92.3392, loss: 0.1945 2023-11-13 20:17:11,458 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:21:27, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2140, decode.acc_seg: 91.5754, loss: 0.2140 2023-11-13 20:17:16,562 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:21:23, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2074, decode.acc_seg: 91.6593, loss: 0.2074 2023-11-13 20:17:19,265 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:19,265 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:21:18, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2005, decode.acc_seg: 91.9992, loss: 0.2005 2023-11-13 20:17:24,376 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:21:14, time: 0.102, data_time: 0.046, memory: 584, decode.loss_ce: 0.2128, decode.acc_seg: 91.4379, loss: 0.2128 2023-11-13 20:17:27,101 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:21:09, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2049, decode.acc_seg: 91.8922, loss: 0.2049 2023-11-13 20:17:32,151 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:21:05, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2102, decode.acc_seg: 91.7481, loss: 0.2102 2023-11-13 20:17:34,871 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:21:00, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2156, decode.acc_seg: 91.6648, loss: 0.2156 2023-11-13 20:17:40,133 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:20:56, time: 0.105, data_time: 0.047, memory: 584, decode.loss_ce: 0.2169, decode.acc_seg: 91.3379, loss: 0.2169 2023-11-13 20:17:45,313 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:20:53, time: 0.104, data_time: 0.052, memory: 584, decode.loss_ce: 0.2005, decode.acc_seg: 92.2445, loss: 0.2005 2023-11-13 20:17:48,057 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:20:47, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2198, decode.acc_seg: 91.4380, loss: 0.2198 2023-11-13 20:17:53,169 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:20:44, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2091, decode.acc_seg: 91.8109, loss: 0.2091 2023-11-13 20:17:55,929 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:20:39, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2128, decode.acc_seg: 91.3915, loss: 0.2128 2023-11-13 20:18:01,034 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:20:35, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2080, decode.acc_seg: 91.7954, loss: 0.2080 2023-11-13 20:18:03,755 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:20:30, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2174, decode.acc_seg: 91.6182, loss: 0.2174 2023-11-13 20:18:08,955 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:20:26, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2087, decode.acc_seg: 91.7663, loss: 0.2087 2023-11-13 20:18:11,696 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:20:21, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1877, decode.acc_seg: 92.5635, loss: 0.1877 2023-11-13 20:18:16,892 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:20:17, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2082, decode.acc_seg: 91.7294, loss: 0.2082 2023-11-13 20:18:19,599 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:20:12, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2076, decode.acc_seg: 91.8330, loss: 0.2076 2023-11-13 20:18:24,766 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:20:08, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.1980, decode.acc_seg: 91.9971, loss: 0.1980 2023-11-13 20:18:29,946 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:20:04, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2193, decode.acc_seg: 91.3640, loss: 0.2193 2023-11-13 20:18:32,724 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:19:59, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2114, decode.acc_seg: 91.7581, loss: 0.2114 2023-11-13 20:18:37,850 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:19:56, time: 0.103, data_time: 0.046, memory: 584, decode.loss_ce: 0.2206, decode.acc_seg: 91.3397, loss: 0.2206 2023-11-13 20:18:40,599 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:40,599 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:19:51, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2112, decode.acc_seg: 91.6488, loss: 0.2112 2023-11-13 20:18:45,717 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:19:47, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2112, decode.acc_seg: 91.8112, loss: 0.2112 2023-11-13 20:18:48,452 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:19:42, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2226, decode.acc_seg: 91.3930, loss: 0.2226 2023-11-13 20:18:53,592 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:19:38, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2126, decode.acc_seg: 91.6162, loss: 0.2126 2023-11-13 20:18:56,308 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:19:33, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2055, decode.acc_seg: 92.0662, loss: 0.2055 2023-11-13 20:19:01,554 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:19:29, time: 0.105, data_time: 0.050, memory: 584, decode.loss_ce: 0.2013, decode.acc_seg: 92.0696, loss: 0.2013 2023-11-13 20:19:06,607 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:19:25, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2228, decode.acc_seg: 91.3596, loss: 0.2228 2023-11-13 20:19:09,415 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:19:20, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2055, decode.acc_seg: 91.7141, loss: 0.2055 2023-11-13 20:19:14,468 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:19:16, time: 0.101, data_time: 0.050, memory: 584, decode.loss_ce: 0.2160, decode.acc_seg: 91.4330, loss: 0.2160 2023-11-13 20:19:17,228 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:19:11, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2267, decode.acc_seg: 91.1779, loss: 0.2267 2023-11-13 20:19:22,268 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:19:08, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.1915, decode.acc_seg: 92.3853, loss: 0.1915 2023-11-13 20:19:25,038 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:19:03, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2129, decode.acc_seg: 91.6272, loss: 0.2129 2023-11-13 20:19:30,107 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:18:59, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2103, decode.acc_seg: 91.8800, loss: 0.2103 2023-11-13 20:19:32,826 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:18:54, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1941, decode.acc_seg: 92.2000, loss: 0.1941 2023-11-13 20:19:37,954 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:18:50, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2094, decode.acc_seg: 91.7151, loss: 0.2094 2023-11-13 20:19:40,642 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:18:45, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2107, decode.acc_seg: 91.9479, loss: 0.2107 2023-11-13 20:19:45,870 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:18:41, time: 0.105, data_time: 0.047, memory: 584, decode.loss_ce: 0.2164, decode.acc_seg: 91.3767, loss: 0.2164 2023-11-13 20:19:51,055 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:18:37, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.1926, decode.acc_seg: 92.3834, loss: 0.1926 2023-11-13 20:19:53,800 