2023-11-13 19:38:30,268 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:38:30,294 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:38:30,294 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:38:30,400 - 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 19:38:30,400 - mmseg - INFO - Distributed training: True 2023-11-13 19:38:30,400 - 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/deit3_base_patch16_224.fb_in1k_voc2012'} 2023-11-13 19:38:33,672 - mmseg - INFO - Set random seed to 1447632394, deterministic: False 2023-11-13 19:38:36,261 - 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 19:38:36,273 - 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 19:38:36,283 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:38:36,334 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:38:36,335 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/deit3_base_patch16_224.fb_in1k_voc2012 2023-11-13 19:38:36,335 - 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 19:38:36,335 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:38:36,338 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/deit3_base_patch16_224.fb_in1k_voc2012 by HardDiskBackend. 2023-11-13 19:40:13,743 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:29:07, time: 0.134, data_time: 0.016, memory: 528, decode.loss_ce: 2.5718, decode.acc_seg: 6.1760, loss: 2.5718 2023-11-13 19:40:18,797 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:18:07, time: 0.101, data_time: 0.050, memory: 528, decode.loss_ce: 2.4708, decode.acc_seg: 14.1873, loss: 2.4708 2023-11-13 19:40:21,289 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:03:02, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 2.3289, decode.acc_seg: 33.6510, loss: 2.3289 2023-11-13 19:40:26,179 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:03:26, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 2.1609, decode.acc_seg: 51.2163, loss: 2.1609 2023-11-13 19:40:28,662 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:57:16, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 1.8848, decode.acc_seg: 65.1480, loss: 1.8848 2023-11-13 19:40:33,485 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:58:18, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 1.5777, decode.acc_seg: 72.4609, loss: 1.5777 2023-11-13 19:40:35,976 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:54:36, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 1.3271, decode.acc_seg: 78.0175, loss: 1.3271 2023-11-13 19:40:40,904 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:55:51, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 1.0224, decode.acc_seg: 82.2212, loss: 1.0224 2023-11-13 19:40:43,380 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:53:12, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.7938, decode.acc_seg: 83.8465, loss: 0.7938 2023-11-13 19:40:48,239 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:54:13, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.6648, decode.acc_seg: 85.2322, loss: 0.6648 2023-11-13 19:40:53,151 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:55:06, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.5747, decode.acc_seg: 85.7917, loss: 0.5747 2023-11-13 19:40:55,624 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:53:09, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4759, decode.acc_seg: 87.1652, loss: 0.4759 2023-11-13 19:41:00,472 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:53, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4814, decode.acc_seg: 85.8696, loss: 0.4814 2023-11-13 19:41:02,992 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:52:20, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4228, decode.acc_seg: 87.6250, loss: 0.4228 2023-11-13 19:41:07,889 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:53:03, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.4188, decode.acc_seg: 87.2544, loss: 0.4188 2023-11-13 19:41:10,388 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:43, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.3886, decode.acc_seg: 88.0432, loss: 0.3886 2023-11-13 19:41:15,262 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:52:21, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.3894, decode.acc_seg: 87.8306, loss: 0.3894 2023-11-13 19:41:17,724 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:51:10, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3643, decode.acc_seg: 88.3555, loss: 0.3643 2023-11-13 19:41:22,676 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:48, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.3437, decode.acc_seg: 88.9458, loss: 0.3437 2023-11-13 19:41:25,097 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:41:25,098 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:43, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.3314, decode.acc_seg: 89.2277, loss: 0.3314 2023-11-13 19:41:30,125 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:51:21, time: 0.101, data_time: 0.050, memory: 528, decode.loss_ce: 0.3143, decode.acc_seg: 89.6418, loss: 0.3143 2023-11-13 19:41:35,059 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:52, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.3278, decode.acc_seg: 88.8334, loss: 0.3278 2023-11-13 19:41:37,573 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:57, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.3051, decode.acc_seg: 89.5837, loss: 0.3051 2023-11-13 19:41:42,506 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:51:26, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.3043, decode.acc_seg: 89.4843, loss: 0.3043 2023-11-13 19:41:45,013 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:50:36, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2822, decode.acc_seg: 90.1925, loss: 0.2822 2023-11-13 19:41:50,017 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:51:05, time: 0.100, data_time: 0.046, memory: 528, decode.loss_ce: 0.2714, decode.acc_seg: 90.4934, loss: 0.2714 2023-11-13 19:41:52,576 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:50:20, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.2931, decode.acc_seg: 89.7632, loss: 0.2931 2023-11-13 19:41:57,499 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:45, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.2727, decode.acc_seg: 90.5907, loss: 0.2727 2023-11-13 19:42:00,021 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:50:03, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2754, decode.acc_seg: 90.3517, loss: 0.2754 2023-11-13 19:42:04,879 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:50:24, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2736, decode.acc_seg: 90.4123, loss: 0.2736 2023-11-13 19:42:09,752 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:50:43, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2500, decode.acc_seg: 90.9868, loss: 0.2500 2023-11-13 19:42:12,277 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:50:05, time: 0.051, data_time: 0.004, memory: 528, decode.loss_ce: 0.2617, decode.acc_seg: 90.7976, loss: 0.2617 2023-11-13 19:42:17,115 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:50:22, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2591, decode.acc_seg: 90.8896, loss: 0.2591 2023-11-13 19:42:19,579 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:45, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2481, decode.acc_seg: 91.2218, loss: 0.2481 2023-11-13 19:42:24,514 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:50:04, time: 0.099, data_time: 0.046, memory: 528, decode.loss_ce: 0.2510, decode.acc_seg: 90.9540, loss: 0.2510 2023-11-13 19:42:26,978 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:49:29, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2399, decode.acc_seg: 91.1143, loss: 0.2399 2023-11-13 19:42:31,794 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:44, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2399, decode.acc_seg: 91.2585, loss: 0.2399 2023-11-13 19:42:34,304 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:49:12, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2304, decode.acc_seg: 91.5269, loss: 0.2304 2023-11-13 19:42:39,134 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:49:27, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2410, decode.acc_seg: 91.3392, loss: 0.2410 2023-11-13 19:42:41,574 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:42:41,575 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:55, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2405, decode.acc_seg: 91.2764, loss: 0.2405 2023-11-13 19:42:46,562 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:49:12, time: 0.100, data_time: 0.048, memory: 528, decode.loss_ce: 0.2281, decode.acc_seg: 91.4142, loss: 0.2281 2023-11-13 19:42:51,554 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:49:28, time: 0.100, data_time: 0.051, memory: 528, decode.loss_ce: 0.2242, decode.acc_seg: 91.7481, loss: 0.2242 2023-11-13 19:42:54,050 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:59, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2100, decode.acc_seg: 92.4150, loss: 0.2100 2023-11-13 19:42:58,995 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:49:14, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.2438, decode.acc_seg: 91.0273, loss: 0.2438 2023-11-13 19:43:01,489 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:46, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2091, decode.acc_seg: 92.3360, loss: 0.2091 2023-11-13 19:43:06,373 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:59, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.2340, decode.acc_seg: 91.3402, loss: 0.2340 2023-11-13 19:43:08,872 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:48:32, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2164, decode.acc_seg: 92.0487, loss: 0.2164 2023-11-13 19:43:13,747 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:44, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.2143, decode.acc_seg: 92.1723, loss: 0.2143 2023-11-13 19:43:16,202 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:48:18, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2292, decode.acc_seg: 91.6692, loss: 0.2292 2023-11-13 19:43:21,130 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:48:30, time: 0.099, data_time: 0.046, memory: 528, decode.loss_ce: 0.2103, decode.acc_seg: 92.3066, loss: 0.2103 2023-11-13 19:43:26,002 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:41, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2121, decode.acc_seg: 92.3024, loss: 0.2121 2023-11-13 19:43:28,539 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:48:18, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.2136, decode.acc_seg: 92.0689, loss: 0.2136 2023-11-13 19:43:33,527 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:48:29, time: 0.100, data_time: 0.046, memory: 528, decode.loss_ce: 0.2030, decode.acc_seg: 92.4998, loss: 0.2030 2023-11-13 19:43:36,041 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:48:06, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2042, decode.acc_seg: 92.5366, loss: 0.2042 2023-11-13 19:43:40,906 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:48:16, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.2021, decode.acc_seg: 92.4828, loss: 0.2021 2023-11-13 19:43:43,461 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:54, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.2068, decode.acc_seg: 92.2614, loss: 0.2068 2023-11-13 19:43:48,418 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:48:05, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.2056, decode.acc_seg: 92.4286, loss: 0.2056 2023-11-13 19:43:50,994 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:44, time: 0.052, data_time: 0.003, memory: 528, decode.loss_ce: 0.2088, decode.acc_seg: 92.0611, loss: 0.2088 2023-11-13 19:43:55,868 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:53, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.2002, decode.acc_seg: 92.6035, loss: 0.2002 2023-11-13 19:43:58,354 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:43:58,354 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:47:32, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2249, decode.acc_seg: 91.7250, loss: 0.2249 2023-11-13 19:44:03,255 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:41, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2004, decode.acc_seg: 92.5098, loss: 0.2004 2023-11-13 19:44:08,050 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:48, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2091, decode.acc_seg: 92.1784, loss: 0.2091 2023-11-13 19:44:10,550 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:47:28, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2166, decode.acc_seg: 91.9874, loss: 0.2166 2023-11-13 19:44:15,490 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:36, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.2114, decode.acc_seg: 92.1586, loss: 0.2114 2023-11-13 19:44:17,967 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:47:17, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2162, decode.acc_seg: 92.1085, loss: 0.2162 2023-11-13 19:44:22,840 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:47:24, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.1958, decode.acc_seg: 92.6347, loss: 0.1958 2023-11-13 19:44:25,324 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:47:05, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2077, decode.acc_seg: 92.1812, loss: 0.2077 2023-11-13 19:44:30,277 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:47:13, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.2130, decode.acc_seg: 92.1164, loss: 0.2130 2023-11-13 19:44:32,762 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:54, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2060, decode.acc_seg: 92.3008, loss: 0.2060 2023-11-13 19:44:37,661 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:47:01, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.1959, decode.acc_seg: 92.5120, loss: 0.1959 2023-11-13 19:44:42,563 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:47:08, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2040, decode.acc_seg: 92.5448, loss: 0.2040 2023-11-13 19:44:45,079 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:51, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1878, decode.acc_seg: 92.8065, loss: 0.1878 2023-11-13 19:44:50,107 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:58, time: 0.101, data_time: 0.048, memory: 528, decode.loss_ce: 0.2073, decode.acc_seg: 92.3601, loss: 0.2073 2023-11-13 19:44:52,674 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:42, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1950, decode.acc_seg: 92.7087, loss: 0.1950 2023-11-13 19:44:57,633 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:48, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.2004, decode.acc_seg: 92.6130, loss: 0.2004 2023-11-13 19:45:00,148 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:46:31, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2059, decode.acc_seg: 92.4169, loss: 0.2059 2023-11-13 19:45:04,941 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:36, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.2085, decode.acc_seg: 92.2543, loss: 0.2085 2023-11-13 19:45:07,436 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:46:20, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2064, decode.acc_seg: 92.3837, loss: 0.2064 2023-11-13 19:45:12,315 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:46:25, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.2086, decode.acc_seg: 92.2031, loss: 0.2086 2023-11-13 19:45:14,812 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:14,812 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:46:09, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2015, decode.acc_seg: 92.5216, loss: 0.2015 2023-11-13 19:45:19,774 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:46:15, time: 0.099, data_time: 0.046, memory: 528, decode.loss_ce: 0.1929, decode.acc_seg: 92.7506, loss: 0.1929 2023-11-13 19:45:24,644 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:46:20, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.1960, decode.acc_seg: 92.6717, loss: 0.1960 2023-11-13 19:45:27,135 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:46:04, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2024, decode.acc_seg: 92.4602, loss: 0.2024 2023-11-13 19:45:32,038 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:46:09, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1891, decode.acc_seg: 92.7232, loss: 0.1891 2023-11-13 19:45:34,533 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:54, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2035, decode.acc_seg: 92.4922, loss: 0.2035 2023-11-13 19:45:39,411 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:59, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.2091, decode.acc_seg: 92.4168, loss: 0.2091 2023-11-13 19:45:41,978 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:44, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1952, decode.acc_seg: 92.7318, loss: 0.1952 2023-11-13 19:45:46,845 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:49, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.1972, decode.acc_seg: 92.4680, loss: 0.1972 2023-11-13 19:45:49,451 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:45:35, time: 0.052, data_time: 0.003, memory: 528, decode.loss_ce: 0.1946, decode.acc_seg: 92.5549, loss: 0.1946 2023-11-13 19:45:54,423 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:40, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.1882, decode.acc_seg: 93.0219, loss: 0.1882 2023-11-13 19:45:56,828 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:45:25, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.1929, decode.acc_seg: 92.6576, loss: 0.1929 2023-11-13 19:46:01,839 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:45:30, time: 0.100, data_time: 0.047, memory: 528, decode.loss_ce: 0.1979, decode.acc_seg: 92.6761, loss: 0.1979 2023-11-13 19:46:06,758 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:45:34, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.2015, decode.acc_seg: 92.6055, loss: 0.2015 2023-11-13 19:46:09,253 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:45:20, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1895, decode.acc_seg: 92.9908, loss: 0.1895 2023-11-13 19:46:14,114 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:45:23, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1851, decode.acc_seg: 93.1029, loss: 0.1851 2023-11-13 19:46:16,635 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:45:10, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1944, decode.acc_seg: 92.7448, loss: 0.1944 2023-11-13 19:46:21,576 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:45:14, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.1984, decode.acc_seg: 92.7655, loss: 0.1984 2023-11-13 19:46:24,079 