2023-11-13 19:37:26,672 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:26,696 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:26,696 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:26,795 - 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 19:37:26,795 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:26,795 - 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_patch14_dinov2.lvd142m_voc2012'} 2023-11-13 19:37:29,869 - mmseg - INFO - Set random seed to 2061050889, deterministic: False 2023-11-13 19:37:31,977 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([21, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([21]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2023-11-13 19:37:31,978 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 21, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2023-11-13 19:37:31,980 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:37:32,023 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:37:32,024 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch14_dinov2.lvd142m_voc2012 2023-11-13 19:37:32,024 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-13 19:37:32,024 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:37:32,027 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch14_dinov2.lvd142m_voc2012 by HardDiskBackend. 2023-11-13 19:39:51,082 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:36:59, time: 0.146, data_time: 0.010, memory: 967, decode.loss_ce: 2.5780, decode.acc_seg: 5.1907, loss: 2.5780 2023-11-13 19:39:56,537 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:24:44, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 2.5013, decode.acc_seg: 13.2001, loss: 2.5013 2023-11-13 19:39:59,530 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:09:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 2.3051, decode.acc_seg: 39.2442, loss: 2.3051 2023-11-13 19:40:04,868 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:09:53, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 2.0084, decode.acc_seg: 65.1028, loss: 2.0084 2023-11-13 19:40:07,833 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:03:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 1.6986, decode.acc_seg: 77.8015, loss: 1.6986 2023-11-13 19:40:13,213 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:04:52, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 1.2837, decode.acc_seg: 83.9412, loss: 1.2837 2023-11-13 19:40:16,174 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:01:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.9060, decode.acc_seg: 87.4253, loss: 0.9060 2023-11-13 19:40:21,704 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:02:32, time: 0.111, data_time: 0.050, memory: 967, decode.loss_ce: 0.7045, decode.acc_seg: 88.2786, loss: 0.7045 2023-11-13 19:40:24,646 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:59:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.5223, decode.acc_seg: 89.7848, loss: 0.5223 2023-11-13 19:40:30,147 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:01:01, time: 0.110, data_time: 0.055, memory: 967, decode.loss_ce: 0.4138, decode.acc_seg: 90.3170, loss: 0.4138 2023-11-13 19:40:35,475 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:01:44, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.3377, decode.acc_seg: 90.8211, loss: 0.3377 2023-11-13 19:40:38,436 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:59:47, time: 0.060, data_time: 0.005, memory: 967, decode.loss_ce: 0.3085, decode.acc_seg: 91.3531, loss: 0.3085 2023-11-13 19:40:43,792 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:00:32, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.2775, decode.acc_seg: 92.0956, loss: 0.2775 2023-11-13 19:40:46,765 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:58:55, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.2570, decode.acc_seg: 92.1441, loss: 0.2570 2023-11-13 19:40:52,174 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:59:38, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.2397, decode.acc_seg: 92.5748, loss: 0.2397 2023-11-13 19:40:55,121 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:58:14, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.2197, decode.acc_seg: 92.7490, loss: 0.2197 2023-11-13 19:41:00,569 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:58:56, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.2083, decode.acc_seg: 93.3842, loss: 0.2083 2023-11-13 19:41:03,525 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:57:43, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.2054, decode.acc_seg: 93.0828, loss: 0.2054 2023-11-13 19:41:08,897 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:58:18, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.1997, decode.acc_seg: 93.3161, loss: 0.1997 2023-11-13 19:41:11,829 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:41:11,829 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:57:13, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1804, decode.acc_seg: 93.9451, loss: 0.1804 2023-11-13 19:41:17,312 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:57:48, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.1806, decode.acc_seg: 93.7915, loss: 0.1806 2023-11-13 19:41:22,637 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:58:15, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.1667, decode.acc_seg: 94.3191, loss: 0.1667 2023-11-13 19:41:25,613 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:57:19, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.1613, decode.acc_seg: 94.1967, loss: 0.1613 2023-11-13 19:41:30,959 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:57:44, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.1571, decode.acc_seg: 94.3484, loss: 0.1571 2023-11-13 19:41:33,929 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:56:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1517, decode.acc_seg: 94.5030, loss: 0.1517 2023-11-13 19:41:39,301 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:57:18, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.1476, decode.acc_seg: 94.6685, loss: 0.1476 2023-11-13 19:41:42,284 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:56:32, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.1451, decode.acc_seg: 94.7364, loss: 0.1451 2023-11-13 19:41:47,657 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:56:54, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.1476, decode.acc_seg: 94.6116, loss: 0.1476 2023-11-13 19:41:50,616 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:56:11, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1374, decode.acc_seg: 95.0500, loss: 0.1374 2023-11-13 19:41:56,109 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:56:35, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.1258, decode.acc_seg: 95.4294, loss: 0.1258 2023-11-13 19:42:01,486 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:56:55, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.1523, decode.acc_seg: 94.4049, loss: 0.1523 2023-11-13 19:42:04,455 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:56:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.1300, decode.acc_seg: 95.1811, loss: 0.1300 2023-11-13 19:42:09,875 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:56:35, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.1304, decode.acc_seg: 95.0814, loss: 0.1304 2023-11-13 19:42:12,849 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:55:57, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1246, decode.acc_seg: 95.3991, loss: 0.1246 2023-11-13 19:42:18,292 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:56:16, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.1279, decode.acc_seg: 95.2497, loss: 0.1279 2023-11-13 19:42:21,261 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:55:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1254, decode.acc_seg: 95.3868, loss: 0.1254 2023-11-13 19:42:26,636 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:55:57, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.1149, decode.acc_seg: 95.6635, loss: 0.1149 2023-11-13 19:42:29,606 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:55:24, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1257, decode.acc_seg: 95.3512, loss: 0.1257 2023-11-13 19:42:34,973 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:55:40, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.1195, decode.acc_seg: 95.4365, loss: 0.1195 2023-11-13 19:42:37,912 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:42:37,913 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:55:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1163, decode.acc_seg: 95.5765, loss: 0.1163 2023-11-13 19:42:43,353 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:55:23, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.1119, decode.acc_seg: 95.7248, loss: 0.1119 2023-11-13 19:42:48,797 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:55:38, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.1179, decode.acc_seg: 95.4413, loss: 0.1179 2023-11-13 19:42:51,762 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:55:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1137, decode.acc_seg: 95.7445, loss: 0.1137 2023-11-13 19:42:57,121 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:55:21, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.1127, decode.acc_seg: 95.7321, loss: 0.1127 2023-11-13 19:43:00,086 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:54:53, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1177, decode.acc_seg: 95.5473, loss: 0.1177 2023-11-13 19:43:05,415 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:55:04, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.1080, decode.acc_seg: 95.8447, loss: 0.1080 2023-11-13 19:43:08,385 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:54:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1098, decode.acc_seg: 95.8558, loss: 0.1098 2023-11-13 19:43:13,783 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:54:49, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.1087, decode.acc_seg: 95.9093, loss: 0.1087 2023-11-13 19:43:16,753 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:54:23, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1119, decode.acc_seg: 95.6345, loss: 0.1119 2023-11-13 19:43:22,137 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:54:34, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.1042, decode.acc_seg: 95.9802, loss: 0.1042 2023-11-13 19:43:27,609 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:54:46, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.1084, decode.acc_seg: 95.8201, loss: 0.1084 2023-11-13 19:43:30,565 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:54:21, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1013, decode.acc_seg: 96.1207, loss: 0.1013 2023-11-13 19:43:35,965 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:54:32, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.1053, decode.acc_seg: 95.8977, loss: 0.1053 2023-11-13 19:43:38,932 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:54:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0976, decode.acc_seg: 96.3304, loss: 0.0976 2023-11-13 19:43:44,310 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:54:17, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.1038, decode.acc_seg: 96.1003, loss: 0.1038 2023-11-13 19:43:47,281 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:53:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1062, decode.acc_seg: 96.0453, loss: 0.1062 2023-11-13 19:43:52,717 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:54:04, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.1009, decode.acc_seg: 96.1709, loss: 0.1009 2023-11-13 19:43:55,692 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:53:42, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.1027, decode.acc_seg: 95.9764, loss: 0.1027 2023-11-13 19:44:01,026 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:53:50, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0990, decode.acc_seg: 96.0882, loss: 0.0990 2023-11-13 19:44:03,960 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:44:03,961 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:53:28, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.1100, decode.acc_seg: 95.9021, loss: 0.1100 2023-11-13 19:44:09,393 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:53:37, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0977, decode.acc_seg: 96.3462, loss: 0.0977 2023-11-13 19:44:14,833 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:53:46, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0977, decode.acc_seg: 96.2755, loss: 0.0977 2023-11-13 19:44:17,838 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:53:25, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0978, decode.acc_seg: 96.2967, loss: 0.0978 2023-11-13 19:44:23,176 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:53:32, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0997, decode.acc_seg: 96.1895, loss: 0.0997 2023-11-13 19:44:26,139 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:53:12, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0972, decode.acc_seg: 96.2561, loss: 0.0972 2023-11-13 19:44:31,547 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:53:20, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0947, decode.acc_seg: 96.2727, loss: 0.0947 2023-11-13 19:44:34,523 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:53:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0995, decode.acc_seg: 96.0953, loss: 0.0995 2023-11-13 19:44:39,978 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:53:08, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.1043, decode.acc_seg: 95.9613, loss: 0.1043 2023-11-13 19:44:42,940 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:52:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0920, decode.acc_seg: 96.4562, loss: 0.0920 2023-11-13 19:44:48,299 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:52:55, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0931, decode.acc_seg: 96.4456, loss: 0.0931 2023-11-13 19:44:53,726 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:53:02, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.1010, decode.acc_seg: 96.1363, loss: 0.1010 2023-11-13 19:44:56,673 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:52:43, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0940, decode.acc_seg: 96.3812, loss: 0.0940 2023-11-13 19:45:02,041 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:52:49, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0988, decode.acc_seg: 96.3516, loss: 0.0988 2023-11-13 19:45:05,008 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:52:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0891, decode.acc_seg: 96.5963, loss: 0.0891 2023-11-13 19:45:10,340 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:52:36, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0966, decode.acc_seg: 96.3424, loss: 0.0966 2023-11-13 19:45:13,286 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:52:18, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0924, decode.acc_seg: 96.3793, loss: 0.0924 2023-11-13 19:45:18,635 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:52:23, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0906, decode.acc_seg: 96.5103, loss: 0.0906 2023-11-13 19:45:21,603 