2023-11-13 19:37:59,542 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:59,557 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:59,557 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:59,630 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+ee2e440 ------------------------------------------------------------ 2023-11-13 19:37:59,630 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:59,630 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_voc2012_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_norm_cfg': {'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, 'crop_size': (512, 512), 'train_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}], 'test_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}], 'data': {'samples_per_gpu': 2, 'workers_per_gpu': 6, 'train': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/train.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}]}, 'val': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}, 'test': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}}, 'log_config': {'interval': 50, 'hooks': [{'type': 'TextLoggerHook', 'by_epoch': False}]}, 'dist_params': {'backend': 'nccl'}, 'log_level': 'INFO', 'load_from': None, 'resume_from': None, 'workflow': [('train', 1)], 'cudnn_benchmark': True, 'optimizer': {'type': 'AdamW', 'lr': 0.001, 'weight_decay': 0.0001, 'betas': (0.9, 0.999)}, 'optimizer_config': {'type': 'DistOptimizerHook', 'update_interval': 1, 'grad_clip': None, 'coalesce': True, 'bucket_size_mb': -1, 'use_fp16': False}, 'lr_config': {'policy': 'poly', 'warmup': 'linear', 'warmup_iters': 1500, 'warmup_ratio': 1e-06, 'power': 1.0, 'min_lr': 0.0, 'by_epoch': False}, 'runner': {'type': 'IterBasedRunner', 'max_iters': 40000}, 'checkpoint_config': {'by_epoch': False, 'interval': 10000}, 'evaluation': {'interval': 10000, 'metric': 'mIoU', 'pre_eval': True}, 'fp16': None, 'find_unused_parameters': False, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'model': {'type': 'EncoderDecoder', 'pretrained': None, 'backbone': {'type': 'DinoVisionTransformer', 'out_indices': [8, 9, 10, 11]}, 'decode_head': {'type': 'BNHead', 'in_channels': [768], 'in_index': [3], 'input_transform': 'resize_concat', 'channels': 768, 'dropout_ratio': 0, 'num_classes': 21, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/vit_base_patch16_224.mae_voc2012'} 2023-11-13 19:38:02,805 - mmseg - INFO - Set random seed to 129699309, deterministic: False 2023-11-13 19:38:05,490 - 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 19:38:05,500 - 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 19:38:05,505 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:38:05,580 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:38:05,581 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch16_224.mae_voc2012 2023-11-13 19:38:05,581 - 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 19:38:05,581 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:38:05,588 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch16_224.mae_voc2012 by HardDiskBackend. 2023-11-13 19:39:35,923 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:26:46, time: 0.130, data_time: 0.011, memory: 528, decode.loss_ce: 2.6340, decode.acc_seg: 4.2028, loss: 2.6340 2023-11-13 19:39:40,806 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:15:49, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 2.5171, decode.acc_seg: 9.8431, loss: 2.5171 2023-11-13 19:39:43,353 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:01:45, time: 0.051, data_time: 0.004, memory: 528, decode.loss_ce: 2.3623, decode.acc_seg: 31.0209, loss: 2.3623 2023-11-13 19:39:48,230 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:02:26, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 2.1856, decode.acc_seg: 46.9952, loss: 2.1856 2023-11-13 19:39:50,679 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:56:22, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 1.9538, decode.acc_seg: 55.0431, loss: 1.9538 2023-11-13 19:39:55,548 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 0:57:39, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 1.6112, decode.acc_seg: 62.1249, loss: 1.6112 2023-11-13 19:39:58,035 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:54:03, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 1.3864, decode.acc_seg: 65.7715, loss: 1.3864 2023-11-13 19:40:02,942 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:55:20, time: 0.098, data_time: 0.052, memory: 528, decode.loss_ce: 1.2106, decode.acc_seg: 68.0561, loss: 1.2106 2023-11-13 19:40:05,376 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:52:41, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 1.0658, decode.acc_seg: 70.4282, loss: 1.0658 2023-11-13 19:40:10,309 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:53:51, time: 0.099, data_time: 0.049, memory: 528, decode.loss_ce: 0.9588, decode.acc_seg: 71.0992, loss: 0.9588 2023-11-13 19:40:15,078 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:54:36, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.8729, decode.acc_seg: 73.6774, loss: 0.8729 2023-11-13 19:40:17,512 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:52:38, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.8041, decode.acc_seg: 74.7879, loss: 0.8041 2023-11-13 19:40:22,315 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:53:23, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.7834, decode.acc_seg: 74.6570, loss: 0.7834 2023-11-13 19:40:24,753 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:51:47, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.7464, decode.acc_seg: 76.6131, loss: 0.7464 2023-11-13 19:40:29,576 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:52:28, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.6876, decode.acc_seg: 77.5001, loss: 0.6876 2023-11-13 19:40:32,088 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:51:11, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.6743, decode.acc_seg: 77.6699, loss: 0.6743 2023-11-13 19:40:36,940 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:51:50, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.6370, decode.acc_seg: 78.5149, loss: 0.6370 2023-11-13 19:40:39,392 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:50:40, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.6503, decode.acc_seg: 78.6640, loss: 0.6503 2023-11-13 19:40:44,303 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:51:18, time: 0.098, data_time: 0.047, memory: 528, decode.loss_ce: 0.6152, decode.acc_seg: 79.3499, loss: 0.6152 2023-11-13 19:40:46,761 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:40:46,762 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:50:16, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.6067, decode.acc_seg: 79.4854, loss: 0.6067 2023-11-13 19:40:51,643 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:50:50, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.5869, decode.acc_seg: 80.2868, loss: 0.5869 2023-11-13 19:40:56,571 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:51:22, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.6012, decode.acc_seg: 79.5979, loss: 0.6012 2023-11-13 19:40:58,999 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:50:26, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5700, decode.acc_seg: 80.7189, loss: 0.5700 2023-11-13 19:41:03,846 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:50:53, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.5541, decode.acc_seg: 80.9800, loss: 0.5541 2023-11-13 19:41:06,302 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:50:03, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5473, decode.acc_seg: 81.1872, loss: 0.5473 2023-11-13 19:41:11,034 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:50:25, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.5271, decode.acc_seg: 81.6481, loss: 0.5271 2023-11-13 19:41:13,458 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:49:38, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5356, decode.acc_seg: 81.7175, loss: 0.5356 2023-11-13 19:41:18,218 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:50:00, time: 0.095, data_time: 0.049, memory: 528, decode.loss_ce: 0.5061, decode.acc_seg: 82.4987, loss: 0.5061 2023-11-13 19:41:20,660 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:49:17, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.5456, decode.acc_seg: 80.6624, loss: 0.5456 2023-11-13 19:41:25,527 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:49:40, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.5630, decode.acc_seg: 80.6274, loss: 0.5630 2023-11-13 19:41:30,324 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:49:59, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.4808, decode.acc_seg: 82.9805, loss: 0.4808 2023-11-13 19:41:32,800 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:49:21, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.5047, decode.acc_seg: 81.9435, loss: 0.5047 2023-11-13 19:41:37,669 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:49:40, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.5021, decode.acc_seg: 82.5249, loss: 0.5021 2023-11-13 19:41:40,183 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:49:06, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.5120, decode.acc_seg: 81.6391, loss: 0.5120 2023-11-13 19:41:44,952 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:49:22, time: 0.095, data_time: 0.050, memory: 528, decode.loss_ce: 0.4957, decode.acc_seg: 82.5172, loss: 0.4957 2023-11-13 19:41:47,400 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:48:48, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4971, decode.acc_seg: 82.2924, loss: 0.4971 2023-11-13 19:41:52,312 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:49:06, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4596, decode.acc_seg: 83.4288, loss: 0.4596 2023-11-13 19:41:54,764 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:48:34, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4646, decode.acc_seg: 83.0695, loss: 0.4646 2023-11-13 19:41:59,586 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:48:50, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 0.4747, decode.acc_seg: 82.7848, loss: 0.4747 2023-11-13 19:42:02,012 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:42:02,012 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:48:19, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4876, decode.acc_seg: 82.7625, loss: 0.4876 2023-11-13 19:42:06,935 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:48:36, time: 0.098, data_time: 0.053, memory: 528, decode.loss_ce: 0.4868, decode.acc_seg: 82.1549, loss: 0.4868 2023-11-13 19:42:11,853 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:48:51, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.4586, decode.acc_seg: 83.4844, loss: 0.4586 2023-11-13 19:42:14,327 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:48:23, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4809, decode.acc_seg: 83.0151, loss: 0.4809 2023-11-13 19:42:19,186 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:48:37, time: 0.097, data_time: 0.051, memory: 528, decode.loss_ce: 0.4585, decode.acc_seg: 83.0451, loss: 0.4585 2023-11-13 19:42:21,627 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:48:09, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4683, decode.acc_seg: 82.7666, loss: 0.4683 2023-11-13 19:42:26,423 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:48:21, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.4518, decode.acc_seg: 83.6316, loss: 0.4518 2023-11-13 19:42:28,907 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:47:55, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4753, decode.acc_seg: 83.0591, loss: 0.4753 2023-11-13 19:42:33,750 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:48:07, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4477, decode.acc_seg: 83.6673, loss: 0.4477 2023-11-13 19:42:36,174 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:47:42, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4819, decode.acc_seg: 82.6627, loss: 0.4819 2023-11-13 19:42:41,064 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:47:54, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.4389, decode.acc_seg: 84.3950, loss: 0.4389 2023-11-13 19:42:46,001 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:48:07, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.4542, decode.acc_seg: 82.9518, loss: 0.4542 2023-11-13 19:42:48,394 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:47:42, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4359, decode.acc_seg: 83.9939, loss: 0.4359 2023-11-13 19:42:53,240 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:47:52, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4548, decode.acc_seg: 83.7173, loss: 0.4548 2023-11-13 19:42:55,690 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:47:29, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4472, decode.acc_seg: 83.9611, loss: 0.4472 2023-11-13 19:43:00,554 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:47:39, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4702, decode.acc_seg: 83.0860, loss: 0.4702 2023-11-13 19:43:02,979 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:47:17, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4512, decode.acc_seg: 83.7852, loss: 0.4512 2023-11-13 19:43:07,750 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:47:25, time: 0.095, data_time: 0.050, memory: 528, decode.loss_ce: 0.4329, decode.acc_seg: 84.1326, loss: 0.4329 2023-11-13 19:43:10,174 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:47:04, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4554, decode.acc_seg: 83.1475, loss: 0.4554 2023-11-13 19:43:15,063 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:47:13, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.4489, decode.acc_seg: 84.0336, loss: 0.4489 2023-11-13 19:43:17,470 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:43:17,470 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:46:52, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4455, decode.acc_seg: 83.6615, loss: 0.4455 2023-11-13 19:43:22,346 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:47:01, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.4389, decode.acc_seg: 84.5299, loss: 0.4389 2023-11-13 19:43:27,279 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:47:11, time: 0.099, data_time: 0.048, memory: 528, decode.loss_ce: 0.4565, decode.acc_seg: 83.2657, loss: 0.4565 2023-11-13 19:43:29,802 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:46:52, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4199, decode.acc_seg: 84.4992, loss: 0.4199 2023-11-13 19:43:34,638 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:47:00, time: 0.097, data_time: 0.046, memory: 528, decode.loss_ce: 0.4667, decode.acc_seg: 83.1954, loss: 0.4667 2023-11-13 19:43:37,107 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:46:40, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4283, decode.acc_seg: 84.2537, loss: 0.4283 2023-11-13 19:43:41,977 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:46:48, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4509, decode.acc_seg: 83.5776, loss: 0.4509 2023-11-13 19:43:44,455 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:46:30, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4218, decode.acc_seg: 84.9107, loss: 0.4218 2023-11-13 19:43:49,366 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:46:38, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4274, decode.acc_seg: 84.4341, loss: 0.4274 2023-11-13 19:43:51,824 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:46:19, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4198, decode.acc_seg: 84.1535, loss: 0.4198 2023-11-13 19:43:56,636 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:46:26, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.4335, decode.acc_seg: 84.2057, loss: 0.4335 2023-11-13 19:44:01,405 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:46:32, time: 0.095, data_time: 0.047, memory: 528, decode.loss_ce: 0.4731, decode.acc_seg: 83.1002, loss: 0.4731 2023-11-13 19:44:03,874 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:46:15, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4409, decode.acc_seg: 84.1916, loss: 0.4409 2023-11-13 19:44:08,759 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:46:21, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.4512, decode.acc_seg: 83.6696, loss: 0.4512 2023-11-13 19:44:11,192 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:46:04, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.3994, decode.acc_seg: 85.1003, loss: 0.3994 2023-11-13 19:44:16,062 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:46:10, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4431, decode.acc_seg: 83.9237, loss: 0.4431 2023-11-13 19:44:18,527 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:45:54, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4293, decode.acc_seg: 84.1322, loss: 0.4293 2023-11-13 19:44:23,392 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:46:00, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4443, decode.acc_seg: 83.0937, loss: 0.4443 2023-11-13 19:44:25,854 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:45:43, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4137, decode.acc_seg: 84.8696, loss: 0.4137 2023-11-13 19:44:30,663 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:45:49, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.4308, decode.acc_seg: 84.6876, loss: 0.4308 2023-11-13 19:44:33,070 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:44:33,070 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:45:32, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4362, decode.acc_seg: 84.0469, loss: 0.4362 2023-11-13 19:44:37,845 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:45:37, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.4297, decode.acc_seg: 84.8810, loss: 0.4297 2023-11-13 19:44:42,692 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:45:43, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4363, decode.acc_seg: 83.9382, loss: 0.4363 2023-11-13 19:44:45,131 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:45:27, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4208, decode.acc_seg: 84.4859, loss: 0.4208 2023-11-13 19:44:49,952 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:45:32, time: 0.096, data_time: 0.051, memory: 528, decode.loss_ce: 0.4307, decode.acc_seg: 84.0571, loss: 0.4307 2023-11-13 19:44:52,452 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:45:17, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4219, decode.acc_seg: 84.2157, loss: 0.4219 2023-11-13 19:44:57,337 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:45:22, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.4173, decode.acc_seg: 84.9485, loss: 0.4173 2023-11-13 19:44:59,801 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:45:07, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4281, decode.acc_seg: 84.3094, loss: 0.4281 2023-11-13 19:45:04,768 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:45:13, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.4280, decode.acc_seg: 84.4870, loss: 0.4280 2023-11-13 19:45:07,173 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:44:58, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4305, decode.acc_seg: 84.5392, loss: 0.4305 2023-11-13 19:45:11,954 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:45:02, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.4142, decode.acc_seg: 85.0065, loss: 0.4142 2023-11-13 19:45:14,389 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:44:47, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4379, decode.acc_seg: 