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:45:00, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1883, decode.acc_seg: 92.8966, loss: 0.1883 2023-11-13 19:46:28,936 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:45:03, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.2017, decode.acc_seg: 92.5316, loss: 0.2017 2023-11-13 19:46:31,409 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:46:31,409 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:50, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2018, decode.acc_seg: 92.4464, loss: 0.2018 2023-11-13 19:46:36,229 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:53, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.1892, decode.acc_seg: 92.7597, loss: 0.1892 2023-11-13 19:46:41,177 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:56, time: 0.099, data_time: 0.049, memory: 528, decode.loss_ce: 0.1991, decode.acc_seg: 92.6894, loss: 0.1991 2023-11-13 19:46:43,674 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:43, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1932, decode.acc_seg: 92.6459, loss: 0.1932 2023-11-13 19:46:48,587 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:47, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1910, decode.acc_seg: 92.8449, loss: 0.1910 2023-11-13 19:46:51,062 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:44:34, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1970, decode.acc_seg: 92.6374, loss: 0.1970 2023-11-13 19:46:55,971 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:37, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.1995, decode.acc_seg: 92.6393, loss: 0.1995 2023-11-13 19:46:58,476 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:44:24, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1924, decode.acc_seg: 92.9874, loss: 0.1924 2023-11-13 19:47:03,466 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:44:27, time: 0.100, data_time: 0.045, memory: 528, decode.loss_ce: 0.1981, decode.acc_seg: 92.7238, loss: 0.1981 2023-11-13 19:47:05,992 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:44:15, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1905, decode.acc_seg: 93.0397, loss: 0.1905 2023-11-13 19:47:10,926 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:44:18, time: 0.099, data_time: 0.046, memory: 528, decode.loss_ce: 0.1862, decode.acc_seg: 93.0058, loss: 0.1862 2023-11-13 19:47:13,360 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:44:06, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2040, decode.acc_seg: 92.4499, loss: 0.2040 2023-11-13 19:47:18,266 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:44:08, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.1948, decode.acc_seg: 92.7660, loss: 0.1948 2023-11-13 19:47:23,176 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:44:11, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1987, decode.acc_seg: 92.5037, loss: 0.1987 2023-11-13 19:47:25,669 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:59, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1926, decode.acc_seg: 92.7416, loss: 0.1926 2023-11-13 19:47:30,595 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:44:01, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1852, decode.acc_seg: 92.9800, loss: 0.1852 2023-11-13 19:47:33,063 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:49, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2002, decode.acc_seg: 92.5716, loss: 0.2002 2023-11-13 19:47:37,977 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:52, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.1820, decode.acc_seg: 93.2269, loss: 0.1820 2023-11-13 19:47:40,421 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:40, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1910, decode.acc_seg: 92.8280, loss: 0.1910 2023-11-13 19:47:45,329 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:42, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.2066, decode.acc_seg: 92.3692, loss: 0.2066 2023-11-13 19:47:47,787 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:47:47,787 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:43:30, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2085, decode.acc_seg: 92.2414, loss: 0.2085 2023-11-13 19:47:52,746 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:43:33, time: 0.099, data_time: 0.049, memory: 528, decode.loss_ce: 0.1980, decode.acc_seg: 92.6872, loss: 0.1980 2023-11-13 19:47:57,638 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:43:35, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1824, decode.acc_seg: 93.2238, loss: 0.1824 2023-11-13 19:48:00,116 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:43:23, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1921, decode.acc_seg: 92.6534, loss: 0.1921 2023-11-13 19:48:04,997 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:43:25, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1987, decode.acc_seg: 92.5823, loss: 0.1987 2023-11-13 19:48:07,454 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:43:14, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1902, decode.acc_seg: 92.7178, loss: 0.1902 2023-11-13 19:48:12,413 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:43:16, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.2018, decode.acc_seg: 92.4731, loss: 0.2018 2023-11-13 19:48:14,961 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:43:05, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.2037, decode.acc_seg: 92.6535, loss: 0.2037 2023-11-13 19:48:19,811 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:43:06, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.2035, decode.acc_seg: 92.5730, loss: 0.2035 2023-11-13 19:48:22,317 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:55, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1862, decode.acc_seg: 92.9493, loss: 0.1862 2023-11-13 19:48:27,140 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:57, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.1882, decode.acc_seg: 93.0323, loss: 0.1882 2023-11-13 19:48:29,589 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:46, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2010, decode.acc_seg: 92.5101, loss: 0.2010 2023-11-13 19:48:34,531 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:48, time: 0.099, data_time: 0.049, memory: 528, decode.loss_ce: 0.1891, decode.acc_seg: 93.0140, loss: 0.1891 2023-11-13 19:48:39,399 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:49, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1920, decode.acc_seg: 92.8523, loss: 0.1920 2023-11-13 19:48:41,873 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:38, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2020, decode.acc_seg: 92.3860, loss: 0.2020 2023-11-13 19:48:46,771 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:39, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.1988, decode.acc_seg: 92.6956, loss: 0.1988 2023-11-13 19:48:49,255 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:42:29, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1983, decode.acc_seg: 92.6326, loss: 0.1983 2023-11-13 19:48:54,127 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:42:30, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.1893, decode.acc_seg: 92.9439, loss: 0.1893 2023-11-13 19:48:56,632 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:42:20, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1967, decode.acc_seg: 92.5838, loss: 0.1967 2023-11-13 19:49:01,574 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:42:21, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.1856, decode.acc_seg: 93.1843, loss: 0.1856 2023-11-13 19:49:04,083 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:49:04,083 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:42:11, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1836, decode.acc_seg: 93.1616, loss: 0.1836 2023-11-13 19:49:09,009 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:42:12, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.1943, decode.acc_seg: 92.7828, loss: 0.1943 2023-11-13 19:49:14,005 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:42:14, time: 0.100, data_time: 0.050, memory: 528, decode.loss_ce: 0.1960, decode.acc_seg: 92.6727, loss: 0.1960 2023-11-13 19:49:16,489 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:42:04, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1824, decode.acc_seg: 93.1308, loss: 0.1824 2023-11-13 19:49:21,290 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:42:04, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.1951, decode.acc_seg: 92.6751, loss: 0.1951 2023-11-13 19:49:23,827 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:54, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1997, decode.acc_seg: 92.3057, loss: 0.1997 2023-11-13 19:49:28,698 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:55, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.1963, decode.acc_seg: 92.7333, loss: 0.1963 2023-11-13 19:49:31,202 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:45, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1951, decode.acc_seg: 92.7608, loss: 0.1951 2023-11-13 19:49:36,085 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:46, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.1860, decode.acc_seg: 93.1629, loss: 0.1860 2023-11-13 19:49:38,614 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:37, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1874, decode.acc_seg: 92.8517, loss: 0.1874 2023-11-13 19:49:43,480 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:37, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.1974, decode.acc_seg: 92.7703, loss: 0.1974 2023-11-13 19:49:45,940 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:41:27, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1926, decode.acc_seg: 92.7565, loss: 0.1926 2023-11-13 19:49:50,861 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:41:28, time: 0.098, data_time: 0.046, memory: 528, decode.loss_ce: 0.1949, decode.acc_seg: 92.5019, loss: 0.1949 2023-11-13 19:49:55,730 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:41:29, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1979, decode.acc_seg: 92.4858, loss: 0.1979 2023-11-13 19:49:58,211 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:41:19, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1945, decode.acc_seg: 92.8049, loss: 0.1945 2023-11-13 19:50:03,086 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:41:20, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.1825, decode.acc_seg: 93.0542, loss: 0.1825 2023-11-13 19:50:05,571 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:41:10, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1866, decode.acc_seg: 92.9563, loss: 0.1866 2023-11-13 19:50:10,446 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:41:11, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.1995, decode.acc_seg: 92.3929, loss: 0.1995 2023-11-13 19:50:13,003 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:41:02, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1801, decode.acc_seg: 93.2927, loss: 0.1801 2023-11-13 19:50:17,902 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:41:02, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.1951, decode.acc_seg: 92.7525, loss: 0.1951 2023-11-13 19:50:20,378 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:50:20,378 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:53, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1882, decode.acc_seg: 93.0440, loss: 0.1882 2023-11-13 19:50:25,248 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:53, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.2035, decode.acc_seg: 92.5555, loss: 0.2035 2023-11-13 19:50:30,102 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:53, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.1945, decode.acc_seg: 92.7562, loss: 0.1945 2023-11-13 19:50:32,553 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:44, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1982, decode.acc_seg: 92.6993, loss: 0.1982 2023-11-13 19:50:37,489 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:44, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.1852, decode.acc_seg: 93.1251, loss: 0.1852 2023-11-13 19:50:39,994 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:35, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1799, decode.acc_seg: 93.3077, loss: 0.1799 2023-11-13 19:50:44,855 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:35, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1860, decode.acc_seg: 93.0564, loss: 0.1860 2023-11-13 19:50:47,347 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:40:26, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1912, decode.acc_seg: 92.8931, loss: 0.1912 2023-11-13 19:50:52,225 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:40:26, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1869, decode.acc_seg: 92.8817, loss: 0.1869 2023-11-13 19:50:54,691 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:40:17, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2006, decode.acc_seg: 92.7229, loss: 0.2006 2023-11-13 19:50:59,553 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:40:17, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1993, decode.acc_seg: 92.5436, loss: 0.1993 2023-11-13 19:51:01,979 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:40:08, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1894, decode.acc_seg: 92.8706, loss: 0.1894 2023-11-13 19:51:06,955 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:40:09, time: 0.100, data_time: 0.046, memory: 528, decode.loss_ce: 0.1891, decode.acc_seg: 93.0284, loss: 0.1891 2023-11-13 19:51:11,969 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:40:09, time: 0.100, data_time: 0.046, memory: 528, decode.loss_ce: 0.1877, decode.acc_seg: 92.9746, loss: 0.1877 2023-11-13 19:51:14,438 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:40:00, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1838, decode.acc_seg: 92.9836, loss: 0.1838 2023-11-13 19:51:19,321 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:40:00, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.1932, decode.acc_seg: 92.7690, loss: 0.1932 2023-11-13 19:51:21,843 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:52, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1849, decode.acc_seg: 93.1824, loss: 0.1849 2023-11-13 19:51:26,731 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:52, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.1892, decode.acc_seg: 93.0015, loss: 0.1892 2023-11-13 19:51:29,176 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:43, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.2009, decode.acc_seg: 92.5598, loss: 0.2009 2023-11-13 19:51:34,044 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:43, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.1818, decode.acc_seg: 93.1479, loss: 0.1818 2023-11-13 19:51:36,544 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:51:36,544 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:34, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1938, decode.acc_seg: 92.8608, loss: 0.1938 2023-11-13 19:51:41,500 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:34, time: 0.099, data_time: 0.045, memory: 528, decode.loss_ce: 0.1801, decode.acc_seg: 93.1523, loss: 0.1801 2023-11-13 19:51:43,996 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:39:26, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.2059, decode.acc_seg: 92.4312, loss: 0.2059 2023-11-13 19:51:48,972 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:39:26, time: 0.100, data_time: 0.048, memory: 528, decode.loss_ce: 0.1900, decode.acc_seg: 92.8782, loss: 0.1900 2023-11-13 19:51:53,829 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:39:26, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1793, decode.acc_seg: 93.1592, loss: 0.1793 2023-11-13 19:51:56,389 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:39:17, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1918, decode.acc_seg: 92.8075, loss: 0.1918 2023-11-13 19:52:01,274 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:39:17, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1839, decode.acc_seg: 93.1940, loss: 0.1839 2023-11-13 19:52:03,728 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:39:09, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1834, decode.acc_seg: 93.1367, loss: 0.1834 2023-11-13 19:52:08,634 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:39:08, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.1872, decode.acc_seg: 92.9985, loss: 0.1872 2023-11-13 19:52:11,107 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:39:00, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1928, decode.acc_seg: 92.7721, loss: 0.1928 2023-11-13 19:52:15,960 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:39:00, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1881, decode.acc_seg: 92.8353, loss: 0.1881 2023-11-13 19:52:18,443 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:51, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.1893, decode.acc_seg: 92.9646, loss: 0.1893 2023-11-13 19:52:23,297 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:51, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.1890, decode.acc_seg: 93.0965, loss: 0.1890 2023-11-13 19:52:28,217 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:50, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.1839, decode.acc_seg: 93.0560, loss: 0.1839 2023-11-13 19:52:30,727 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:42, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.1931, decode.acc_seg: 92.7759, loss: 0.1931 2023-11-13 19:52:35,558 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:42, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.1971, decode.acc_seg: 92.6423, loss: 0.1971 2023-11-13 19:52:38,021 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:34, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1941, decode.acc_seg: 92.7889, loss: 0.1941 2023-11-13 19:52:42,895 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:33, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.1757, decode.acc_seg: 93.3300, loss: 0.1757 2023-11-13 19:52:45,427 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:38:25, time: 0.051, data_time: 0.003, memory: 528, decode.loss_ce: 0.1898, decode.acc_seg: 92.9466, loss: 0.1898 2023-11-13 19:52:50,264 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:38:24, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.1901, decode.acc_seg: 92.8060, loss: 0.1901 2023-11-13 19:52:52,708 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:52:52,725 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:52:52,725 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:38:16, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.1897, decode.acc_seg: 92.9040, loss: 0.1897 2023-11-13 19:54:29,877 - mmseg - INFO - per class results: 2023-11-13 19:54:29,879 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.12 | 96.84 | | aeroplane | 81.94 | 91.6 | | bicycle | 57.06 | 79.11 | | bird | 85.08 | 93.92 | | boat | 68.12 | 77.73 | | bottle | 70.79 | 78.98 | | bus | 83.1 | 90.25 | | car | 78.26 | 83.74 | | cat | 84.59 | 94.1 | | chair | 23.74 | 34.26 | | cow | 80.02 | 86.67 | | diningtable | 45.44 | 54.97 | | dog | 77.06 | 84.51 | | horse | 77.89 | 85.44 | | motorbike | 77.15 | 89.52 | | person | 79.89 | 86.93 | | pottedplant | 60.7 | 73.75 | | sheep | 81.71 | 93.05 | | sofa | 35.28 | 43.67 | | train | 77.75 | 84.87 | | tvmonitor | 64.52 | 77.9 | +-------------+-------+-------+ 2023-11-13 19:54:29,879 - mmseg - INFO - Summary: 2023-11-13 19:54:29,879 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.73 | 70.58 | 80.09 | +-------+-------+-------+ 2023-11-13 19:54:29,879 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:29,879 - mmseg - INFO - Iter(val) [182] aAcc: 0.9273, mIoU: 0.7058, mAcc: 0.8009, IoU.background: 0.9212, IoU.aeroplane: 0.8194, IoU.bicycle: 0.5706, IoU.bird: 0.8508, IoU.boat: 0.6812, IoU.bottle: 0.7079, IoU.bus: 0.8310, IoU.car: 0.7826, IoU.cat: 0.8459, IoU.chair: 0.2374, IoU.cow: 0.8002, IoU.diningtable: 0.4544, IoU.dog: 0.7706, IoU.horse: 0.7789, IoU.motorbike: 0.7715, IoU.person: 0.7989, IoU.pottedplant: 0.6070, IoU.sheep: 0.8171, IoU.sofa: 0.3528, IoU.train: 0.7775, IoU.tvmonitor: 0.6452, Acc.background: 0.9684, Acc.aeroplane: 0.9160, Acc.bicycle: 0.7911, Acc.bird: 0.9392, Acc.boat: 0.7773, Acc.bottle: 0.7898, Acc.bus: 0.9025, Acc.car: 0.8374, Acc.cat: 0.9410, Acc.chair: 0.3426, Acc.cow: 0.8667, Acc.diningtable: 0.5497, Acc.dog: 0.8451, Acc.horse: 0.8544, Acc.motorbike: 0.8952, Acc.person: 0.8693, Acc.pottedplant: 0.7375, Acc.sheep: 0.9305, Acc.sofa: 0.4367, Acc.train: 0.8487, Acc.tvmonitor: 0.7790 2023-11-13 19:54:34,840 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:43:05, time: 2.042, data_time: 1.994, memory: 582, decode.loss_ce: 0.1914, decode.acc_seg: 92.7608, loss: 0.1914 2023-11-13 19:54:37,287 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:42:56, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1843, decode.acc_seg: 93.2655, loss: 0.1843 2023-11-13 19:54:42,295 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:42:53, time: 0.100, data_time: 0.050, memory: 582, decode.loss_ce: 0.1860, decode.acc_seg: 92.9874, loss: 0.1860 2023-11-13 19:54:47,232 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:42:51, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1871, decode.acc_seg: 93.0505, loss: 0.1871 2023-11-13 19:54:49,729 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:42:41, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1869, decode.acc_seg: 92.9283, loss: 0.1869 2023-11-13 19:54:54,652 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:42:39, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1884, decode.acc_seg: 92.9837, loss: 0.1884 2023-11-13 19:54:57,153 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:42:29, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1888, decode.acc_seg: 92.9723, loss: 0.1888 2023-11-13 19:55:02,019 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:42:27, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1991, decode.acc_seg: 92.6080, loss: 0.1991 2023-11-13 19:55:04,501 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:42:17, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1884, decode.acc_seg: 93.0572, loss: 0.1884 2023-11-13 19:55:09,331 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:42:14, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1809, decode.acc_seg: 93.1811, loss: 0.1809 2023-11-13 19:55:11,843 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:42:05, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1941, decode.acc_seg: 92.9075, loss: 0.1941 2023-11-13 19:55:16,811 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:42:03, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1896, decode.acc_seg: 92.9673, loss: 0.1896 2023-11-13 19:55:21,700 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:42:00, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.1761, loss: 0.1818 2023-11-13 19:55:24,196 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:41:51, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1845, decode.acc_seg: 93.1674, loss: 0.1845 2023-11-13 19:55:29,099 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:41:48, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1871, decode.acc_seg: 92.9363, loss: 0.1871 2023-11-13 19:55:31,654 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:41:39, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1740, decode.acc_seg: 93.4403, loss: 0.1740 2023-11-13 19:55:36,522 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:41:37, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.9622, loss: 0.1900 2023-11-13 19:55:39,004 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:41:27, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1885, decode.acc_seg: 92.8784, loss: 0.1885 2023-11-13 19:55:43,930 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:41:25, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1862, decode.acc_seg: 92.9957, loss: 0.1862 2023-11-13 19:55:46,402 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:55:46,403 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:41:16, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.6311, loss: 0.1900 2023-11-13 19:55:51,415 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:41:14, time: 0.100, data_time: 0.051, memory: 582, decode.loss_ce: 0.1736, decode.acc_seg: 93.5022, loss: 0.1736 2023-11-13 19:55:53,871 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:41:05, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 92.8941, loss: 0.1865 2023-11-13 19:55:58,780 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:41:02, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1811, decode.acc_seg: 93.1482, loss: 0.1811 2023-11-13 19:56:03,726 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:40:59, time: 0.099, data_time: 0.052, memory: 582, decode.loss_ce: 0.1957, decode.acc_seg: 92.7070, loss: 0.1957 2023-11-13 19:56:06,178 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:40:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.0955, loss: 0.1852 2023-11-13 19:56:11,074 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:40:48, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1899, decode.acc_seg: 92.8102, loss: 0.1899 2023-11-13 19:56:13,575 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:40:39, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1939, decode.acc_seg: 92.7971, loss: 0.1939 2023-11-13 19:56:18,447 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:40:36, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1954, decode.acc_seg: 92.8095, loss: 0.1954 2023-11-13 19:56:20,930 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:40:28, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1989, decode.acc_seg: 92.5255, loss: 0.1989 2023-11-13 19:56:25,804 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:40:25, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.2027, decode.acc_seg: 92.2265, loss: 0.2027 2023-11-13 19:56:28,274 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:40:16, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1759, decode.acc_seg: 93.4960, loss: 0.1759 2023-11-13 19:56:33,178 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:40:14, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.3049, loss: 0.1818 2023-11-13 19:56:37,987 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:40:11, time: 0.096, data_time: 0.046, memory: 582, decode.loss_ce: 0.1849, decode.acc_seg: 92.8890, loss: 0.1849 2023-11-13 19:56:40,571 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:40:02, time: 0.052, data_time: 0.003, memory: 582, decode.loss_ce: 0.1919, decode.acc_seg: 92.7974, loss: 0.1919 2023-11-13 19:56:45,419 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:40:00, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.1888, decode.acc_seg: 93.1423, loss: 0.1888 2023-11-13 19:56:47,880 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:39:51, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1804, decode.acc_seg: 93.2733, loss: 0.1804 2023-11-13 19:56:52,745 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:39:48, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1823, decode.acc_seg: 93.1684, loss: 0.1823 2023-11-13 19:56:55,230 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:39:40, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1809, decode.acc_seg: 93.2933, loss: 0.1809 2023-11-13 19:57:00,081 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:39:37, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1830, decode.acc_seg: 93.1008, loss: 0.1830 2023-11-13 19:57:02,549 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:57:02,550 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:39:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1964, decode.acc_seg: 92.6734, loss: 0.1964 2023-11-13 19:57:07,338 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:39:26, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1844, decode.acc_seg: 93.0517, loss: 0.1844 2023-11-13 19:57:09,781 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:39:18, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1986, decode.acc_seg: 92.7399, loss: 0.1986 2023-11-13 19:57:14,774 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:39:15, time: 0.100, data_time: 0.049, memory: 582, decode.loss_ce: 0.1856, decode.acc_seg: 93.1147, loss: 0.1856 2023-11-13 19:57:19,796 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:39:13, time: 0.100, data_time: 0.049, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 93.0788, loss: 0.1865 2023-11-13 19:57:22,265 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:39:04, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1709, decode.acc_seg: 93.6754, loss: 0.1709 2023-11-13 19:57:27,124 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:39:02, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1873, decode.acc_seg: 92.9337, loss: 0.1873 2023-11-13 19:57:29,635 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:38:54, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1941, decode.acc_seg: 92.7285, loss: 0.1941 2023-11-13 19:57:34,489 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:38:51, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1792, decode.acc_seg: 93.2829, loss: 0.1792 2023-11-13 19:57:36,949 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:38:43, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1968, decode.acc_seg: 92.7995, loss: 0.1968 2023-11-13 19:57:41,871 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:38:40, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1908, decode.acc_seg: 92.7742, loss: 0.1908 2023-11-13 19:57:44,327 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:38:32, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1882, decode.acc_seg: 92.9306, loss: 0.1882 2023-11-13 19:57:49,237 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:38:29, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1878, decode.acc_seg: 93.0846, loss: 0.1878 2023-11-13 19:57:54,090 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:38:26, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1838, decode.acc_seg: 93.1279, loss: 0.1838 2023-11-13 19:57:56,653 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:38:19, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1949, decode.acc_seg: 92.8422, loss: 0.1949 2023-11-13 19:58:01,581 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:38:16, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1866, decode.acc_seg: 93.0087, loss: 0.1866 2023-11-13 19:58:04,110 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:38:08, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1820, decode.acc_seg: 93.2985, loss: 0.1820 2023-11-13 19:58:08,965 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:38:05, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1984, decode.acc_seg: 92.5738, loss: 0.1984 2023-11-13 19:58:11,431 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:37:57, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1889, decode.acc_seg: 92.8594, loss: 0.1889 2023-11-13 19:58:16,363 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:37:55, time: 0.099, data_time: 0.053, memory: 582, decode.loss_ce: 0.1731, decode.acc_seg: 93.6032, loss: 0.1731 2023-11-13 19:58:18,846 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:58:18,847 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:37:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1927, decode.acc_seg: 92.8300, loss: 0.1927 2023-11-13 19:58:23,741 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:37:44, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1814, decode.acc_seg: 93.2233, loss: 0.1814 2023-11-13 19:58:26,227 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:37:36, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1835, decode.acc_seg: 93.0668, loss: 0.1835 2023-11-13 19:58:31,146 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:37:34, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1837, decode.acc_seg: 92.8886, loss: 0.1837 2023-11-13 19:58:36,012 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:37:31, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1898, decode.acc_seg: 93.0062, loss: 0.1898 2023-11-13 19:58:38,505 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:37:23, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1821, decode.acc_seg: 93.2471, loss: 0.1821 2023-11-13 19:58:43,371 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:37:20, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1951, decode.acc_seg: 92.6913, loss: 0.1951 2023-11-13 19:58:45,887 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:37:13, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1797, decode.acc_seg: 93.2950, loss: 0.1797 2023-11-13 19:58:50,780 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:37:10, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1908, decode.acc_seg: 92.8702, loss: 0.1908 2023-11-13 19:58:53,258 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:37:02, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 92.8612, loss: 0.1865 2023-11-13 19:58:58,214 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:37:00, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1753, decode.acc_seg: 93.4426, loss: 0.1753 2023-11-13 19:59:00,691 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:36:52, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1980, decode.acc_seg: 92.6307, loss: 0.1980 2023-11-13 19:59:05,637 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:36:50, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1896, decode.acc_seg: 93.0743, loss: 0.1896 2023-11-13 19:59:08,068 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:36:42, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.2018, decode.acc_seg: 92.4027, loss: 0.2018 2023-11-13 19:59:12,944 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:36:39, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1838, decode.acc_seg: 93.1537, loss: 0.1838 2023-11-13 19:59:17,870 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:36:36, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1908, decode.acc_seg: 92.9461, loss: 0.1908 2023-11-13 19:59:20,334 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:36:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1750, decode.acc_seg: 93.5350, loss: 0.1750 2023-11-13 19:59:25,182 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:36:26, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1899, decode.acc_seg: 92.8277, loss: 0.1899 2023-11-13 19:59:27,694 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:36:19, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1762, decode.acc_seg: 93.3935, loss: 0.1762 2023-11-13 19:59:32,636 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:36:16, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1758, decode.acc_seg: 93.2951, loss: 0.1758 2023-11-13 19:59:35,114 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:59:35,114 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:36:09, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1873, decode.acc_seg: 92.9072, loss: 0.1873 2023-11-13 19:59:39,974 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:36:06, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1810, decode.acc_seg: 93.1378, loss: 0.1810 2023-11-13 19:59:42,428 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:35:58, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.0229, loss: 0.1831 2023-11-13 19:59:47,410 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:35:56, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1845, decode.acc_seg: 93.1733, loss: 0.1845 2023-11-13 19:59:52,271 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:35:53, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.1727, decode.acc_seg: 93.4017, loss: 0.1727 2023-11-13 19:59:54,795 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:35:46, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1877, decode.acc_seg: 93.0286, loss: 0.1877 2023-11-13 19:59:59,790 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:35:43, time: 0.100, data_time: 0.049, memory: 582, decode.loss_ce: 0.1734, decode.acc_seg: 93.3981, loss: 0.1734 2023-11-13 20:00:02,295 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:35:36, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1808, decode.acc_seg: 93.0472, loss: 0.1808 2023-11-13 20:00:07,160 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:35:33, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1817, decode.acc_seg: 93.1077, loss: 0.1817 2023-11-13 20:00:09,644 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:35:26, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1934, decode.acc_seg: 92.7065, loss: 0.1934 2023-11-13 20:00:14,486 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:35:23, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1895, decode.acc_seg: 92.8959, loss: 0.1895 2023-11-13 20:00:16,980 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:35:16, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.0206, loss: 0.1852 2023-11-13 20:00:21,857 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:35:13, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1755, decode.acc_seg: 93.4780, loss: 0.1755 2023-11-13 20:00:24,312 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:35:06, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1898, decode.acc_seg: 92.7424, loss: 0.1898 2023-11-13 20:00:29,208 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:35:03, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1795, decode.acc_seg: 93.2564, loss: 0.1795 2023-11-13 20:00:34,080 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:35:00, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1881, decode.acc_seg: 