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:52:06, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0885, decode.acc_seg: 96.6088, loss: 0.0885 2023-11-13 19:45:27,070 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:52:12, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0869, decode.acc_seg: 96.6852, loss: 0.0869 2023-11-13 19:45:30,027 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:30,028 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:51:55, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0953, decode.acc_seg: 96.1931, loss: 0.0953 2023-11-13 19:45:35,435 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:52:01, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0942, decode.acc_seg: 96.4525, loss: 0.0942 2023-11-13 19:45:40,760 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:52:05, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0849, decode.acc_seg: 96.6824, loss: 0.0849 2023-11-13 19:45:43,754 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:51:49, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0996, decode.acc_seg: 96.0590, loss: 0.0996 2023-11-13 19:45:49,118 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:51:53, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0927, decode.acc_seg: 96.5209, loss: 0.0927 2023-11-13 19:45:52,085 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:51:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0939, decode.acc_seg: 96.2917, loss: 0.0939 2023-11-13 19:45:57,582 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:51:43, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0912, decode.acc_seg: 96.5135, loss: 0.0912 2023-11-13 19:46:00,539 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:51:27, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0928, decode.acc_seg: 96.4695, loss: 0.0928 2023-11-13 19:46:05,993 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:51:32, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0941, decode.acc_seg: 96.3668, loss: 0.0941 2023-11-13 19:46:08,955 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:51:16, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0890, decode.acc_seg: 96.6464, loss: 0.0890 2023-11-13 19:46:14,384 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:51:21, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0905, decode.acc_seg: 96.5136, loss: 0.0905 2023-11-13 19:46:17,293 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:51:05, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0876, decode.acc_seg: 96.5903, loss: 0.0876 2023-11-13 19:46:22,829 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:51:10, time: 0.111, data_time: 0.050, memory: 967, decode.loss_ce: 0.0851, decode.acc_seg: 96.6646, loss: 0.0851 2023-11-13 19:46:28,190 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:51:14, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0912, decode.acc_seg: 96.4166, loss: 0.0912 2023-11-13 19:46:31,173 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:50:59, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0893, decode.acc_seg: 96.4388, loss: 0.0893 2023-11-13 19:46:36,576 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:51:03, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0906, decode.acc_seg: 96.5456, loss: 0.0906 2023-11-13 19:46:39,562 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:50:48, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0909, decode.acc_seg: 96.4576, loss: 0.0909 2023-11-13 19:46:44,874 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:50:51, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0965, decode.acc_seg: 96.2014, loss: 0.0965 2023-11-13 19:46:47,824 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:50:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0857, decode.acc_seg: 96.6310, loss: 0.0857 2023-11-13 19:46:53,261 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:50:40, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0912, decode.acc_seg: 96.4712, loss: 0.0912 2023-11-13 19:46:56,239 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:46:56,239 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:50:26, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0855, decode.acc_seg: 96.6412, loss: 0.0855 2023-11-13 19:47:01,616 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:50:29, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0865, decode.acc_seg: 96.6793, loss: 0.0865 2023-11-13 19:47:06,944 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:50:32, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0881, decode.acc_seg: 96.5612, loss: 0.0881 2023-11-13 19:47:09,976 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:50:19, time: 0.061, data_time: 0.005, memory: 967, decode.loss_ce: 0.0873, decode.acc_seg: 96.6549, loss: 0.0873 2023-11-13 19:47:15,399 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:50:22, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0943, decode.acc_seg: 96.2868, loss: 0.0943 2023-11-13 19:47:18,386 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:50:08, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0911, decode.acc_seg: 96.5737, loss: 0.0911 2023-11-13 19:47:23,743 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:50:11, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0875, decode.acc_seg: 96.6904, loss: 0.0875 2023-11-13 19:47:26,696 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:49:57, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0903, decode.acc_seg: 96.5284, loss: 0.0903 2023-11-13 19:47:32,089 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:50:00, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0851, decode.acc_seg: 96.6837, loss: 0.0851 2023-11-13 19:47:35,048 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:49:47, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0917, decode.acc_seg: 96.5248, loss: 0.0917 2023-11-13 19:47:40,416 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:49:49, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0827, decode.acc_seg: 96.7501, loss: 0.0827 2023-11-13 19:47:43,347 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:49:36, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0936, decode.acc_seg: 96.3688, loss: 0.0936 2023-11-13 19:47:48,770 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:49:39, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0875, decode.acc_seg: 96.5765, loss: 0.0875 2023-11-13 19:47:54,223 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:49:41, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0949, decode.acc_seg: 96.3086, loss: 0.0949 2023-11-13 19:47:57,178 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:49:28, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0854, decode.acc_seg: 96.6909, loss: 0.0854 2023-11-13 19:48:02,481 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:49:30, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0895, decode.acc_seg: 96.4473, loss: 0.0895 2023-11-13 19:48:05,466 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:49:17, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0889, decode.acc_seg: 96.4682, loss: 0.0889 2023-11-13 19:48:10,918 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:49:20, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8325, loss: 0.0807 2023-11-13 19:48:13,889 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:49:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0901, decode.acc_seg: 96.4335, loss: 0.0901 2023-11-13 19:48:19,270 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:49:09, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0828, decode.acc_seg: 96.7987, loss: 0.0828 2023-11-13 19:48:22,224 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:48:22,224 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:48:57, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0871, decode.acc_seg: 96.5824, loss: 0.0871 2023-11-13 19:48:27,617 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:48:59, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0860, decode.acc_seg: 96.7709, loss: 0.0860 2023-11-13 19:48:33,077 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:49:01, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0936, decode.acc_seg: 96.3402, loss: 0.0936 2023-11-13 19:48:36,073 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:48:49, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8426, loss: 0.0808 2023-11-13 19:48:41,525 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:48:51, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0859, decode.acc_seg: 96.6837, loss: 0.0859 2023-11-13 19:48:44,497 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:48:39, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.8305, loss: 0.0810 2023-11-13 19:48:49,948 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:48:41, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0830, decode.acc_seg: 96.8464, loss: 0.0830 2023-11-13 19:48:52,915 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:48:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0920, decode.acc_seg: 96.3083, loss: 0.0920 2023-11-13 19:48:58,329 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:48:31, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0959, decode.acc_seg: 96.1924, loss: 0.0959 2023-11-13 19:49:01,299 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:48:19, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0850, decode.acc_seg: 96.7523, loss: 0.0850 2023-11-13 19:49:06,665 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:48:20, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0910, decode.acc_seg: 96.7391, loss: 0.0910 2023-11-13 19:49:09,596 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:48:09, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0887, decode.acc_seg: 96.5174, loss: 0.0887 2023-11-13 19:49:14,977 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:48:10, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0852, decode.acc_seg: 96.6373, loss: 0.0852 2023-11-13 19:49:20,478 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:48:11, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.8680, loss: 0.0800 2023-11-13 19:49:23,439 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:48:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0868, decode.acc_seg: 96.6202, loss: 0.0868 2023-11-13 19:49:28,795 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:48:01, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0874, decode.acc_seg: 96.6361, loss: 0.0874 2023-11-13 19:49:31,763 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:47:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.8824, loss: 0.0792 2023-11-13 19:49:37,160 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:47:51, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0840, decode.acc_seg: 96.7332, loss: 0.0840 2023-11-13 19:49:40,126 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:47:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0787, decode.acc_seg: 96.8903, loss: 0.0787 2023-11-13 19:49:45,511 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:47:41, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0909, decode.acc_seg: 96.5805, loss: 0.0909 2023-11-13 19:49:48,462 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:49:48,462 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:47:30, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0816, decode.acc_seg: 96.8245, loss: 0.0816 2023-11-13 19:49:53,863 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:47:31, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0910, decode.acc_seg: 96.4107, loss: 0.0910 2023-11-13 19:49:59,281 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:47:31, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0805, decode.acc_seg: 96.9054, loss: 0.0805 2023-11-13 19:50:02,240 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:47:21, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0822, decode.acc_seg: 96.8220, loss: 0.0822 2023-11-13 19:50:07,630 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:47:21, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0824, decode.acc_seg: 96.7187, loss: 0.0824 2023-11-13 19:50:10,616 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:47:11, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0835, decode.acc_seg: 96.7987, loss: 0.0835 2023-11-13 19:50:16,044 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:47:12, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.9001, loss: 0.0807 2023-11-13 19:50:19,030 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:47:01, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0817, decode.acc_seg: 96.7888, loss: 0.0817 2023-11-13 19:50:24,421 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:47:02, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0816, decode.acc_seg: 96.7013, loss: 0.0816 2023-11-13 19:50:27,394 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:46:51, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0843, decode.acc_seg: 96.7077, loss: 0.0843 2023-11-13 19:50:32,895 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:46:52, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0832, decode.acc_seg: 96.7841, loss: 0.0832 2023-11-13 19:50:35,843 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:46:42, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 97.0094, loss: 0.0772 2023-11-13 19:50:41,336 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:46:43, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0855, decode.acc_seg: 96.6684, loss: 0.0855 2023-11-13 19:50:46,746 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:46:43, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0856, decode.acc_seg: 96.6073, loss: 0.0856 2023-11-13 19:50:49,688 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:46:33, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0844, decode.acc_seg: 96.7255, loss: 0.0844 2023-11-13 19:50:55,101 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:46:33, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0880, decode.acc_seg: 96.5126, loss: 0.0880 2023-11-13 19:50:58,067 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:46:23, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0906, decode.acc_seg: 96.4943, loss: 0.0906 2023-11-13 19:51:03,437 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:46:23, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0801, decode.acc_seg: 96.8483, loss: 0.0801 2023-11-13 19:51:06,429 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:46:13, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0870, decode.acc_seg: 96.7364, loss: 0.0870 2023-11-13 19:51:11,887 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:46:13, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0894, decode.acc_seg: 96.4919, loss: 0.0894 2023-11-13 19:51:14,841 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:51:14,841 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:46:04, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0880, decode.acc_seg: 96.6967, loss: 0.0880 2023-11-13 19:51:20,257 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:46:04, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0866, decode.acc_seg: 96.6003, loss: 0.0866 2023-11-13 19:51:25,601 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:46:03, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0831, decode.acc_seg: 96.8336, loss: 0.0831 2023-11-13 19:51:28,790 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:45:54, time: 0.064, data_time: 0.004, memory: 