84.3142, loss: 0.4379 2023-11-13 19:45:19,258 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:44:52, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.4054, decode.acc_seg: 84.8212, loss: 0.4054 2023-11-13 19:45:24,061 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:44:56, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.4435, decode.acc_seg: 83.8360, loss: 0.4435 2023-11-13 19:45:26,536 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:44:42, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4209, decode.acc_seg: 84.3112, loss: 0.4209 2023-11-13 19:45:31,408 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:44:46, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4145, decode.acc_seg: 84.8119, loss: 0.4145 2023-11-13 19:45:33,853 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:44:32, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4167, decode.acc_seg: 84.3930, loss: 0.4167 2023-11-13 19:45:38,658 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:44:35, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.4338, decode.acc_seg: 84.0728, loss: 0.4338 2023-11-13 19:45:41,135 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:44:22, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4295, decode.acc_seg: 84.2742, loss: 0.4295 2023-11-13 19:45:45,998 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:44:26, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4260, decode.acc_seg: 83.9778, loss: 0.4260 2023-11-13 19:45:48,422 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:48,423 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:44:12, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4416, decode.acc_seg: 83.9850, loss: 0.4416 2023-11-13 19:45:53,275 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:44:16, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4275, decode.acc_seg: 83.6373, loss: 0.4275 2023-11-13 19:45:58,057 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:44:19, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.4202, decode.acc_seg: 84.7213, loss: 0.4202 2023-11-13 19:46:00,489 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:44:06, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4090, decode.acc_seg: 84.8363, loss: 0.4090 2023-11-13 19:46:05,353 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:44:09, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4303, decode.acc_seg: 84.3924, loss: 0.4303 2023-11-13 19:46:07,839 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:43:57, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4249, decode.acc_seg: 84.6467, loss: 0.4249 2023-11-13 19:46:12,693 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:44:00, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.4474, decode.acc_seg: 83.6561, loss: 0.4474 2023-11-13 19:46:15,219 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:43:48, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4140, decode.acc_seg: 84.9175, loss: 0.4140 2023-11-13 19:46:20,072 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:43:51, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4411, decode.acc_seg: 84.0337, loss: 0.4411 2023-11-13 19:46:22,512 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:43:38, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4152, decode.acc_seg: 84.5656, loss: 0.4152 2023-11-13 19:46:27,361 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:43:41, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.4227, decode.acc_seg: 84.2193, loss: 0.4227 2023-11-13 19:46:29,797 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:43:29, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4343, decode.acc_seg: 84.2512, loss: 0.4343 2023-11-13 19:46:34,685 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:43:32, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4140, decode.acc_seg: 84.7990, loss: 0.4140 2023-11-13 19:46:39,539 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:43:34, time: 0.097, data_time: 0.053, memory: 528, decode.loss_ce: 0.4294, decode.acc_seg: 84.1127, loss: 0.4294 2023-11-13 19:46:41,976 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:43:22, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4268, decode.acc_seg: 84.4311, loss: 0.4268 2023-11-13 19:46:46,825 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:43:25, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.4581, decode.acc_seg: 83.6917, loss: 0.4581 2023-11-13 19:46:49,258 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:43:13, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4130, decode.acc_seg: 84.3643, loss: 0.4130 2023-11-13 19:46:54,184 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:43:16, time: 0.099, data_time: 0.047, memory: 528, decode.loss_ce: 0.4329, decode.acc_seg: 84.3365, loss: 0.4329 2023-11-13 19:46:56,705 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:43:05, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4205, decode.acc_seg: 84.7001, loss: 0.4205 2023-11-13 19:47:01,541 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:43:07, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4269, decode.acc_seg: 84.1063, loss: 0.4269 2023-11-13 19:47:03,983 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:47:03,983 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:42:55, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4232, decode.acc_seg: 84.2147, loss: 0.4232 2023-11-13 19:47:08,823 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:42:57, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4174, decode.acc_seg: 84.4414, loss: 0.4174 2023-11-13 19:47:13,623 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:42:59, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 0.4471, decode.acc_seg: 83.6002, loss: 0.4471 2023-11-13 19:47:16,130 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:42:48, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4332, decode.acc_seg: 83.8251, loss: 0.4332 2023-11-13 19:47:20,984 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:42:50, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4208, decode.acc_seg: 84.6696, loss: 0.4208 2023-11-13 19:47:23,440 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:42:39, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3913, decode.acc_seg: 85.5504, loss: 0.3913 2023-11-13 19:47:28,282 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:42:41, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4363, decode.acc_seg: 84.2927, loss: 0.4363 2023-11-13 19:47:30,718 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:42:30, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4133, decode.acc_seg: 84.5169, loss: 0.4133 2023-11-13 19:47:35,502 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:42:31, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.3935, decode.acc_seg: 85.5146, loss: 0.3935 2023-11-13 19:47:37,939 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:42:20, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4099, decode.acc_seg: 84.9857, loss: 0.4099 2023-11-13 19:47:42,802 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:42:22, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.4128, decode.acc_seg: 84.8341, loss: 0.4128 2023-11-13 19:47:45,218 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:42:11, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4079, decode.acc_seg: 84.4459, loss: 0.4079 2023-11-13 19:47:50,102 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:42:13, time: 0.098, data_time: 0.051, memory: 528, decode.loss_ce: 0.4070, decode.acc_seg: 85.0609, loss: 0.4070 2023-11-13 19:47:54,930 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:42:15, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4395, decode.acc_seg: 83.6570, loss: 0.4395 2023-11-13 19:47:57,375 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:42:04, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3991, decode.acc_seg: 84.9353, loss: 0.3991 2023-11-13 19:48:02,250 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:42:06, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4242, decode.acc_seg: 84.3153, loss: 0.4242 2023-11-13 19:48:04,693 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:41:55, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3861, decode.acc_seg: 85.8055, loss: 0.3861 2023-11-13 19:48:09,570 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:41:57, time: 0.098, data_time: 0.052, memory: 528, decode.loss_ce: 0.4335, decode.acc_seg: 84.2197, loss: 0.4335 2023-11-13 19:48:12,016 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:41:46, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4082, decode.acc_seg: 85.1590, loss: 0.4082 2023-11-13 19:48:16,830 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:41:47, time: 0.096, data_time: 0.049, memory: 528, decode.loss_ce: 0.4174, decode.acc_seg: 84.4792, loss: 0.4174 2023-11-13 19:48:19,254 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:48:19,254 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:41:37, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4497, decode.acc_seg: 83.6368, loss: 0.4497 2023-11-13 19:48:24,090 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:41:38, time: 0.097, data_time: 0.052, memory: 528, decode.loss_ce: 0.4040, decode.acc_seg: 84.9008, loss: 0.4040 2023-11-13 19:48:28,984 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:41:40, time: 0.098, data_time: 0.052, memory: 528, decode.loss_ce: 0.4071, decode.acc_seg: 84.9722, loss: 0.4071 2023-11-13 19:48:31,434 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:41:30, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4223, decode.acc_seg: 84.0480, loss: 0.4223 2023-11-13 19:48:36,279 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:41:31, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4018, decode.acc_seg: 85.4937, loss: 0.4018 2023-11-13 19:48:38,719 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:41:21, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4317, decode.acc_seg: 83.8793, loss: 0.4317 2023-11-13 19:48:43,595 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:41:22, time: 0.098, data_time: 0.050, memory: 528, decode.loss_ce: 0.4481, decode.acc_seg: 83.8745, loss: 0.4481 2023-11-13 19:48:46,029 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:41:12, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4145, decode.acc_seg: 85.2722, loss: 0.4145 2023-11-13 19:48:50,780 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:41:12, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.3975, decode.acc_seg: 85.3177, loss: 0.3975 2023-11-13 19:48:53,246 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:41:03, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4090, decode.acc_seg: 85.1540, loss: 0.4090 2023-11-13 19:48:58,097 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:41:04, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4254, decode.acc_seg: 84.3610, loss: 0.4254 2023-11-13 19:49:00,581 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:40:54, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4232, decode.acc_seg: 84.5637, loss: 0.4232 2023-11-13 19:49:05,439 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:40:55, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4130, decode.acc_seg: 84.6994, loss: 0.4130 2023-11-13 19:49:10,353 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:40:56, time: 0.098, data_time: 0.053, memory: 528, decode.loss_ce: 0.4219, decode.acc_seg: 84.5859, loss: 0.4219 2023-11-13 19:49:12,775 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:40:46, time: 0.048, data_time: 0.004, memory: 528, decode.loss_ce: 0.3994, decode.acc_seg: 85.0597, loss: 0.3994 2023-11-13 19:49:17,670 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:40:47, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4109, decode.acc_seg: 84.7430, loss: 0.4109 2023-11-13 19:49:20,137 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:40:38, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.3951, decode.acc_seg: 85.3327, loss: 0.3951 2023-11-13 19:49:24,991 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:40:39, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4450, decode.acc_seg: 83.9323, loss: 0.4450 2023-11-13 19:49:27,454 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:40:29, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.3886, decode.acc_seg: 85.7075, loss: 0.3886 2023-11-13 19:49:32,271 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:40:30, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.4299, decode.acc_seg: 84.2550, loss: 0.4299 2023-11-13 19:49:34,788 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:49:34,788 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:40:21, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4144, decode.acc_seg: 85.0177, loss: 0.4144 2023-11-13 19:49:39,565 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:40:21, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.3987, decode.acc_seg: 84.8859, loss: 0.3987 2023-11-13 19:49:44,428 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:40:21, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.4149, decode.acc_seg: 84.7133, loss: 0.4149 2023-11-13 19:49:46,899 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:40:13, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4038, decode.acc_seg: 85.0719, loss: 0.4038 2023-11-13 19:49:51,734 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:40:13, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.3994, decode.acc_seg: 85.2109, loss: 0.3994 2023-11-13 19:49:54,247 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:40:04, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4311, decode.acc_seg: 84.1808, loss: 0.4311 2023-11-13 19:49:59,117 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:40:04, time: 0.097, data_time: 0.053, memory: 528, decode.loss_ce: 0.4003, decode.acc_seg: 85.3310, loss: 0.4003 2023-11-13 19:50:01,585 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:39:56, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4078, decode.acc_seg: 85.0562, loss: 0.4078 2023-11-13 19:50:06,411 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:39:56, time: 0.097, data_time: 0.051, memory: 528, decode.loss_ce: 0.4025, decode.acc_seg: 84.9930, loss: 0.4025 2023-11-13 19:50:08,847 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:39:47, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4265, decode.acc_seg: 84.2378, loss: 0.4265 2023-11-13 19:50:13,755 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:39:47, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4047, decode.acc_seg: 84.9728, loss: 0.4047 2023-11-13 19:50:16,169 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:39:38, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4230, decode.acc_seg: 84.1333, loss: 0.4230 2023-11-13 19:50:21,045 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:39:39, time: 0.097, data_time: 0.048, memory: 528, decode.loss_ce: 0.3878, decode.acc_seg: 85.4673, loss: 0.3878 2023-11-13 19:50:25,994 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:39:39, time: 0.099, data_time: 0.051, memory: 528, decode.loss_ce: 0.4157, decode.acc_seg: 84.5962, loss: 0.4157 2023-11-13 19:50:28,403 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:39:30, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4249, decode.acc_seg: 84.2782, loss: 0.4249 2023-11-13 19:50:33,222 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:39:30, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.4588, decode.acc_seg: 83.4110, loss: 0.4588 2023-11-13 19:50:35,730 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:39:22, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4216, decode.acc_seg: 84.5213, loss: 0.4216 2023-11-13 19:50:40,496 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:39:21, time: 0.095, data_time: 0.048, memory: 528, decode.loss_ce: 0.3974, decode.acc_seg: 85.5563, loss: 0.3974 2023-11-13 19:50:42,989 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:39:13, time: 0.050, data_time: 0.003, memory: 528, decode.loss_ce: 0.4232, decode.acc_seg: 84.3065, loss: 0.4232 2023-11-13 19:50:47,775 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:39:13, time: 0.096, data_time: 0.050, memory: 528, decode.loss_ce: 0.4089, decode.acc_seg: 84.7002, loss: 0.4089 2023-11-13 19:50:50,186 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:50:50,187 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:39:04, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4091, decode.acc_seg: 84.8552, loss: 0.4091 2023-11-13 19:50:55,002 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:39:04, time: 0.096, data_time: 0.048, memory: 528, decode.loss_ce: 0.4099, decode.acc_seg: 84.9699, loss: 0.4099 2023-11-13 19:50:57,390 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:38:55, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.3939, decode.acc_seg: 85.5772, loss: 0.3939 2023-11-13 19:51:02,222 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:38:55, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.3959, decode.acc_seg: 85.1618, loss: 0.3959 2023-11-13 19:51:07,138 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:38:55, time: 0.098, data_time: 0.054, memory: 528, decode.loss_ce: 0.4129, decode.acc_seg: 84.7730, loss: 0.4129 2023-11-13 19:51:09,582 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:38:47, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4124, decode.acc_seg: 84.8243, loss: 0.4124 2023-11-13 19:51:14,409 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:38:47, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.3897, decode.acc_seg: 85.5934, loss: 0.3897 2023-11-13 19:51:16,852 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:38:38, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4144, decode.acc_seg: 84.9931, loss: 0.4144 2023-11-13 19:51:21,691 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:38:38, time: 0.097, data_time: 0.047, memory: 528, decode.loss_ce: 0.4055, decode.acc_seg: 85.0991, loss: 0.4055 2023-11-13 19:51:24,133 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:38:30, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4116, decode.acc_seg: 84.8183, loss: 0.4116 2023-11-13 19:51:28,995 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:38:30, time: 0.097, data_time: 0.049, memory: 528, decode.loss_ce: 0.4059, decode.acc_seg: 85.2365, loss: 0.4059 2023-11-13 19:51:31,421 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:38:22, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.3994, decode.acc_seg: 85.1146, loss: 0.3994 2023-11-13 19:51:36,314 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:38:21, time: 0.098, data_time: 0.048, memory: 528, decode.loss_ce: 0.4099, decode.acc_seg: 85.0239, loss: 0.4099 2023-11-13 19:51:41,183 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:38:21, time: 0.097, data_time: 0.050, memory: 528, decode.loss_ce: 0.4251, decode.acc_seg: 84.5066, loss: 0.4251 2023-11-13 19:51:43,618 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:38:13, time: 0.049, data_time: 0.003, memory: 528, decode.loss_ce: 0.4090, decode.acc_seg: 84.7828, loss: 0.4090 2023-11-13 19:51:48,419 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:38:12, time: 0.096, data_time: 0.047, memory: 528, decode.loss_ce: 0.4236, decode.acc_seg: 84.4913, loss: 0.4236 2023-11-13 19:51:50,847 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:38:04, time: 0.049, data_time: 0.004, memory: 528, decode.loss_ce: 0.4035, decode.acc_seg: 84.7058, loss: 0.4035 2023-11-13 19:51:55,745 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:38:04, time: 0.098, data_time: 0.049, memory: 528, decode.loss_ce: 0.4008, decode.acc_seg: 85.1654, loss: 0.4008 2023-11-13 