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:18:32, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2059, decode.acc_seg: 91.9255, loss: 0.2059 2023-11-13 20:19:58,900 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:18:28, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2143, decode.acc_seg: 91.6323, loss: 0.2143 2023-11-13 20:20:01,648 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:01,648 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:18:24, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2040, decode.acc_seg: 91.8253, loss: 0.2040 2023-11-13 20:20:06,756 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:18:20, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.1985, decode.acc_seg: 91.8707, loss: 0.1985 2023-11-13 20:20:09,484 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:18:15, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1934, decode.acc_seg: 92.2051, loss: 0.1934 2023-11-13 20:20:14,616 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:18:11, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2118, decode.acc_seg: 91.5702, loss: 0.2118 2023-11-13 20:20:17,340 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:18:06, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2181, decode.acc_seg: 91.3773, loss: 0.2181 2023-11-13 20:20:22,508 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:18:02, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2147, decode.acc_seg: 91.6976, loss: 0.2147 2023-11-13 20:20:25,238 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:17:57, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2075, decode.acc_seg: 91.8981, loss: 0.2075 2023-11-13 20:20:30,354 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:17:53, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2164, decode.acc_seg: 91.4557, loss: 0.2164 2023-11-13 20:20:35,433 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:17:49, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.9702, loss: 0.2077 2023-11-13 20:20:38,168 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:17:45, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2043, decode.acc_seg: 91.8765, loss: 0.2043 2023-11-13 20:20:43,285 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:17:41, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2188, decode.acc_seg: 91.4765, loss: 0.2188 2023-11-13 20:20:46,085 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:17:36, time: 0.056, data_time: 0.004, memory: 584, decode.loss_ce: 0.2037, decode.acc_seg: 91.8771, loss: 0.2037 2023-11-13 20:20:51,221 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:17:32, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.1858, decode.acc_seg: 92.5454, loss: 0.1858 2023-11-13 20:20:53,934 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:17:27, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2131, decode.acc_seg: 91.6328, loss: 0.2131 2023-11-13 20:20:59,048 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:17:23, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2099, decode.acc_seg: 91.5595, loss: 0.2099 2023-11-13 20:21:01,801 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:17:18, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2101, decode.acc_seg: 91.8555, loss: 0.2101 2023-11-13 20:21:06,904 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:17:14, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2131, decode.acc_seg: 91.7011, loss: 0.2131 2023-11-13 20:21:12,017 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:17:11, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.1967, decode.acc_seg: 92.3932, loss: 0.1967 2023-11-13 20:21:14,780 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:17:06, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2093, decode.acc_seg: 91.6039, loss: 0.2093 2023-11-13 20:21:19,971 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:17:02, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2169, decode.acc_seg: 91.5831, loss: 0.2169 2023-11-13 20:21:22,726 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:21:22,727 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:16:57, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2099, decode.acc_seg: 91.7356, loss: 0.2099 2023-11-13 20:21:27,896 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:16:53, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.1961, decode.acc_seg: 92.0658, loss: 0.1961 2023-11-13 20:21:30,629 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:16:48, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1995, decode.acc_seg: 92.0417, loss: 0.1995 2023-11-13 20:21:35,744 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:16:44, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2090, decode.acc_seg: 91.8140, loss: 0.2090 2023-11-13 20:21:38,463 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:16:39, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2111, decode.acc_seg: 91.6698, loss: 0.2111 2023-11-13 20:21:43,588 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:16:36, time: 0.102, data_time: 0.052, memory: 584, decode.loss_ce: 0.1985, decode.acc_seg: 92.0635, loss: 0.1985 2023-11-13 20:21:46,291 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:16:31, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2108, decode.acc_seg: 91.7981, loss: 0.2108 2023-11-13 20:21:51,486 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:16:27, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.1918, decode.acc_seg: 92.3637, loss: 0.1918 2023-11-13 20:21:56,535 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:16:23, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2102, decode.acc_seg: 91.9846, loss: 0.2102 2023-11-13 20:21:59,306 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:16:18, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1932, decode.acc_seg: 92.2726, loss: 0.1932 2023-11-13 20:22:04,433 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:16:14, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2088, decode.acc_seg: 91.7412, loss: 0.2088 2023-11-13 20:22:07,172 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:16:09, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2026, decode.acc_seg: 91.8667, loss: 0.2026 2023-11-13 20:22:12,300 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:16:06, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2000, decode.acc_seg: 92.1159, loss: 0.2000 2023-11-13 20:22:15,085 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:16:01, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2074, decode.acc_seg: 91.9642, loss: 0.2074 2023-11-13 20:22:20,151 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:15:57, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.2297, decode.acc_seg: 90.9209, loss: 0.2297 2023-11-13 20:22:22,875 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:15:52, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2008, decode.acc_seg: 92.0857, loss: 0.2008 2023-11-13 20:22:27,993 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:15:48, time: 0.102, data_time: 0.046, memory: 584, decode.loss_ce: 0.2186, decode.acc_seg: 91.4322, loss: 0.2186 2023-11-13 20:22:33,067 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:15:44, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2084, decode.acc_seg: 91.8710, loss: 0.2084 2023-11-13 20:22:35,812 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:15:39, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1960, decode.acc_seg: 