967, decode.loss_ce: 0.0859, decode.acc_seg: 96.7763, loss: 0.0859 2023-11-13 19:51:34,169 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:45:54, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0849, decode.acc_seg: 96.6470, loss: 0.0849 2023-11-13 19:51:37,126 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:45:45, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.9081, loss: 0.0800 2023-11-13 19:51:42,442 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:45:44, time: 0.106, data_time: 0.051, memory: 967, decode.loss_ce: 0.0857, decode.acc_seg: 96.6368, loss: 0.0857 2023-11-13 19:51:45,402 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:45:35, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0830, decode.acc_seg: 96.7598, loss: 0.0830 2023-11-13 19:51:50,902 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:45:35, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0061, loss: 0.0765 2023-11-13 19:51:53,874 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:45:25, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0798, decode.acc_seg: 96.8621, loss: 0.0798 2023-11-13 19:51:59,204 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:45:25, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0894, decode.acc_seg: 96.5212, loss: 0.0894 2023-11-13 19:52:02,208 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:45:16, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0854, decode.acc_seg: 96.6569, loss: 0.0854 2023-11-13 19:52:07,683 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:45:15, time: 0.110, data_time: 0.054, memory: 967, decode.loss_ce: 0.0835, decode.acc_seg: 96.6895, loss: 0.0835 2023-11-13 19:52:13,106 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:45:15, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0806, decode.acc_seg: 96.7929, loss: 0.0806 2023-11-13 19:52:16,074 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:45:06, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0828, decode.acc_seg: 96.8317, loss: 0.0828 2023-11-13 19:52:21,480 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:45:05, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9077, loss: 0.0792 2023-11-13 19:52:24,463 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:44:56, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0850, decode.acc_seg: 96.6481, loss: 0.0850 2023-11-13 19:52:29,826 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:44:56, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.9162, loss: 0.0788 2023-11-13 19:52:32,830 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:44:47, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0647, loss: 0.0757 2023-11-13 19:52:38,200 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:44:46, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9126, loss: 0.0780 2023-11-13 19:52:41,173 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:52:41,177 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:44:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0831, decode.acc_seg: 96.7691, loss: 0.0831 2023-11-13 19:52:46,552 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:44:36, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0784, decode.acc_seg: 96.9088, loss: 0.0784 2023-11-13 19:52:49,489 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:44:27, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0860, decode.acc_seg: 96.6118, loss: 0.0860 2023-11-13 19:52:54,932 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:44:27, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0836, decode.acc_seg: 96.7674, loss: 0.0836 2023-11-13 19:53:00,336 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:44:26, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0842, decode.acc_seg: 96.6284, loss: 0.0842 2023-11-13 19:53:03,305 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:44:17, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0816, decode.acc_seg: 96.8646, loss: 0.0816 2023-11-13 19:53:08,745 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:44:17, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0831, decode.acc_seg: 96.7750, loss: 0.0831 2023-11-13 19:53:11,710 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:44:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0826, decode.acc_seg: 96.7601, loss: 0.0826 2023-11-13 19:53:17,128 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:44:07, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0814, decode.acc_seg: 96.7538, loss: 0.0814 2023-11-13 19:53:20,105 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:43:58, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9785, loss: 0.0786 2023-11-13 19:53:25,525 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:43:58, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.0095, loss: 0.0748 2023-11-13 19:53:28,471 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:43:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0887, decode.acc_seg: 96.4923, loss: 0.0887 2023-11-13 19:53:33,874 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:43:48, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9053, loss: 0.0792 2023-11-13 19:53:39,218 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:43:47, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0879, decode.acc_seg: 96.6927, loss: 0.0879 2023-11-13 19:53:42,219 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:43:38, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.8403, loss: 0.0800 2023-11-13 19:53:47,757 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:43:38, time: 0.111, data_time: 0.048, memory: 967, decode.loss_ce: 0.0806, decode.acc_seg: 96.8778, loss: 0.0806 2023-11-13 19:53:50,720 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:43:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8911, loss: 0.0796 2023-11-13 19:53:56,033 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:43:28, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0812, decode.acc_seg: 96.7449, loss: 0.0812 2023-11-13 19:53:58,991 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:43:20, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0854, decode.acc_seg: 96.6412, loss: 0.0854 2023-11-13 19:54:04,417 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:43:19, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0813, decode.acc_seg: 96.8931, loss: 0.0813 2023-11-13 19:54:07,383 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:54:07,401 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:07,401 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:43:10, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0831, decode.acc_seg: 96.6599, loss: 0.0831 2023-11-13 19:55:55,310 - mmseg - INFO - per class results: 2023-11-13 19:55:55,312 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.7 | 97.71 | | aeroplane | 90.32 | 97.36 | | bicycle | 75.46 | 87.11 | | bird | 94.98 | 97.7 | | boat | 80.37 | 88.89 | | bottle | 82.33 | 94.11 | | bus | 92.56 | 95.64 | | car | 87.65 | 90.78 | | cat | 95.73 | 97.96 | | chair | 50.6 | 70.87 | | cow | 92.37 | 95.39 | | diningtable | 64.73 | 75.01 | | dog | 93.35 | 97.44 | | horse | 91.39 | 97.82 | | motorbike | 90.06 | 96.59 | | person | 90.53 | 95.01 | | pottedplant | 66.82 | 79.97 | | sheep | 90.7 | 93.89 | | sofa | 64.5 | 81.09 | | train | 89.04 | 94.61 | | tvmonitor | 75.87 | 82.33 | +-------------+-------+-------+ 2023-11-13 19:55:55,312 - mmseg - INFO - Summary: 2023-11-13 19:55:55,312 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.26 | 83.57 | 90.82 | +-------+-------+-------+ 2023-11-13 19:55:55,312 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:55:55,312 - mmseg - INFO - Iter(val) [182] aAcc: 0.9626, mIoU: 0.8357, mAcc: 0.9082, IoU.background: 0.9570, IoU.aeroplane: 0.9032, IoU.bicycle: 0.7546, IoU.bird: 0.9498, IoU.boat: 0.8037, IoU.bottle: 0.8233, IoU.bus: 0.9256, IoU.car: 0.8765, IoU.cat: 0.9573, IoU.chair: 0.5060, IoU.cow: 0.9237, IoU.diningtable: 0.6473, IoU.dog: 0.9335, IoU.horse: 0.9139, IoU.motorbike: 0.9006, IoU.person: 0.9053, IoU.pottedplant: 0.6682, IoU.sheep: 0.9070, IoU.sofa: 0.6450, IoU.train: 0.8904, IoU.tvmonitor: 0.7587, Acc.background: 0.9771, Acc.aeroplane: 0.9736, Acc.bicycle: 0.8711, Acc.bird: 0.9770, Acc.boat: 0.8889, Acc.bottle: 0.9411, Acc.bus: 0.9564, Acc.car: 0.9078, Acc.cat: 0.9796, Acc.chair: 0.7087, Acc.cow: 0.9539, Acc.diningtable: 0.7501, Acc.dog: 0.9744, Acc.horse: 0.9782, Acc.motorbike: 0.9659, Acc.person: 0.9501, Acc.pottedplant: 0.7997, Acc.sheep: 0.9389, Acc.sofa: 0.8109, Acc.train: 0.9461, Acc.tvmonitor: 0.8233 2023-11-13 19:56:00,813 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:48:31, time: 2.268, data_time: 2.208, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.9527, loss: 0.0789 2023-11-13 19:56:03,744 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:48:20, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0871, decode.acc_seg: 96.5744, loss: 0.0871 2023-11-13 19:56:09,209 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:48:17, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1209, loss: 0.0731 2023-11-13 19:56:14,729 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:48:14, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8245, loss: 0.0796 2023-11-13 19:56:17,682 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:48:04, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0840, decode.acc_seg: 96.7146, loss: 0.0840 2023-11-13 19:56:23,044 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:48:01, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0871, decode.acc_seg: 96.5219, loss: 0.0871 2023-11-13 19:56:26,004 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:47:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9307, loss: 0.0783 2023-11-13 19:56:31,372 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:47:47, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0837, decode.acc_seg: 96.7237, loss: 0.0837 2023-11-13 19:56:34,341 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:47:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9701, loss: 0.0780 2023-11-13 19:56:39,717 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:47:34, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0843, decode.acc_seg: 96.7498, loss: 0.0843 2023-11-13 19:56:42,659 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:47:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0861, decode.acc_seg: 96.6490, loss: 0.0861 2023-11-13 19:56:48,018 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:47:20, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0813, decode.acc_seg: 96.8129, loss: 0.0813 2023-11-13 19:56:53,317 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:47:17, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.9066, loss: 0.0788 2023-11-13 19:56:56,355 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:47:07, time: 0.061, data_time: 0.004, memory: 967, decode.loss_ce: 0.0827, decode.acc_seg: 96.7978, loss: 0.0827 2023-11-13 19:57:01,761 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:47:04, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9901, loss: 0.0772 2023-11-13 19:57:04,757 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:46:54, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0813, decode.acc_seg: 96.8354, loss: 0.0813 2023-11-13 19:57:10,262 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:46:51, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 96.9765, loss: 0.0767 2023-11-13 19:57:13,229 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:46:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0854, decode.acc_seg: 96.6620, loss: 0.0854 2023-11-13 19:57:18,571 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:46:38, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.8584, loss: 0.0802 2023-11-13 19:57:21,554 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:57:21,554 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:46:28, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0811, decode.acc_seg: 96.8549, loss: 0.0811 2023-11-13 19:57:26,976 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:46:25, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8486, loss: 0.0808 2023-11-13 19:57:29,921 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:46:15, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.7456, loss: 0.0807 2023-11-13 19:57:35,351 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:46:12, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0837, decode.acc_seg: 96.8475, loss: 0.0837 2023-11-13 19:57:40,643 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:46:08, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 97.0171, loss: 0.0770 2023-11-13 19:57:43,601 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:45:59, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0857, decode.acc_seg: 96.5676, loss: 0.0857 2023-11-13 19:57:49,022 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:45:56, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0847, decode.acc_seg: 96.6812, loss: 0.0847 2023-11-13 19:57:51,979 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:45:46, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9267, loss: 0.0792 2023-11-13 19:57:57,323 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:45:43, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0871, decode.acc_seg: 96.6767, loss: 0.0871 2023-11-13 19:58:00,304 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:45:33, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0814, decode.acc_seg: 96.8540, loss: 0.0814 2023-11-13 19:58:05,715 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:45:30, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.1098, loss: 0.0739 2023-11-13 19:58:08,677 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:45:21, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0932, decode.acc_seg: 96.4861, loss: 0.0932 2023-11-13 19:58:14,135 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:45:18, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.7721, loss: 0.0808 2023-11-13 19:58:19,444 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:45:14, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0799, decode.acc_seg: 96.9119, loss: 0.0799 2023-11-13 19:58:22,499 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:45:05, time: 0.061, data_time: 0.004, memory: 967, decode.loss_ce: 0.0813, decode.acc_seg: 96.8323, loss: 0.0813 2023-11-13 19:58:27,925 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:45:02, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0974, loss: 0.0750 2023-11-13 19:58:30,887 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:44:53, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.9052, loss: 0.0810 2023-11-13 19:58:36,306 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:44:50, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0840, decode.acc_seg: 96.7609, loss: 0.0840 2023-11-13 19:58:39,273 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:44:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 96.8895, loss: 0.0781 2023-11-13 19:58:44,748 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:44:38, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 97.0377, loss: 0.0778 2023-11-13 19:58:47,729 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:58:47,730 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:44:29, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0830, decode.acc_seg: 96.7800, loss: 0.0830 2023-11-13 19:58:53,052 