19:51:58,155 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:37:56, time: 0.048, data_time: 0.003, memory: 528, decode.loss_ce: 0.4097, decode.acc_seg: 84.5542, loss: 0.4097 2023-11-13 19:52:02,956 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:37:55, time: 0.096, data_time: 0.046, memory: 528, decode.loss_ce: 0.4295, decode.acc_seg: 84.6289, loss: 0.4295 2023-11-13 19:52:05,417 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:52:05,433 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:52:05,433 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:37:47, time: 0.050, data_time: 0.004, memory: 528, decode.loss_ce: 0.4019, decode.acc_seg: 84.9776, loss: 0.4019 2023-11-13 19:53:22,696 - mmseg - INFO - per class results: 2023-11-13 19:53:22,697 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.61 | 95.62 | | aeroplane | 68.55 | 75.25 | | bicycle | 46.13 | 66.26 | | bird | 65.56 | 76.05 | | boat | 47.08 | 59.53 | | bottle | 46.88 | 55.46 | | bus | 60.52 | 76.4 | | car | 60.09 | 67.37 | | cat | 65.68 | 84.31 | | chair | 17.11 | 24.24 | | cow | 41.51 | 51.89 | | diningtable | 30.63 | 45.03 | | dog | 49.55 | 62.99 | | horse | 39.37 | 53.43 | | motorbike | 50.99 | 70.66 | | person | 71.3 | 83.87 | | pottedplant | 29.05 | 36.83 | | sheep | 46.87 | 63.34 | | sofa | 22.61 | 32.26 | | train | 51.85 | 64.24 | | tvmonitor | 40.87 | 67.85 | +-------------+-------+-------+ 2023-11-13 19:53:22,697 - mmseg - INFO - Summary: 2023-11-13 19:53:22,697 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 87.75 | 49.61 | 62.52 | +-------+-------+-------+ 2023-11-13 19:53:22,697 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:53:22,697 - mmseg - INFO - Iter(val) [182] aAcc: 0.8775, mIoU: 0.4961, mAcc: 0.6252, IoU.background: 0.8961, IoU.aeroplane: 0.6855, IoU.bicycle: 0.4613, IoU.bird: 0.6556, IoU.boat: 0.4708, IoU.bottle: 0.4688, IoU.bus: 0.6052, IoU.car: 0.6009, IoU.cat: 0.6568, IoU.chair: 0.1711, IoU.cow: 0.4151, IoU.diningtable: 0.3063, IoU.dog: 0.4955, IoU.horse: 0.3937, IoU.motorbike: 0.5099, IoU.person: 0.7130, IoU.pottedplant: 0.2905, IoU.sheep: 0.4687, IoU.sofa: 0.2261, IoU.train: 0.5185, IoU.tvmonitor: 0.4087, Acc.background: 0.9562, Acc.aeroplane: 0.7525, Acc.bicycle: 0.6626, Acc.bird: 0.7605, Acc.boat: 0.5953, Acc.bottle: 0.5546, Acc.bus: 0.7640, Acc.car: 0.6737, Acc.cat: 0.8431, Acc.chair: 0.2424, Acc.cow: 0.5189, Acc.diningtable: 0.4503, Acc.dog: 0.6299, Acc.horse: 0.5343, Acc.motorbike: 0.7066, Acc.person: 0.8387, Acc.pottedplant: 0.3683, Acc.sheep: 0.6334, Acc.sofa: 0.3226, Acc.train: 0.6424, Acc.tvmonitor: 0.6785 2023-11-13 19:53:27,517 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:41:37, time: 1.642, data_time: 1.596, memory: 582, decode.loss_ce: 0.4147, decode.acc_seg: 84.5725, loss: 0.4147 2023-11-13 19:53:29,921 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:41:28, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3993, decode.acc_seg: 85.4334, loss: 0.3993 2023-11-13 19:53:34,820 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:41:26, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.4090, decode.acc_seg: 84.7092, loss: 0.4090 2023-11-13 19:53:39,601 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:41:23, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4111, decode.acc_seg: 84.7444, loss: 0.4111 2023-11-13 19:53:42,041 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:41:14, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4168, decode.acc_seg: 84.4765, loss: 0.4168 2023-11-13 19:53:46,875 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:41:12, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3979, decode.acc_seg: 85.3083, loss: 0.3979 2023-11-13 19:53:49,297 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:41:03, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3954, decode.acc_seg: 85.1398, loss: 0.3954 2023-11-13 19:53:54,149 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:41:01, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4091, decode.acc_seg: 84.6069, loss: 0.4091 2023-11-13 19:53:56,611 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:40:52, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4219, decode.acc_seg: 84.6018, loss: 0.4219 2023-11-13 19:54:01,501 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:40:50, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4099, decode.acc_seg: 84.9899, loss: 0.4099 2023-11-13 19:54:03,929 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:40:41, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4030, decode.acc_seg: 85.1363, loss: 0.4030 2023-11-13 19:54:08,752 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:40:38, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3965, decode.acc_seg: 85.3136, loss: 0.3965 2023-11-13 19:54:13,534 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:40:36, time: 0.095, data_time: 0.047, memory: 582, decode.loss_ce: 0.4214, decode.acc_seg: 84.5669, loss: 0.4214 2023-11-13 19:54:16,017 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:40:27, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3842, decode.acc_seg: 85.8071, loss: 0.3842 2023-11-13 19:54:20,848 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:40:25, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4645, decode.acc_seg: 83.1487, loss: 0.4645 2023-11-13 19:54:23,305 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:40:16, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3897, decode.acc_seg: 85.3932, loss: 0.3897 2023-11-13 19:54:28,146 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:40:14, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.4262, decode.acc_seg: 84.1257, loss: 0.4262 2023-11-13 19:54:30,606 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:40:05, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4012, decode.acc_seg: 85.0636, loss: 0.4012 2023-11-13 19:54:35,371 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:40:03, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.4119, decode.acc_seg: 85.0741, loss: 0.4119 2023-11-13 19:54:37,822 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:37,822 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:39:54, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4191, decode.acc_seg: 84.6353, loss: 0.4191 2023-11-13 19:54:42,623 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:39:52, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.4018, decode.acc_seg: 84.7638, loss: 0.4018 2023-11-13 19:54:45,042 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:39:43, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3778, decode.acc_seg: 86.0839, loss: 0.3778 2023-11-13 19:54:49,955 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:39:41, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4118, decode.acc_seg: 84.4578, loss: 0.4118 2023-11-13 19:54:54,949 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:39:39, time: 0.100, data_time: 0.050, memory: 582, decode.loss_ce: 0.3843, decode.acc_seg: 85.9325, loss: 0.3843 2023-11-13 19:54:57,351 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:39:31, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4100, decode.acc_seg: 84.9518, loss: 0.4100 2023-11-13 19:55:02,204 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:39:29, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3981, decode.acc_seg: 85.0743, loss: 0.3981 2023-11-13 19:55:04,666 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:39:20, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4066, decode.acc_seg: 84.6138, loss: 0.4066 2023-11-13 19:55:09,495 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:39:18, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3979, decode.acc_seg: 85.0394, loss: 0.3979 2023-11-13 19:55:11,919 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:39:09, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3972, decode.acc_seg: 85.4400, loss: 0.3972 2023-11-13 19:55:16,767 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:39:07, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4194, decode.acc_seg: 84.3277, loss: 0.4194 2023-11-13 19:55:19,262 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:38:59, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.4065, decode.acc_seg: 84.8825, loss: 0.4065 2023-11-13 19:55:24,118 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:38:57, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3884, decode.acc_seg: 85.2072, loss: 0.3884 2023-11-13 19:55:28,911 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:38:54, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4137, decode.acc_seg: 84.6831, loss: 0.4137 2023-11-13 19:55:31,328 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:38:46, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4042, decode.acc_seg: 84.6996, loss: 0.4042 2023-11-13 19:55:36,179 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:38:44, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4142, decode.acc_seg: 84.3600, loss: 0.4142 2023-11-13 19:55:38,629 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:38:36, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3793, decode.acc_seg: 85.8838, loss: 0.3793 2023-11-13 19:55:43,572 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:38:34, time: 0.099, data_time: 0.046, memory: 582, decode.loss_ce: 0.4055, decode.acc_seg: 84.7317, loss: 0.4055 2023-11-13 19:55:46,070 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:38:26, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3977, decode.acc_seg: 85.2618, loss: 0.3977 2023-11-13 19:55:50,920 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:38:23, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3831, decode.acc_seg: 85.6487, loss: 0.3831 2023-11-13 19:55:53,353 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:55:53,353 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:38:15, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4074, decode.acc_seg: 84.8974, loss: 0.4074 2023-11-13 19:55:58,242 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:38:13, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.4023, decode.acc_seg: 84.9100, loss: 0.4023 2023-11-13 19:56:00,650 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:38:05, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4087, decode.acc_seg: 84.7774, loss: 0.4087 2023-11-13 19:56:05,489 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:38:03, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4065, decode.acc_seg: 85.1668, loss: 0.4065 2023-11-13 19:56:10,338 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:38:00, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3963, decode.acc_seg: 85.3982, loss: 0.3963 2023-11-13 19:56:12,770 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:37:52, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4311, decode.acc_seg: 84.5506, loss: 0.4311 2023-11-13 19:56:17,658 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:37:50, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3930, decode.acc_seg: 85.4200, loss: 0.3930 2023-11-13 19:56:20,090 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:37:42, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4096, decode.acc_seg: 84.6168, loss: 0.4096 2023-11-13 19:56:24,979 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:37:40, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4044, decode.acc_seg: 84.8591, loss: 0.4044 2023-11-13 19:56:27,439 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:37:32, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3934, decode.acc_seg: 85.5671, loss: 0.3934 2023-11-13 19:56:32,355 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:37:30, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4150, decode.acc_seg: 84.6575, loss: 0.4150 2023-11-13 19:56:34,781 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:37:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4023, decode.acc_seg: 85.2238, loss: 0.4023 2023-11-13 19:56:39,560 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:37:20, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4168, decode.acc_seg: 84.7153, loss: 0.4168 2023-11-13 19:56:44,327 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:37:17, time: 0.095, data_time: 0.050, memory: 582, decode.loss_ce: 0.3976, decode.acc_seg: 84.8110, loss: 0.3976 2023-11-13 19:56:46,803 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:37:09, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3875, decode.acc_seg: 85.2924, loss: 0.3875 2023-11-13 19:56:51,674 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:37:07, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4237, decode.acc_seg: 84.6983, loss: 0.4237 2023-11-13 19:56:54,109 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:36:59, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4203, decode.acc_seg: 84.3498, loss: 0.4203 2023-11-13 19:56:58,988 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:36:57, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4135, decode.acc_seg: 85.3985, loss: 0.4135 2023-11-13 19:57:01,423 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:36:49, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3941, decode.acc_seg: 85.3893, loss: 0.3941 2023-11-13 19:57:06,296 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:36:47, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3914, decode.acc_seg: 85.4877, loss: 0.3914 2023-11-13 19:57:08,727 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:57:08,728 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:36:40, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4150, decode.acc_seg: 84.9533, loss: 0.4150 2023-11-13 19:57:13,562 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:36:37, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3968, decode.acc_seg: 84.7073, loss: 0.3968 2023-11-13 19:57:16,002 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:36:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4209, decode.acc_seg: 84.6105, loss: 0.4209 2023-11-13 19:57:20,885 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:36:27, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4258, decode.acc_seg: 84.5812, loss: 0.4258 2023-11-13 19:57:25,713 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:36:25, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.3950, decode.acc_seg: 85.1914, loss: 0.3950 2023-11-13 19:57:28,200 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:36:17, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.4156, decode.acc_seg: 84.7698, loss: 0.4156 2023-11-13 19:57:33,034 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:36:15, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4020, decode.acc_seg: 85.2091, loss: 0.4020 2023-11-13 19:57:35,471 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:36:07, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3880, decode.acc_seg: 85.2983, loss: 0.3880 2023-11-13 19:57:40,331 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:36:05, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4181, decode.acc_seg: 84.8282, loss: 0.4181 2023-11-13 19:57:42,793 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:35:58, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4033, decode.acc_seg: 85.0100, loss: 0.4033 2023-11-13 19:57:47,551 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:35:55, time: 0.095, data_time: 0.049, memory: 582, decode.loss_ce: 0.4039, decode.acc_seg: 85.1125, loss: 0.4039 2023-11-13 19:57:50,081 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:35:48, time: 0.051, data_time: 0.004, memory: 582, decode.loss_ce: 0.4272, decode.acc_seg: 84.4454, loss: 0.4272 2023-11-13 19:57:54,910 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:35:45, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3974, decode.acc_seg: 85.2553, loss: 0.3974 2023-11-13 19:57:57,318 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:35:38, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4467, decode.acc_seg: 83.3449, loss: 0.4467 2023-11-13 19:58:02,180 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:35:36, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3811, decode.acc_seg: 85.8373, loss: 0.3811 2023-11-13 19:58:07,163 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:35:33, time: 0.100, data_time: 0.055, memory: 582, decode.loss_ce: 0.4226, decode.acc_seg: 84.5528, loss: 0.4226 2023-11-13 19:58:09,667 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:35:26, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.4002, decode.acc_seg: 84.9233, loss: 0.4002 2023-11-13 19:58:14,550 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:35:24, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.4118, decode.acc_seg: 84.9626, loss: 0.4118 2023-11-13 19:58:16,998 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:35:17, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4178, decode.acc_seg: 84.5618, loss: 0.4178 2023-11-13 19:58:21,895 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:35:14, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.4241, decode.acc_seg: 84.4394, loss: 0.4241 2023-11-13 19:58:24,371 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:58:24,372 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:35:07, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4062, decode.acc_seg: 85.1227, loss: 0.4062 2023-11-13 19:58:29,244 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:35:05, time: 0.098, data_time: 0.054, memory: 582, decode.loss_ce: 0.3816, decode.acc_seg: 86.0822, loss: 0.3816 2023-11-13 19:58:31,679 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:34:58, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4310, decode.acc_seg: 84.2603, loss: 0.4310 2023-11-13 19:58:36,531 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:34:55, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4009, decode.acc_seg: 85.4806, loss: 0.4009 2023-11-13 19:58:41,412 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:34:52, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.4345, decode.acc_seg: 84.6304, loss: 0.4345 2023-11-13 19:58:43,938 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:34:46, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.4123, decode.acc_seg: 84.7532, loss: 0.4123 2023-11-13 19:58:48,812 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:34:43, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3822, decode.acc_seg: 86.0596, loss: 0.3822 2023-11-13 19:58:51,299 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:34:36, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.4204, decode.acc_seg: 84.6827, loss: 0.4204 2023-11-13 19:58:56,149 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:34:34, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3968, decode.acc_seg: 85.1143, loss: 0.3968 2023-11-13 19:58:58,604 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:34:27, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4190, decode.acc_seg: 84.4346, loss: 0.4190 2023-11-13 19:59:03,390 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:34:24, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.4182, decode.acc_seg: 84.4753, loss: 0.4182 2023-11-13 19:59:05,853 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:34:17, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3893, decode.acc_seg: 85.4975, loss: 0.3893 2023-11-13 19:59:10,641 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:34:14, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.4286, decode.acc_seg: 84.2940, loss: 0.4286 2023-11-13 19:59:13,046 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:34:08, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3721, decode.acc_seg: 86.1135, loss: 0.3721 2023-11-13 19:59:17,873 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:34:05, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4040, decode.acc_seg: 