92.9213, loss: 0.1881 2023-11-13 20:00:36,554 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:34:53, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1844, decode.acc_seg: 93.1147, loss: 0.1844 2023-11-13 20:00:41,518 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:34:50, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1894, decode.acc_seg: 92.7347, loss: 0.1894 2023-11-13 20:00:43,998 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:34:43, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1876, decode.acc_seg: 93.0781, loss: 0.1876 2023-11-13 20:00:48,870 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:34:40, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1868, decode.acc_seg: 93.1497, loss: 0.1868 2023-11-13 20:00:51,354 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:51,354 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:34:33, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1821, decode.acc_seg: 93.1481, loss: 0.1821 2023-11-13 20:00:56,226 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:34:30, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1963, decode.acc_seg: 92.7099, loss: 0.1963 2023-11-13 20:00:58,699 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:34:23, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1848, decode.acc_seg: 93.0903, loss: 0.1848 2023-11-13 20:01:03,562 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:34:20, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1839, decode.acc_seg: 93.1247, loss: 0.1839 2023-11-13 20:01:08,545 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:34:18, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1889, decode.acc_seg: 93.0573, loss: 0.1889 2023-11-13 20:01:11,030 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:34:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1872, decode.acc_seg: 92.9397, loss: 0.1872 2023-11-13 20:01:15,909 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:34:08, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1781, decode.acc_seg: 93.3925, loss: 0.1781 2023-11-13 20:01:18,357 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:34:01, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1854, decode.acc_seg: 92.9271, loss: 0.1854 2023-11-13 20:01:23,318 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:33:58, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1954, decode.acc_seg: 92.5066, loss: 0.1954 2023-11-13 20:01:25,810 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:33:51, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1911, decode.acc_seg: 92.9747, loss: 0.1911 2023-11-13 20:01:30,743 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:33:48, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1693, decode.acc_seg: 93.4103, loss: 0.1693 2023-11-13 20:01:33,246 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:33:42, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1861, decode.acc_seg: 93.0150, loss: 0.1861 2023-11-13 20:01:38,068 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:33:39, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.3634, loss: 0.1746 2023-11-13 20:01:40,541 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:33:32, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1815, decode.acc_seg: 93.0229, loss: 0.1815 2023-11-13 20:01:45,437 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:33:29, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1827, decode.acc_seg: 93.1346, loss: 0.1827 2023-11-13 20:01:50,267 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:33:26, time: 0.096, data_time: 0.046, memory: 582, decode.loss_ce: 0.1991, decode.acc_seg: 92.8387, loss: 0.1991 2023-11-13 20:01:52,762 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:33:19, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1858, decode.acc_seg: 92.9989, loss: 0.1858 2023-11-13 20:01:57,653 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:33:16, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1927, decode.acc_seg: 92.8876, loss: 0.1927 2023-11-13 20:02:00,139 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:33:10, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1723, decode.acc_seg: 93.5051, loss: 0.1723 2023-11-13 20:02:05,011 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:33:07, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.6671, loss: 0.1900 2023-11-13 20:02:07,541 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:02:07,542 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:33:00, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1885, decode.acc_seg: 92.8822, loss: 0.1885 2023-11-13 20:02:12,356 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:32:57, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.1868, decode.acc_seg: 93.0267, loss: 0.1868 2023-11-13 20:02:14,826 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:32:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1894, decode.acc_seg: 93.0837, loss: 0.1894 2023-11-13 20:02:19,732 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:32:47, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1905, decode.acc_seg: 92.6181, loss: 0.1905 2023-11-13 20:02:24,565 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:32:44, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1897, decode.acc_seg: 93.0090, loss: 0.1897 2023-11-13 20:02:27,044 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:32:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1835, decode.acc_seg: 93.0973, loss: 0.1835 2023-11-13 20:02:31,930 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:32:35, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1906, decode.acc_seg: 92.8860, loss: 0.1906 2023-11-13 20:02:34,419 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:32:28, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1789, decode.acc_seg: 93.3114, loss: 0.1789 2023-11-13 20:02:39,329 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:32:25, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1757, decode.acc_seg: 93.2785, loss: 0.1757 2023-11-13 20:02:41,801 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:32:19, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1854, decode.acc_seg: 92.9429, loss: 0.1854 2023-11-13 20:02:46,764 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:32:16, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1855, decode.acc_seg: 92.9953, loss: 0.1855 2023-11-13 20:02:49,250 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:32:10, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1794, decode.acc_seg: 93.3288, loss: 0.1794 2023-11-13 20:02:54,104 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:32:06, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1927, decode.acc_seg: 92.9216, loss: 0.1927 2023-11-13 20:02:56,538 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:32:00, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1815, decode.acc_seg: 93.0538, loss: 0.1815 2023-11-13 20:03:01,433 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:31:57, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1740, decode.acc_seg: 93.3154, loss: 0.1740 2023-11-13 20:03:06,347 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:31:54, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1914, decode.acc_seg: 92.9182, loss: 0.1914 2023-11-13 20:03:08,804 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:31:48, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1734, decode.acc_seg: 93.4881, loss: 0.1734 2023-11-13 20:03:13,743 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:31:45, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1759, decode.acc_seg: 93.2458, loss: 0.1759 2023-11-13 20:03:16,223 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:31:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1890, decode.acc_seg: 92.8785, loss: 0.1890 2023-11-13 20:03:21,070 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:31:35, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1810, decode.acc_seg: 93.2545, loss: 0.1810 2023-11-13 20:03:23,561 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:23,561 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:31:29, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.0123, loss: 0.1831 2023-11-13 20:03:28,594 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:31:26, time: 0.101, data_time: 0.049, memory: 582, decode.loss_ce: 0.1870, decode.acc_seg: 92.8565, loss: 0.1870 2023-11-13 20:03:31,053 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:31:20, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1874, decode.acc_seg: 92.9159, loss: 0.1874 2023-11-13 20:03:35,897 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:31:16, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1846, decode.acc_seg: 92.9763, loss: 0.1846 2023-11-13 20:03:40,809 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:31:13, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1911, decode.acc_seg: 92.9565, loss: 0.1911 2023-11-13 20:03:43,236 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:31:07, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.9024, loss: 0.1900 2023-11-13 20:03:48,109 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:31:04, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1908, decode.acc_seg: 92.9098, loss: 0.1908 2023-11-13 20:03:50,602 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:30:58, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1810, decode.acc_seg: 93.1301, loss: 0.1810 2023-11-13 20:03:55,510 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:30:55, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1808, decode.acc_seg: 93.2262, loss: 0.1808 2023-11-13 20:03:58,030 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:30:49, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1830, decode.acc_seg: 92.9753, loss: 0.1830 2023-11-13 20:04:02,955 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:30:46, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1888, decode.acc_seg: 93.0133, loss: 0.1888 2023-11-13 20:04:05,464 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:30:39, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1866, decode.acc_seg: 93.0750, loss: 0.1866 2023-11-13 20:04:10,334 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:30:36, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1848, decode.acc_seg: 93.1266, loss: 0.1848 2023-11-13 20:04:12,845 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:30:30, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1918, decode.acc_seg: 92.8689, loss: 0.1918 2023-11-13 20:04:17,790 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:30:27, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1817, decode.acc_seg: 93.0660, loss: 0.1817 2023-11-13 20:04:22,682 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:30:24, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1837, decode.acc_seg: 93.1209, loss: 0.1837 2023-11-13 20:04:25,163 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:30:18, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1962, decode.acc_seg: 92.6716, loss: 0.1962 2023-11-13 20:04:30,132 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:30:15, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1885, decode.acc_seg: 93.1463, loss: 0.1885 2023-11-13 20:04:32,633 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:30:09, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1813, decode.acc_seg: 93.3374, loss: 0.1813 2023-11-13 20:04:37,493 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:30:06, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.5490, loss: 0.1746 2023-11-13 20:04:39,951 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:39,951 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:30:00, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1850, decode.acc_seg: 93.0604, loss: 0.1850 2023-11-13 20:04:44,878 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:29:57, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1761, decode.acc_seg: 93.3275, loss: 0.1761 2023-11-13 20:04:47,362 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:29:50, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1874, decode.acc_seg: 93.0713, loss: 0.1874 2023-11-13 20:04:52,262 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:29:47, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1749, decode.acc_seg: 93.3718, loss: 0.1749 2023-11-13 20:04:54,698 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:29:41, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1926, decode.acc_seg: 92.5996, loss: 0.1926 2023-11-13 20:04:59,627 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:29:38, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1688, decode.acc_seg: 93.5670, loss: 0.1688 2023-11-13 20:05:04,580 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:29:35, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.0989, loss: 0.1852 2023-11-13 20:05:07,047 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:29:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1830, decode.acc_seg: 93.1535, loss: 0.1830 2023-11-13 20:05:11,930 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:29:26, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1867, decode.acc_seg: 93.1135, loss: 0.1867 2023-11-13 20:05:14,420 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:29:20, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1741, decode.acc_seg: 93.3377, loss: 0.1741 2023-11-13 20:05:19,293 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:29:17, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1957, decode.acc_seg: 92.6705, loss: 0.1957 2023-11-13 20:05:21,818 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:29:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1804, decode.acc_seg: 93.2252, loss: 0.1804 2023-11-13 20:05:26,754 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:29:08, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1892, decode.acc_seg: 92.9612, loss: 0.1892 2023-11-13 20:05:29,265 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:29:02, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1799, decode.acc_seg: 93.2820, loss: 0.1799 2023-11-13 20:05:34,178 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:59, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.1727, loss: 0.1852 2023-11-13 20:05:39,015 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:56, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1875, decode.acc_seg: 93.0731, loss: 0.1875 2023-11-13 20:05:41,523 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:28:50, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1849, decode.acc_seg: 93.0628, loss: 0.1849 2023-11-13 20:05:46,369 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:28:47, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1835, decode.acc_seg: 93.1037, loss: 0.1835 2023-11-13 20:05:48,823 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:28:41, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1840, decode.acc_seg: 93.1575, loss: 0.1840 2023-11-13 20:05:53,696 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:28:37, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1828, decode.acc_seg: 93.2985, loss: 0.1828 2023-11-13 20:05:56,164 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:05:56,164 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:28:32, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.2578, loss: 0.1777 2023-11-13 20:06:01,029 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:28:28, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1880, decode.acc_seg: 92.8971, loss: 0.1880 2023-11-13 20:06:03,539 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:28:23, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1720, decode.acc_seg: 93.4453, loss: 0.1720 2023-11-13 20:06:08,397 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:28:19, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.1882, decode.acc_seg: 92.8522, loss: 0.1882 2023-11-13 20:06:10,825 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:28:13, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.1707, loss: 0.1796 2023-11-13 20:06:15,764 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:28:10, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1904, decode.acc_seg: 92.9554, loss: 0.1904 2023-11-13 20:06:20,600 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:28:07, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1940, decode.acc_seg: 92.8373, loss: 0.1940 2023-11-13 20:06:23,085 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:28:01, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1767, decode.acc_seg: 93.4126, loss: 0.1767 2023-11-13 20:06:27,906 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:58, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1972, decode.acc_seg: 92.7383, loss: 0.1972 2023-11-13 20:06:30,362 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:52, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1809, decode.acc_seg: 92.9769, loss: 0.1809 2023-11-13 20:06:35,251 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:27:49, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1799, decode.acc_seg: 93.1837, loss: 0.1799 2023-11-13 20:06:37,743 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:27:43, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1867, decode.acc_seg: 93.0442, loss: 0.1867 2023-11-13 20:06:42,601 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:27:40, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1742, decode.acc_seg: 93.4314, loss: 0.1742 2023-11-13 20:06:45,058 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:27:34, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1781, decode.acc_seg: 93.3115, loss: 0.1781 2023-11-13 20:06:50,047 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:27:31, time: 0.100, data_time: 0.052, memory: 582, decode.loss_ce: 0.1787, decode.acc_seg: 93.2270, loss: 0.1787 2023-11-13 20:06:54,926 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:27:28, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1896, decode.acc_seg: 92.7242, loss: 0.1896 2023-11-13 20:06:57,394 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:27:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1843, decode.acc_seg: 93.0140, loss: 0.1843 2023-11-13 20:07:02,294 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:27:19, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.1877, loss: 0.1796 2023-11-13 20:07:04,794 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:27:13, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1931, decode.acc_seg: 92.7475, loss: 0.1931 2023-11-13 20:07:09,622 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:27:10, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1695, decode.acc_seg: 93.7025, loss: 0.1695 2023-11-13 20:07:12,114 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:07:12,139 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:12,139 