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:44:25, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.0011, loss: 0.0781 2023-11-13 19:58:55,996 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:44:16, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.8857, loss: 0.0802 2023-11-13 19:59:01,502 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:44:13, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0846, decode.acc_seg: 96.6683, loss: 0.0846 2023-11-13 19:59:06,931 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:44:10, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0794, decode.acc_seg: 96.8997, loss: 0.0794 2023-11-13 19:59:09,871 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:44:01, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0803, decode.acc_seg: 96.9175, loss: 0.0803 2023-11-13 19:59:15,228 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:43:57, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8540, loss: 0.0804 2023-11-13 19:59:18,189 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:43:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0831, decode.acc_seg: 96.7028, loss: 0.0831 2023-11-13 19:59:23,536 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:43:45, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0822, decode.acc_seg: 96.8925, loss: 0.0822 2023-11-13 19:59:26,494 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:43:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0782, decode.acc_seg: 96.9611, loss: 0.0782 2023-11-13 19:59:31,867 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:43:33, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0819, decode.acc_seg: 96.7409, loss: 0.0819 2023-11-13 19:59:34,829 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:43:24, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0811, decode.acc_seg: 96.8924, loss: 0.0811 2023-11-13 19:59:40,224 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:43:21, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.9030, loss: 0.0810 2023-11-13 19:59:45,590 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:43:18, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.8370, loss: 0.0802 2023-11-13 19:59:48,578 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:43:09, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0629, loss: 0.0759 2023-11-13 19:59:54,036 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:43:06, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0813, decode.acc_seg: 96.7912, loss: 0.0813 2023-11-13 19:59:57,017 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:42:57, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 97.0018, loss: 0.0770 2023-11-13 20:00:02,402 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:42:54, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0893, decode.acc_seg: 96.6123, loss: 0.0893 2023-11-13 20:00:05,354 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:42:46, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 96.9985, loss: 0.0766 2023-11-13 20:00:10,691 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:42:42, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0706, decode.acc_seg: 97.2095, loss: 0.0706 2023-11-13 20:00:13,680 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:13,681 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:42:34, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.8957, loss: 0.0789 2023-11-13 20:00:19,080 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:42:30, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.8285, loss: 0.0823 2023-11-13 20:00:22,016 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:42:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0782, decode.acc_seg: 96.9714, loss: 0.0782 2023-11-13 20:00:27,496 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:42:19, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0820, decode.acc_seg: 96.7966, loss: 0.0820 2023-11-13 20:00:32,939 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:42:16, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0805, decode.acc_seg: 96.9287, loss: 0.0805 2023-11-13 20:00:35,898 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:42:07, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0829, decode.acc_seg: 96.8180, loss: 0.0829 2023-11-13 20:00:41,267 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:42:04, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0793, decode.acc_seg: 96.9119, loss: 0.0793 2023-11-13 20:00:44,218 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:41:56, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 96.9957, loss: 0.0762 2023-11-13 20:00:49,593 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:41:52, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0845, decode.acc_seg: 96.7211, loss: 0.0845 2023-11-13 20:00:52,574 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:41:44, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0803, decode.acc_seg: 96.8915, loss: 0.0803 2023-11-13 20:00:58,057 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:41:41, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 97.0521, loss: 0.0775 2023-11-13 20:01:01,013 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:41:33, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0794, decode.acc_seg: 96.9296, loss: 0.0794 2023-11-13 20:01:06,338 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:41:29, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.9161, loss: 0.0808 2023-11-13 20:01:09,261 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:41:21, time: 0.058, data_time: 0.004, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.7849, loss: 0.0796 2023-11-13 20:01:14,731 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:41:18, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9132, loss: 0.0792 2023-11-13 20:01:20,096 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:41:14, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 97.0109, loss: 0.0772 2023-11-13 20:01:23,069 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:41:06, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 97.0822, loss: 0.0770 2023-11-13 20:01:28,404 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:41:03, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 96.9744, loss: 0.0770 2023-11-13 20:01:31,376 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:40:55, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0815, decode.acc_seg: 96.8264, loss: 0.0815 2023-11-13 20:01:36,782 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:40:51, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0735, decode.acc_seg: 97.0252, loss: 0.0735 2023-11-13 20:01:39,750 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:01:39,750 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:40:43, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 96.9680, loss: 0.0771 2023-11-13 20:01:45,120 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:40:40, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0797, decode.acc_seg: 96.9598, loss: 0.0797 2023-11-13 20:01:48,053 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:40:32, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.8903, loss: 0.0780 2023-11-13 20:01:53,401 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:40:28, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9849, loss: 0.0773 2023-11-13 20:01:58,821 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:40:25, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0798, decode.acc_seg: 96.8332, loss: 0.0798 2023-11-13 20:02:01,776 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:40:17, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.8811, loss: 0.0786 2023-11-13 20:02:07,133 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:40:14, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 96.9371, loss: 0.0777 2023-11-13 20:02:10,118 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:40:06, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0818, decode.acc_seg: 96.8063, loss: 0.0818 2023-11-13 20:02:15,490 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:40:02, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0768, decode.acc_seg: 97.0308, loss: 0.0768 2023-11-13 20:02:18,431 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:39:55, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.9260, loss: 0.0788 2023-11-13 20:02:23,823 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:39:51, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.8747, loss: 0.0795 2023-11-13 20:02:26,768 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:39:43, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0819, decode.acc_seg: 96.7846, loss: 0.0819 2023-11-13 20:02:32,234 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:39:40, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0277, loss: 0.0767 2023-11-13 20:02:35,164 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:39:32, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.2461, loss: 0.0720 2023-11-13 20:02:40,689 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:39:29, time: 0.111, data_time: 0.055, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0072, loss: 0.0766 2023-11-13 20:02:46,064 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:39:26, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0805, decode.acc_seg: 96.8676, loss: 0.0805 2023-11-13 20:02:49,025 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:39:18, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0349, loss: 0.0759 2023-11-13 20:02:54,332 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:39:14, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.9034, loss: 0.0800 2023-11-13 20:02:57,311 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:39:07, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.8284, loss: 0.0810 2023-11-13 20:03:02,717 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:39:03, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0831, loss: 0.0750 2023-11-13 20:03:05,677 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:05,677 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:38:56, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.1151, loss: 0.0744 2023-11-13 20:03:11,124 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:38:52, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.9281, loss: 0.0796 2023-11-13 20:03:14,048 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:38:45, time: 0.058, data_time: 0.004, memory: 967, decode.loss_ce: 0.0776, decode.acc_seg: 96.9511, loss: 0.0776 2023-11-13 20:03:19,496 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:38:42, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8704, loss: 0.0807 2023-11-13 20:03:24,939 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:38:38, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0803, decode.acc_seg: 96.9286, loss: 0.0803 2023-11-13 20:03:27,896 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:38:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0815, decode.acc_seg: 96.8128, loss: 0.0815 2023-11-13 20:03:33,253 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:38:27, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9734, loss: 0.0773 2023-11-13 20:03:36,210 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:38:20, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.9678, loss: 0.0775 2023-11-13 20:03:41,643 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:38:16, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0814, decode.acc_seg: 96.8706, loss: 0.0814 2023-11-13 20:03:44,612 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:38:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2973, loss: 0.0692 2023-11-13 20:03:49,985 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:38:05, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0878, decode.acc_seg: 96.7165, loss: 0.0878 2023-11-13 20:03:52,967 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:37:58, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0790, decode.acc_seg: 96.8526, loss: 0.0790 2023-11-13 20:03:58,344 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:37:54, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0816, loss: 0.0756 2023-11-13 20:04:01,298 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:37:47, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0779, decode.acc_seg: 96.9131, loss: 0.0779 2023-11-13 20:04:06,666 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:37:44, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 96.9093, loss: 0.0770 2023-11-13 20:04:12,073 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:37:40, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.9843, loss: 0.0788 2023-11-13 20:04:15,022 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:37:33, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.8706, loss: 0.0810 2023-11-13 20:04:20,361 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:37:29, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1662, loss: 0.0717 2023-11-13 20:04:23,329 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:37:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0785, decode.acc_seg: 96.9233, loss: 0.0785 2023-11-13 20:04:28,791 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:37:19, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 96.9986, loss: 0.0759 2023-11-13 20:04:31,759 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:31,759 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:37:11, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 96.8954, loss: 0.0777 2023-11-13 20:04:37,100 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:37:08, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.8292, loss: 0.0823 2023-11-13 20:04:40,054 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:37:01, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.1536, loss: 0.0719 2023-11-13 20:04:45,437 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:36:57, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0848, decode.acc_seg: 96.7177, loss: 0.0848 2023-11-13 20:04:50,751 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:36:53, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0817, decode.acc_seg: 96.8210, loss: 0.0817 2023-11-13 20:04:53,732 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:36:46, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 97.0786, loss: 0.0764 2023-11-13 20:04:59,112 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:36:43, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0630, loss: 0.0740 2023-11-13 20:05:02,075 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:36:36, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0745, decode.acc_seg: 97.0843, loss: 0.0745 2023-11-13 20:05:07,457 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:36:32, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0819, decode.acc_seg: 96.7663, loss: 0.0819 2023-11-13 20:05:10,419 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:36:25, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.1259, loss: 0.0761 2023-11-13 20:05:15,784 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:36:21, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0173, loss: 0.0762 2023-11-13 20:05:18,744 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:36:14, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.9654, loss: 0.0804 2023-11-13 20:05:24,109 