85.1219, loss: 0.4040 2023-11-13 19:59:22,762 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:34:02, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3991, decode.acc_seg: 85.1967, loss: 0.3991 2023-11-13 19:59:25,176 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:33:55, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.2444, loss: 0.3905 2023-11-13 19:59:29,942 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:33:53, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.4018, decode.acc_seg: 85.2966, loss: 0.4018 2023-11-13 19:59:32,394 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:33:46, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4175, decode.acc_seg: 84.3899, loss: 0.4175 2023-11-13 19:59:37,200 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:33:43, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.3889, decode.acc_seg: 85.5000, loss: 0.3889 2023-11-13 19:59:39,650 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:59:39,650 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:33:36, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3981, decode.acc_seg: 85.1364, loss: 0.3981 2023-11-13 19:59:44,384 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:33:34, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.3782, decode.acc_seg: 85.9732, loss: 0.3782 2023-11-13 19:59:46,777 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:33:27, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3990, decode.acc_seg: 85.0478, loss: 0.3990 2023-11-13 19:59:51,783 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:33:24, time: 0.100, data_time: 0.049, memory: 582, decode.loss_ce: 0.4151, decode.acc_seg: 84.6580, loss: 0.4151 2023-11-13 19:59:56,624 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:33:22, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4067, decode.acc_seg: 84.5068, loss: 0.4067 2023-11-13 19:59:59,048 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:33:15, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4072, decode.acc_seg: 84.6306, loss: 0.4072 2023-11-13 20:00:03,961 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:33:12, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4021, decode.acc_seg: 85.0397, loss: 0.4021 2023-11-13 20:00:06,379 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:33:06, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.4106, decode.acc_seg: 84.6664, loss: 0.4106 2023-11-13 20:00:11,220 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:33:03, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3806, decode.acc_seg: 86.0114, loss: 0.3806 2023-11-13 20:00:13,629 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:32:56, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4147, decode.acc_seg: 84.7438, loss: 0.4147 2023-11-13 20:00:18,495 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:32:54, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.4009, decode.acc_seg: 85.0957, loss: 0.4009 2023-11-13 20:00:20,959 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:32:47, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4120, decode.acc_seg: 84.7133, loss: 0.4120 2023-11-13 20:00:25,838 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:32:45, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4048, decode.acc_seg: 85.0609, loss: 0.4048 2023-11-13 20:00:28,258 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:32:38, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3804, decode.acc_seg: 85.8172, loss: 0.3804 2023-11-13 20:00:33,176 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:32:35, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3835, decode.acc_seg: 85.5801, loss: 0.3835 2023-11-13 20:00:38,153 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:32:33, time: 0.100, data_time: 0.048, memory: 582, decode.loss_ce: 0.4216, decode.acc_seg: 84.2584, loss: 0.4216 2023-11-13 20:00:40,571 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:32:26, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4059, decode.acc_seg: 85.0823, loss: 0.4059 2023-11-13 20:00:45,403 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:32:24, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.4062, decode.acc_seg: 85.0519, loss: 0.4062 2023-11-13 20:00:47,863 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:32:17, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4076, decode.acc_seg: 85.0777, loss: 0.4076 2023-11-13 20:00:52,644 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:32:14, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4005, decode.acc_seg: 85.1571, loss: 0.4005 2023-11-13 20:00:55,112 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:55,113 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:32:08, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4199, decode.acc_seg: 84.6154, loss: 0.4199 2023-11-13 20:00:59,945 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:32:05, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3853, decode.acc_seg: 85.6310, loss: 0.3853 2023-11-13 20:01:02,409 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:31:59, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4261, decode.acc_seg: 84.3568, loss: 0.4261 2023-11-13 20:01:07,236 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:31:56, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4058, decode.acc_seg: 85.2565, loss: 0.4058 2023-11-13 20:01:12,073 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:31:53, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4181, decode.acc_seg: 84.5566, loss: 0.4181 2023-11-13 20:01:14,556 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:31:47, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3967, decode.acc_seg: 85.4008, loss: 0.3967 2023-11-13 20:01:19,391 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:31:44, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.4041, decode.acc_seg: 84.8078, loss: 0.4041 2023-11-13 20:01:21,813 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:31:38, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4044, decode.acc_seg: 84.9182, loss: 0.4044 2023-11-13 20:01:26,659 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:31:35, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3898, decode.acc_seg: 85.5569, loss: 0.3898 2023-11-13 20:01:29,150 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:31:29, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3953, decode.acc_seg: 85.4406, loss: 0.3953 2023-11-13 20:01:33,978 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:31:26, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3853, decode.acc_seg: 85.7740, loss: 0.3853 2023-11-13 20:01:36,406 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:31:20, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3837, decode.acc_seg: 85.6553, loss: 0.3837 2023-11-13 20:01:41,233 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:31:17, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3974, decode.acc_seg: 84.9918, loss: 0.3974 2023-11-13 20:01:43,646 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:31:11, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4056, decode.acc_seg: 84.9547, loss: 0.4056 2023-11-13 20:01:48,499 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:31:08, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3986, decode.acc_seg: 85.0655, loss: 0.3986 2023-11-13 20:01:53,273 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:31:05, time: 0.095, data_time: 0.050, memory: 582, decode.loss_ce: 0.3895, decode.acc_seg: 85.4497, loss: 0.3895 2023-11-13 20:01:55,685 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:30:59, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4052, decode.acc_seg: 85.0665, loss: 0.4052 2023-11-13 20:02:00,553 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:30:56, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.4326, decode.acc_seg: 84.0998, loss: 0.4326 2023-11-13 20:02:03,022 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:30:50, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4152, decode.acc_seg: 84.5897, loss: 0.4152 2023-11-13 20:02:07,875 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:30:47, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3903, decode.acc_seg: 85.6647, loss: 0.3903 2023-11-13 20:02:10,337 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:02:10,337 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:30:41, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3889, decode.acc_seg: 85.4109, loss: 0.3889 2023-11-13 20:02:15,167 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:30:38, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4292, decode.acc_seg: 84.1672, loss: 0.4292 2023-11-13 20:02:17,573 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:30:32, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3861, decode.acc_seg: 85.5174, loss: 0.3861 2023-11-13 20:02:22,460 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:30:29, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4238, decode.acc_seg: 84.4863, loss: 0.4238 2023-11-13 20:02:27,234 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:30:26, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4099, decode.acc_seg: 85.0216, loss: 0.4099 2023-11-13 20:02:29,817 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:30:20, time: 0.052, data_time: 0.003, memory: 582, decode.loss_ce: 0.4070, decode.acc_seg: 85.0496, loss: 0.4070 2023-11-13 20:02:34,654 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:30:17, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3980, decode.acc_seg: 84.8741, loss: 0.3980 2023-11-13 20:02:37,063 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:30:11, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3982, decode.acc_seg: 84.9681, loss: 0.3982 2023-11-13 20:02:41,865 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:30:08, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4081, decode.acc_seg: 85.0159, loss: 0.4081 2023-11-13 20:02:44,287 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:30:02, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3804, decode.acc_seg: 85.9866, loss: 0.3804 2023-11-13 20:02:49,118 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:29:59, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3996, decode.acc_seg: 85.3766, loss: 0.3996 2023-11-13 20:02:51,549 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:29:53, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4262, decode.acc_seg: 84.1066, loss: 0.4262 2023-11-13 20:02:56,450 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:29:50, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.4095, decode.acc_seg: 84.8029, loss: 0.4095 2023-11-13 20:02:58,851 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:29:44, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3958, decode.acc_seg: 85.2227, loss: 0.3958 2023-11-13 20:03:03,729 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:29:41, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.4001, decode.acc_seg: 85.3811, loss: 0.4001 2023-11-13 20:03:08,509 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:29:38, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3940, decode.acc_seg: 85.0358, loss: 0.3940 2023-11-13 20:03:11,007 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:29:32, time: 0.050, data_time: 0.005, memory: 582, decode.loss_ce: 0.4057, decode.acc_seg: 85.3649, loss: 0.4057 2023-11-13 20:03:15,820 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:29:29, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3837, decode.acc_seg: 85.7281, loss: 0.3837 2023-11-13 20:03:18,279 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:29:24, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3910, decode.acc_seg: 85.3121, loss: 0.3910 2023-11-13 20:03:23,182 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:29:21, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4146, decode.acc_seg: 84.9925, loss: 0.4146 2023-11-13 20:03:25,623 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:25,624 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:29:15, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3982, decode.acc_seg: 85.3789, loss: 0.3982 2023-11-13 20:03:30,422 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:29:12, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3863, decode.acc_seg: 85.4060, loss: 0.3863 2023-11-13 20:03:32,866 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:29:06, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3972, decode.acc_seg: 85.5621, loss: 0.3972 2023-11-13 20:03:37,796 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:29:03, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.4199, decode.acc_seg: 84.2725, loss: 0.4199 2023-11-13 20:03:40,173 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:28:57, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3946, decode.acc_seg: 85.0704, loss: 0.3946 2023-11-13 20:03:45,123 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:28:54, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.3953, decode.acc_seg: 85.3951, loss: 0.3953 2023-11-13 20:03:49,945 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:28:51, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4136, decode.acc_seg: 84.9047, loss: 0.4136 2023-11-13 20:03:52,377 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:28:45, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3898, decode.acc_seg: 85.7530, loss: 0.3898 2023-11-13 20:03:57,187 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:28:42, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3958, decode.acc_seg: 85.3087, loss: 0.3958 2023-11-13 20:03:59,654 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:28:37, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.6447, loss: 0.3905 2023-11-13 20:04:04,533 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:28:34, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.4134, decode.acc_seg: 84.5648, loss: 0.4134 2023-11-13 20:04:06,950 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:28:28, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3966, decode.acc_seg: 85.3214, loss: 0.3966 2023-11-13 20:04:11,839 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:28:25, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.3991, decode.acc_seg: 85.5266, loss: 0.3991 2023-11-13 20:04:14,265 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:28:19, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4366, decode.acc_seg: 84.1428, loss: 0.4366 2023-11-13 20:04:19,195 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:28:16, time: 0.099, data_time: 0.050, memory: 582, decode.loss_ce: 0.4036, decode.acc_seg: 85.1785, loss: 0.4036 2023-11-13 20:04:24,031 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:28:13, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3861, decode.acc_seg: 85.4631, loss: 0.3861 2023-11-13 20:04:26,481 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:28:08, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3978, decode.acc_seg: 85.5427, loss: 0.3978 2023-11-13 20:04:31,348 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:28:05, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4076, decode.acc_seg: 85.0392, loss: 0.4076 2023-11-13 20:04:33,774 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:27:59, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4134, decode.acc_seg: 84.8233, loss: 0.4134 2023-11-13 20:04:38,611 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:27:56, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3902, decode.acc_seg: 85.2452, loss: 0.3902 2023-11-13 20:04:41,047 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:41,047 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:27:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3801, decode.acc_seg: 86.1511, loss: 0.3801 2023-11-13 20:04:45,876 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:27:47, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3913, decode.acc_seg: 85.3938, loss: 0.3913 2023-11-13 20:04:48,302 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:27:41, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3965, decode.acc_seg: 84.9174, loss: 0.3965 2023-11-13 20:04:53,186 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:27:38, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.3944, decode.acc_seg: 85.5812, loss: 0.3944 2023-11-13 20:04:55,595 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:27:33, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4198, decode.acc_seg: 84.3802, loss: 0.4198 2023-11-13 20:05:00,488 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:27:30, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4033, decode.acc_seg: 85.1000, loss: 0.4033 2023-11-13 20:05:05,297 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:27:27, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4119, decode.acc_seg: 84.7508, loss: 0.4119 2023-11-13 20:05:07,728 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:27:21, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4096, decode.acc_seg: 85.0109, loss: 0.4096 2023-11-13 20:05:12,597 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:27:18, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3824, decode.acc_seg: 85.7938, loss: 0.3824 2023-11-13 20:05:15,048 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:27:12, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3888, decode.acc_seg: 85.2588, loss: 0.3888 2023-11-13 20:05:19,866 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:27:09, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3957, decode.acc_seg: 85.0644, loss: 0.3957 2023-11-13 20:05:22,269 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:27:04, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4009, decode.acc_seg: 85.0130, loss: 0.4009 2023-11-13 20:05:27,194 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:27:01, time: 0.099, data_time: 0.054, memory: 582, decode.loss_ce: 0.3934, decode.acc_seg: 85.0831, loss: 0.3934 2023-11-13 20:05:29,599 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:26:55, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3777, decode.acc_seg: 85.9623, loss: 0.3777 2023-11-13 20:05:34,478 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:26:52, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3788, decode.acc_seg: 85.7695, loss: 0.3788 2023-11-13 20:05:39,218 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:26:49, time: 0.095, data_time: 0.051, memory: 582, decode.loss_ce: 0.3813, decode.acc_seg: 85.6566, loss: 0.3813 2023-11-13 20:05:41,666 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:26:43, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3967, decode.acc_seg: 84.9729, loss: 0.3967 2023-11-13 20:05:46,491 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:26:40, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3896, decode.acc_seg: 85.5215, loss: 0.3896 2023-11-13 20:05:48,970 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:26:35, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3805, decode.acc_seg: 85.8218, loss: 0.3805 2023-11-13 20:05:53,915 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:26:32, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.9089, loss: 0.3905 2023-11-13 20:05:56,401 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:05:56,508 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:05:56,509 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:26:27, time: 0.052, data_time: 0.003, memory: 582, decode.loss_ce: 0.4003, decode.acc_seg: 85.2429, loss: 0.4003 2023-11-13 20:06:05,521 - mmseg - INFO - per class results: 2023-11-13 20:06:05,522 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.93 | 96.3 | | aeroplane | 70.19 | 79.14 | | bicycle | 46.77 | 