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:27:05, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1949, decode.acc_seg: 92.6821, loss: 0.1949 2023-11-13 20:07:21,348 - mmseg - INFO - per class results: 2023-11-13 20:07:21,349 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.17 | 96.74 | | aeroplane | 81.75 | 91.51 | | bicycle | 57.57 | 75.68 | | bird | 85.47 | 93.2 | | boat | 67.34 | 74.3 | | bottle | 71.04 | 81.22 | | bus | 83.27 | 89.4 | | car | 78.76 | 84.6 | | cat | 84.41 | 94.35 | | chair | 25.54 | 39.28 | | cow | 80.23 | 85.93 | | diningtable | 43.67 | 51.16 | | dog | 77.21 | 84.63 | | horse | 78.21 | 86.59 | | motorbike | 76.92 | 90.92 | | person | 79.94 | 87.29 | | pottedplant | 59.39 | 69.36 | | sheep | 81.41 | 92.85 | | sofa | 35.94 | 44.87 | | train | 77.85 | 87.79 | | tvmonitor | 64.82 | 79.86 | +-------------+-------+-------+ 2023-11-13 20:07:21,349 - mmseg - INFO - Summary: 2023-11-13 20:07:21,349 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.74 | 70.62 | 80.07 | +-------+-------+-------+ 2023-11-13 20:07:21,350 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:21,350 - mmseg - INFO - Iter(val) [182] aAcc: 0.9274, mIoU: 0.7062, mAcc: 0.8007, IoU.background: 0.9217, IoU.aeroplane: 0.8175, IoU.bicycle: 0.5757, IoU.bird: 0.8547, IoU.boat: 0.6734, IoU.bottle: 0.7104, IoU.bus: 0.8327, IoU.car: 0.7876, IoU.cat: 0.8441, IoU.chair: 0.2554, IoU.cow: 0.8023, IoU.diningtable: 0.4367, IoU.dog: 0.7721, IoU.horse: 0.7821, IoU.motorbike: 0.7692, IoU.person: 0.7994, IoU.pottedplant: 0.5939, IoU.sheep: 0.8141, IoU.sofa: 0.3594, IoU.train: 0.7785, IoU.tvmonitor: 0.6482, Acc.background: 0.9674, Acc.aeroplane: 0.9151, Acc.bicycle: 0.7568, Acc.bird: 0.9320, Acc.boat: 0.7430, Acc.bottle: 0.8122, Acc.bus: 0.8940, Acc.car: 0.8460, Acc.cat: 0.9435, Acc.chair: 0.3928, Acc.cow: 0.8593, Acc.diningtable: 0.5116, Acc.dog: 0.8463, Acc.horse: 0.8659, Acc.motorbike: 0.9092, Acc.person: 0.8729, Acc.pottedplant: 0.6936, Acc.sheep: 0.9285, Acc.sofa: 0.4487, Acc.train: 0.8779, Acc.tvmonitor: 0.7986 2023-11-13 20:07:26,252 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:27:10, time: 0.282, data_time: 0.235, memory: 582, decode.loss_ce: 0.1809, decode.acc_seg: 93.3170, loss: 0.1809 2023-11-13 20:07:28,845 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:27:05, time: 0.052, data_time: 0.004, memory: 582, decode.loss_ce: 0.1769, decode.acc_seg: 93.3711, loss: 0.1769 2023-11-13 20:07:33,762 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:27:02, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1801, decode.acc_seg: 93.3736, loss: 0.1801 2023-11-13 20:07:36,285 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:56, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1814, decode.acc_seg: 93.3174, loss: 0.1814 2023-11-13 20:07:41,233 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:53, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1826, decode.acc_seg: 93.1523, loss: 0.1826 2023-11-13 20:07:46,182 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:49, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1950, decode.acc_seg: 92.5834, loss: 0.1950 2023-11-13 20:07:48,720 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:26:44, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1930, decode.acc_seg: 92.9664, loss: 0.1930 2023-11-13 20:07:53,648 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:26:41, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.2049, loss: 0.1831 2023-11-13 20:07:56,135 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:26:35, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1887, decode.acc_seg: 92.9344, loss: 0.1887 2023-11-13 20:08:01,025 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:26:32, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1779, decode.acc_seg: 93.3548, loss: 0.1779 2023-11-13 20:08:03,507 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:26:26, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1876, decode.acc_seg: 92.9675, loss: 0.1876 2023-11-13 20:08:08,477 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:26:23, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1858, decode.acc_seg: 92.8952, loss: 0.1858 2023-11-13 20:08:10,942 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:26:17, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1788, decode.acc_seg: 93.4588, loss: 0.1788 2023-11-13 20:08:15,855 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:26:14, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1788, decode.acc_seg: 93.2040, loss: 0.1788 2023-11-13 20:08:20,759 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:26:11, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1838, decode.acc_seg: 93.0011, loss: 0.1838 2023-11-13 20:08:23,286 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:26:05, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1793, decode.acc_seg: 93.2890, loss: 0.1793 2023-11-13 20:08:28,105 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:26:02, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.1810, decode.acc_seg: 92.9780, loss: 0.1810 2023-11-13 20:08:30,625 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:56, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.2832, loss: 0.1796 2023-11-13 20:08:35,590 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:53, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1956, decode.acc_seg: 92.7951, loss: 0.1956 2023-11-13 20:08:38,090 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:08:38,091 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.2000, decode.acc_seg: 92.5155, loss: 0.2000 2023-11-13 20:08:43,010 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:44, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1902, decode.acc_seg: 92.8411, loss: 0.1902 2023-11-13 20:08:45,491 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:25:39, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1781, decode.acc_seg: 93.4283, loss: 0.1781 2023-11-13 20:08:50,486 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:25:35, time: 0.100, data_time: 0.050, memory: 582, decode.loss_ce: 0.1806, decode.acc_seg: 93.2337, loss: 0.1806 2023-11-13 20:08:52,943 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:25:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1872, decode.acc_seg: 92.9577, loss: 0.1872 2023-11-13 20:08:57,887 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:25:27, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1770, decode.acc_seg: 93.3520, loss: 0.1770 2023-11-13 20:09:02,791 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:25:23, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1821, decode.acc_seg: 93.0586, loss: 0.1821 2023-11-13 20:09:05,294 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:25:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1894, decode.acc_seg: 92.9431, loss: 0.1894 2023-11-13 20:09:10,175 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:25:14, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1819, decode.acc_seg: 93.1735, loss: 0.1819 2023-11-13 20:09:12,709 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:25:09, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1878, decode.acc_seg: 92.9123, loss: 0.1878 2023-11-13 20:09:17,730 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:25:06, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.1977, loss: 0.1831 2023-11-13 20:09:20,227 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:25:00, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1709, decode.acc_seg: 93.5469, loss: 0.1709 2023-11-13 20:09:25,180 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:57, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1839, decode.acc_seg: 93.1257, loss: 0.1839 2023-11-13 20:09:27,678 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:52, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1998, decode.acc_seg: 92.5288, loss: 0.1998 2023-11-13 20:09:32,600 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:48, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1949, decode.acc_seg: 92.8612, loss: 0.1949 2023-11-13 20:09:37,384 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:45, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.1845, decode.acc_seg: 92.9789, loss: 0.1845 2023-11-13 20:09:39,925 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:40, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1708, decode.acc_seg: 93.5533, loss: 0.1708 2023-11-13 20:09:44,815 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:24:36, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1792, decode.acc_seg: 93.0937, loss: 0.1792 2023-11-13 20:09:47,316 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:24:31, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1694, decode.acc_seg: 93.4765, loss: 0.1694 2023-11-13 20:09:52,236 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:24:27, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1854, decode.acc_seg: 93.0691, loss: 0.1854 2023-11-13 20:09:54,759 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:09:54,759 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:24:22, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1911, decode.acc_seg: 92.8044, loss: 0.1911 2023-11-13 20:09:59,669 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:24:19, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1770, decode.acc_seg: 93.2567, loss: 0.1770 2023-11-13 20:10:02,174 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:24:13, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1815, decode.acc_seg: 93.1990, loss: 0.1815 2023-11-13 20:10:07,139 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:24:10, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.9222, loss: 0.1900 2023-11-13 20:10:09,606 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:24:05, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1934, decode.acc_seg: 92.6359, loss: 0.1934 2023-11-13 20:10:14,500 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:24:01, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 92.9915, loss: 0.1831 2023-11-13 20:10:19,462 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:58, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1743, decode.acc_seg: 93.5180, loss: 0.1743 2023-11-13 20:10:21,945 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:53, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1838, decode.acc_seg: 93.0935, loss: 0.1838 2023-11-13 20:10:26,844 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:49, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.2702, loss: 0.1777 2023-11-13 20:10:29,296 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:44, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1825, decode.acc_seg: 93.1659, loss: 0.1825 2023-11-13 20:10:34,194 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:41, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1903, decode.acc_seg: 92.9037, loss: 0.1903 2023-11-13 20:10:36,702 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:23:35, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1875, decode.acc_seg: 93.0453, loss: 0.1875 2023-11-13 20:10:41,593 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:23:32, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1944, decode.acc_seg: 92.8264, loss: 0.1944 2023-11-13 20:10:44,074 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:23:27, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1888, decode.acc_seg: 92.8010, loss: 0.1888 2023-11-13 20:10:48,984 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:23:23, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1679, decode.acc_seg: 93.8408, loss: 0.1679 2023-11-13 20:10:51,395 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:23:18, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.1896, decode.acc_seg: 92.7833, loss: 0.1896 2023-11-13 20:10:56,312 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:23:14, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.1381, loss: 0.1831 2023-11-13 20:11:01,162 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:23:11, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1873, decode.acc_seg: 93.0036, loss: 0.1873 2023-11-13 20:11:03,671 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:23:06, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1730, decode.acc_seg: 93.4457, loss: 0.1730 2023-11-13 20:11:08,576 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:23:02, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1868, decode.acc_seg: 92.9361, loss: 0.1868 2023-11-13 20:11:11,077 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:11:11,077 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:57, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1932, decode.acc_seg: 92.8489, loss: 0.1932 2023-11-13 20:11:15,894 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:54, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.1693, decode.acc_seg: 93.7297, loss: 0.1693 2023-11-13 20:11:18,373 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:48, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1742, decode.acc_seg: 93.5137, loss: 0.1742 2023-11-13 20:11:23,274 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:45, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1813, decode.acc_seg: 93.0078, loss: 0.1813 2023-11-13 20:11:25,725 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:40, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1790, decode.acc_seg: 93.2932, loss: 0.1790 2023-11-13 20:11:30,535 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:36, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.1915, decode.acc_seg: 92.8512, loss: 0.1915 2023-11-13 20:11:35,394 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:22:33, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1741, decode.acc_seg: 93.4218, loss: 0.1741 2023-11-13 20:11:37,923 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:22:28, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1869, decode.acc_seg: 93.0523, loss: 0.1869 2023-11-13 20:11:42,865 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:22:24, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1885, decode.acc_seg: 92.8992, loss: 0.1885 2023-11-13 20:11:45,330 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:22:19, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1785, decode.acc_seg: 93.1819, loss: 0.1785 2023-11-13 20:11:50,247 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:22:16, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1879, decode.acc_seg: 92.9424, loss: 0.1879 2023-11-13 20:11:52,773 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:22:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 93.0725, loss: 0.1865 2023-11-13 20:11:57,588 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:22:07, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1778, decode.acc_seg: 93.2532, loss: 0.1778 2023-11-13 20:12:00,083 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:22:02, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1814, decode.acc_seg: 93.3569, loss: 0.1814 2023-11-13 20:12:04,957 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:58, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1872, decode.acc_seg: 93.1337, loss: 0.1872 2023-11-13 20:12:07,387 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:53, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1823, decode.acc_seg: 93.2072, loss: 0.1823 2023-11-13 20:12:12,315 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:50, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1837, decode.acc_seg: 93.2853, loss: 0.1837 2023-11-13 20:12:17,212 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:46, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.2316, loss: 0.1818 2023-11-13 20:12:19,735 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:41, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.2805, loss: 0.1796 2023-11-13 20:12:24,717 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:38, time: 0.100, data_time: 0.048, memory: 582, decode.loss_ce: 0.1862, decode.acc_seg: 93.0333, loss: 0.1862 2023-11-13 20:12:27,251 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:12:27,252 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:33, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1839, decode.acc_seg: 93.0765, loss: 0.1839 2023-11-13 20:12:32,153 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:21:29, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1952, decode.acc_seg: 92.8527, loss: 0.1952 2023-11-13 20:12:34,651 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:21:24, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1768, decode.acc_seg: 93.4804, loss: 0.1768 2023-11-13 20:12:39,634 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:21:21, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1742, decode.acc_seg: 93.4124, loss: 0.1742 2023-11-13 20:12:42,116 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:21:16, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1827, decode.acc_seg: 93.3164, loss: 0.1827 2023-11-13 20:12:46,992 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:21:12, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1814, decode.acc_seg: 93.2106, loss: 0.1814 2023-11-13 20:12:51,942 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:21:09, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1710, decode.acc_seg: 93.5683, loss: 0.1710 2023-11-13 20:12:54,490 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:21:04, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1910, decode.acc_seg: 92.8371, loss: 0.1910 2023-11-13 20:12:59,370 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:21:00, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1800, decode.acc_seg: 93.3565, loss: 0.1800 2023-11-13 20:13:01,870 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:55, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1759, decode.acc_seg: 93.3034, loss: 0.1759 2023-11-13 20:13:06,670 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:52, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1686, decode.acc_seg: 93.6072, loss: 0.1686 2023-11-13 20:13:09,184 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1729, decode.acc_seg: 93.4745, loss: 0.1729 2023-11-13 20:13:14,079 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:43, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1785, decode.acc_seg: 93.1490, loss: 0.1785 2023-11-13 20:13:16,572 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1825, decode.acc_seg: 93.1560, loss: 0.1825 2023-11-13 20:13:21,392 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:35, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.0752, loss: 0.1812 2023-11-13 20:13:23,838 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1802, decode.acc_seg: 93.2488, loss: 0.1802 2023-11-13 20:13:28,888 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:20:26, time: 0.101, data_time: 0.050, memory: 582, decode.loss_ce: 0.1816, decode.acc_seg: 93.1723, loss: 0.1816 2023-11-13 20:13:33,823 