92.0299, loss: 0.1960 2023-11-13 20:22:40,908 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:15:35, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2029, decode.acc_seg: 92.0888, loss: 0.2029 2023-11-13 20:22:43,659 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:22:43,659 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:15:31, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1978, decode.acc_seg: 92.1727, loss: 0.1978 2023-11-13 20:22:48,819 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:15:27, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2120, decode.acc_seg: 91.5701, loss: 0.2120 2023-11-13 20:22:51,536 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:15:22, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2125, decode.acc_seg: 91.5984, loss: 0.2125 2023-11-13 20:22:56,621 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:15:18, time: 0.102, data_time: 0.046, memory: 584, decode.loss_ce: 0.2138, decode.acc_seg: 91.5089, loss: 0.2138 2023-11-13 20:22:59,358 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:15:13, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2219, decode.acc_seg: 91.4508, loss: 0.2219 2023-11-13 20:23:04,469 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:15:09, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2123, decode.acc_seg: 91.5835, loss: 0.2123 2023-11-13 20:23:07,184 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:15:05, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1926, decode.acc_seg: 92.2567, loss: 0.1926 2023-11-13 20:23:12,383 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:15:01, time: 0.104, data_time: 0.046, memory: 584, decode.loss_ce: 0.2018, decode.acc_seg: 92.0599, loss: 0.2018 2023-11-13 20:23:17,476 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:14:57, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2116, decode.acc_seg: 91.5196, loss: 0.2116 2023-11-13 20:23:20,193 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:14:52, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.9269, loss: 0.2050 2023-11-13 20:23:25,358 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:14:48, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2045, decode.acc_seg: 91.8121, loss: 0.2045 2023-11-13 20:23:28,107 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:14:43, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1932, decode.acc_seg: 92.2411, loss: 0.1932 2023-11-13 20:23:33,243 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:14:39, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1986, decode.acc_seg: 92.2711, loss: 0.1986 2023-11-13 20:23:35,983 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:14:35, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2264, decode.acc_seg: 91.3720, loss: 0.2264 2023-11-13 20:23:41,100 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:14:31, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2157, decode.acc_seg: 91.3707, loss: 0.2157 2023-11-13 20:23:43,835 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:14:26, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2145, decode.acc_seg: 91.6626, loss: 0.2145 2023-11-13 20:23:48,948 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:14:22, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2134, decode.acc_seg: 91.8505, loss: 0.2134 2023-11-13 20:23:53,991 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:14:18, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2243, decode.acc_seg: 91.2088, loss: 0.2243 2023-11-13 20:23:56,754 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:14:13, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.1916, decode.acc_seg: 92.1260, loss: 0.1916 2023-11-13 20:24:01,813 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:14:10, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.1951, decode.acc_seg: 92.2840, loss: 0.1951 2023-11-13 20:24:04,531 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:24:04,548 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:24:04,548 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:14:05, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2132, decode.acc_seg: 91.6732, loss: 0.2132 2023-11-13 20:24:14,832 - mmseg - INFO - per class results: 2023-11-13 20:24:14,834 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 91.52 | 95.67 | | aeroplane | 75.53 | 89.75 | | bicycle | 55.73 | 76.58 | | bird | 78.75 | 92.9 | | boat | 65.52 | 79.11 | | bottle | 63.44 | 84.87 | | bus | 82.82 | 90.0 | | car | 75.42 | 84.93 | | cat | 85.57 | 93.6 | | chair | 38.73 | 53.26 | | cow | 85.57 | 91.96 | | diningtable | 50.56 | 56.35 | | dog | 84.22 | 91.11 | | horse | 83.56 | 92.62 | | motorbike | 73.78 | 90.97 | | person | 81.69 | 90.98 | | pottedplant | 50.67 | 59.74 | | sheep | 84.91 | 93.08 | | sofa | 52.31 | 62.72 | | train | 80.34 | 89.18 | | tvmonitor | 61.39 | 75.28 | +-------------+-------+-------+ 2023-11-13 20:24:14,834 - mmseg - INFO - Summary: 2023-11-13 20:24:14,834 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 92.83 | 71.53 | 82.6 | +-------+-------+------+ 2023-11-13 20:24:14,834 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:24:14,834 - mmseg - INFO - Iter(val) [182] aAcc: 0.9283, mIoU: 0.7153, mAcc: 0.8260, IoU.background: 0.9152, IoU.aeroplane: 0.7553, IoU.bicycle: 0.5573, IoU.bird: 0.7875, IoU.boat: 0.6552, IoU.bottle: 0.6344, IoU.bus: 0.8282, IoU.car: 0.7542, IoU.cat: 0.8557, IoU.chair: 0.3873, IoU.cow: 0.8557, IoU.diningtable: 0.5056, IoU.dog: 0.8422, IoU.horse: 0.8356, IoU.motorbike: 0.7378, IoU.person: 0.8169, IoU.pottedplant: 0.5067, IoU.sheep: 0.8491, IoU.sofa: 0.5231, IoU.train: 0.8034, IoU.tvmonitor: 0.6139, Acc.background: 0.9567, Acc.aeroplane: 0.8975, Acc.bicycle: 0.7658, Acc.bird: 0.9290, Acc.boat: 0.7911, Acc.bottle: 0.8487, Acc.bus: 0.9000, Acc.car: 0.8493, Acc.cat: 0.9360, Acc.chair: 0.5326, Acc.cow: 0.9196, Acc.diningtable: 0.5635, Acc.dog: 0.9111, Acc.horse: 0.9262, Acc.motorbike: 0.9097, Acc.person: 0.9098, Acc.pottedplant: 0.5974, Acc.sheep: 0.9308, Acc.sofa: 0.6272, Acc.train: 0.8918, Acc.tvmonitor: 0.7528 2023-11-13 20:24:19,948 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:14:04, time: 0.308, data_time: 0.253, memory: 584, decode.loss_ce: 0.2039, decode.acc_seg: 92.0391, loss: 0.2039 2023-11-13 20:24:22,728 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:14:00, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.1987, decode.acc_seg: 91.9452, loss: 0.1987 2023-11-13 20:24:27,982 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:13:56, time: 0.105, data_time: 0.050, memory: 584, decode.loss_ce: 0.2247, decode.acc_seg: 91.1882, loss: 0.2247 2023-11-13 20:24:30,730 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:13:51, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2142, decode.acc_seg: 91.6549, loss: 0.2142 2023-11-13 20:24:35,869 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:13:47, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.1971, decode.acc_seg: 92.1811, loss: 0.1971 2023-11-13 20:24:38,596 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:13:42, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2231, decode.acc_seg: 91.3538, loss: 0.2231 2023-11-13 20:24:43,778 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:13:38, time: 0.104, data_time: 0.051, memory: 584, decode.loss_ce: 0.2038, decode.acc_seg: 91.8913, loss: 0.2038 2023-11-13 20:24:48,949 