64.4 | | bird | 64.15 | 75.12 | | boat | 46.53 | 59.18 | | bottle | 46.49 | 55.65 | | bus | 59.98 | 71.11 | | car | 60.79 | 69.8 | | cat | 65.27 | 85.99 | | chair | 17.58 | 25.87 | | cow | 40.31 | 48.68 | | diningtable | 30.97 | 41.65 | | dog | 50.09 | 60.69 | | horse | 42.35 | 58.39 | | motorbike | 52.25 | 70.47 | | person | 72.24 | 84.1 | | pottedplant | 27.17 | 32.46 | | sheep | 47.95 | 66.99 | | sofa | 22.22 | 27.82 | | train | 53.18 | 67.74 | | tvmonitor | 42.18 | 61.8 | +-------------+-------+-------+ 2023-11-13 20:06:05,522 - mmseg - INFO - Summary: 2023-11-13 20:06:05,522 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 88.16 | 49.93 | 62.06 | +-------+-------+-------+ 2023-11-13 20:06:05,522 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:06:05,523 - mmseg - INFO - Iter(val) [182] aAcc: 0.8816, mIoU: 0.4993, mAcc: 0.6206, IoU.background: 0.8993, IoU.aeroplane: 0.7019, IoU.bicycle: 0.4677, IoU.bird: 0.6415, IoU.boat: 0.4653, IoU.bottle: 0.4649, IoU.bus: 0.5998, IoU.car: 0.6079, IoU.cat: 0.6527, IoU.chair: 0.1758, IoU.cow: 0.4031, IoU.diningtable: 0.3097, IoU.dog: 0.5009, IoU.horse: 0.4235, IoU.motorbike: 0.5225, IoU.person: 0.7224, IoU.pottedplant: 0.2717, IoU.sheep: 0.4795, IoU.sofa: 0.2222, IoU.train: 0.5318, IoU.tvmonitor: 0.4218, Acc.background: 0.9630, Acc.aeroplane: 0.7914, Acc.bicycle: 0.6440, Acc.bird: 0.7512, Acc.boat: 0.5918, Acc.bottle: 0.5565, Acc.bus: 0.7111, Acc.car: 0.6980, Acc.cat: 0.8599, Acc.chair: 0.2587, Acc.cow: 0.4868, Acc.diningtable: 0.4165, Acc.dog: 0.6069, Acc.horse: 0.5839, Acc.motorbike: 0.7047, Acc.person: 0.8410, Acc.pottedplant: 0.3246, Acc.sheep: 0.6699, Acc.sofa: 0.2782, Acc.train: 0.6774, Acc.tvmonitor: 0.6180 2023-11-13 20:06:10,346 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:26:32, time: 0.277, data_time: 0.231, memory: 582, decode.loss_ce: 0.3887, decode.acc_seg: 85.3381, loss: 0.3887 2023-11-13 20:06:12,778 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:26:27, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4000, decode.acc_seg: 85.0942, loss: 0.4000 2023-11-13 20:06:17,650 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:26:24, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3856, decode.acc_seg: 85.5223, loss: 0.3856 2023-11-13 20:06:20,058 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:26:18, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.4017, decode.acc_seg: 85.4434, loss: 0.4017 2023-11-13 20:06:24,931 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:26:15, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4221, decode.acc_seg: 84.0050, loss: 0.4221 2023-11-13 20:06:29,710 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:26:12, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3957, decode.acc_seg: 85.3158, loss: 0.3957 2023-11-13 20:06:32,161 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:26:06, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3993, decode.acc_seg: 85.2545, loss: 0.3993 2023-11-13 20:06:36,989 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:26:03, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4182, decode.acc_seg: 84.5124, loss: 0.4182 2023-11-13 20:06:39,395 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:25:58, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4074, decode.acc_seg: 84.7303, loss: 0.4074 2023-11-13 20:06:44,214 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:25:54, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.3774, decode.acc_seg: 86.1430, loss: 0.3774 2023-11-13 20:06:46,610 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:25:49, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4149, decode.acc_seg: 84.8886, loss: 0.4149 2023-11-13 20:06:51,588 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:25:46, time: 0.100, data_time: 0.050, memory: 582, decode.loss_ce: 0.4160, decode.acc_seg: 84.9899, loss: 0.4160 2023-11-13 20:06:54,037 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:25:41, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3985, decode.acc_seg: 85.3130, loss: 0.3985 2023-11-13 20:06:58,969 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:25:37, time: 0.099, data_time: 0.052, memory: 582, decode.loss_ce: 0.3911, decode.acc_seg: 85.2593, loss: 0.3911 2023-11-13 20:07:03,854 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:25:34, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3848, decode.acc_seg: 85.7909, loss: 0.3848 2023-11-13 20:07:06,317 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:25:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3872, decode.acc_seg: 85.4961, loss: 0.3872 2023-11-13 20:07:11,121 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:25:26, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.4043, decode.acc_seg: 84.9395, loss: 0.4043 2023-11-13 20:07:13,535 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:25:20, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3893, decode.acc_seg: 85.5308, loss: 0.3893 2023-11-13 20:07:18,534 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:25:17, time: 0.100, data_time: 0.048, memory: 582, decode.loss_ce: 0.4260, decode.acc_seg: 84.0402, loss: 0.4260 2023-11-13 20:07:20,981 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:20,982 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:25:12, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3808, decode.acc_seg: 85.8516, loss: 0.3808 2023-11-13 20:07:25,807 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:25:09, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.4109, decode.acc_seg: 84.7337, loss: 0.4109 2023-11-13 20:07:28,236 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:25:03, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3969, decode.acc_seg: 85.2906, loss: 0.3969 2023-11-13 20:07:33,055 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:25:00, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3939, decode.acc_seg: 85.1524, loss: 0.3939 2023-11-13 20:07:35,486 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:24:55, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4030, decode.acc_seg: 84.9876, loss: 0.4030 2023-11-13 20:07:40,357 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:24:51, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3845, decode.acc_seg: 85.5529, loss: 0.3845 2023-11-13 20:07:45,307 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:24:48, time: 0.099, data_time: 0.053, memory: 582, decode.loss_ce: 0.3943, decode.acc_seg: 85.3215, loss: 0.3943 2023-11-13 20:07:47,749 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:24:43, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4208, decode.acc_seg: 84.4969, loss: 0.4208 2023-11-13 20:07:52,716 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:24:40, time: 0.099, data_time: 0.052, memory: 582, decode.loss_ce: 0.3975, decode.acc_seg: 85.0680, loss: 0.3975 2023-11-13 20:07:55,168 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:24:35, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4032, decode.acc_seg: 85.3607, loss: 0.4032 2023-11-13 20:07:59,958 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:24:31, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.4040, decode.acc_seg: 85.0668, loss: 0.4040 2023-11-13 20:08:02,363 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:24:26, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.4066, decode.acc_seg: 85.0280, loss: 0.4066 2023-11-13 20:08:07,237 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:24:23, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4003, decode.acc_seg: 85.1627, loss: 0.4003 2023-11-13 20:08:09,662 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:24:17, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4064, decode.acc_seg: 84.8935, loss: 0.4064 2023-11-13 20:08:14,540 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:24:14, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4035, decode.acc_seg: 84.7912, loss: 0.4035 2023-11-13 20:08:19,323 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:24:11, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3829, decode.acc_seg: 85.8556, loss: 0.3829 2023-11-13 20:08:21,823 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:24:06, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3944, decode.acc_seg: 85.7779, loss: 0.3944 2023-11-13 20:08:26,616 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:24:02, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3927, decode.acc_seg: 85.4126, loss: 0.3927 2023-11-13 20:08:29,082 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:23:57, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3841, decode.acc_seg: 85.7716, loss: 0.3841 2023-11-13 20:08:33,905 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:23:54, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.4178, decode.acc_seg: 84.2881, loss: 0.4178 2023-11-13 20:08:36,372 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:08:36,372 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:23:49, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3906, decode.acc_seg: 85.5581, loss: 0.3906 2023-11-13 20:08:41,310 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:23:46, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.3848, decode.acc_seg: 85.9461, loss: 0.3848 2023-11-13 20:08:43,746 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:23:40, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3952, decode.acc_seg: 84.9814, loss: 0.3952 2023-11-13 20:08:48,599 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:23:37, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3869, decode.acc_seg: 85.5335, loss: 0.3869 2023-11-13 20:08:50,998 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:23:32, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3805, decode.acc_seg: 85.9113, loss: 0.3805 2023-11-13 20:08:55,858 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:23:29, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4047, decode.acc_seg: 85.4006, loss: 0.4047 2023-11-13 20:09:00,698 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:23:25, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4076, decode.acc_seg: 84.7205, loss: 0.4076 2023-11-13 20:09:03,139 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:23:20, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3994, decode.acc_seg: 85.3357, loss: 0.3994 2023-11-13 20:09:07,999 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:23:17, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4075, decode.acc_seg: 85.0058, loss: 0.4075 2023-11-13 20:09:10,483 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:23:12, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.4045, decode.acc_seg: 84.9820, loss: 0.4045 2023-11-13 20:09:15,403 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:23:09, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.3920, decode.acc_seg: 85.0185, loss: 0.3920 2023-11-13 20:09:17,863 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:23:03, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3915, decode.acc_seg: 85.2412, loss: 0.3915 2023-11-13 20:09:22,587 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:23:00, time: 0.094, data_time: 0.048, memory: 582, decode.loss_ce: 0.3917, decode.acc_seg: 85.4656, loss: 0.3917 2023-11-13 20:09:25,077 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:22:55, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3973, decode.acc_seg: 85.6523, loss: 0.3973 2023-11-13 20:09:29,952 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:22:52, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3962, decode.acc_seg: 85.2042, loss: 0.3962 2023-11-13 20:09:32,363 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:22:47, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3837, decode.acc_seg: 85.8343, loss: 0.3837 2023-11-13 20:09:37,264 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:22:43, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3976, decode.acc_seg: 85.5839, loss: 0.3976 2023-11-13 20:09:42,133 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:22:40, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4084, decode.acc_seg: 84.9259, loss: 0.4084 2023-11-13 20:09:44,671 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:22:35, time: 0.051, data_time: 0.006, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.4525, loss: 0.3905 2023-11-13 20:09:49,483 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:22:32, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3919, decode.acc_seg: 85.5969, loss: 0.3919 2023-11-13 20:09:51,950 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:09:51,950 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:22:27, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3843, decode.acc_seg: 85.2683, loss: 0.3843 2023-11-13 20:09:56,796 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:22:23, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3904, decode.acc_seg: 85.3270, loss: 0.3904 2023-11-13 20:09:59,266 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:22:18, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4052, decode.acc_seg: 85.0178, loss: 0.4052 2023-11-13 20:10:04,150 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:22:15, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3853, decode.acc_seg: 85.2486, loss: 0.3853 2023-11-13 20:10:06,549 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:22:10, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3938, decode.acc_seg: 85.1722, loss: 0.3938 2023-11-13 20:10:11,354 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:22:06, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4319, decode.acc_seg: 84.3004, loss: 0.4319 2023-11-13 20:10:16,181 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:22:03, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3950, decode.acc_seg: 85.1960, loss: 0.3950 2023-11-13 20:10:18,626 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:21:58, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3760, decode.acc_seg: 86.0047, loss: 0.3760 2023-11-13 20:10:23,523 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:21:55, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.3959, decode.acc_seg: 84.9744, loss: 0.3959 2023-11-13 20:10:26,031 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:21:50, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.4008, decode.acc_seg: 85.5183, loss: 0.4008 2023-11-13 20:10:30,891 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:21:46, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4008, decode.acc_seg: 85.2569, loss: 0.4008 2023-11-13 20:10:33,356 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:21:41, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3626, decode.acc_seg: 86.1848, loss: 0.3626 2023-11-13 20:10:38,154 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:21:38, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4032, decode.acc_seg: 84.9345, loss: 0.4032 2023-11-13 20:10:40,601 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:21:33, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4323, decode.acc_seg: 84.1239, loss: 0.4323 2023-11-13 20:10:45,406 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:21:30, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3932, decode.acc_seg: 85.1601, loss: 0.3932 2023-11-13 20:10:47,786 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:21:25, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4049, decode.acc_seg: 85.0070, loss: 0.4049 2023-11-13 20:10:52,646 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:21:21, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.4369, decode.acc_seg: 84.1350, loss: 0.4369 2023-11-13 20:10:57,447 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:21:18, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.5045, loss: 0.3905 2023-11-13 20:10:59,868 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:21:13, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3857, decode.acc_seg: 85.9134, loss: 0.3857 2023-11-13 20:11:04,683 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:21:10, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3856, decode.acc_seg: 85.7329, loss: 0.3856 2023-11-13 20:11:07,121 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:11:07,121 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:21:05, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4029, decode.acc_seg: 85.3167, loss: 0.4029 2023-11-13 20:11:11,976 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:21:01, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3898, decode.acc_seg: 85.3126, loss: 0.3898 2023-11-13 20:11:14,426 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:20:56, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3880, decode.acc_seg: 85.5378, loss: 0.3880 2023-11-13 20:11:19,218 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:20:53, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3831, decode.acc_seg: 86.1222, loss: 0.3831 2023-11-13 20:11:21,659 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:20:48, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3907, decode.acc_seg: 85.3817, loss: 0.3907 2023-11-13 20:11:26,515 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:20:45, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3765, decode.acc_seg: 85.7031, loss: 0.3765 2023-11-13 20:11:31,233 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:20:41, time: 0.094, data_time: 0.048, memory: 582, decode.loss_ce: 0.3797, decode.acc_seg: 85.8049, loss: 0.3797 2023-11-13 20:11:33,839 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:20:36, time: 0.052, data_time: 0.003, memory: 582, decode.loss_ce: 0.3820, decode.acc_seg: 85.5083, loss: 0.3820 2023-11-13 20:11:38,614 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:20:33, time: 0.095, data_time: 0.049, memory: 582, decode.loss_ce: 0.3820, decode.acc_seg: 85.7867, loss: 0.3820 2023-11-13 20:11:41,099 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:20:28, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3965, decode.acc_seg: 85.2022, loss: 0.3965 2023-11-13 20:11:45,994 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:20:25, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.4002, decode.acc_seg: 85.0838, loss: 0.4002 2023-11-13 20:11:48,420 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:20:20, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3722, decode.acc_seg: 86.1608, loss: 0.3722 2023-11-13 20:11:53,297 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:20:16, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.4096, decode.acc_seg: 84.7580, loss: 0.4096 2023-11-13 20:11:55,791 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:20:11, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3909, decode.acc_seg: 85.2633, loss: 0.3909 2023-11-13 20:12:00,563 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:20:08, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.3969, decode.acc_seg: 85.4332, loss: 0.3969 2023-11-13 20:12:02,977 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:20:03, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4068, decode.acc_seg: 85.2434, loss: 0.4068 2023-11-13 20:12:07,847 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:20:00, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3911, decode.acc_seg: 85.4057, loss: 0.3911 2023-11-13 20:12:12,677 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:19:56, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4177, decode.acc_seg: 84.6318, loss: 0.4177 2023-11-13 20:12:15,135 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:19:52, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3631, decode.acc_seg: 86.5688, loss: 0.3631 2023-11-13 20:12:20,008 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:19:48, time: 0.097, data_time: 0.053, memory: 