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:20:23, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1797, decode.acc_seg: 93.2530, loss: 0.1797 2023-11-13 20:13:36,324 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:20:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1784, decode.acc_seg: 93.1571, loss: 0.1784 2023-11-13 20:13:41,171 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:20:14, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1890, decode.acc_seg: 92.8513, loss: 0.1890 2023-11-13 20:13:43,651 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:43,651 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:20:09, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1819, decode.acc_seg: 93.2563, loss: 0.1819 2023-11-13 20:13:48,537 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:20:06, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1792, decode.acc_seg: 93.3199, loss: 0.1792 2023-11-13 20:13:51,049 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:20:01, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.2166, loss: 0.1812 2023-11-13 20:13:55,949 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:57, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1938, decode.acc_seg: 92.7392, loss: 0.1938 2023-11-13 20:13:58,406 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:52, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1733, decode.acc_seg: 93.4386, loss: 0.1733 2023-11-13 20:14:03,286 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:49, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1718, decode.acc_seg: 93.4538, loss: 0.1718 2023-11-13 20:14:08,084 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:45, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.1544, loss: 0.1831 2023-11-13 20:14:10,548 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:40, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.2012, loss: 0.1777 2023-11-13 20:14:15,475 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:37, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1844, decode.acc_seg: 92.9448, loss: 0.1844 2023-11-13 20:14:17,975 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:32, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1785, decode.acc_seg: 93.1778, loss: 0.1785 2023-11-13 20:14:22,885 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:28, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.4474, loss: 0.1746 2023-11-13 20:14:25,385 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:19:24, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1939, decode.acc_seg: 92.8155, loss: 0.1939 2023-11-13 20:14:30,277 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:19:20, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1800, decode.acc_seg: 93.2646, loss: 0.1800 2023-11-13 20:14:32,805 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:19:15, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1692, decode.acc_seg: 93.5253, loss: 0.1692 2023-11-13 20:14:37,692 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:19:12, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1727, decode.acc_seg: 93.4859, loss: 0.1727 2023-11-13 20:14:40,163 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:19:07, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1939, decode.acc_seg: 92.6367, loss: 0.1939 2023-11-13 20:14:45,122 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:19:03, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1900, decode.acc_seg: 92.9512, loss: 0.1900 2023-11-13 20:14:49,972 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:19:00, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 92.9503, loss: 0.1831 2023-11-13 20:14:52,507 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:55, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.1065, loss: 0.1852 2023-11-13 20:14:57,380 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:51, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1721, decode.acc_seg: 93.6790, loss: 0.1721 2023-11-13 20:14:59,841 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:14:59,843 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:46, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1786, decode.acc_seg: 93.1050, loss: 0.1786 2023-11-13 20:15:04,754 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:43, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.1904, decode.acc_seg: 92.8077, loss: 0.1904 2023-11-13 20:15:07,232 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1840, decode.acc_seg: 92.9317, loss: 0.1840 2023-11-13 20:15:12,073 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:34, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1800, decode.acc_seg: 93.3821, loss: 0.1800 2023-11-13 20:15:14,531 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1735, decode.acc_seg: 93.3232, loss: 0.1735 2023-11-13 20:15:19,369 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:26, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1923, decode.acc_seg: 92.9222, loss: 0.1923 2023-11-13 20:15:24,325 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:18:22, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1669, decode.acc_seg: 93.7412, loss: 0.1669 2023-11-13 20:15:26,836 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:18:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1712, decode.acc_seg: 93.6343, loss: 0.1712 2023-11-13 20:15:31,751 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:18:14, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1740, decode.acc_seg: 93.4195, loss: 0.1740 2023-11-13 20:15:34,257 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:18:09, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1868, decode.acc_seg: 93.0033, loss: 0.1868 2023-11-13 20:15:39,126 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:18:06, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.4166, loss: 0.1777 2023-11-13 20:15:41,646 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:18:01, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1786, decode.acc_seg: 93.2525, loss: 0.1786 2023-11-13 20:15:46,498 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:57, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1884, decode.acc_seg: 92.9772, loss: 0.1884 2023-11-13 20:15:49,008 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:52, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1831, decode.acc_seg: 93.0898, loss: 0.1831 2023-11-13 20:15:53,891 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:49, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1794, decode.acc_seg: 93.2210, loss: 0.1794 2023-11-13 20:15:56,339 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:44, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1780, decode.acc_seg: 93.2942, loss: 0.1780 2023-11-13 20:16:01,294 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:40, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.1714, decode.acc_seg: 93.5705, loss: 0.1714 2023-11-13 20:16:06,235 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:37, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1758, decode.acc_seg: 93.4593, loss: 0.1758 2023-11-13 20:16:08,733 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:32, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1781, decode.acc_seg: 93.4435, loss: 0.1781 2023-11-13 20:16:13,639 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:29, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 92.8941, loss: 0.1865 2023-11-13 20:16:16,159 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:16:16,160 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:24, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1911, decode.acc_seg: 92.7059, loss: 0.1911 2023-11-13 20:16:21,108 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:17:20, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1771, decode.acc_seg: 93.4460, loss: 0.1771 2023-11-13 20:16:23,600 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:17:16, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1839, decode.acc_seg: 93.1650, loss: 0.1839 2023-11-13 20:16:28,468 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:17:12, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1786, decode.acc_seg: 93.4533, loss: 0.1786 2023-11-13 20:16:30,931 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:17:07, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1728, decode.acc_seg: 93.4262, loss: 0.1728 2023-11-13 20:16:35,853 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:17:04, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1766, decode.acc_seg: 93.2364, loss: 0.1766 2023-11-13 20:16:38,316 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:59, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1734, decode.acc_seg: 93.4906, loss: 0.1734 2023-11-13 20:16:43,391 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:55, time: 0.102, data_time: 0.049, memory: 582, decode.loss_ce: 0.1863, decode.acc_seg: 92.9734, loss: 0.1863 2023-11-13 20:16:48,334 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:52, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1800, decode.acc_seg: 93.0459, loss: 0.1800 2023-11-13 20:16:50,790 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:47, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1874, decode.acc_seg: 93.0026, loss: 0.1874 2023-11-13 20:16:55,775 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:43, time: 0.100, data_time: 0.049, memory: 582, decode.loss_ce: 0.1744, decode.acc_seg: 93.3739, loss: 0.1744 2023-11-13 20:16:58,245 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:39, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1736, decode.acc_seg: 93.3303, loss: 0.1736 2023-11-13 20:17:03,182 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:35, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1740, decode.acc_seg: 93.4702, loss: 0.1740 2023-11-13 20:17:05,687 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:30, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1866, decode.acc_seg: 92.9164, loss: 0.1866 2023-11-13 20:17:10,623 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:27, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1820, decode.acc_seg: 93.2408, loss: 0.1820 2023-11-13 20:17:13,091 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1783, decode.acc_seg: 93.3010, loss: 0.1783 2023-11-13 20:17:17,995 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:16:18, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.1664, loss: 0.1818 2023-11-13 20:17:22,871 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:16:15, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1835, decode.acc_seg: 92.9958, loss: 0.1835 2023-11-13 20:17:25,363 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:16:10, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1722, decode.acc_seg: 93.5842, loss: 0.1722 2023-11-13 20:17:30,343 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:16:07, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.2029, decode.acc_seg: 92.3405, loss: 0.2029 2023-11-13 20:17:32,817 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:32,817 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:16:02, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1874, decode.acc_seg: 92.9867, loss: 0.1874 2023-11-13 20:17:37,761 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:58, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1859, decode.acc_seg: 93.0699, loss: 0.1859 2023-11-13 20:17:40,251 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:54, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1787, decode.acc_seg: 93.3225, loss: 0.1787 2023-11-13 20:17:45,206 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:50, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.4420, loss: 0.1746 2023-11-13 20:17:47,710 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:45, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1826, decode.acc_seg: 93.2487, loss: 0.1826 2023-11-13 20:17:52,676 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:42, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1799, decode.acc_seg: 93.2209, loss: 0.1799 2023-11-13 20:17:55,132 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:37, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1836, decode.acc_seg: 93.0970, loss: 0.1836 2023-11-13 20:18:00,053 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:34, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1752, decode.acc_seg: 93.3713, loss: 0.1752 2023-11-13 20:18:04,880 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:30, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1709, decode.acc_seg: 93.5440, loss: 0.1709 2023-11-13 20:18:07,360 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:25, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1768, decode.acc_seg: 93.3376, loss: 0.1768 2023-11-13 20:18:12,240 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:22, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1805, decode.acc_seg: 93.2067, loss: 0.1805 2023-11-13 20:18:14,713 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:15:17, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1675, decode.acc_seg: 93.6212, loss: 0.1675 2023-11-13 20:18:19,638 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:15:13, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1895, decode.acc_seg: 92.8733, loss: 0.1895 2023-11-13 20:18:22,156 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:15:09, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1737, decode.acc_seg: 93.4563, loss: 0.1737 2023-11-13 20:18:27,043 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:15:05, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1880, decode.acc_seg: 92.9424, loss: 0.1880 2023-11-13 20:18:29,542 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:15:00, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1730, decode.acc_seg: 93.3938, loss: 0.1730 2023-11-13 20:18:34,402 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:57, time: 0.097, data_time: 0.045, memory: 582, decode.loss_ce: 0.1788, decode.acc_seg: 93.2269, loss: 0.1788 2023-11-13 20:18:39,354 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:53, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1736, decode.acc_seg: 93.4643, loss: 0.1736 2023-11-13 20:18:41,819 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:49, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1733, decode.acc_seg: 93.5382, loss: 0.1733 2023-11-13 20:18:46,666 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:45, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1875, decode.acc_seg: 92.7999, loss: 0.1875 2023-11-13 20:18:49,167 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:49,168 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:40, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1852, decode.acc_seg: 93.1904, loss: 0.1852 2023-11-13 20:18:54,071 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:37, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1864, decode.acc_seg: 93.0057, loss: 0.1864 2023-11-13 20:18:56,621 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:32, time: 0.051, data_time: 0.004, memory: 582, decode.loss_ce: 0.1879, decode.acc_seg: 92.6764, loss: 0.1879 2023-11-13 20:19:01,536 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:28, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.4100, loss: 0.1812 2023-11-13 20:19:04,045 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:24, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1756, decode.acc_seg: 93.2548, loss: 0.1756 2023-11-13 20:19:08,929 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:20, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1806, decode.acc_seg: 93.3765, loss: 0.1806 2023-11-13 20:19:11,409 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:14:16, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1724, decode.acc_seg: 93.5365, loss: 0.1724 2023-11-13 20:19:16,208 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:14:12, time: 0.096, data_time: 0.046, memory: 582, decode.loss_ce: 0.1819, decode.acc_seg: 93.1054, loss: 0.1819 2023-11-13 20:19:21,306 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:14:08, time: 0.102, data_time: 0.048, memory: 582, decode.loss_ce: 0.1801, decode.acc_seg: 93.2972, loss: 0.1801 2023-11-13 20:19:23,850 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:14:04, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1801, decode.acc_seg: 93.3497, loss: 0.1801 2023-11-13 20:19:28,698 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:14:00, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1781, decode.acc_seg: 93.3514, loss: 0.1781 2023-11-13 20:19:31,178 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:55, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1841, decode.acc_seg: 93.2049, loss: 0.1841 2023-11-13 20:19:36,051 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:52, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1884, decode.acc_seg: 92.8626, loss: 0.1884 2023-11-13 20:19:38,537 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1779, decode.acc_seg: 93.3751, loss: 0.1779 2023-11-13 20:19:43,420 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:44, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1756, decode.acc_seg: 93.5232, loss: 0.1756 2023-11-13 20:19:45,867 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:39, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1823, decode.acc_seg: 93.2009, loss: 0.1823 2023-11-13 20:19:50,751 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:35, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1753, decode.acc_seg: 93.4224, loss: 0.1753 2023-11-13 20:19:55,651 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:32, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1792, decode.acc_seg: 93.4139, loss: 0.1792 2023-11-13 20:19:58,164 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:27, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1869, decode.acc_seg: 92.9403, loss: 0.1869 2023-11-13 20:20:03,145 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:23, time: 0.100, data_time: 0.046, memory: 582, decode.loss_ce: 0.1771, decode.acc_seg: 93.6072, loss: 0.1771 2023-11-13 20:20:05,620 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:20:05,694 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:05,695 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:19, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1775, decode.acc_seg: 93.2903, loss: 0.1775 2023-11-13 20:20:14,798 - mmseg - INFO - per class results: 2023-11-13 20:20:14,799 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.2 | 96.7 | | aeroplane | 81.91 | 91.78 | | bicycle | 58.53 | 76.83 | | bird | 84.74 | 93.93 | | boat | 68.18 | 76.71 | | bottle | 71.92 | 82.37 | | bus | 83.35 | 89.2 | | car | 78.65 | 84.59 | | cat | 85.06 | 93.97 | | chair | 24.52 | 34.73 | | cow | 80.18 | 86.48 | | diningtable | 45.13 | 55.89 | | dog | 78.21 | 85.95 | | horse | 78.06 | 84.47 | | motorbike | 77.58 | 89.59 | | person | 