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:36:11, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0769, decode.acc_seg: 96.9687, loss: 0.0769 2023-11-13 20:05:27,055 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:36:04, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0824, decode.acc_seg: 96.8663, loss: 0.0824 2023-11-13 20:05:32,408 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:36:00, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 97.0146, loss: 0.0775 2023-11-13 20:05:37,800 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:35:56, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0824, decode.acc_seg: 96.7711, loss: 0.0824 2023-11-13 20:05:40,758 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:35:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 97.0001, loss: 0.0788 2023-11-13 20:05:46,041 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:35:46, time: 0.106, data_time: 0.050, memory: 967, decode.loss_ce: 0.0798, decode.acc_seg: 96.8884, loss: 0.0798 2023-11-13 20:05:48,984 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:35:39, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9799, loss: 0.0773 2023-11-13 20:05:54,445 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:35:35, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0754, decode.acc_seg: 97.0109, loss: 0.0754 2023-11-13 20:05:57,401 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:05:57,401 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:35:28, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0794, decode.acc_seg: 96.9083, loss: 0.0794 2023-11-13 20:06:02,861 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:35:25, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0840, decode.acc_seg: 96.8260, loss: 0.0840 2023-11-13 20:06:05,826 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:35:18, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.8848, loss: 0.0788 2023-11-13 20:06:11,310 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:35:15, time: 0.110, data_time: 0.054, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.0972, loss: 0.0755 2023-11-13 20:06:16,541 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:35:11, time: 0.105, data_time: 0.048, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 96.9346, loss: 0.0766 2023-11-13 20:06:19,633 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:35:04, time: 0.062, data_time: 0.004, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9364, loss: 0.0773 2023-11-13 20:06:25,113 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:35:01, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0730, decode.acc_seg: 97.1081, loss: 0.0730 2023-11-13 20:06:28,061 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:34:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.8372, loss: 0.0765 2023-11-13 20:06:33,428 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:34:50, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0737, decode.acc_seg: 97.1413, loss: 0.0737 2023-11-13 20:06:36,371 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:34:43, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0787, decode.acc_seg: 96.9232, loss: 0.0787 2023-11-13 20:06:41,844 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:34:40, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0768, decode.acc_seg: 96.9588, loss: 0.0768 2023-11-13 20:06:44,794 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:34:33, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1024, loss: 0.0738 2023-11-13 20:06:50,166 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:34:29, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0805, decode.acc_seg: 96.7883, loss: 0.0805 2023-11-13 20:06:53,101 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:34:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0047, loss: 0.0756 2023-11-13 20:06:58,511 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:34:19, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 97.0675, loss: 0.0760 2023-11-13 20:07:03,925 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:34:15, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.8734, loss: 0.0795 2023-11-13 20:07:06,875 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:34:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 96.9585, loss: 0.0756 2023-11-13 20:07:12,260 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:34:05, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.7645, loss: 0.0823 2023-11-13 20:07:15,207 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:33:58, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9099, loss: 0.0786 2023-11-13 20:07:20,489 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:33:55, time: 0.106, data_time: 0.051, memory: 967, decode.loss_ce: 0.0809, decode.acc_seg: 96.9992, loss: 0.0809 2023-11-13 20:07:23,451 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:23,451 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:33:48, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0782, decode.acc_seg: 96.9925, loss: 0.0782 2023-11-13 20:07:28,881 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:33:44, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0803, decode.acc_seg: 96.8615, loss: 0.0803 2023-11-13 20:07:31,825 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:33:38, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0797, decode.acc_seg: 96.8964, loss: 0.0797 2023-11-13 20:07:37,338 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:33:34, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9700, loss: 0.0772 2023-11-13 20:07:40,276 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:33:28, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0814, decode.acc_seg: 96.7879, loss: 0.0814 2023-11-13 20:07:45,631 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:33:24, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8644, loss: 0.0796 2023-11-13 20:07:50,998 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:33:20, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0819, decode.acc_seg: 96.8304, loss: 0.0819 2023-11-13 20:07:53,974 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:33:14, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.0937, loss: 0.0761 2023-11-13 20:07:59,296 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:33:10, time: 0.106, data_time: 0.050, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.0846, loss: 0.0738 2023-11-13 20:08:02,258 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:33:03, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9018, loss: 0.0780 2023-11-13 20:08:07,665 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:33:00, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0655, loss: 0.0749 2023-11-13 20:08:10,629 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:32:53, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0833, decode.acc_seg: 96.7809, loss: 0.0833 2023-11-13 20:08:15,953 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:32:49, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.1941, loss: 0.0725 2023-11-13 20:08:18,903 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:32:43, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0818, decode.acc_seg: 96.9201, loss: 0.0818 2023-11-13 20:08:24,283 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:32:39, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.0564, loss: 0.0744 2023-11-13 20:08:29,526 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:32:35, time: 0.105, data_time: 0.049, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9064, loss: 0.0773 2023-11-13 20:08:32,497 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:32:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0707, decode.acc_seg: 97.2742, loss: 0.0707 2023-11-13 20:08:37,960 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:32:25, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9509, loss: 0.0783 2023-11-13 20:08:40,937 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:32:19, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0776, decode.acc_seg: 96.9447, loss: 0.0776 2023-11-13 20:08:46,264 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:32:15, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 97.0665, loss: 0.0753 2023-11-13 20:08:49,237 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:08:49,237 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:32:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.0249, loss: 0.0752 2023-11-13 20:08:54,640 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:32:05, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8637, loss: 0.0804 2023-11-13 20:08:57,575 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:31:58, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.0795, loss: 0.0742 2023-11-13 20:09:02,889 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:31:55, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1774, loss: 0.0721 2023-11-13 20:09:05,812 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:31:48, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0817, decode.acc_seg: 96.7698, loss: 0.0817 2023-11-13 20:09:11,296 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:31:45, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.1270, loss: 0.0756 2023-11-13 20:09:16,597 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:31:41, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0856, decode.acc_seg: 96.6587, loss: 0.0856 2023-11-13 20:09:19,549 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:31:34, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9745, loss: 0.0786 2023-11-13 20:09:24,977 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:31:31, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.1385, loss: 0.0749 2023-11-13 20:09:27,934 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:31:24, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.0529, loss: 0.0732 2023-11-13 20:09:33,258 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:31:21, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8787, loss: 0.0804 2023-11-13 20:09:36,205 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:31:14, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0793, decode.acc_seg: 96.8783, loss: 0.0793 2023-11-13 20:09:41,498 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:31:10, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8420, loss: 0.0808 2023-11-13 20:09:44,443 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:31:04, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 96.9906, loss: 0.0756 2023-11-13 20:09:49,904 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:31:01, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8501, loss: 0.0807 2023-11-13 20:09:55,301 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:30:57, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8966, loss: 0.0804 2023-11-13 20:09:58,251 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:30:51, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0784, decode.acc_seg: 96.9820, loss: 0.0784 2023-11-13 20:10:03,584 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:30:47, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.9746, loss: 0.0775 2023-11-13 20:10:06,539 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:30:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0812, decode.acc_seg: 96.8648, loss: 0.0812 2023-11-13 20:10:11,886 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:30:37, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.8609, loss: 0.0800 2023-11-13 20:10:14,828 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:10:14,845 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:14,846 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:30:30, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 96.9900, loss: 0.0771 2023-11-13 20:10:25,705 - mmseg - INFO - per class results: 2023-11-13 20:10:25,706 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.69 | 97.73 | | aeroplane | 90.73 | 96.83 | | bicycle | 75.11 | 89.15 | | bird | 94.95 | 97.41 | | boat | 80.38 | 87.24 | | bottle | 82.96 | 93.6 | | bus | 92.53 | 95.42 | | car | 87.64 | 90.78 | | cat | 95.87 | 97.42 | | chair | 49.01 | 71.57 | | cow | 92.77 | 95.95 | | diningtable | 63.58 | 73.78 | | dog | 93.09 | 97.83 | | horse | 92.08 | 97.14 | | motorbike | 90.41 | 96.17 | | person | 90.47 | 95.3 | | pottedplant | 66.92 | 79.25 | | sheep | 90.65 | 93.74 | | sofa | 65.34 | 80.47 | | train | 89.24 | 95.01 | | tvmonitor | 76.28 | 83.34 | +-------------+-------+-------+ 2023-11-13 20:10:25,706 - mmseg - INFO - Summary: 2023-11-13 20:10:25,706 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.25 | 83.61 | 90.72 | +-------+-------+-------+ 2023-11-13 20:10:25,707 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:25,707 - mmseg - INFO - Iter(val) [182] aAcc: 0.9625, mIoU: 0.8361, mAcc: 0.9072, IoU.background: 0.9569, IoU.aeroplane: 0.9073, IoU.bicycle: 0.7511, IoU.bird: 0.9495, IoU.boat: 0.8038, IoU.bottle: 0.8296, IoU.bus: 0.9253, IoU.car: 0.8764, IoU.cat: 0.9587, IoU.chair: 0.4901, IoU.cow: 0.9277, IoU.diningtable: 0.6358, IoU.dog: 0.9309, IoU.horse: 0.9208, IoU.motorbike: 0.9041, IoU.person: 0.9047, IoU.pottedplant: 0.6692, IoU.sheep: 0.9065, IoU.sofa: 0.6534, IoU.train: 0.8924, IoU.tvmonitor: 0.7628, Acc.background: 0.9773, Acc.aeroplane: 0.9683, Acc.bicycle: 0.8915, Acc.bird: 0.9741, Acc.boat: 0.8724, Acc.bottle: 0.9360, Acc.bus: 0.9542, Acc.car: 0.9078, Acc.cat: 0.9742, Acc.chair: 0.7157, Acc.cow: 0.9595, Acc.diningtable: 0.7378, Acc.dog: 0.9783, Acc.horse: 0.9714, Acc.motorbike: 0.9617, Acc.person: 0.9530, Acc.pottedplant: 0.7925, Acc.sheep: 0.9374, Acc.sofa: 0.8047, Acc.train: 0.9501, Acc.tvmonitor: 0.8334 2023-11-13 20:10:30,983 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:30:37, time: 0.323, data_time: 0.265, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9389, loss: 0.0778 2023-11-13 20:10:33,956 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:30:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 97.0549, loss: 0.0777 2023-11-13 20:10:39,294 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:30:27, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.8941, loss: 0.0789 2023-11-13 20:10:42,221 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:30:21, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1351, loss: 0.0733 2023-11-13 20:10:47,613 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:30:17, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1583, loss: 0.0738 2023-11-13 20:10:52,955 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:30:13, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 96.8823, loss: 0.0791 2023-11-13 20:10:55,941 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:30:07, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0824, decode.acc_seg: 96.7777, loss: 0.0824 2023-11-13 20:11:01,229 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:30:03, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.0651, loss: 0.0743 2023-11-13 20:11:04,181 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:29:57, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0836, decode.acc_seg: 96.6887, loss: 0.0836 2023-11-13 20:11:09,555 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:29:53, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9385, loss: 0.0786 2023-11-13 20:11:12,515 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:29:47, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.9198, loss: 0.0796 2023-11-13 