582, decode.loss_ce: 0.3974, decode.acc_seg: 84.9495, loss: 0.3974 2023-11-13 20:12:22,433 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:12:22,433 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:19:43, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3805, decode.acc_seg: 85.8090, loss: 0.3805 2023-11-13 20:12:27,299 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:19:40, time: 0.097, data_time: 0.054, memory: 582, decode.loss_ce: 0.4027, decode.acc_seg: 85.0325, loss: 0.4027 2023-11-13 20:12:29,732 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:19:35, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3663, decode.acc_seg: 86.2673, loss: 0.3663 2023-11-13 20:12:34,616 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:19:32, time: 0.098, data_time: 0.052, memory: 582, decode.loss_ce: 0.3829, decode.acc_seg: 85.8833, loss: 0.3829 2023-11-13 20:12:37,062 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:19:27, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3958, decode.acc_seg: 85.2357, loss: 0.3958 2023-11-13 20:12:41,973 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:19:23, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3786, decode.acc_seg: 85.8553, loss: 0.3786 2023-11-13 20:12:46,757 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:19:20, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4035, decode.acc_seg: 85.0081, loss: 0.4035 2023-11-13 20:12:49,168 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:19:15, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3980, decode.acc_seg: 85.2578, loss: 0.3980 2023-11-13 20:12:54,031 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:19:12, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4006, decode.acc_seg: 85.0146, loss: 0.4006 2023-11-13 20:12:56,485 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:19:07, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3958, decode.acc_seg: 85.1091, loss: 0.3958 2023-11-13 20:13:01,392 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:19:04, time: 0.098, data_time: 0.054, memory: 582, decode.loss_ce: 0.3972, decode.acc_seg: 85.2027, loss: 0.3972 2023-11-13 20:13:03,835 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:18:59, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3928, decode.acc_seg: 85.4781, loss: 0.3928 2023-11-13 20:13:08,607 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:18:55, time: 0.095, data_time: 0.047, memory: 582, decode.loss_ce: 0.3792, decode.acc_seg: 85.5052, loss: 0.3792 2023-11-13 20:13:11,045 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:18:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4078, decode.acc_seg: 84.9122, loss: 0.4078 2023-11-13 20:13:15,868 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:18:47, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4122, decode.acc_seg: 85.3729, loss: 0.4122 2023-11-13 20:13:18,245 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:18:42, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4143, decode.acc_seg: 84.6401, loss: 0.4143 2023-11-13 20:13:23,072 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:18:39, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.4050, decode.acc_seg: 84.8463, loss: 0.4050 2023-11-13 20:13:28,000 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:18:35, time: 0.099, data_time: 0.048, memory: 582, decode.loss_ce: 0.3852, decode.acc_seg: 86.0239, loss: 0.3852 2023-11-13 20:13:30,425 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:18:31, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3883, decode.acc_seg: 85.4887, loss: 0.3883 2023-11-13 20:13:35,215 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:18:27, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.4027, decode.acc_seg: 84.7878, loss: 0.4027 2023-11-13 20:13:37,666 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:37,667 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:18:22, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4136, decode.acc_seg: 84.7864, loss: 0.4136 2023-11-13 20:13:42,517 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:18:19, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3942, decode.acc_seg: 85.5904, loss: 0.3942 2023-11-13 20:13:44,969 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:18:14, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3820, decode.acc_seg: 85.8634, loss: 0.3820 2023-11-13 20:13:49,775 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:18:11, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3860, decode.acc_seg: 85.6989, loss: 0.3860 2023-11-13 20:13:52,202 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:18:06, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3978, decode.acc_seg: 84.8894, loss: 0.3978 2023-11-13 20:13:57,141 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:18:03, time: 0.099, data_time: 0.053, memory: 582, decode.loss_ce: 0.4027, decode.acc_seg: 85.0867, loss: 0.4027 2023-11-13 20:14:01,910 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:17:59, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.3756, decode.acc_seg: 85.6605, loss: 0.3756 2023-11-13 20:14:04,425 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:17:54, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3676, decode.acc_seg: 86.1222, loss: 0.3676 2023-11-13 20:14:09,307 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:17:51, time: 0.098, data_time: 0.051, memory: 582, decode.loss_ce: 0.3950, decode.acc_seg: 85.3234, loss: 0.3950 2023-11-13 20:14:11,750 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:17:46, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3801, decode.acc_seg: 86.2695, loss: 0.3801 2023-11-13 20:14:16,546 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:17:43, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.4211, decode.acc_seg: 84.5786, loss: 0.4211 2023-11-13 20:14:19,038 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:17:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3997, decode.acc_seg: 85.4602, loss: 0.3997 2023-11-13 20:14:23,815 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:17:35, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4022, decode.acc_seg: 85.2573, loss: 0.4022 2023-11-13 20:14:26,291 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:17:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3994, decode.acc_seg: 85.1779, loss: 0.3994 2023-11-13 20:14:31,086 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:17:26, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3816, decode.acc_seg: 85.2923, loss: 0.3816 2023-11-13 20:14:33,518 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:17:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4146, decode.acc_seg: 84.9052, loss: 0.4146 2023-11-13 20:14:38,352 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:17:18, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3756, decode.acc_seg: 85.7884, loss: 0.3756 2023-11-13 20:14:43,135 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:17:15, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3936, decode.acc_seg: 85.7147, loss: 0.3936 2023-11-13 20:14:45,554 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:17:10, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3848, decode.acc_seg: 85.4714, loss: 0.3848 2023-11-13 20:14:50,398 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:17:06, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4005, decode.acc_seg: 84.8840, loss: 0.4005 2023-11-13 20:14:52,821 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:14:52,822 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:17:02, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3907, decode.acc_seg: 85.2776, loss: 0.3907 2023-11-13 20:14:57,568 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:16:58, time: 0.095, data_time: 0.049, memory: 582, decode.loss_ce: 0.4072, decode.acc_seg: 84.7936, loss: 0.4072 2023-11-13 20:14:59,978 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:16:54, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3857, decode.acc_seg: 85.6395, loss: 0.3857 2023-11-13 20:15:04,755 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:16:50, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3966, decode.acc_seg: 85.0112, loss: 0.3966 2023-11-13 20:15:07,165 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:16:45, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3872, decode.acc_seg: 85.4022, loss: 0.3872 2023-11-13 20:15:11,998 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:16:42, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4230, decode.acc_seg: 84.1370, loss: 0.4230 2023-11-13 20:15:14,442 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:16:37, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3512, decode.acc_seg: 86.5310, loss: 0.3512 2023-11-13 20:15:19,291 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:16:34, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3864, decode.acc_seg: 85.1437, loss: 0.3864 2023-11-13 20:15:24,114 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:16:30, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3597, decode.acc_seg: 86.5289, loss: 0.3597 2023-11-13 20:15:26,556 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:16:26, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3954, decode.acc_seg: 85.4346, loss: 0.3954 2023-11-13 20:15:31,370 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:16:22, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3903, decode.acc_seg: 85.3236, loss: 0.3903 2023-11-13 20:15:33,786 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:16:18, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3947, decode.acc_seg: 85.2030, loss: 0.3947 2023-11-13 20:15:38,614 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:16:14, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3747, decode.acc_seg: 86.1002, loss: 0.3747 2023-11-13 20:15:41,088 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:16:09, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3917, decode.acc_seg: 85.3230, loss: 0.3917 2023-11-13 20:15:45,860 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:16:06, time: 0.095, data_time: 0.051, memory: 582, decode.loss_ce: 0.3760, decode.acc_seg: 85.7638, loss: 0.3760 2023-11-13 20:15:48,265 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:16:01, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4061, decode.acc_seg: 85.3252, loss: 0.4061 2023-11-13 20:15:53,066 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:15:58, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4154, decode.acc_seg: 84.7040, loss: 0.4154 2023-11-13 20:15:57,846 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:15:54, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3777, decode.acc_seg: 86.0541, loss: 0.3777 2023-11-13 20:16:00,304 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:15:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3770, decode.acc_seg: 85.8780, loss: 0.3770 2023-11-13 20:16:05,133 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:15:46, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.4095, decode.acc_seg: 85.0234, loss: 0.4095 2023-11-13 20:16:07,605 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:16:07,606 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:15:42, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3752, decode.acc_seg: 86.0685, loss: 0.3752 2023-11-13 20:16:12,427 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:15:38, time: 0.096, data_time: 0.052, memory: 582, decode.loss_ce: 0.3607, decode.acc_seg: 85.9944, loss: 0.3607 2023-11-13 20:16:14,859 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:15:33, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4052, decode.acc_seg: 84.9100, loss: 0.4052 2023-11-13 20:16:19,713 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:15:30, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3780, decode.acc_seg: 86.0531, loss: 0.3780 2023-11-13 20:16:22,137 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:15:25, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3823, decode.acc_seg: 85.5831, loss: 0.3823 2023-11-13 20:16:26,992 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:15:22, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3682, decode.acc_seg: 86.3163, loss: 0.3682 2023-11-13 20:16:29,389 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:15:17, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3875, decode.acc_seg: 85.4079, loss: 0.3875 2023-11-13 20:16:34,258 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:15:14, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3962, decode.acc_seg: 85.5647, loss: 0.3962 2023-11-13 20:16:39,103 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:15:10, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3963, decode.acc_seg: 85.1201, loss: 0.3963 2023-11-13 20:16:41,600 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:15:06, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3866, decode.acc_seg: 85.6540, loss: 0.3866 2023-11-13 20:16:46,407 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:15:02, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3933, decode.acc_seg: 85.1297, loss: 0.3933 2023-11-13 20:16:48,856 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:14:58, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3967, decode.acc_seg: 85.0972, loss: 0.3967 2023-11-13 20:16:53,721 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:14:54, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3952, decode.acc_seg: 85.5577, loss: 0.3952 2023-11-13 20:16:56,164 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:14:50, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4010, decode.acc_seg: 84.9505, loss: 0.4010 2023-11-13 20:17:01,006 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:14:46, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4250, decode.acc_seg: 84.4426, loss: 0.4250 2023-11-13 20:17:03,454 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:14:41, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3887, decode.acc_seg: 85.3101, loss: 0.3887 2023-11-13 20:17:08,231 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:14:38, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3861, decode.acc_seg: 85.9350, loss: 0.3861 2023-11-13 20:17:13,026 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:14:34, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3993, decode.acc_seg: 84.9955, loss: 0.3993 2023-11-13 20:17:15,500 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:14:30, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3817, decode.acc_seg: 85.9643, loss: 0.3817 2023-11-13 20:17:20,266 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:14:26, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.3931, decode.acc_seg: 85.1105, loss: 0.3931 2023-11-13 20:17:22,722 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:22,722 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:14:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3815, decode.acc_seg: 85.8681, loss: 0.3815 2023-11-13 20:17:27,543 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:14:18, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.4060, decode.acc_seg: 85.1290, loss: 0.4060 2023-11-13 20:17:30,015 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:14:14, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3737, decode.acc_seg: 85.9883, loss: 0.3737 2023-11-13 20:17:34,798 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:14:10, time: 0.096, data_time: 0.046, memory: 582, decode.loss_ce: 0.4009, decode.acc_seg: 85.2452, loss: 0.4009 2023-11-13 20:17:37,209 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:14:06, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3967, decode.acc_seg: 85.5593, loss: 0.3967 2023-11-13 20:17:42,008 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:14:02, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3841, decode.acc_seg: 85.5975, loss: 0.3841 2023-11-13 20:17:44,393 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:13:58, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3876, decode.acc_seg: 85.8736, loss: 0.3876 2023-11-13 20:17:49,303 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:13:54, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.4054, decode.acc_seg: 85.1122, loss: 0.4054 2023-11-13 20:17:54,240 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:13:50, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.3852, decode.acc_seg: 85.9604, loss: 0.3852 2023-11-13 20:17:56,751 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:13:46, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3993, decode.acc_seg: 85.6039, loss: 0.3993 2023-11-13 20:18:01,605 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:13:42, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3736, decode.acc_seg: 86.0423, loss: 0.3736 2023-11-13 20:18:04,063 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:13:38, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3920, decode.acc_seg: 85.4605, loss: 0.3920 2023-11-13 20:18:08,959 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:13:34, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3785, decode.acc_seg: 85.6642, loss: 0.3785 2023-11-13 20:18:11,435 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:13:30, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3957, decode.acc_seg: 85.5085, loss: 0.3957 2023-11-13 20:18:16,312 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:13:26, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3866, decode.acc_seg: 85.6619, loss: 0.3866 2023-11-13 20:18:18,767 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:13:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3996, decode.acc_seg: 85.2656, loss: 0.3996 2023-11-13 20:18:23,550 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:13:18, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3505, decode.acc_seg: 86.7370, loss: 0.3505 2023-11-13 20:18:28,456 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:13:15, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4133, decode.acc_seg: 84.8100, loss: 0.4133 2023-11-13 20:18:30,910 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:13:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3910, decode.acc_seg: 85.2229, loss: 0.3910 2023-11-13 20:18:35,764 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:13:07, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.4053, decode.acc_seg: 85.0480, loss: 0.4053 2023-11-13 20:18:38,245 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:18:38,320 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:38,320 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:13:02, time: 0.051, data_time: 0.004, memory: 582, decode.loss_ce: 0.3871, decode.acc_seg: 85.7927, loss: 0.3871 2023-11-13 20:18:47,147 - mmseg - INFO - per class results: 2023-11-13 20:18:47,148 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.89 | 95.95 | | aeroplane | 69.78 | 79.15 | | bicycle | 45.96 | 62.22 | | bird | 64.88 | 75.24 | | boat | 46.19 | 58.75 | | bottle | 47.26 | 56.3 | | bus | 60.31 | 77.07 | | car | 61.69 | 70.58 | | cat | 65.28 | 85.87 | | chair | 17.25 | 24.72 | | cow | 41.54 | 52.26 | | diningtable | 30.74 | 41.38 | | dog | 48.82 | 58.48 | | horse | 40.49 | 56.33 | | motorbike | 51.19 | 72.14 | | person | 72.17 | 83.5 | | pottedplant | 27.8 | 33.9 | | sheep | 48.55 | 67.53 | | sofa | 22.32 | 28.38 | | train | 52.27 | 69.64 | | tvmonitor | 42.87 | 66.0 | +-------------+-------+-------+ 2023-11-13 20:18:47,148 - mmseg - INFO - Summary: 2023-11-13 20:18:47,148 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 88.04 | 49.87 | 62.64 | +-------+-------+-------+ 2023-11-13 20:18:47,149 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:18:47,149 - mmseg - INFO - Iter(val) [182] aAcc: 