80.55 | 88.52 | | pottedplant | 60.75 | 72.65 | | sheep | 81.67 | 92.07 | | sofa | 36.4 | 45.78 | | train | 78.14 | 86.97 | | tvmonitor | 64.75 | 81.0 | +-------------+-------+-------+ 2023-11-13 20:20:14,799 - mmseg - INFO - Summary: 2023-11-13 20:20:14,799 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.82 | 70.97 | 80.49 | +-------+-------+-------+ 2023-11-13 20:20:14,799 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:14,799 - mmseg - INFO - Iter(val) [182] aAcc: 0.9282, mIoU: 0.7097, mAcc: 0.8049, IoU.background: 0.9220, IoU.aeroplane: 0.8191, IoU.bicycle: 0.5853, IoU.bird: 0.8474, IoU.boat: 0.6818, IoU.bottle: 0.7192, IoU.bus: 0.8335, IoU.car: 0.7865, IoU.cat: 0.8506, IoU.chair: 0.2452, IoU.cow: 0.8018, IoU.diningtable: 0.4513, IoU.dog: 0.7821, IoU.horse: 0.7806, IoU.motorbike: 0.7758, IoU.person: 0.8055, IoU.pottedplant: 0.6075, IoU.sheep: 0.8167, IoU.sofa: 0.3640, IoU.train: 0.7814, IoU.tvmonitor: 0.6475, Acc.background: 0.9670, Acc.aeroplane: 0.9178, Acc.bicycle: 0.7683, Acc.bird: 0.9393, Acc.boat: 0.7671, Acc.bottle: 0.8237, Acc.bus: 0.8920, Acc.car: 0.8459, Acc.cat: 0.9397, Acc.chair: 0.3473, Acc.cow: 0.8648, Acc.diningtable: 0.5589, Acc.dog: 0.8595, Acc.horse: 0.8447, Acc.motorbike: 0.8959, Acc.person: 0.8852, Acc.pottedplant: 0.7265, Acc.sheep: 0.9207, Acc.sofa: 0.4578, Acc.train: 0.8697, Acc.tvmonitor: 0.8100 2023-11-13 20:20:19,658 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:18, time: 0.279, data_time: 0.229, memory: 582, decode.loss_ce: 0.1856, decode.acc_seg: 92.9400, loss: 0.1856 2023-11-13 20:20:22,244 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:13:14, time: 0.052, data_time: 0.004, memory: 582, decode.loss_ce: 0.1763, decode.acc_seg: 93.4434, loss: 0.1763 2023-11-13 20:20:27,170 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:13:10, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1750, decode.acc_seg: 93.2940, loss: 0.1750 2023-11-13 20:20:29,727 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:13:06, time: 0.051, data_time: 0.004, memory: 582, decode.loss_ce: 0.1715, decode.acc_seg: 93.3635, loss: 0.1715 2023-11-13 20:20:34,727 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:13:02, time: 0.100, data_time: 0.048, memory: 582, decode.loss_ce: 0.1968, decode.acc_seg: 92.5134, loss: 0.1968 2023-11-13 20:20:37,156 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:57, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1744, decode.acc_seg: 93.2812, loss: 0.1744 2023-11-13 20:20:42,082 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:54, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1902, decode.acc_seg: 92.8765, loss: 0.1902 2023-11-13 20:20:46,937 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:50, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1747, decode.acc_seg: 93.3487, loss: 0.1747 2023-11-13 20:20:49,418 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:45, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1836, decode.acc_seg: 93.0312, loss: 0.1836 2023-11-13 20:20:54,282 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:42, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1764, decode.acc_seg: 93.4319, loss: 0.1764 2023-11-13 20:20:56,775 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:37, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1717, decode.acc_seg: 93.6418, loss: 0.1717 2023-11-13 20:21:01,626 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:33, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.1631, loss: 0.1812 2023-11-13 20:21:04,176 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:29, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1867, decode.acc_seg: 92.9484, loss: 0.1867 2023-11-13 20:21:09,094 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:25, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1790, decode.acc_seg: 93.3178, loss: 0.1790 2023-11-13 20:21:11,570 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:21, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1807, decode.acc_seg: 93.2127, loss: 0.1807 2023-11-13 20:21:16,476 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:17, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.1885, loss: 0.1777 2023-11-13 20:21:21,366 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:12:13, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1720, decode.acc_seg: 93.5153, loss: 0.1720 2023-11-13 20:21:23,824 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:12:09, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1723, decode.acc_seg: 93.4518, loss: 0.1723 2023-11-13 20:21:28,644 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:12:05, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.1807, decode.acc_seg: 93.2055, loss: 0.1807 2023-11-13 20:21:31,104 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:21:31,105 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:12:01, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1743, decode.acc_seg: 93.4726, loss: 0.1743 2023-11-13 20:21:36,002 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:57, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1725, decode.acc_seg: 93.5104, loss: 0.1725 2023-11-13 20:21:38,505 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:52, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1717, decode.acc_seg: 93.4951, loss: 0.1717 2023-11-13 20:21:43,350 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:49, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1598, decode.acc_seg: 94.2218, loss: 0.1598 2023-11-13 20:21:45,854 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:44, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1793, decode.acc_seg: 93.0889, loss: 0.1793 2023-11-13 20:21:50,707 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:40, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1943, decode.acc_seg: 92.8155, loss: 0.1943 2023-11-13 20:21:53,204 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:36, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1702, decode.acc_seg: 93.6531, loss: 0.1702 2023-11-13 20:21:58,116 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:32, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1847, decode.acc_seg: 93.0268, loss: 0.1847 2023-11-13 20:22:02,941 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:29, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1674, decode.acc_seg: 93.8413, loss: 0.1674 2023-11-13 20:22:05,425 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:24, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.2816, loss: 0.1818 2023-11-13 20:22:10,259 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:20, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1720, decode.acc_seg: 93.3948, loss: 0.1720 2023-11-13 20:22:12,723 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:16, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1932, decode.acc_seg: 92.7296, loss: 0.1932 2023-11-13 20:22:17,643 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:12, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1766, decode.acc_seg: 93.3046, loss: 0.1766 2023-11-13 20:22:20,130 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:11:08, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1834, decode.acc_seg: 93.2665, loss: 0.1834 2023-11-13 20:22:24,979 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:11:04, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1846, decode.acc_seg: 93.0820, loss: 0.1846 2023-11-13 20:22:27,525 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:11:00, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1907, decode.acc_seg: 92.9080, loss: 0.1907 2023-11-13 20:22:32,412 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:56, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1898, decode.acc_seg: 92.9330, loss: 0.1898 2023-11-13 20:22:34,827 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:51, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.1827, decode.acc_seg: 93.2601, loss: 0.1827 2023-11-13 20:22:39,779 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:48, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1721, decode.acc_seg: 93.4357, loss: 0.1721 2023-11-13 20:22:44,770 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:44, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1716, decode.acc_seg: 93.5147, loss: 0.1716 2023-11-13 20:22:47,303 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:22:47,303 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:40, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1712, decode.acc_seg: 93.6280, loss: 0.1712 2023-11-13 20:22:52,183 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:36, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1805, decode.acc_seg: 93.3024, loss: 0.1805 2023-11-13 20:22:54,660 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:31, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1865, decode.acc_seg: 93.0790, loss: 0.1865 2023-11-13 20:22:59,536 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:28, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1803, decode.acc_seg: 93.0677, loss: 0.1803 2023-11-13 20:23:02,011 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:23, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1811, decode.acc_seg: 93.0936, loss: 0.1811 2023-11-13 20:23:06,968 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:19, time: 0.099, data_time: 0.054, memory: 582, decode.loss_ce: 0.1755, decode.acc_seg: 93.4347, loss: 0.1755 2023-11-13 20:23:09,417 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:15, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1761, decode.acc_seg: 93.2499, loss: 0.1761 2023-11-13 20:23:14,336 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:11, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1822, decode.acc_seg: 93.2819, loss: 0.1822 2023-11-13 20:23:19,240 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:10:08, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1890, decode.acc_seg: 92.7586, loss: 0.1890 2023-11-13 20:23:21,706 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:10:03, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1797, decode.acc_seg: 93.3643, loss: 0.1797 2023-11-13 20:23:26,637 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:59, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.1828, decode.acc_seg: 93.1398, loss: 0.1828 2023-11-13 20:23:29,141 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:55, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1810, decode.acc_seg: 93.2220, loss: 0.1810 2023-11-13 20:23:34,065 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:51, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1736, decode.acc_seg: 93.4966, loss: 0.1736 2023-11-13 20:23:36,583 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1744, decode.acc_seg: 93.4250, loss: 0.1744 2023-11-13 20:23:41,388 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:43, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1759, decode.acc_seg: 93.3769, loss: 0.1759 2023-11-13 20:23:43,894 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:39, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1860, decode.acc_seg: 93.0508, loss: 0.1860 2023-11-13 20:23:48,734 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:35, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1840, decode.acc_seg: 93.0947, loss: 0.1840 2023-11-13 20:23:51,172 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:31, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1775, decode.acc_seg: 93.2343, loss: 0.1775 2023-11-13 20:23:56,037 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:27, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1713, decode.acc_seg: 93.3842, loss: 0.1713 2023-11-13 20:24:00,900 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:23, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1848, decode.acc_seg: 93.2566, loss: 0.1848 2023-11-13 20:24:03,409 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:24:03,410 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:19, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1733, decode.acc_seg: 93.4268, loss: 0.1733 2023-11-13 20:24:08,295 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:15, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1846, decode.acc_seg: 93.2027, loss: 0.1846 2023-11-13 20:24:10,785 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1911, decode.acc_seg: 92.7537, loss: 0.1911 2023-11-13 20:24:15,604 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:09:07, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1779, decode.acc_seg: 93.3278, loss: 0.1779 2023-11-13 20:24:18,111 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:09:02, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.5100, loss: 0.1746 2023-11-13 20:24:23,017 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:59, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1778, decode.acc_seg: 93.2988, loss: 0.1778 2023-11-13 20:24:25,457 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:54, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1851, decode.acc_seg: 92.8854, loss: 0.1851 2023-11-13 20:24:30,434 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:51, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1654, decode.acc_seg: 93.5878, loss: 0.1654 2023-11-13 20:24:35,237 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:47, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1878, decode.acc_seg: 93.0642, loss: 0.1878 2023-11-13 20:24:37,733 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:42, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1797, decode.acc_seg: 93.1502, loss: 0.1797 2023-11-13 20:24:42,633 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:39, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1741, decode.acc_seg: 93.4795, loss: 0.1741 2023-11-13 20:24:45,123 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:34, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1765, decode.acc_seg: 93.3045, loss: 0.1765 2023-11-13 20:24:50,055 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:31, time: 0.099, data_time: 0.052, memory: 582, decode.loss_ce: 0.1898, decode.acc_seg: 92.8588, loss: 0.1898 2023-11-13 20:24:52,566 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:26, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1700, decode.acc_seg: 93.5069, loss: 0.1700 2023-11-13 20:24:57,422 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:22, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1871, decode.acc_seg: 92.9503, loss: 0.1871 2023-11-13 20:24:59,905 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1902, decode.acc_seg: 92.8811, loss: 0.1902 2023-11-13 20:25:04,807 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:14, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1655, decode.acc_seg: 93.7368, loss: 0.1655 2023-11-13 20:25:07,271 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.2340, loss: 0.1796 2023-11-13 20:25:12,122 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:08:06, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1914, decode.acc_seg: 92.7432, loss: 0.1914 2023-11-13 20:25:16,979 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:08:02, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1832, decode.acc_seg: 93.2429, loss: 0.1832 2023-11-13 20:25:19,504 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:19,505 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:58, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1789, decode.acc_seg: 93.3088, loss: 0.1789 2023-11-13 20:25:24,522 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:54, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1855, decode.acc_seg: 93.0074, loss: 0.1855 2023-11-13 20:25:27,032 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:50, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1725, decode.acc_seg: 93.4116, loss: 0.1725 2023-11-13 20:25:31,920 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:46, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1820, decode.acc_seg: 93.1813, loss: 0.1820 2023-11-13 20:25:34,389 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:42, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1773, decode.acc_seg: 93.3176, loss: 0.1773 2023-11-13 20:25:39,306 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:38, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1750, decode.acc_seg: 93.2762, loss: 0.1750 2023-11-13 20:25:41,815 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:34, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1868, decode.acc_seg: 92.9879, loss: 0.1868 2023-11-13 20:25:46,757 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:30, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1633, decode.acc_seg: 93.9568, loss: 0.1633 2023-11-13 20:25:51,514 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:26, time: 0.095, data_time: 0.049, memory: 582, decode.loss_ce: 0.1813, decode.acc_seg: 93.0101, loss: 0.1813 2023-11-13 20:25:54,138 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:22, time: 0.053, data_time: 0.004, memory: 582, decode.loss_ce: 0.1757, decode.acc_seg: 93.3673, loss: 0.1757 2023-11-13 20:25:59,003 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:18, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1809, decode.acc_seg: 93.0778, loss: 0.1809 2023-11-13 20:26:01,497 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:14, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1839, decode.acc_seg: 93.2077, loss: 0.1839 2023-11-13 20:26:06,445 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:10, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1791, decode.acc_seg: 93.4183, loss: 0.1791 2023-11-13 20:26:08,922 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:07:06, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1856, decode.acc_seg: 93.1469, loss: 0.1856 2023-11-13 20:26:13,771 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:07:02, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.0392, loss: 0.1812 2023-11-13 20:26:16,311 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:58, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1744, decode.acc_seg: 93.4022, loss: 0.1744 2023-11-13 20:26:21,253 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:54, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1719, decode.acc_seg: 93.5208, loss: 0.1719 2023-11-13 20:26:23,720 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1799, decode.acc_seg: 93.1156, loss: 0.1799 2023-11-13 20:26:28,670 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:46, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1705, decode.acc_seg: 93.7813, loss: 0.1705 2023-11-13 20:26:33,539 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:42, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1834, decode.acc_seg: 93.2557, loss: 0.1834 2023-11-13 20:26:36,030 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:36,031 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1776, decode.acc_seg: 93.4266, loss: 0.1776 2023-11-13 