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:13:34, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2015, decode.acc_seg: 91.9409, loss: 0.2015 2023-11-13 20:24:51,689 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:13:30, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2065, decode.acc_seg: 91.9711, loss: 0.2065 2023-11-13 20:24:56,780 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:13:26, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.1955, decode.acc_seg: 92.1528, loss: 0.1955 2023-11-13 20:24:59,516 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:13:21, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2006, decode.acc_seg: 92.0298, loss: 0.2006 2023-11-13 20:25:04,662 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:13:17, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2048, decode.acc_seg: 92.0148, loss: 0.2048 2023-11-13 20:25:07,412 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:13:12, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2191, decode.acc_seg: 91.3901, loss: 0.2191 2023-11-13 20:25:12,501 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:13:08, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.1948, decode.acc_seg: 92.3235, loss: 0.1948 2023-11-13 20:25:15,235 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:13:04, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2019, decode.acc_seg: 92.0017, loss: 0.2019 2023-11-13 20:25:20,413 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:00, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2066, decode.acc_seg: 91.7870, loss: 0.2066 2023-11-13 20:25:25,487 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:12:56, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2145, decode.acc_seg: 91.4377, loss: 0.2145 2023-11-13 20:25:28,381 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:12:51, time: 0.058, data_time: 0.003, memory: 584, decode.loss_ce: 0.2054, decode.acc_seg: 92.0745, loss: 0.2054 2023-11-13 20:25:33,476 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:12:47, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2073, decode.acc_seg: 91.6590, loss: 0.2073 2023-11-13 20:25:36,200 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:36,201 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:12:42, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2066, decode.acc_seg: 91.6642, loss: 0.2066 2023-11-13 20:25:41,386 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:12:38, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.1932, decode.acc_seg: 92.2659, loss: 0.1932 2023-11-13 20:25:44,119 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:12:34, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2101, decode.acc_seg: 91.4890, loss: 0.2101 2023-11-13 20:25:49,240 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:12:30, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2119, decode.acc_seg: 92.0149, loss: 0.2119 2023-11-13 20:25:51,986 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:12:25, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2012, decode.acc_seg: 92.0349, loss: 0.2012 2023-11-13 20:25:57,208 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:12:21, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.1996, decode.acc_seg: 92.0825, loss: 0.1996 2023-11-13 20:25:59,924 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:12:16, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.8533, loss: 0.2077 2023-11-13 20:26:05,151 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:12:12, time: 0.105, data_time: 0.049, memory: 584, decode.loss_ce: 0.2180, decode.acc_seg: 91.7211, loss: 0.2180 2023-11-13 20:26:10,291 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:12:08, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2047, decode.acc_seg: 91.9529, loss: 0.2047 2023-11-13 20:26:13,032 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:04, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2134, decode.acc_seg: 91.5322, loss: 0.2134 2023-11-13 20:26:18,101 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:00, time: 0.101, data_time: 0.049, memory: 584, decode.loss_ce: 0.2144, decode.acc_seg: 91.7983, loss: 0.2144 2023-11-13 20:26:20,841 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:55, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1994, decode.acc_seg: 92.1568, loss: 0.1994 2023-11-13 20:26:26,025 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:51, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.2119, decode.acc_seg: 91.6203, loss: 0.2119 2023-11-13 20:26:28,748 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:11:47, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2080, decode.acc_seg: 91.9535, loss: 0.2080 2023-11-13 20:26:33,811 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:11:43, time: 0.101, data_time: 0.050, memory: 584, decode.loss_ce: 0.1966, decode.acc_seg: 92.1992, loss: 0.1966 2023-11-13 20:26:36,531 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:11:38, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1964, decode.acc_seg: 91.9114, loss: 0.1964 2023-11-13 20:26:41,832 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:11:34, time: 0.106, data_time: 0.048, memory: 584, decode.loss_ce: 0.2120, decode.acc_seg: 91.8277, loss: 0.2120 2023-11-13 20:26:44,534 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:11:29, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2052, decode.acc_seg: 91.8935, loss: 0.2052 2023-11-13 20:26:49,787 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:11:25, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2182, decode.acc_seg: 91.3329, loss: 0.2182 2023-11-13 20:26:54,939 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:11:21, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1986, decode.acc_seg: 92.3289, loss: 0.1986 2023-11-13 20:26:57,686 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:57,687 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:11:17, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2201, decode.acc_seg: 91.5474, loss: 0.2201 2023-11-13 20:27:02,852 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:11:13, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2078, decode.acc_seg: 91.7676, loss: 0.2078 2023-11-13 20:27:05,570 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:08, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2253, decode.acc_seg: 91.2881, loss: 0.2253 2023-11-13 20:27:10,723 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:04, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2048, decode.acc_seg: 91.7651, loss: 0.2048 2023-11-13 20:27:13,455 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:00, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2021, decode.acc_seg: 92.2659, loss: 0.2021 2023-11-13 20:27:18,538 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:56, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.1998, decode.acc_seg: 92.1587, loss: 0.1998 2023-11-13 20:27:21,244 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:51, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2195, decode.acc_seg: 91.2175, loss: 0.2195 2023-11-13 20:27:26,459 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:47, time: 0.104, data_time: 0.052, memory: 584, decode.loss_ce: 0.2119, decode.acc_seg: 91.7785, loss: 0.2119 2023-11-13 20:27:31,561 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:10:43, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2069, decode.acc_seg: 