20:11:17,965 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:29:43, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0787, decode.acc_seg: 97.0115, loss: 0.0787 2023-11-13 20:11:20,917 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:29:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 97.0594, loss: 0.0758 2023-11-13 20:11:26,407 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:29:33, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1380, loss: 0.0718 2023-11-13 20:11:31,672 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:29:29, time: 0.105, data_time: 0.049, memory: 967, decode.loss_ce: 0.0798, decode.acc_seg: 96.8381, loss: 0.0798 2023-11-13 20:11:34,642 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:29:23, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0046, loss: 0.0767 2023-11-13 20:11:40,122 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:29:20, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0737, decode.acc_seg: 97.1567, loss: 0.0737 2023-11-13 20:11:43,091 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:29:13, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9696, loss: 0.0783 2023-11-13 20:11:48,419 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:29:09, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1772, loss: 0.0738 2023-11-13 20:11:51,386 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:11:51,386 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:29:03, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0790, decode.acc_seg: 96.9302, loss: 0.0790 2023-11-13 20:11:56,785 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:29:00, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 97.0469, loss: 0.0773 2023-11-13 20:11:59,779 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:28:54, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0787, decode.acc_seg: 96.8542, loss: 0.0787 2023-11-13 20:12:05,160 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:28:50, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 96.9086, loss: 0.0791 2023-11-13 20:12:08,088 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:28:44, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0819, loss: 0.0751 2023-11-13 20:12:13,602 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:28:40, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9218, loss: 0.0783 2023-11-13 20:12:19,068 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:28:36, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0938, loss: 0.0762 2023-11-13 20:12:22,009 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:28:30, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1664, loss: 0.0717 2023-11-13 20:12:27,369 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:28:26, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0591, loss: 0.0759 2023-11-13 20:12:30,326 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:28:20, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9119, loss: 0.0783 2023-11-13 20:12:35,652 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:28:16, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.8716, loss: 0.0795 2023-11-13 20:12:38,602 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:28:10, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1515, loss: 0.0718 2023-11-13 20:12:43,943 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:28:06, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.7763, loss: 0.0802 2023-11-13 20:12:46,888 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:28:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0811, decode.acc_seg: 96.7859, loss: 0.0811 2023-11-13 20:12:52,249 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:27:56, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.0816, loss: 0.0725 2023-11-13 20:12:57,539 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:27:52, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.1154, loss: 0.0749 2023-11-13 20:13:00,544 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:27:46, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.0028, loss: 0.0781 2023-11-13 20:13:06,037 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:27:43, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0801, decode.acc_seg: 96.9435, loss: 0.0801 2023-11-13 20:13:08,991 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:27:37, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.1065, loss: 0.0740 2023-11-13 20:13:14,347 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:27:33, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0982, loss: 0.0756 2023-11-13 20:13:17,310 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:17,310 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:27:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.1040, loss: 0.0755 2023-11-13 20:13:22,632 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:27:23, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0447, loss: 0.0759 2023-11-13 20:13:25,584 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:27:17, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8564, loss: 0.0804 2023-11-13 20:13:30,947 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:27:13, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.9539, loss: 0.0796 2023-11-13 20:13:33,884 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:27:07, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 97.0089, loss: 0.0764 2023-11-13 20:13:39,308 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:27:03, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 97.0019, loss: 0.0777 2023-11-13 20:13:44,632 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:26:59, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.0615, loss: 0.0746 2023-11-13 20:13:47,591 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:26:53, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2048, loss: 0.0715 2023-11-13 20:13:53,045 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:26:50, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0837, decode.acc_seg: 96.8013, loss: 0.0837 2023-11-13 20:13:55,999 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:26:44, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.1090, loss: 0.0749 2023-11-13 20:14:01,419 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:26:40, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 97.0764, loss: 0.0760 2023-11-13 20:14:04,365 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:26:34, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.8363, loss: 0.0789 2023-11-13 20:14:09,708 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:26:30, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0785, decode.acc_seg: 97.0310, loss: 0.0785 2023-11-13 20:14:12,652 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:26:24, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0790, decode.acc_seg: 96.8863, loss: 0.0790 2023-11-13 20:14:18,015 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:26:20, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 97.0476, loss: 0.0758 2023-11-13 20:14:20,954 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:26:14, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0821, decode.acc_seg: 96.8243, loss: 0.0821 2023-11-13 20:14:26,365 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:26:10, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0768, decode.acc_seg: 97.0094, loss: 0.0768 2023-11-13 20:14:31,728 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:26:07, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.1229, loss: 0.0743 2023-11-13 20:14:34,683 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:26:01, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.8849, loss: 0.0795 2023-11-13 20:14:40,051 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:25:57, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0791, loss: 0.0757 2023-11-13 20:14:43,028 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:14:43,029 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:25:51, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.1008, loss: 0.0746 2023-11-13 20:14:48,444 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:25:47, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4026, loss: 0.0654 2023-11-13 20:14:51,495 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:25:41, time: 0.061, data_time: 0.004, memory: 967, decode.loss_ce: 0.0800, decode.acc_seg: 96.9419, loss: 0.0800 2023-11-13 20:14:56,912 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:25:37, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.2220, loss: 0.0718 2023-11-13 20:14:59,853 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:25:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.8707, loss: 0.0775 2023-11-13 20:15:05,392 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:25:28, time: 0.111, data_time: 0.047, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 97.0058, loss: 0.0778 2023-11-13 20:15:10,790 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:25:24, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8845, loss: 0.0807 2023-11-13 20:15:13,778 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:25:18, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 97.0275, loss: 0.0778 2023-11-13 20:15:19,208 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:25:14, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0676, loss: 0.0766 2023-11-13 20:15:22,189 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:25:09, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0793, decode.acc_seg: 96.9017, loss: 0.0793 2023-11-13 20:15:27,542 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:25:05, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 97.0478, loss: 0.0791 2023-11-13 20:15:30,500 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:24:59, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.1442, loss: 0.0751 2023-11-13 20:15:35,849 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:24:55, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0747, decode.acc_seg: 97.0785, loss: 0.0747 2023-11-13 20:15:38,809 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:24:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 96.9520, loss: 0.0781 2023-11-13 20:15:44,137 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:24:45, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1989, loss: 0.0721 2023-11-13 20:15:47,083 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:24:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.0262, loss: 0.0781 2023-11-13 20:15:52,498 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:24:36, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.2733, loss: 0.0695 2023-11-13 20:15:57,974 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:24:32, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0043, loss: 0.0762 2023-11-13 20:16:00,924 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:24:26, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.2005, loss: 0.0726 2023-11-13 20:16:06,279 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:24:22, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0827, decode.acc_seg: 96.7599, loss: 0.0827 2023-11-13 20:16:09,249 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:16:09,249 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:24:16, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1344, loss: 0.0717 2023-11-13 20:16:14,603 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:24:12, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.9888, loss: 0.0765 2023-11-13 20:16:17,550 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:24:07, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0843, decode.acc_seg: 96.7609, loss: 0.0843 2023-11-13 20:16:22,878 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:24:03, time: 0.106, data_time: 0.052, memory: 967, decode.loss_ce: 0.0779, decode.acc_seg: 96.9511, loss: 0.0779 2023-11-13 20:16:25,808 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:23:57, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 96.9651, loss: 0.0760 2023-11-13 20:16:31,210 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:23:53, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9078, loss: 0.0778 2023-11-13 20:16:36,629 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:23:49, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1648, loss: 0.0723 2023-11-13 20:16:39,585 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:23:44, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0708, decode.acc_seg: 97.2334, loss: 0.0708 2023-11-13 20:16:45,078 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:23:40, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0833, decode.acc_seg: 96.8037, loss: 0.0833 2023-11-13 20:16:48,049 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:23:34, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.0313, loss: 0.0752 2023-11-13 20:16:53,381 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:23:30, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0844, loss: 0.0751 2023-11-13 20:16:56,357 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:23:24, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0760, loss: 0.0750 2023-11-13 20:17:01,762 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:23:20, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.9799, loss: 0.0789 2023-11-13 20:17:04,722 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:23:15, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 96.9241, loss: 0.0777 2023-11-13 20:17:10,088 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:23:11, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0779, loss: 0.0766 2023-11-13 20:17:13,029 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:23:05, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 96.9952, loss: 0.0753 2023-11-13 20:17:18,385 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:23:01, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.8219, loss: 0.0789 2023-11-13 20:17:23,666 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:22:57, time: 0.106, data_time: 0.050, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.1186, loss: 0.0734 2023-11-13 20:17:26,662 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:22:52, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0741, decode.acc_seg: 97.0782, loss: 0.0741 2023-11-13 20:17:32,007 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:22:48, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.0454, loss: 0.0761 2023-11-13 20:17:34,937 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:34,937 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:22:42, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0769, decode.acc_seg: 96.9842, loss: 0.0769 2023-11-13 20:17:40,435 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:22:38, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0784, decode.acc_seg: 96.9131, loss: 0.0784 2023-11-13 20:17:43,397 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:22:33, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.1450, loss: 0.0757 2023-11-13 20:17:48,825 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:22:29, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.8835, loss: 0.0802 2023-11-13 20:17:51,769 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:22:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1803, loss: 0.0723 2023-11-13 20:17:57,121 