0.8804, mIoU: 0.4987, mAcc: 0.6264, IoU.background: 0.8989, IoU.aeroplane: 0.6978, IoU.bicycle: 0.4596, IoU.bird: 0.6488, IoU.boat: 0.4619, IoU.bottle: 0.4726, IoU.bus: 0.6031, IoU.car: 0.6169, IoU.cat: 0.6528, IoU.chair: 0.1725, IoU.cow: 0.4154, IoU.diningtable: 0.3074, IoU.dog: 0.4882, IoU.horse: 0.4049, IoU.motorbike: 0.5119, IoU.person: 0.7217, IoU.pottedplant: 0.2780, IoU.sheep: 0.4855, IoU.sofa: 0.2232, IoU.train: 0.5227, IoU.tvmonitor: 0.4287, Acc.background: 0.9595, Acc.aeroplane: 0.7915, Acc.bicycle: 0.6222, Acc.bird: 0.7524, Acc.boat: 0.5875, Acc.bottle: 0.5630, Acc.bus: 0.7707, Acc.car: 0.7058, Acc.cat: 0.8587, Acc.chair: 0.2472, Acc.cow: 0.5226, Acc.diningtable: 0.4138, Acc.dog: 0.5848, Acc.horse: 0.5633, Acc.motorbike: 0.7214, Acc.person: 0.8350, Acc.pottedplant: 0.3390, Acc.sheep: 0.6753, Acc.sofa: 0.2838, Acc.train: 0.6964, Acc.tvmonitor: 0.6600 2023-11-13 20:18:51,942 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:13:02, time: 0.272, data_time: 0.225, memory: 582, decode.loss_ce: 0.3830, decode.acc_seg: 85.6223, loss: 0.3830 2023-11-13 20:18:54,401 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:12:57, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3976, decode.acc_seg: 84.9984, loss: 0.3976 2023-11-13 20:18:59,263 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:12:54, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3948, decode.acc_seg: 85.2232, loss: 0.3948 2023-11-13 20:19:01,750 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:12:49, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3840, decode.acc_seg: 85.8220, loss: 0.3840 2023-11-13 20:19:06,567 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:12:46, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3869, decode.acc_seg: 85.6807, loss: 0.3869 2023-11-13 20:19:09,146 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:12:41, time: 0.052, data_time: 0.003, memory: 582, decode.loss_ce: 0.3904, decode.acc_seg: 85.3858, loss: 0.3904 2023-11-13 20:19:14,046 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:12:38, time: 0.098, data_time: 0.049, memory: 582, decode.loss_ce: 0.3741, decode.acc_seg: 85.9280, loss: 0.3741 2023-11-13 20:19:18,892 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:12:34, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3845, decode.acc_seg: 85.8408, loss: 0.3845 2023-11-13 20:19:21,328 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:12:30, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3990, decode.acc_seg: 85.1173, loss: 0.3990 2023-11-13 20:19:26,170 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:12:26, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3707, decode.acc_seg: 86.4563, loss: 0.3707 2023-11-13 20:19:28,602 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:12:22, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3807, decode.acc_seg: 85.8820, loss: 0.3807 2023-11-13 20:19:33,479 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:12:18, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4048, decode.acc_seg: 85.3866, loss: 0.4048 2023-11-13 20:19:35,947 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:12:14, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4120, decode.acc_seg: 84.6087, loss: 0.4120 2023-11-13 20:19:40,710 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:12:10, time: 0.095, data_time: 0.049, memory: 582, decode.loss_ce: 0.3900, decode.acc_seg: 85.9353, loss: 0.3900 2023-11-13 20:19:43,140 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:12:06, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3853, decode.acc_seg: 85.5236, loss: 0.3853 2023-11-13 20:19:47,987 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:12:02, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4084, decode.acc_seg: 84.5263, loss: 0.4084 2023-11-13 20:19:52,826 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:11:58, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.3695, decode.acc_seg: 85.9027, loss: 0.3695 2023-11-13 20:19:55,326 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:11:54, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3964, decode.acc_seg: 85.1102, loss: 0.3964 2023-11-13 20:20:00,128 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:11:50, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.3532, decode.acc_seg: 86.9341, loss: 0.3532 2023-11-13 20:20:02,623 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:02,623 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:11:46, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3642, decode.acc_seg: 86.3580, loss: 0.3642 2023-11-13 20:20:07,474 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:11:42, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.4191, decode.acc_seg: 84.3604, loss: 0.4191 2023-11-13 20:20:09,986 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:11:38, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3775, decode.acc_seg: 85.9831, loss: 0.3775 2023-11-13 20:20:14,948 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:11:34, time: 0.099, data_time: 0.047, memory: 582, decode.loss_ce: 0.3939, decode.acc_seg: 85.7351, loss: 0.3939 2023-11-13 20:20:17,489 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:11:30, time: 0.051, data_time: 0.003, memory: 582, decode.loss_ce: 0.4140, decode.acc_seg: 84.3788, loss: 0.4140 2023-11-13 20:20:22,371 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:11:26, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3771, decode.acc_seg: 85.8224, loss: 0.3771 2023-11-13 20:20:24,838 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:11:22, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3791, decode.acc_seg: 85.8009, loss: 0.3791 2023-11-13 20:20:29,818 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:11:18, time: 0.100, data_time: 0.047, memory: 582, decode.loss_ce: 0.3870, decode.acc_seg: 85.6514, loss: 0.3870 2023-11-13 20:20:34,710 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:11:15, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.3890, decode.acc_seg: 85.3715, loss: 0.3890 2023-11-13 20:20:37,180 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:11:10, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3974, decode.acc_seg: 85.4503, loss: 0.3974 2023-11-13 20:20:42,042 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:11:07, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4111, decode.acc_seg: 84.6848, loss: 0.4111 2023-11-13 20:20:44,483 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:11:02, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3998, decode.acc_seg: 85.5210, loss: 0.3998 2023-11-13 20:20:49,304 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:10:59, time: 0.096, data_time: 0.052, memory: 582, decode.loss_ce: 0.3825, decode.acc_seg: 85.9259, loss: 0.3825 2023-11-13 20:20:51,715 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:10:54, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4035, decode.acc_seg: 85.2727, loss: 0.4035 2023-11-13 20:20:56,631 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:10:51, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4195, decode.acc_seg: 84.2289, loss: 0.4195 2023-11-13 20:20:59,105 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:10:46, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3707, decode.acc_seg: 86.6911, loss: 0.3707 2023-11-13 20:21:03,929 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:10:43, time: 0.096, data_time: 0.051, memory: 582, decode.loss_ce: 0.4034, decode.acc_seg: 85.2923, loss: 0.4034 2023-11-13 20:21:06,307 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:10:38, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3852, decode.acc_seg: 85.9199, loss: 0.3852 2023-11-13 20:21:11,131 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:10:35, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3928, decode.acc_seg: 85.3792, loss: 0.3928 2023-11-13 20:21:15,901 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:10:31, time: 0.095, data_time: 0.051, memory: 582, decode.loss_ce: 0.4192, decode.acc_seg: 84.6482, loss: 0.4192 2023-11-13 20:21:18,323 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:21:18,324 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:10:27, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3874, decode.acc_seg: 85.4699, loss: 0.3874 2023-11-13 20:21:23,107 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:10:23, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3754, decode.acc_seg: 85.8517, loss: 0.3754 2023-11-13 20:21:25,541 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:10:19, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3885, decode.acc_seg: 85.5726, loss: 0.3885 2023-11-13 20:21:30,429 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:10:15, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.3922, decode.acc_seg: 85.4012, loss: 0.3922 2023-11-13 20:21:32,871 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:10:11, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4000, decode.acc_seg: 85.1881, loss: 0.4000 2023-11-13 20:21:37,739 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:10:07, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3838, decode.acc_seg: 85.6622, loss: 0.3838 2023-11-13 20:21:40,185 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:03, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3865, decode.acc_seg: 85.5561, loss: 0.3865 2023-11-13 20:21:45,013 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:09:59, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3824, decode.acc_seg: 86.3110, loss: 0.3824 2023-11-13 20:21:49,793 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:09:55, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3946, decode.acc_seg: 85.5478, loss: 0.3946 2023-11-13 20:21:52,234 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:09:51, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3841, decode.acc_seg: 85.7374, loss: 0.3841 2023-11-13 20:21:57,160 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:09:47, time: 0.099, data_time: 0.051, memory: 582, decode.loss_ce: 0.3874, decode.acc_seg: 85.6751, loss: 0.3874 2023-11-13 20:21:59,638 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:09:43, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3899, decode.acc_seg: 85.4207, loss: 0.3899 2023-11-13 20:22:04,479 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:09:39, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.3863, decode.acc_seg: 85.8326, loss: 0.3863 2023-11-13 20:22:06,933 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:09:35, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3888, decode.acc_seg: 85.5445, loss: 0.3888 2023-11-13 20:22:11,748 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:09:31, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4121, decode.acc_seg: 84.7958, loss: 0.4121 2023-11-13 20:22:14,165 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:09:27, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3858, decode.acc_seg: 85.2070, loss: 0.3858 2023-11-13 20:22:18,965 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:09:24, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3794, decode.acc_seg: 85.5541, loss: 0.3794 2023-11-13 20:22:21,374 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:09:19, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4027, decode.acc_seg: 85.1652, loss: 0.4027 2023-11-13 20:22:26,246 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:09:16, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3865, decode.acc_seg: 85.7122, loss: 0.3865 2023-11-13 20:22:31,192 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:09:12, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.3663, decode.acc_seg: 86.4121, loss: 0.3663 2023-11-13 20:22:33,652 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:22:33,652 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:08, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3848, decode.acc_seg: 85.3944, loss: 0.3848 2023-11-13 20:22:38,454 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:04, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3676, decode.acc_seg: 86.3348, loss: 0.3676 2023-11-13 20:22:40,946 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:00, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.4037, decode.acc_seg: 84.8506, loss: 0.4037 2023-11-13 20:22:45,756 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:08:56, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3734, decode.acc_seg: 85.8792, loss: 0.3734 2023-11-13 20:22:48,177 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:08:52, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4036, decode.acc_seg: 85.0803, loss: 0.4036 2023-11-13 20:22:53,009 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:08:48, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3844, decode.acc_seg: 85.8946, loss: 0.3844 2023-11-13 20:22:55,407 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:08:44, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3901, decode.acc_seg: 85.6237, loss: 0.3901 2023-11-13 20:23:00,251 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:08:40, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3950, decode.acc_seg: 85.4312, loss: 0.3950 2023-11-13 20:23:05,158 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:08:36, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3833, decode.acc_seg: 86.2030, loss: 0.3833 2023-11-13 20:23:07,576 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:08:32, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3916, decode.acc_seg: 85.5273, loss: 0.3916 2023-11-13 20:23:12,492 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:08:28, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4105, decode.acc_seg: 84.6774, loss: 0.4105 2023-11-13 20:23:14,967 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:08:24, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3807, decode.acc_seg: 85.9169, loss: 0.3807 2023-11-13 20:23:19,740 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:08:20, time: 0.095, data_time: 0.050, memory: 582, decode.loss_ce: 0.3747, decode.acc_seg: 85.9372, loss: 0.3747 2023-11-13 20:23:22,175 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:08:16, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3732, decode.acc_seg: 85.9926, loss: 0.3732 2023-11-13 20:23:27,020 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:13, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3993, decode.acc_seg: 85.1828, loss: 0.3993 2023-11-13 20:23:29,459 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:08, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3760, decode.acc_seg: 85.9051, loss: 0.3760 2023-11-13 20:23:34,346 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:05, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.3793, decode.acc_seg: 85.7444, loss: 0.3793 2023-11-13 20:23:36,719 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:00, time: 0.047, data_time: 0.003, memory: 582, decode.loss_ce: 0.3908, decode.acc_seg: 85.6998, loss: 0.3908 2023-11-13 20:23:41,534 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:07:57, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3915, decode.acc_seg: 85.3974, loss: 0.3915 2023-11-13 20:23:46,367 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:07:53, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3864, decode.acc_seg: 85.5550, loss: 0.3864 2023-11-13 20:23:48,817 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:23:48,818 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:07:49, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3921, decode.acc_seg: 85.7090, loss: 0.3921 2023-11-13 20:23:53,735 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:07:45, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.4097, decode.acc_seg: 85.2341, loss: 0.4097 2023-11-13 20:23:56,204 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:07:41, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3879, decode.acc_seg: 85.7638, loss: 0.3879 2023-11-13 20:24:01,137 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:07:37, time: 0.099, data_time: 0.055, memory: 582, decode.loss_ce: 0.4105, decode.acc_seg: 84.6407, loss: 0.4105 2023-11-13 20:24:03,569 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:07:33, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3793, decode.acc_seg: 85.7304, loss: 0.3793 2023-11-13 20:24:08,471 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:07:29, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3739, decode.acc_seg: 86.0646, loss: 0.3739 2023-11-13 20:24:10,904 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:07:25, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4112, decode.acc_seg: 85.0898, loss: 0.4112 2023-11-13 20:24:15,877 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:07:21, time: 0.099, data_time: 0.055, memory: 582, decode.loss_ce: 0.3808, decode.acc_seg: 85.6693, loss: 0.3808 2023-11-13 20:24:20,895 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:18, time: 0.100, data_time: 0.054, memory: 582, decode.loss_ce: 0.4134, decode.acc_seg: 84.6499, loss: 0.4134 2023-11-13 20:24:23,333 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:13, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4003, decode.acc_seg: 85.2435, loss: 0.4003 2023-11-13 20:24:28,132 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:10, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4082, decode.acc_seg: 84.8391, loss: 0.4082 2023-11-13 20:24:30,578 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:06, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3851, decode.acc_seg: 85.9931, loss: 0.3851 2023-11-13 20:24:35,462 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:02, time: 0.098, data_time: 0.048, memory: 582, decode.loss_ce: 0.3882, decode.acc_seg: 86.1468, loss: 0.3882 2023-11-13 20:24:37,922 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:06:58, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4052, decode.acc_seg: 84.9991, loss: 0.4052 2023-11-13 20:24:42,730 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:06:54, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3760, decode.acc_seg: 86.2071, loss: 0.3760 2023-11-13 20:24:45,152 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:06:50, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3936, decode.acc_seg: 85.6500, loss: 0.3936 2023-11-13 20:24:50,011 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:06:46, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3763, decode.acc_seg: 85.9502, loss: 0.3763 2023-11-13 20:24:52,405 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:06:42, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3863, decode.acc_seg: 85.5446, loss: 0.3863 2023-11-13 20:24:57,321 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:06:38, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.4002, decode.acc_seg: 85.3480, loss: 0.4002 2023-11-13 20:25:02,191 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:06:34, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3845, decode.acc_seg: 85.8398, loss: 0.3845 2023-11-13 20:25:04,623 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:04,623 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:06:30, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3847, decode.acc_seg: 85.8204, loss: 0.3847 2023-11-13 20:25:09,411 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:06:26, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.4031, decode.acc_seg: 84.9136, loss: 0.4031 2023-11-13 20:25:11,846 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:22, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4066, decode.acc_seg: 84.9063, loss: 0.4066 2023-11-13 20:25:16,710 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:19, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3800, decode.acc_seg: 