91.9545, loss: 0.2069 2023-11-13 20:27:34,319 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:10:38, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1992, decode.acc_seg: 92.1562, loss: 0.1992 2023-11-13 20:27:39,545 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:10:34, time: 0.105, data_time: 0.054, memory: 584, decode.loss_ce: 0.2074, decode.acc_seg: 91.8332, loss: 0.2074 2023-11-13 20:27:42,274 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:10:30, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2073, decode.acc_seg: 91.7428, loss: 0.2073 2023-11-13 20:27:47,355 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:10:26, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.1907, decode.acc_seg: 92.4295, loss: 0.1907 2023-11-13 20:27:50,077 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:10:21, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2075, decode.acc_seg: 91.5906, loss: 0.2075 2023-11-13 20:27:55,120 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:10:17, time: 0.101, data_time: 0.048, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.6458, loss: 0.2106 2023-11-13 20:27:57,842 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:13, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1994, decode.acc_seg: 92.2452, loss: 0.1994 2023-11-13 20:28:03,051 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:09, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2026, decode.acc_seg: 91.6993, loss: 0.2026 2023-11-13 20:28:05,733 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:04, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2058, decode.acc_seg: 92.1182, loss: 0.2058 2023-11-13 20:28:10,944 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:00, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2073, decode.acc_seg: 91.6328, loss: 0.2073 2023-11-13 20:28:16,047 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:56, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2167, decode.acc_seg: 91.6032, loss: 0.2167 2023-11-13 20:28:18,793 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:28:18,794 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:51, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2042, decode.acc_seg: 91.8740, loss: 0.2042 2023-11-13 20:28:23,876 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:47, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2092, decode.acc_seg: 91.6632, loss: 0.2092 2023-11-13 20:28:26,614 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:43, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1995, decode.acc_seg: 92.2792, loss: 0.1995 2023-11-13 20:28:31,773 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:09:39, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2355, decode.acc_seg: 90.9348, loss: 0.2355 2023-11-13 20:28:34,550 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:09:34, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.2007, decode.acc_seg: 92.1264, loss: 0.2007 2023-11-13 20:28:39,706 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:09:30, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2113, decode.acc_seg: 91.7729, loss: 0.2113 2023-11-13 20:28:42,427 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:09:26, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1972, decode.acc_seg: 92.1135, loss: 0.1972 2023-11-13 20:28:47,623 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:09:22, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.2024, decode.acc_seg: 91.7987, loss: 0.2024 2023-11-13 20:28:52,844 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:09:18, time: 0.104, data_time: 0.051, memory: 584, decode.loss_ce: 0.2182, decode.acc_seg: 91.5706, loss: 0.2182 2023-11-13 20:28:55,590 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:13, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2039, decode.acc_seg: 92.0181, loss: 0.2039 2023-11-13 20:29:00,698 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:09, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2018, decode.acc_seg: 91.9322, loss: 0.2018 2023-11-13 20:29:03,501 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:04, time: 0.056, data_time: 0.003, memory: 584, decode.loss_ce: 0.1940, decode.acc_seg: 92.2674, loss: 0.1940 2023-11-13 20:29:08,571 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:00, time: 0.101, data_time: 0.050, memory: 584, decode.loss_ce: 0.2255, decode.acc_seg: 91.1516, loss: 0.2255 2023-11-13 20:29:11,332 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:56, time: 0.055, data_time: 0.004, memory: 584, decode.loss_ce: 0.2018, decode.acc_seg: 92.1411, loss: 0.2018 2023-11-13 20:29:16,451 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:52, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2189, decode.acc_seg: 91.5529, loss: 0.2189 2023-11-13 20:29:19,212 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:47, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2026, decode.acc_seg: 91.9922, loss: 0.2026 2023-11-13 20:29:24,316 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:43, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2068, decode.acc_seg: 91.8554, loss: 0.2068 2023-11-13 20:29:27,039 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:39, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2112, decode.acc_seg: 91.6312, loss: 0.2112 2023-11-13 20:29:32,159 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:08:35, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2211, decode.acc_seg: 91.3591, loss: 0.2211 2023-11-13 20:29:37,263 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:08:31, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2055, decode.acc_seg: 92.0759, loss: 0.2055 2023-11-13 20:29:39,997 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:29:39,997 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:08:26, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2017, decode.acc_seg: 91.9555, loss: 0.2017 2023-11-13 20:29:45,139 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:08:22, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2028, decode.acc_seg: 92.0016, loss: 0.2028 2023-11-13 20:29:47,889 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:18, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2172, decode.acc_seg: 91.7387, loss: 0.2172 2023-11-13 20:29:53,044 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:14, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2039, decode.acc_seg: 91.8768, loss: 0.2039 2023-11-13 20:29:55,787 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:09, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2018, decode.acc_seg: 92.1227, loss: 0.2018 2023-11-13 20:30:00,940 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:05, time: 0.103, data_time: 0.053, memory: 584, decode.loss_ce: 0.2071, decode.acc_seg: 91.7546, loss: 0.2071 2023-11-13 20:30:03,676 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:01, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2017, decode.acc_seg: 91.9094, loss: 0.2017 2023-11-13 20:30:08,932 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:57, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2056, decode.acc_seg: 91.6237, loss: 0.2056 2023-11-13 20:30:14,068 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:52, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2001, decode.acc_seg: 92.1913, loss: 0.2001 2023-11-13 20:30:16,853 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:48, time: 