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:22:19, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2469, loss: 0.0715 2023-11-13 20:18:02,509 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:22:15, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0770, decode.acc_seg: 96.9592, loss: 0.0770 2023-11-13 20:18:05,459 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:22:10, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1622, loss: 0.0733 2023-11-13 20:18:10,832 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:22:06, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.0058, loss: 0.0752 2023-11-13 20:18:13,797 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:22:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.1986, loss: 0.0728 2023-11-13 20:18:19,145 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:21:56, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0193, loss: 0.0757 2023-11-13 20:18:22,069 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:21:51, time: 0.058, data_time: 0.004, memory: 967, decode.loss_ce: 0.0737, decode.acc_seg: 97.1549, loss: 0.0737 2023-11-13 20:18:27,419 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:21:46, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.1087, loss: 0.0744 2023-11-13 20:18:30,366 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:21:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9492, loss: 0.0783 2023-11-13 20:18:35,711 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:21:37, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0724, decode.acc_seg: 97.2042, loss: 0.0724 2023-11-13 20:18:38,638 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:21:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.9011, loss: 0.0795 2023-11-13 20:18:44,065 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:21:27, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9324, loss: 0.0792 2023-11-13 20:18:49,393 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:21:23, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.1011, loss: 0.0742 2023-11-13 20:18:52,360 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:21:18, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0115, loss: 0.0757 2023-11-13 20:18:57,680 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:21:14, time: 0.106, data_time: 0.046, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 96.9609, loss: 0.0791 2023-11-13 20:19:00,635 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:19:00,635 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:21:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.0013, loss: 0.0748 2023-11-13 20:19:06,131 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:21:04, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0763, decode.acc_seg: 97.0281, loss: 0.0763 2023-11-13 20:19:09,076 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:20:59, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0769, decode.acc_seg: 96.9040, loss: 0.0769 2023-11-13 20:19:14,439 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:20:55, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.1561, loss: 0.0732 2023-11-13 20:19:17,385 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:20:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0793, decode.acc_seg: 96.8399, loss: 0.0793 2023-11-13 20:19:22,768 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:20:46, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0060, loss: 0.0766 2023-11-13 20:19:28,143 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:20:41, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0818, decode.acc_seg: 96.8201, loss: 0.0818 2023-11-13 20:19:31,200 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:20:36, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.0469, loss: 0.0748 2023-11-13 20:19:36,570 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:20:32, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9983, loss: 0.0772 2023-11-13 20:19:39,524 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:20:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.9336, loss: 0.0783 2023-11-13 20:19:44,902 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:20:23, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.9208, loss: 0.0789 2023-11-13 20:19:47,871 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:20:17, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.9866, loss: 0.0765 2023-11-13 20:19:53,261 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:20:13, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8523, loss: 0.0808 2023-11-13 20:19:56,205 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:20:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0687, decode.acc_seg: 97.3312, loss: 0.0687 2023-11-13 20:20:01,626 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:20:04, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0805, decode.acc_seg: 96.9164, loss: 0.0805 2023-11-13 20:20:04,569 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:19:59, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0683, decode.acc_seg: 97.3665, loss: 0.0683 2023-11-13 20:20:10,073 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:19:54, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0785, decode.acc_seg: 96.9861, loss: 0.0785 2023-11-13 20:20:15,395 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:19:50, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.1256, loss: 0.0720 2023-11-13 20:20:18,357 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:19:45, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.0497, loss: 0.0733 2023-11-13 20:20:23,753 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:19:41, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.1230, loss: 0.0746 2023-11-13 20:20:26,707 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:26,708 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:19:36, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0520, loss: 0.0751 2023-11-13 20:20:32,080 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:19:32, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0815, decode.acc_seg: 96.8406, loss: 0.0815 2023-11-13 20:20:35,037 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:19:26, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0785, decode.acc_seg: 96.8496, loss: 0.0785 2023-11-13 20:20:40,413 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:19:22, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.1991, loss: 0.0713 2023-11-13 20:20:43,352 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:19:17, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 97.0403, loss: 0.0760 2023-11-13 20:20:48,702 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:19:13, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.0340, loss: 0.0761 2023-11-13 20:20:51,632 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:19:07, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1887, loss: 0.0723 2023-11-13 20:20:56,991 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:19:03, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.1026, loss: 0.0781 2023-11-13 20:21:02,337 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:18:59, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.1110, loss: 0.0739 2023-11-13 20:21:05,324 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:18:54, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.1711, loss: 0.0720 2023-11-13 20:21:10,734 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:18:50, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0965, loss: 0.0767 2023-11-13 20:21:13,711 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:18:45, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 96.9917, loss: 0.0757 2023-11-13 20:21:19,141 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:18:41, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 96.9981, loss: 0.0757 2023-11-13 20:21:22,109 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:18:35, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.1369, loss: 0.0750 2023-11-13 20:21:27,429 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:18:31, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1589, loss: 0.0733 2023-11-13 20:21:30,383 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:18:26, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.1769, loss: 0.0725 2023-11-13 20:21:35,740 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:18:22, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.0234, loss: 0.0761 2023-11-13 20:21:41,147 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:18:18, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 97.0778, loss: 0.0753 2023-11-13 20:21:44,084 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:18:12, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 97.0697, loss: 0.0758 2023-11-13 20:21:49,436 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:18:08, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.0527, loss: 0.0743 2023-11-13 20:21:52,372 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:21:52,372 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:18:03, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0787, decode.acc_seg: 96.8854, loss: 0.0787 2023-11-13 20:21:57,726 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:17:59, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 96.9758, loss: 0.0764 2023-11-13 20:22:00,674 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:17:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0468, loss: 0.0749 2023-11-13 20:22:05,952 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:17:50, time: 0.106, data_time: 0.051, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.1136, loss: 0.0766 2023-11-13 20:22:08,914 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:17:44, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.1699, loss: 0.0728 2023-11-13 20:22:14,287 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:17:40, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0729, decode.acc_seg: 97.1550, loss: 0.0729 2023-11-13 20:22:17,228 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:17:35, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.0987, loss: 0.0744 2023-11-13 20:22:22,625 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:17:31, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0712, decode.acc_seg: 97.2443, loss: 0.0712 2023-11-13 20:22:27,988 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:17:27, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0769, decode.acc_seg: 96.9949, loss: 0.0769 2023-11-13 20:22:30,969 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:17:22, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0714, decode.acc_seg: 97.2324, loss: 0.0714 2023-11-13 20:22:36,370 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:17:18, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9579, loss: 0.0772 2023-11-13 20:22:39,357 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:17:12, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2935, loss: 0.0693 2023-11-13 20:22:44,686 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:17:08, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.8653, loss: 0.0788 2023-11-13 20:22:47,656 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:17:03, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2912, loss: 0.0704 2023-11-13 20:22:52,989 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:16:59, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 97.0197, loss: 0.0753 2023-11-13 20:22:55,917 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:16:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8373, loss: 0.0808 2023-11-13 20:23:01,310 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:16:50, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0668, loss: 0.0751 2023-11-13 20:23:06,619 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:16:45, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0972, loss: 0.0751 2023-11-13 20:23:09,578 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:16:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.0467, loss: 0.0748 2023-11-13 20:23:14,869 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:16:36, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.8358, loss: 0.0823 2023-11-13 20:23:17,826 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:23:17,826 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:16:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0774, decode.acc_seg: 97.0595, loss: 0.0774 2023-11-13 20:23:23,237 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:16:27, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0776, decode.acc_seg: 96.9144, loss: 0.0776 2023-11-13 20:23:26,188 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:16:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0776, decode.acc_seg: 96.8917, loss: 0.0776 2023-11-13 20:23:31,589 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:16:18, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.2326, loss: 0.0722 2023-11-13 20:23:34,542 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:16:12, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9776, loss: 0.0778 2023-11-13 20:23:39,858 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:16:08, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0763, decode.acc_seg: 96.9796, loss: 0.0763 2023-11-13 20:23:42,783 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:16:03, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.1233, loss: 0.0757 2023-11-13 20:23:48,254 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:15:59, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.3148, loss: 0.0702 2023-11-13 20:23:53,627 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:15:55, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.0629, loss: 0.0751 2023-11-13 20:23:56,577 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:15:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.0995, loss: 0.0728 2023-11-13 20:24:01,962 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:15:46, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.1765, loss: 0.0756 2023-11-13 20:24:04,900 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:15:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0735, decode.acc_seg: 97.1328, loss: 0.0735 2023-11-13 20:24:10,232 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:15:36, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.9788, loss: 0.0765 2023-11-13 20:24:13,194 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:15:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0808, decode.acc_seg: 96.8479, loss: 0.0808 2023-11-13 20:24:18,550 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:15:27, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0724, decode.acc_seg: 97.0932, loss: 0.0724 2023-11-13 20:24:21,513 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:15:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.1315, loss: 0.0749 2023-11-13 20:24:26,847 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:15:18, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.0928, loss: 0.0731 2023-11-13 20:24:32,189 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:15:14, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0794, decode.acc_seg: 96.8804, loss: 0.0794 2023-11-13 20:24:35,151 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:15:09, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.2009, loss: 