20:26:40,879 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:34, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1816, decode.acc_seg: 93.1855, loss: 0.1816 2023-11-13 20:26:43,352 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:30, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1747, decode.acc_seg: 93.5356, loss: 0.1747 2023-11-13 20:26:48,206 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:26, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1653, decode.acc_seg: 93.8159, loss: 0.1653 2023-11-13 20:26:50,685 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:22, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1777, decode.acc_seg: 93.1901, loss: 0.1777 2023-11-13 20:26:55,562 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:18, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1842, decode.acc_seg: 93.0237, loss: 0.1842 2023-11-13 20:26:58,039 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:14, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1840, decode.acc_seg: 93.1878, loss: 0.1840 2023-11-13 20:27:02,921 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:10, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1830, decode.acc_seg: 93.2370, loss: 0.1830 2023-11-13 20:27:07,689 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:06, time: 0.095, data_time: 0.047, memory: 582, decode.loss_ce: 0.1818, decode.acc_seg: 93.0582, loss: 0.1818 2023-11-13 20:27:10,332 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:02, time: 0.053, data_time: 0.006, memory: 582, decode.loss_ce: 0.1746, decode.acc_seg: 93.3784, loss: 0.1746 2023-11-13 20:27:15,161 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:58, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1799, decode.acc_seg: 93.1908, loss: 0.1799 2023-11-13 20:27:17,633 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:54, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1803, decode.acc_seg: 93.2549, loss: 0.1803 2023-11-13 20:27:22,536 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:50, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1748, decode.acc_seg: 93.4422, loss: 0.1748 2023-11-13 20:27:25,037 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:46, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.2264, loss: 0.1796 2023-11-13 20:27:29,930 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:42, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1635, decode.acc_seg: 93.9293, loss: 0.1635 2023-11-13 20:27:32,425 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:38, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1671, decode.acc_seg: 93.6645, loss: 0.1671 2023-11-13 20:27:37,248 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:34, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.1850, decode.acc_seg: 93.0007, loss: 0.1850 2023-11-13 20:27:39,738 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:30, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1725, decode.acc_seg: 93.5571, loss: 0.1725 2023-11-13 20:27:44,644 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:26, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1678, decode.acc_seg: 93.5154, loss: 0.1678 2023-11-13 20:27:49,550 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:22, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.1756, decode.acc_seg: 93.3442, loss: 0.1756 2023-11-13 20:27:52,047 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:27:52,047 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1842, decode.acc_seg: 93.0430, loss: 0.1842 2023-11-13 20:27:56,887 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:14, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.1793, decode.acc_seg: 93.2606, loss: 0.1793 2023-11-13 20:27:59,349 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1875, decode.acc_seg: 92.8602, loss: 0.1875 2023-11-13 20:28:04,262 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:06, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.1869, decode.acc_seg: 92.9545, loss: 0.1869 2023-11-13 20:28:06,746 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:02, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1726, decode.acc_seg: 93.5626, loss: 0.1726 2023-11-13 20:28:11,641 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:58, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1625, decode.acc_seg: 93.8552, loss: 0.1625 2023-11-13 20:28:14,125 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:54, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1786, decode.acc_seg: 93.3421, loss: 0.1786 2023-11-13 20:28:19,055 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:50, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1768, decode.acc_seg: 93.1853, loss: 0.1768 2023-11-13 20:28:21,507 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:46, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1861, decode.acc_seg: 93.1061, loss: 0.1861 2023-11-13 20:28:26,406 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:42, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1798, decode.acc_seg: 93.1796, loss: 0.1798 2023-11-13 20:28:31,408 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:38, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1905, decode.acc_seg: 92.9507, loss: 0.1905 2023-11-13 20:28:33,915 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:34, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1806, decode.acc_seg: 93.3090, loss: 0.1806 2023-11-13 20:28:38,736 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:30, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.1776, decode.acc_seg: 93.2385, loss: 0.1776 2023-11-13 20:28:41,201 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:26, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1784, decode.acc_seg: 93.1638, loss: 0.1784 2023-11-13 20:28:46,064 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:22, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1690, decode.acc_seg: 93.5691, loss: 0.1690 2023-11-13 20:28:48,568 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:18, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1797, decode.acc_seg: 93.2829, loss: 0.1797 2023-11-13 20:28:53,509 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:14, time: 0.099, data_time: 0.052, memory: 582, decode.loss_ce: 0.1688, decode.acc_seg: 93.4707, loss: 0.1688 2023-11-13 20:28:55,984 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1725, decode.acc_seg: 93.5937, loss: 0.1725 2023-11-13 20:29:00,845 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:06, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1846, decode.acc_seg: 93.0183, loss: 0.1846 2023-11-13 20:29:05,895 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:02, time: 0.101, data_time: 0.049, memory: 582, decode.loss_ce: 0.1723, decode.acc_seg: 93.5336, loss: 0.1723 2023-11-13 20:29:08,358 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:29:08,359 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:58, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1741, decode.acc_seg: 93.4681, loss: 0.1741 2023-11-13 20:29:13,253 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:54, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1860, decode.acc_seg: 92.9901, loss: 0.1860 2023-11-13 20:29:15,763 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:50, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1757, decode.acc_seg: 93.4082, loss: 0.1757 2023-11-13 20:29:20,658 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:46, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1804, decode.acc_seg: 93.3178, loss: 0.1804 2023-11-13 20:29:23,140 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:42, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1825, decode.acc_seg: 93.1600, loss: 0.1825 2023-11-13 20:29:28,019 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:38, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1771, decode.acc_seg: 93.3209, loss: 0.1771 2023-11-13 20:29:30,485 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:34, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1758, decode.acc_seg: 93.4194, loss: 0.1758 2023-11-13 20:29:35,346 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:30, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1756, decode.acc_seg: 93.3722, loss: 0.1756 2023-11-13 20:29:37,776 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:26, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1779, decode.acc_seg: 93.4738, loss: 0.1779 2023-11-13 20:29:42,639 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:22, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1776, decode.acc_seg: 93.2641, loss: 0.1776 2023-11-13 20:29:47,615 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:18, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.1776, decode.acc_seg: 93.5339, loss: 0.1776 2023-11-13 20:29:50,135 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:14, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1796, decode.acc_seg: 93.2858, loss: 0.1796 2023-11-13 20:29:55,073 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:10, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1713, decode.acc_seg: 93.5351, loss: 0.1713 2023-11-13 20:29:57,584 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:06, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1798, decode.acc_seg: 93.1197, loss: 0.1798 2023-11-13 20:30:02,467 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:02, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1823, decode.acc_seg: 93.0499, loss: 0.1823 2023-11-13 20:30:04,949 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:58, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1755, decode.acc_seg: 93.2373, loss: 0.1755 2023-11-13 20:30:09,856 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:54, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1717, decode.acc_seg: 93.6430, loss: 0.1717 2023-11-13 20:30:12,311 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1697, decode.acc_seg: 93.4969, loss: 0.1697 2023-11-13 20:30:17,207 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:46, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1736, decode.acc_seg: 93.4767, loss: 0.1736 2023-11-13 20:30:22,178 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:42, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1807, decode.acc_seg: 93.1623, loss: 0.1807 2023-11-13 20:30:24,618 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:30:24,618 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:38, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1795, decode.acc_seg: 93.2108, loss: 0.1795 2023-11-13 20:30:29,453 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:34, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.1791, decode.acc_seg: 93.2841, loss: 0.1791 2023-11-13 20:30:31,922 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1740, decode.acc_seg: 93.5350, loss: 0.1740 2023-11-13 20:30:36,795 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:26, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1811, decode.acc_seg: 93.0762, loss: 0.1811 2023-11-13 20:30:39,269 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1664, decode.acc_seg: 93.8359, loss: 0.1664 2023-11-13 20:30:44,191 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:18, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1822, decode.acc_seg: 93.0344, loss: 0.1822 2023-11-13 20:30:46,718 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:14, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1793, decode.acc_seg: 93.3670, loss: 0.1793 2023-11-13 20:30:51,626 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:10, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1727, decode.acc_seg: 93.4509, loss: 0.1727 2023-11-13 20:30:54,086 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:06, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1727, decode.acc_seg: 93.6399, loss: 0.1727 2023-11-13 20:30:59,059 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:03, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1742, decode.acc_seg: 93.5517, loss: 0.1742 2023-11-13 20:31:04,002 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:59, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.1739, decode.acc_seg: 93.2633, loss: 0.1739 2023-11-13 20:31:06,480 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:55, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1755, decode.acc_seg: 93.1356, loss: 0.1755 2023-11-13 20:31:11,376 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:51, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1885, decode.acc_seg: 92.7718, loss: 0.1885 2023-11-13 20:31:13,862 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:47, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1790, decode.acc_seg: 93.2511, loss: 0.1790 2023-11-13 20:31:18,813 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:43, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.1808, decode.acc_seg: 93.3568, loss: 0.1808 2023-11-13 20:31:21,339 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:39, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1792, decode.acc_seg: 93.2739, loss: 0.1792 2023-11-13 20:31:26,218 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:35, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1899, decode.acc_seg: 92.6811, loss: 0.1899 2023-11-13 20:31:28,682 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:31, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1832, decode.acc_seg: 93.2328, loss: 0.1832 2023-11-13 20:31:33,598 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:27, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.1910, decode.acc_seg: 92.7944, loss: 0.1910 2023-11-13 20:31:38,522 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:23, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1722, decode.acc_seg: 93.4587, loss: 0.1722 2023-11-13 20:31:41,014 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:41,014 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:19, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1782, decode.acc_seg: 93.4143, loss: 0.1782 2023-11-13 20:31:45,938 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:15, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1806, decode.acc_seg: 93.3341, loss: 0.1806 2023-11-13 20:31:48,438 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1793, decode.acc_seg: 93.2794, loss: 0.1793 2023-11-13 20:31:53,289 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:07, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1748, decode.acc_seg: 93.5823, loss: 0.1748 2023-11-13 20:31:55,773 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:03, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1787, decode.acc_seg: 93.3518, loss: 0.1787 2023-11-13 20:32:00,653 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:59, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.1795, decode.acc_seg: 93.1514, loss: 0.1795 2023-11-13 20:32:03,130 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:55, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1771, decode.acc_seg: 93.4035, loss: 0.1771 2023-11-13 20:32:07,993 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:51, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.1829, decode.acc_seg: 93.0551, loss: 0.1829 2023-11-13 20:32:10,507 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1892, decode.acc_seg: 93.0273, loss: 0.1892 2023-11-13 20:32:15,465 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:43, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.1742, decode.acc_seg: 93.3089, loss: 0.1742 2023-11-13 20:32:20,367 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:39, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.1820, decode.acc_seg: 93.0720, loss: 0.1820 2023-11-13 20:32:22,831 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.1812, decode.acc_seg: 93.2878, loss: 0.1812 2023-11-13 20:32:27,695 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.1769, decode.acc_seg: 93.2214, loss: 0.1769 2023-11-13 20:32:30,216 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.1726, decode.acc_seg: 93.4206, loss: 0.1726 2023-11-13 20:32:35,129 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.1772, decode.acc_seg: 93.2800, loss: 0.1772 2023-11-13 20:32:37,580 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.1871, decode.acc_seg: 93.0770, loss: 0.1871 2023-11-13 20:32:42,425 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.1674, decode.acc_seg: 93.5603, loss: 0.1674 2023-11-13 20:32:44,918 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.1680, decode.acc_seg: 93.6813, loss: 0.1680 2023-11-13 20:32:49,830 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.1723, decode.acc_seg: 93.5195, loss: 0.1723 2023-11-13 20:32:54,829 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.100, data_time: 0.046, memory: 582, decode.loss_ce: 0.1748, decode.acc_seg: 93.2550, loss: 0.1748 2023-11-13 20:32:57,332 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:32:57,364 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:32:57,364 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.1764, decode.acc_seg: 93.3992, loss: 0.1764 2023-11-13 20:33:06,422 - mmseg - INFO - per class results: 2023-11-13 20:33:06,423 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.12 | 96.24 | | aeroplane | 80.74 | 92.45 | | bicycle | 57.06 | 77.71 | | bird | 84.62 | 94.83 | | boat | 67.89 | 76.36 | | bottle | 71.42 | 82.61 | | bus | 82.8 | 89.74 | | car | 78.52 | 85.34 | | cat | 84.02 | 94.76 | | chair | 25.35 | 36.7 | | cow | 80.36 | 88.53 | | diningtable | 45.44 | 55.58 | | dog | 77.31 | 85.05 | | horse | 77.78 | 85.83 | | motorbike | 76.4 | 91.13 | | person | 80.29 | 89.2 | | pottedplant | 60.43 | 73.08 | | sheep | 81.24 | 93.25 | | sofa | 36.89 | 47.34 | | train | 77.21 | 88.73 | | tvmonitor | 65.03 | 81.39 | +-------------+-------+-------+ 2023-11-13 20:33:06,424 - mmseg - INFO - Summary: 2023-11-13 20:33:06,424 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 92.69 | 70.62 | 81.23 | +-------+-------+-------+ 2023-11-13 20:33:06,424 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:33:06,424 - mmseg - INFO - Iter(val) [182] aAcc: 0.9269, mIoU: 0.7062, mAcc: 0.8123, IoU.background: 0.9212, IoU.aeroplane: 0.8074, IoU.bicycle: 0.5706, IoU.bird: 0.8462, IoU.boat: 0.6789, IoU.bottle: 0.7142, IoU.bus: 0.8280, IoU.car: 0.7852, IoU.cat: 0.8402, IoU.chair: 0.2535, IoU.cow: 0.8036, IoU.diningtable: 0.4544, IoU.dog: 0.7731, IoU.horse: 0.7778, IoU.motorbike: 0.7640, IoU.person: 0.8029, IoU.pottedplant: 0.6043, IoU.sheep: 0.8124, IoU.sofa: 0.3689, IoU.train: 0.7721, IoU.tvmonitor: 0.6503, Acc.background: 0.9624, Acc.aeroplane: 0.9245, Acc.bicycle: 0.7771, Acc.bird: 0.9483, Acc.boat: 0.7636, Acc.bottle: 0.8261, Acc.bus: 0.8974, Acc.car: 0.8534, Acc.cat: 0.9476, Acc.chair: 0.3670, Acc.cow: 0.8853, Acc.diningtable: 0.5558, Acc.dog: 0.8505, Acc.horse: 0.8583, Acc.motorbike: 0.9113, Acc.person: 0.8920, Acc.pottedplant: 0.7308, Acc.sheep: 0.9325, Acc.sofa: 0.4734, Acc.train: 0.8873, Acc.tvmonitor: 0.8139