0.056, data_time: 0.004, memory: 584, decode.loss_ce: 0.1922, decode.acc_seg: 92.2835, loss: 0.1922 2023-11-13 20:30:21,998 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:44, time: 0.103, data_time: 0.050, memory: 584, decode.loss_ce: 0.2020, decode.acc_seg: 91.9032, loss: 0.2020 2023-11-13 20:30:24,727 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:39, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2140, decode.acc_seg: 91.5339, loss: 0.2140 2023-11-13 20:30:29,844 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:35, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2013, decode.acc_seg: 92.0361, loss: 0.2013 2023-11-13 20:30:32,578 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:07:31, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2131, decode.acc_seg: 91.5691, loss: 0.2131 2023-11-13 20:30:37,651 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:07:27, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.1945, decode.acc_seg: 92.1622, loss: 0.1945 2023-11-13 20:30:40,375 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:22, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2093, decode.acc_seg: 91.7787, loss: 0.2093 2023-11-13 20:30:45,549 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:18, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.1908, decode.acc_seg: 92.4159, loss: 0.1908 2023-11-13 20:30:48,266 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:14, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 91.6995, loss: 0.2106 2023-11-13 20:30:53,491 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:10, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2070, decode.acc_seg: 91.7111, loss: 0.2070 2023-11-13 20:30:58,671 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:06, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2059, decode.acc_seg: 92.0271, loss: 0.2059 2023-11-13 20:31:01,411 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:01,412 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:01, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2053, decode.acc_seg: 91.7869, loss: 0.2053 2023-11-13 20:31:06,540 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:57, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2033, decode.acc_seg: 92.0336, loss: 0.2033 2023-11-13 20:31:09,283 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:53, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1999, decode.acc_seg: 92.0704, loss: 0.1999 2023-11-13 20:31:14,479 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:49, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2026, decode.acc_seg: 92.1003, loss: 0.2026 2023-11-13 20:31:17,210 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:44, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1982, decode.acc_seg: 91.9249, loss: 0.1982 2023-11-13 20:31:22,287 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:40, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.2068, decode.acc_seg: 91.7666, loss: 0.2068 2023-11-13 20:31:25,018 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:36, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2183, decode.acc_seg: 91.5447, loss: 0.2183 2023-11-13 20:31:30,119 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:32, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.1911, decode.acc_seg: 92.3416, loss: 0.1911 2023-11-13 20:31:35,277 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:28, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.1929, decode.acc_seg: 92.3414, loss: 0.1929 2023-11-13 20:31:38,040 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:23, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2202, decode.acc_seg: 91.2324, loss: 0.2202 2023-11-13 20:31:43,108 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:19, time: 0.101, data_time: 0.050, memory: 584, decode.loss_ce: 0.2044, decode.acc_seg: 91.9314, loss: 0.2044 2023-11-13 20:31:45,846 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:15, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2051, decode.acc_seg: 91.9252, loss: 0.2051 2023-11-13 20:31:51,004 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:11, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1995, decode.acc_seg: 92.2317, loss: 0.1995 2023-11-13 20:31:53,757 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:06, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1983, decode.acc_seg: 92.0602, loss: 0.1983 2023-11-13 20:31:58,945 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:02, time: 0.104, data_time: 0.048, memory: 584, decode.loss_ce: 0.2068, decode.acc_seg: 91.9958, loss: 0.2068 2023-11-13 20:32:01,668 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:58, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2199, decode.acc_seg: 91.3811, loss: 0.2199 2023-11-13 20:32:06,868 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:54, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.1911, decode.acc_seg: 92.2630, loss: 0.1911 2023-11-13 20:32:09,584 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:49, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2087, decode.acc_seg: 91.8582, loss: 0.2087 2023-11-13 20:32:14,852 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:45, time: 0.105, data_time: 0.050, memory: 584, decode.loss_ce: 0.2090, decode.acc_seg: 91.8104, loss: 0.2090 2023-11-13 20:32:19,982 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:41, time: 0.103, data_time: 0.046, memory: 584, decode.loss_ce: 0.2081, decode.acc_seg: 91.9310, loss: 0.2081 2023-11-13 20:32:22,707 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:32:22,707 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:37, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2086, decode.acc_seg: 91.6178, loss: 0.2086 2023-11-13 20:32:27,880 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:33, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.2033, decode.acc_seg: 92.1662, loss: 0.2033 2023-11-13 20:32:30,607 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:28, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2106, decode.acc_seg: 92.0286, loss: 0.2106 2023-11-13 20:32:35,712 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:24, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.1954, decode.acc_seg: 92.0808, loss: 0.1954 2023-11-13 20:32:38,454 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:20, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2098, decode.acc_seg: 91.7163, loss: 0.2098 2023-11-13 20:32:43,572 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:16, time: 0.102, data_time: 0.048, memory: 584, decode.loss_ce: 0.2053, decode.acc_seg: 91.9742, loss: 0.2053 2023-11-13 20:32:46,282 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:11, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2069, decode.acc_seg: 91.8353, loss: 0.2069 2023-11-13 20:32:51,447 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:07, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2065, decode.acc_seg: 91.8234, loss: 0.2065 2023-11-13 20:32:54,137 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:03, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2007, decode.acc_seg: 92.1410, loss: 0.2007 2023-11-13 20:32:59,444 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:59, time: 0.106, data_time: 0.055, memory: 584, decode.loss_ce: 0.2006, decode.acc_seg: 92.0110, loss: 0.2006 2023-11-13 20:33:04,587 