85.7119, loss: 0.3800 2023-11-13 20:25:19,158 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:14, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3657, decode.acc_seg: 86.5206, loss: 0.3657 2023-11-13 20:25:23,978 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:11, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3864, decode.acc_seg: 85.9975, loss: 0.3864 2023-11-13 20:25:26,396 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:07, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3795, decode.acc_seg: 85.6445, loss: 0.3795 2023-11-13 20:25:31,247 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:03, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3942, decode.acc_seg: 85.0980, loss: 0.3942 2023-11-13 20:25:36,069 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:05:59, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3817, decode.acc_seg: 85.4653, loss: 0.3817 2023-11-13 20:25:38,499 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:05:55, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3827, decode.acc_seg: 85.3477, loss: 0.3827 2023-11-13 20:25:43,336 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:05:51, time: 0.097, data_time: 0.046, memory: 582, decode.loss_ce: 0.3905, decode.acc_seg: 85.4619, loss: 0.3905 2023-11-13 20:25:45,779 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:05:47, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3625, decode.acc_seg: 86.2057, loss: 0.3625 2023-11-13 20:25:50,637 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:05:43, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3883, decode.acc_seg: 85.3028, loss: 0.3883 2023-11-13 20:25:53,123 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:05:39, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3968, decode.acc_seg: 85.4671, loss: 0.3968 2023-11-13 20:25:57,926 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:05:35, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.4155, decode.acc_seg: 84.6826, loss: 0.4155 2023-11-13 20:26:00,404 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:05:31, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3733, decode.acc_seg: 86.2116, loss: 0.3733 2023-11-13 20:26:05,217 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:27, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3763, decode.acc_seg: 86.2988, loss: 0.3763 2023-11-13 20:26:07,621 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:23, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3823, decode.acc_seg: 85.6847, loss: 0.3823 2023-11-13 20:26:12,457 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:20, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4061, decode.acc_seg: 84.5788, loss: 0.4061 2023-11-13 20:26:17,351 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:16, time: 0.098, data_time: 0.053, memory: 582, decode.loss_ce: 0.3739, decode.acc_seg: 86.3880, loss: 0.3739 2023-11-13 20:26:19,807 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:19,807 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:12, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3841, decode.acc_seg: 85.7440, loss: 0.3841 2023-11-13 20:26:24,550 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:08, time: 0.095, data_time: 0.048, memory: 582, decode.loss_ce: 0.3755, decode.acc_seg: 85.8180, loss: 0.3755 2023-11-13 20:26:27,010 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:04, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3942, decode.acc_seg: 85.4835, loss: 0.3942 2023-11-13 20:26:31,848 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:00, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.4037, decode.acc_seg: 85.3639, loss: 0.4037 2023-11-13 20:26:34,308 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:04:56, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3840, decode.acc_seg: 85.7303, loss: 0.3840 2023-11-13 20:26:39,142 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:04:52, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.3723, decode.acc_seg: 85.7782, loss: 0.3723 2023-11-13 20:26:41,580 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:04:48, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4044, decode.acc_seg: 85.2271, loss: 0.4044 2023-11-13 20:26:46,424 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:04:44, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3972, decode.acc_seg: 85.3868, loss: 0.3972 2023-11-13 20:26:48,801 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:04:40, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.4000, decode.acc_seg: 85.0074, loss: 0.4000 2023-11-13 20:26:53,630 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:04:36, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3881, decode.acc_seg: 85.4567, loss: 0.3881 2023-11-13 20:26:58,443 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:33, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3870, decode.acc_seg: 86.1243, loss: 0.3870 2023-11-13 20:27:00,937 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:29, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3808, decode.acc_seg: 86.0586, loss: 0.3808 2023-11-13 20:27:05,754 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:25, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.4075, decode.acc_seg: 84.8575, loss: 0.4075 2023-11-13 20:27:08,234 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:21, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3734, decode.acc_seg: 85.9990, loss: 0.3734 2023-11-13 20:27:13,072 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:17, time: 0.097, data_time: 0.049, memory: 582, decode.loss_ce: 0.3804, decode.acc_seg: 85.7160, loss: 0.3804 2023-11-13 20:27:15,525 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:13, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4004, decode.acc_seg: 85.1380, loss: 0.4004 2023-11-13 20:27:20,420 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:09, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.3878, decode.acc_seg: 85.8117, loss: 0.3878 2023-11-13 20:27:22,813 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:05, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3955, decode.acc_seg: 85.2922, loss: 0.3955 2023-11-13 20:27:27,667 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:01, time: 0.097, data_time: 0.050, memory: 582, decode.loss_ce: 0.3645, decode.acc_seg: 86.3551, loss: 0.3645 2023-11-13 20:27:32,515 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:03:57, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3990, decode.acc_seg: 85.4703, loss: 0.3990 2023-11-13 20:27:34,935 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:27:34,935 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:03:53, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3721, decode.acc_seg: 86.1526, loss: 0.3721 2023-11-13 20:27:39,762 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:03:50, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3998, decode.acc_seg: 84.9874, loss: 0.3998 2023-11-13 20:27:42,200 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:03:46, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4029, decode.acc_seg: 85.0208, loss: 0.4029 2023-11-13 20:27:47,045 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:03:42, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3799, decode.acc_seg: 85.9733, loss: 0.3799 2023-11-13 20:27:49,517 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:38, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3944, decode.acc_seg: 85.3035, loss: 0.3944 2023-11-13 20:27:54,396 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:34, time: 0.098, data_time: 0.047, memory: 582, decode.loss_ce: 0.3809, decode.acc_seg: 85.5332, loss: 0.3809 2023-11-13 20:27:56,827 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:30, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3810, decode.acc_seg: 85.9670, loss: 0.3810 2023-11-13 20:28:01,668 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:26, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3950, decode.acc_seg: 85.6265, loss: 0.3950 2023-11-13 20:28:04,054 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:22, time: 0.048, data_time: 0.003, memory: 582, decode.loss_ce: 0.3863, decode.acc_seg: 85.4274, loss: 0.3863 2023-11-13 20:28:08,983 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:18, time: 0.099, data_time: 0.049, memory: 582, decode.loss_ce: 0.3781, decode.acc_seg: 85.9305, loss: 0.3781 2023-11-13 20:28:13,827 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:14, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3722, decode.acc_seg: 86.3384, loss: 0.3722 2023-11-13 20:28:16,283 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3729, decode.acc_seg: 85.8236, loss: 0.3729 2023-11-13 20:28:21,066 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:07, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3985, decode.acc_seg: 85.1169, loss: 0.3985 2023-11-13 20:28:23,572 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:03, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3783, decode.acc_seg: 85.8497, loss: 0.3783 2023-11-13 20:28:28,326 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:02:59, time: 0.095, data_time: 0.047, memory: 582, decode.loss_ce: 0.3747, decode.acc_seg: 86.1423, loss: 0.3747 2023-11-13 20:28:30,773 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:02:55, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3831, decode.acc_seg: 85.6593, loss: 0.3831 2023-11-13 20:28:35,644 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:02:51, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.4053, decode.acc_seg: 85.1217, loss: 0.4053 2023-11-13 20:28:38,074 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:02:47, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3743, decode.acc_seg: 86.2373, loss: 0.3743 2023-11-13 20:28:42,861 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:43, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3877, decode.acc_seg: 85.6750, loss: 0.3877 2023-11-13 20:28:47,729 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:39, time: 0.097, data_time: 0.051, memory: 582, decode.loss_ce: 0.3758, decode.acc_seg: 86.0301, loss: 0.3758 2023-11-13 20:28:50,171 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:28:50,171 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:35, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3818, decode.acc_seg: 85.9397, loss: 0.3818 2023-11-13 20:28:54,999 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:31, time: 0.097, data_time: 0.052, memory: 582, decode.loss_ce: 0.4122, decode.acc_seg: 84.9484, loss: 0.4122 2023-11-13 20:28:57,430 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:28, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3832, decode.acc_seg: 85.6015, loss: 0.3832 2023-11-13 20:29:02,298 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:24, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3761, decode.acc_seg: 85.8080, loss: 0.3761 2023-11-13 20:29:04,772 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:20, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3932, decode.acc_seg: 85.3221, loss: 0.3932 2023-11-13 20:29:09,642 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:16, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3845, decode.acc_seg: 85.5866, loss: 0.3845 2023-11-13 20:29:12,122 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:12, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3825, decode.acc_seg: 85.5469, loss: 0.3825 2023-11-13 20:29:16,950 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:08, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3998, decode.acc_seg: 85.1841, loss: 0.3998 2023-11-13 20:29:19,376 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:04, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3810, decode.acc_seg: 85.8314, loss: 0.3810 2023-11-13 20:29:24,218 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:00, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3966, decode.acc_seg: 85.3300, loss: 0.3966 2023-11-13 20:29:29,032 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:01:56, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3935, decode.acc_seg: 85.5315, loss: 0.3935 2023-11-13 20:29:31,522 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:01:52, time: 0.050, data_time: 0.004, memory: 582, decode.loss_ce: 0.3677, decode.acc_seg: 86.3045, loss: 0.3677 2023-11-13 20:29:36,420 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:49, time: 0.098, data_time: 0.046, memory: 582, decode.loss_ce: 0.3934, decode.acc_seg: 85.3658, loss: 0.3934 2023-11-13 20:29:38,843 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:45, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3872, decode.acc_seg: 85.7775, loss: 0.3872 2023-11-13 20:29:43,791 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:41, time: 0.099, data_time: 0.051, memory: 582, decode.loss_ce: 0.3805, decode.acc_seg: 85.6860, loss: 0.3805 2023-11-13 20:29:46,231 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:37, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3973, decode.acc_seg: 85.0504, loss: 0.3973 2023-11-13 20:29:51,118 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:33, time: 0.098, data_time: 0.050, memory: 582, decode.loss_ce: 0.3684, decode.acc_seg: 86.2310, loss: 0.3684 2023-11-13 20:29:53,574 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:29, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3818, decode.acc_seg: 85.7533, loss: 0.3818 2023-11-13 20:29:58,389 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:25, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3962, decode.acc_seg: 85.6665, loss: 0.3962 2023-11-13 20:30:03,327 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:21, time: 0.099, data_time: 0.051, memory: 582, decode.loss_ce: 0.3683, decode.acc_seg: 86.5344, loss: 0.3683 2023-11-13 20:30:05,737 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:30:05,737 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:17, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3927, decode.acc_seg: 85.6187, loss: 0.3927 2023-11-13 20:30:10,603 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:13, time: 0.097, data_time: 0.053, memory: 582, decode.loss_ce: 0.3704, decode.acc_seg: 86.0766, loss: 0.3704 2023-11-13 20:30:13,038 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:10, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3711, decode.acc_seg: 86.1932, loss: 0.3711 2023-11-13 20:30:17,893 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:06, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3749, decode.acc_seg: 86.3273, loss: 0.3749 2023-11-13 20:30:20,368 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:02, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3826, decode.acc_seg: 85.8354, loss: 0.3826 2023-11-13 20:30:25,178 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:00:58, time: 0.096, data_time: 0.048, memory: 582, decode.loss_ce: 0.3784, decode.acc_seg: 86.0934, loss: 0.3784 2023-11-13 20:30:27,647 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:54, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3994, decode.acc_seg: 84.9177, loss: 0.3994 2023-11-13 20:30:32,467 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:50, time: 0.096, data_time: 0.047, memory: 582, decode.loss_ce: 0.3794, decode.acc_seg: 85.9052, loss: 0.3794 2023-11-13 20:30:34,942 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:46, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.3689, decode.acc_seg: 86.1825, loss: 0.3689 2023-11-13 20:30:39,759 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:42, time: 0.096, data_time: 0.049, memory: 582, decode.loss_ce: 0.3937, decode.acc_seg: 85.6230, loss: 0.3937 2023-11-13 20:30:44,637 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:38, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3912, decode.acc_seg: 85.5092, loss: 0.3912 2023-11-13 20:30:47,037 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:35, time: 0.048, data_time: 0.004, memory: 582, decode.loss_ce: 0.3856, decode.acc_seg: 85.7184, loss: 0.3856 2023-11-13 20:30:51,883 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:31, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3764, decode.acc_seg: 85.8648, loss: 0.3764 2023-11-13 20:30:54,355 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:27, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.3849, decode.acc_seg: 85.7568, loss: 0.3849 2023-11-13 20:30:59,211 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:23, time: 0.097, data_time: 0.048, memory: 582, decode.loss_ce: 0.3796, decode.acc_seg: 85.6785, loss: 0.3796 2023-11-13 20:31:01,678 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:19, time: 0.049, data_time: 0.004, memory: 582, decode.loss_ce: 0.4017, decode.acc_seg: 84.8762, loss: 0.4017 2023-11-13 20:31:06,515 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:15, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3845, decode.acc_seg: 85.5757, loss: 0.3845 2023-11-13 20:31:08,954 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:11, time: 0.049, data_time: 0.003, memory: 582, decode.loss_ce: 0.4022, decode.acc_seg: 85.4452, loss: 0.4022 2023-11-13 20:31:13,807 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:07, time: 0.097, data_time: 0.047, memory: 582, decode.loss_ce: 0.3757, decode.acc_seg: 86.2365, loss: 0.3757 2023-11-13 20:31:18,607 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:03, time: 0.096, data_time: 0.050, memory: 582, decode.loss_ce: 0.3922, decode.acc_seg: 85.1768, loss: 0.3922 2023-11-13 20:31:21,050 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:31:21,106 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:21,106 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.050, data_time: 0.003, memory: 582, decode.loss_ce: 0.3752, decode.acc_seg: 86.0902, loss: 0.3752 2023-11-13 20:31:30,154 - mmseg - INFO - per class results: 2023-11-13 20:31:30,158 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 89.93 | 95.59 | | aeroplane | 70.22 | 79.36 | | bicycle | 46.29 | 63.76 | | bird | 64.45 | 76.89 | | boat | 46.77 | 57.09 | | bottle | 47.99 | 58.43 | | bus | 60.98 | 75.83 | | car | 61.85 | 70.74 | | cat | 64.75 | 85.22 | | chair | 18.04 | 26.6 | | cow | 42.01 | 53.05 | | diningtable | 31.62 | 46.9 | | dog | 49.77 | 62.75 | | horse | 40.38 | 54.81 | | motorbike | 51.48 | 72.94 | | person | 71.2 | 86.76 | | pottedplant | 29.37 | 38.11 | | sheep | 48.26 | 63.55 | | sofa | 23.21 | 29.84 | | train | 53.37 | 64.27 | | tvmonitor | 43.07 | 63.65 | +-------------+-------+-------+ 2023-11-13 20:31:30,158 - mmseg - INFO - Summary: 2023-11-13 20:31:30,158 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 88.02 | 50.24 | 63.15 | +-------+-------+-------+ 2023-11-13 20:31:30,159 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:30,159 - mmseg - INFO - Iter(val) [182] aAcc: 0.8802, mIoU: 0.5024, mAcc: 0.6315, IoU.background: 0.8993, IoU.aeroplane: 0.7022, IoU.bicycle: 0.4629, IoU.bird: 0.6445, IoU.boat: 0.4677, IoU.bottle: 0.4799, IoU.bus: 0.6098, IoU.car: 0.6185, IoU.cat: 0.6475, IoU.chair: 0.1804, IoU.cow: 0.4201, IoU.diningtable: 0.3162, IoU.dog: 0.4977, IoU.horse: 0.4038, IoU.motorbike: 0.5148, IoU.person: 0.7120, IoU.pottedplant: 0.2937, IoU.sheep: 0.4826, IoU.sofa: 0.2321, IoU.train: 0.5337, IoU.tvmonitor: 0.4307, Acc.background: 0.9559, Acc.aeroplane: 0.7936, Acc.bicycle: 0.6376, Acc.bird: 0.7689, Acc.boat: 0.5709, Acc.bottle: 0.5843, Acc.bus: 0.7583, Acc.car: 0.7074, Acc.cat: 0.8522, Acc.chair: 0.2660, Acc.cow: 0.5305, Acc.diningtable: 0.4690, Acc.dog: 0.6275, Acc.horse: 0.5481, Acc.motorbike: 0.7294, Acc.person: 0.8676, Acc.pottedplant: 0.3811, Acc.sheep: 0.6355, Acc.sofa: 0.2984, Acc.train: 0.6427, Acc.tvmonitor: 0.6365