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:54, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2131, decode.acc_seg: 91.7361, loss: 0.2131 2023-11-13 20:33:07,311 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:50, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2035, decode.acc_seg: 91.8671, loss: 0.2035 2023-11-13 20:33:12,414 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:46, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2079, decode.acc_seg: 91.6628, loss: 0.2079 2023-11-13 20:33:15,151 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:42, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1944, decode.acc_seg: 92.1845, loss: 0.1944 2023-11-13 20:33:20,365 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:37, time: 0.104, data_time: 0.050, memory: 584, decode.loss_ce: 0.1970, decode.acc_seg: 92.1297, loss: 0.1970 2023-11-13 20:33:23,115 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:33, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2035, decode.acc_seg: 92.0719, loss: 0.2035 2023-11-13 20:33:28,213 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:29, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2063, decode.acc_seg: 92.0517, loss: 0.2063 2023-11-13 20:33:30,920 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:25, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2068, decode.acc_seg: 91.7662, loss: 0.2068 2023-11-13 20:33:36,091 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:21, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.8825, loss: 0.2077 2023-11-13 20:33:41,272 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:16, time: 0.104, data_time: 0.051, memory: 584, decode.loss_ce: 0.1986, decode.acc_seg: 92.2996, loss: 0.1986 2023-11-13 20:33:44,020 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:33:44,020 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:12, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2141, decode.acc_seg: 91.5759, loss: 0.2141 2023-11-13 20:33:49,266 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:08, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.1951, decode.acc_seg: 92.2834, loss: 0.1951 2023-11-13 20:33:52,012 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:04, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2105, decode.acc_seg: 91.7310, loss: 0.2105 2023-11-13 20:33:57,202 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:00, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.1986, decode.acc_seg: 92.4013, loss: 0.1986 2023-11-13 20:33:59,950 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:55, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2148, decode.acc_seg: 91.6286, loss: 0.2148 2023-11-13 20:34:05,065 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:51, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.2029, decode.acc_seg: 91.9059, loss: 0.2029 2023-11-13 20:34:07,800 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:47, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2099, decode.acc_seg: 91.5517, loss: 0.2099 2023-11-13 20:34:12,893 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:43, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.1880, decode.acc_seg: 92.5667, loss: 0.1880 2023-11-13 20:34:15,602 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:38, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2131, decode.acc_seg: 91.6680, loss: 0.2131 2023-11-13 20:34:20,792 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:34, time: 0.104, data_time: 0.049, memory: 584, decode.loss_ce: 0.2056, decode.acc_seg: 91.8964, loss: 0.2056 2023-11-13 20:34:25,798 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:30, time: 0.100, data_time: 0.048, memory: 584, decode.loss_ce: 0.1893, decode.acc_seg: 92.3159, loss: 0.1893 2023-11-13 20:34:28,555 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:26, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1883, decode.acc_seg: 92.5957, loss: 0.1883 2023-11-13 20:34:33,714 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:22, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1944, decode.acc_seg: 92.2473, loss: 0.1944 2023-11-13 20:34:36,451 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:17, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2171, decode.acc_seg: 91.5128, loss: 0.2171 2023-11-13 20:34:41,569 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:13, time: 0.102, data_time: 0.050, memory: 584, decode.loss_ce: 0.2046, decode.acc_seg: 91.9365, loss: 0.2046 2023-11-13 20:34:44,299 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:09, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2114, decode.acc_seg: 91.6239, loss: 0.2114 2023-11-13 20:34:49,408 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:05, time: 0.102, data_time: 0.049, memory: 584, decode.loss_ce: 0.2078, decode.acc_seg: 91.8282, loss: 0.2078 2023-11-13 20:34:52,110 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:00, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2128, decode.acc_seg: 91.5347, loss: 0.2128 2023-11-13 20:34:57,266 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:56, time: 0.103, data_time: 0.049, memory: 584, decode.loss_ce: 0.2074, decode.acc_seg: 91.7338, loss: 0.2074 2023-11-13 20:35:02,405 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:52, time: 0.103, data_time: 0.046, memory: 584, decode.loss_ce: 0.1972, decode.acc_seg: 92.3177, loss: 0.1972 2023-11-13 20:35:05,139 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:35:05,140 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:48, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1973, decode.acc_seg: 92.0707, loss: 0.1973 2023-11-13 20:35:10,380 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:44, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.1907, decode.acc_seg: 92.3803, loss: 0.1907 2023-11-13 20:35:13,131 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:39, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2027, decode.acc_seg: 91.8782, loss: 0.2027 2023-11-13 20:35:18,290 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:35, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2152, decode.acc_seg: 91.3175, loss: 0.2152 2023-11-13 20:35:21,028 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:31, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2003, decode.acc_seg: 92.0477, loss: 0.2003 2023-11-13 20:35:26,090 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:27, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.2085, decode.acc_seg: 91.9504, loss: 0.2085 2023-11-13 20:35:28,836 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:22, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2051, decode.acc_seg: 91.8583, loss: 0.2051 2023-11-13 20:35:33,964 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:18, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.1974, decode.acc_seg: 92.0941, loss: 0.1974 2023-11-13 20:35:36,670 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:14, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2085, decode.acc_seg: 91.8775, loss: 0.2085 2023-11-13 20:35:41,819 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:10, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2098, decode.acc_seg: 91.6068, loss: 0.2098 2023-11-13 20:35:46,876 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:06, time: 0.101, data_time: 0.047, memory: 584, decode.loss_ce: 0.1950, decode.acc_seg: 92.2912, loss: 0.1950 2023-11-13 20:35:49,597 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:01, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1965, decode.acc_seg: 92.1890, loss: 0.1965 2023-11-13 20:35:54,781 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:57, time: 0.104, data_time: 0.053, memory: 584, decode.loss_ce: 0.1995, decode.acc_seg: 92.1939, loss: 0.1995 2023-11-13 20:35:57,511 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:53, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2023, decode.acc_seg: 92.0612, loss: 0.2023 2023-11-13 20:36:02,527 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:49, time: 0.100, data_time: 0.049, memory: 584, decode.loss_ce: 0.2137, decode.acc_seg: 91.4688, loss: 0.2137 2023-11-13 20:36:05,251 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:45, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1923, decode.acc_seg: 92.3764, loss: 0.1923 2023-11-13 20:36:10,384 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:40, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.1927, decode.acc_seg: 92.4222, loss: 0.1927 2023-11-13 20:36:13,112 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:36, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1894, decode.acc_seg: 92.4281, loss: 0.1894 2023-11-13 20:36:18,376 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:32, time: 0.105, data_time: 0.051, memory: 584, decode.loss_ce: 0.2058, decode.acc_seg: 91.9392, loss: 0.2058 2023-11-13 20:36:23,542 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:28, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2123, decode.acc_seg: 91.7826, loss: 0.2123 2023-11-13 20:36:26,298 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:36:26,298 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:24, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2168, decode.acc_seg: 91.5567, loss: 0.2168 2023-11-13 20:36:31,402 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:19, time: 0.102, data_time: 0.046, memory: 584, decode.loss_ce: 0.2039, decode.acc_seg: 91.8257, loss: 0.2039 2023-11-13 20:36:34,162 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:15, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.8232, loss: 0.2050 2023-11-13 20:36:39,243 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:11, time: 0.102, data_time: 0.047, memory: 584, decode.loss_ce: 0.1964, decode.acc_seg: 92.2457, loss: 0.1964 2023-11-13 20:36:41,982 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:07, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2125, decode.acc_seg: 91.9035, loss: 0.2125 2023-11-13 20:36:47,161 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:03, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2077, decode.acc_seg: 91.8850, loss: 0.2077 2023-11-13 20:36:49,903 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:58, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.2017, decode.acc_seg: 91.9837, loss: 0.2017 2023-11-13 20:36:55,042 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:54, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2088, decode.acc_seg: 91.6670, loss: 0.2088 2023-11-13 20:36:57,731 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:50, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2042, decode.acc_seg: 92.2390, loss: 0.2042 2023-11-13 20:37:02,873 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:46, time: 0.103, data_time: 0.051, memory: 584, decode.loss_ce: 0.1967, decode.acc_seg: 92.3363, loss: 0.1967 2023-11-13 20:37:08,038 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:42, time: 0.103, data_time: 0.048, memory: 584, decode.loss_ce: 0.2050, decode.acc_seg: 91.9516, loss: 0.2050 2023-11-13 20:37:10,762 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:37, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1902, decode.acc_seg: 92.4024, loss: 0.1902 2023-11-13 20:37:15,987 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:33, time: 0.105, data_time: 0.048, memory: 584, decode.loss_ce: 0.2158, decode.acc_seg: 91.5021, loss: 0.2158 2023-11-13 20:37:18,709 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:29, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.2035, decode.acc_seg: 92.1218, loss: 0.2035 2023-11-13 20:37:23,832 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:25, time: 0.102, data_time: 0.051, memory: 584, decode.loss_ce: 0.1995, decode.acc_seg: 92.0827, loss: 0.1995 2023-11-13 20:37:26,608 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:20, time: 0.055, data_time: 0.003, memory: 584, decode.loss_ce: 0.1956, decode.acc_seg: 92.2928, loss: 0.1956 2023-11-13 20:37:31,736 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:16, time: 0.103, data_time: 0.047, memory: 584, decode.loss_ce: 0.2020, decode.acc_seg: 91.7994, loss: 0.2020 2023-11-13 20:37:34,459 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:12, time: 0.054, data_time: 0.003, memory: 584, decode.loss_ce: 0.1970, decode.acc_seg: 92.0820, loss: 0.1970 2023-11-13 20:37:39,638 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:08, time: 0.104, data_time: 0.047, memory: 584, decode.loss_ce: 0.2160, decode.acc_seg: 91.5706, loss: 0.2160 2023-11-13 20:37:44,811 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.103, data_time: 0.052, memory: 584, decode.loss_ce: 0.2023, decode.acc_seg: 91.8979, loss: 0.2023 2023-11-13 20:37:47,660 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:37:47,682 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:37:47,682 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.058, data_time: 0.003, memory: 584, decode.loss_ce: 0.2100, decode.acc_seg: 91.8108, loss: 0.2100 2023-11-13 20:37:58,032 - mmseg - INFO - per class results: 2023-11-13 20:37:58,033 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 91.46 | 95.39 | | aeroplane | 75.77 | 89.16 | | bicycle | 54.89 | 78.83 | | bird | 79.19 | 92.17 | | boat | 65.16 | 77.43 | | bottle | 63.27 | 85.19 | | bus | 83.0 | 90.69 | | car | 75.38 | 84.86 | | cat | 85.31 | 94.25 | | chair | 39.12 | 58.04 | | cow | 85.73 | 92.04 | | diningtable | 51.21 | 58.02 | | dog | 83.98 | 90.51 | | horse | 83.58 | 92.34 | | motorbike | 74.83 | 90.05 | | person | 81.36 | 91.94 | | pottedplant | 49.78 | 58.31 | | sheep | 84.96 | 93.87 | | sofa | 52.55 | 65.16 | | train | 80.16 | 89.03 | | tvmonitor | 61.31 | 74.63 | +-------------+-------+-------+ 2023-11-13 20:37:58,033 - mmseg - INFO - Summary: 2023-11-13 20:37:58,034 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.76 | 71.52 | 82.95 | +-------+-------+-------+ 2023-11-13 20:37:58,034 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:37:58,034 - mmseg - INFO - Iter(val) [182] aAcc: 0.9276, mIoU: 0.7152, mAcc: 0.8295, IoU.background: 0.9146, IoU.aeroplane: 0.7577, IoU.bicycle: 0.5489, IoU.bird: 0.7919, IoU.boat: 0.6516, IoU.bottle: 0.6327, IoU.bus: 0.8300, IoU.car: 0.7538, IoU.cat: 0.8531, IoU.chair: 0.3912, IoU.cow: 0.8573, IoU.diningtable: 0.5121, IoU.dog: 0.8398, IoU.horse: 0.8358, IoU.motorbike: 0.7483, IoU.person: 0.8136, IoU.pottedplant: 0.4978, IoU.sheep: 0.8496, IoU.sofa: 0.5255, IoU.train: 0.8016, IoU.tvmonitor: 0.6131, Acc.background: 0.9539, Acc.aeroplane: 0.8916, Acc.bicycle: 0.7883, Acc.bird: 0.9217, Acc.boat: 0.7743, Acc.bottle: 0.8519, Acc.bus: 0.9069, Acc.car: 0.8486, Acc.cat: 0.9425, Acc.chair: 0.5804, Acc.cow: 0.9204, Acc.diningtable: 0.5802, Acc.dog: 0.9051, Acc.horse: 0.9234, Acc.motorbike: 0.9005, Acc.person: 0.9194, Acc.pottedplant: 0.5831, Acc.sheep: 0.9387, Acc.sofa: 0.6516, Acc.train: 0.8903, Acc.tvmonitor: 0.7463