0.0721 2023-11-13 20:24:40,666 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:15:04, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1996, loss: 0.0717 2023-11-13 20:24:43,607 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:24:43,672 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:24:43,672 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:14:59, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0163, loss: 0.0759 2023-11-13 20:24:54,323 - mmseg - INFO - per class results: 2023-11-13 20:24:54,324 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.72 | 97.76 | | aeroplane | 90.38 | 97.65 | | bicycle | 73.71 | 90.15 | | bird | 94.88 | 97.57 | | boat | 80.1 | 88.51 | | bottle | 82.82 | 92.97 | | bus | 92.69 | 95.78 | | car | 87.54 | 90.98 | | cat | 95.76 | 97.86 | | chair | 49.96 | 68.71 | | cow | 93.05 | 95.84 | | diningtable | 63.13 | 71.78 | | dog | 93.2 | 97.68 | | horse | 92.28 | 97.23 | | motorbike | 89.99 | 96.65 | | person | 90.45 | 95.91 | | pottedplant | 65.84 | 77.32 | | sheep | 90.87 | 95.54 | | sofa | 66.39 | 79.88 | | train | 89.09 | 95.02 | | tvmonitor | 76.54 | 83.37 | +-------------+-------+-------+ 2023-11-13 20:24:54,325 - mmseg - INFO - Summary: 2023-11-13 20:24:54,325 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.29 | 83.54 | 90.67 | +-------+-------+-------+ 2023-11-13 20:24:54,325 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:24:54,325 - mmseg - INFO - Iter(val) [182] aAcc: 0.9629, mIoU: 0.8354, mAcc: 0.9067, IoU.background: 0.9572, IoU.aeroplane: 0.9038, IoU.bicycle: 0.7371, IoU.bird: 0.9488, IoU.boat: 0.8010, IoU.bottle: 0.8282, IoU.bus: 0.9269, IoU.car: 0.8754, IoU.cat: 0.9576, IoU.chair: 0.4996, IoU.cow: 0.9305, IoU.diningtable: 0.6313, IoU.dog: 0.9320, IoU.horse: 0.9228, IoU.motorbike: 0.8999, IoU.person: 0.9045, IoU.pottedplant: 0.6584, IoU.sheep: 0.9087, IoU.sofa: 0.6639, IoU.train: 0.8909, IoU.tvmonitor: 0.7654, Acc.background: 0.9776, Acc.aeroplane: 0.9765, Acc.bicycle: 0.9015, Acc.bird: 0.9757, Acc.boat: 0.8851, Acc.bottle: 0.9297, Acc.bus: 0.9578, Acc.car: 0.9098, Acc.cat: 0.9786, Acc.chair: 0.6871, Acc.cow: 0.9584, Acc.diningtable: 0.7178, Acc.dog: 0.9768, Acc.horse: 0.9723, Acc.motorbike: 0.9665, Acc.person: 0.9591, Acc.pottedplant: 0.7732, Acc.sheep: 0.9554, Acc.sofa: 0.7988, Acc.train: 0.9502, Acc.tvmonitor: 0.8337 2023-11-13 20:24:59,793 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:14:59, time: 0.322, data_time: 0.261, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0716, loss: 0.0759 2023-11-13 20:25:02,756 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:14:54, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.1706, loss: 0.0715 2023-11-13 20:25:08,162 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:14:50, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.0526, loss: 0.0742 2023-11-13 20:25:11,149 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:14:44, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.1068, loss: 0.0750 2023-11-13 20:25:16,486 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:14:40, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0776, decode.acc_seg: 96.9015, loss: 0.0776 2023-11-13 20:25:19,418 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:14:35, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0730, decode.acc_seg: 97.1332, loss: 0.0730 2023-11-13 20:25:24,829 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:14:31, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1181, loss: 0.0731 2023-11-13 20:25:30,129 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:14:27, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1353, loss: 0.0733 2023-11-13 20:25:33,097 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:14:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0376, loss: 0.0750 2023-11-13 20:25:38,531 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:14:17, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0724, decode.acc_seg: 97.2442, loss: 0.0724 2023-11-13 20:25:41,480 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:14:12, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.2226, loss: 0.0710 2023-11-13 20:25:46,858 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:14:08, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.9401, loss: 0.0796 2023-11-13 20:25:49,825 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:14:03, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.0649, loss: 0.0746 2023-11-13 20:25:55,167 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:13:59, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0810, decode.acc_seg: 96.8744, loss: 0.0810 2023-11-13 20:25:58,123 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:13:54, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.1390, loss: 0.0742 2023-11-13 20:26:03,513 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:50, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0736, decode.acc_seg: 97.1350, loss: 0.0736 2023-11-13 20:26:08,833 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:13:45, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0341, loss: 0.0767 2023-11-13 20:26:11,794 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:13:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.1407, loss: 0.0726 2023-11-13 20:26:17,067 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:13:36, time: 0.105, data_time: 0.049, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.0396, loss: 0.0746 2023-11-13 20:26:20,018 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:20,019 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:13:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.2103, loss: 0.0731 2023-11-13 20:26:25,426 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:13:27, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0799, decode.acc_seg: 96.8263, loss: 0.0799 2023-11-13 20:26:28,385 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:13:22, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 96.9902, loss: 0.0732 2023-11-13 20:26:33,831 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:13:18, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.8949, loss: 0.0786 2023-11-13 20:26:36,791 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:13:13, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0701, decode.acc_seg: 97.2889, loss: 0.0701 2023-11-13 20:26:42,065 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:13:09, time: 0.105, data_time: 0.047, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 96.9655, loss: 0.0771 2023-11-13 20:26:45,036 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:13:04, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0709, decode.acc_seg: 97.1762, loss: 0.0709 2023-11-13 20:26:50,497 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:12:59, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0230, loss: 0.0765 2023-11-13 20:26:55,899 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:12:55, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1886, loss: 0.0721 2023-11-13 20:26:58,856 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.2111, loss: 0.0719 2023-11-13 20:27:04,218 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:46, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.1211, loss: 0.0743 2023-11-13 20:27:07,174 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:12:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 96.9856, loss: 0.0762 2023-11-13 20:27:12,597 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:12:37, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1112, loss: 0.0733 2023-11-13 20:27:15,555 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:12:32, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0714, decode.acc_seg: 97.2356, loss: 0.0714 2023-11-13 20:27:20,930 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:12:28, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0827, decode.acc_seg: 96.7628, loss: 0.0827 2023-11-13 20:27:23,946 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:12:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8779, loss: 0.0796 2023-11-13 20:27:29,401 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:12:18, time: 0.111, data_time: 0.051, memory: 967, decode.loss_ce: 0.0845, decode.acc_seg: 96.7442, loss: 0.0845 2023-11-13 20:27:32,319 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:12:13, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.1121, loss: 0.0740 2023-11-13 20:27:37,767 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:12:09, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 97.0328, loss: 0.0761 2023-11-13 20:27:43,042 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:12:05, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0288, loss: 0.0766 2023-11-13 20:27:45,985 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:27:45,985 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:12:00, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0779, decode.acc_seg: 97.0012, loss: 0.0779 2023-11-13 20:27:51,395 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:11:56, time: 0.108, data_time: 0.053, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1727, loss: 0.0731 2023-11-13 20:27:54,357 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:51, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0768, decode.acc_seg: 96.9234, loss: 0.0768 2023-11-13 20:27:59,717 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:47, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 96.9996, loss: 0.0761 2023-11-13 20:28:02,671 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:42, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.1176, loss: 0.0755 2023-11-13 20:28:07,987 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:11:37, time: 0.106, data_time: 0.050, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0085, loss: 0.0767 2023-11-13 20:28:10,928 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:11:32, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.1393, loss: 0.0740 2023-11-13 20:28:16,328 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:11:28, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 96.9958, loss: 0.0744 2023-11-13 20:28:21,713 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:11:24, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9284, loss: 0.0780 2023-11-13 20:28:24,652 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:11:19, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 97.0087, loss: 0.0775 2023-11-13 20:28:30,069 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:11:15, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.0471, loss: 0.0755 2023-11-13 20:28:33,041 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:11:10, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0587, loss: 0.0757 2023-11-13 20:28:38,489 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:11:06, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 96.9826, loss: 0.0758 2023-11-13 20:28:41,430 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:11:01, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.1246, loss: 0.0742 2023-11-13 20:28:46,764 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:10:56, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.0572, loss: 0.0743 2023-11-13 20:28:49,718 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:52, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 97.0195, loss: 0.0773 2023-11-13 20:28:55,210 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:47, time: 0.110, data_time: 0.052, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1856, loss: 0.0721 2023-11-13 20:28:58,135 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:43, time: 0.058, data_time: 0.004, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 97.0096, loss: 0.0764 2023-11-13 20:29:03,577 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:38, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2877, loss: 0.0693 2023-11-13 20:29:09,035 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:10:34, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0790, decode.acc_seg: 96.8518, loss: 0.0790 2023-11-13 20:29:11,991 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:29:11,991 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:10:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.2378, loss: 0.0710 2023-11-13 20:29:17,321 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:10:25, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.0889, loss: 0.0731 2023-11-13 20:29:20,312 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:10:20, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.2789, loss: 0.0703 2023-11-13 20:29:25,621 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:10:16, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.9854, loss: 0.0795 2023-11-13 20:29:28,748 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:10:11, time: 0.063, data_time: 0.003, memory: 967, decode.loss_ce: 0.0763, decode.acc_seg: 97.0039, loss: 0.0763 2023-11-13 20:29:34,201 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:10:07, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.0903, loss: 0.0752 2023-11-13 20:29:37,152 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:10:02, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0682, decode.acc_seg: 97.3655, loss: 0.0682 2023-11-13 20:29:42,489 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:09:57, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1302, loss: 0.0731 2023-11-13 20:29:47,858 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:09:53, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0802, decode.acc_seg: 96.8818, loss: 0.0802 2023-11-13 20:29:50,804 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:48, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0711, decode.acc_seg: 97.1669, loss: 0.0711 2023-11-13 20:29:56,149 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:44, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9577, loss: 0.0786 2023-11-13 20:29:59,111 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:39, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8929, loss: 0.0796 2023-11-13 20:30:04,533 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:35, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0797, decode.acc_seg: 96.8792, loss: 0.0797 2023-11-13 20:30:07,476 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:09:30, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1660, loss: 0.0723 2023-11-13 20:30:12,837 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:09:26, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1056, loss: 0.0738 2023-11-13 20:30:15,796 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:09:21, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.0667, loss: 0.0744 2023-11-13 20:30:21,086 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:09:17, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0431, loss: 0.0762 2023-11-13 20:30:24,009 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:09:12, time: 0.058, data_time: 0.004, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.9247, loss: 0.0775 2023-11-13 20:30:29,410 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:09:08, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.1000, loss: 0.0748 2023-11-13 20:30:34,746 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:09:03, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.2093, loss: 0.0690 2023-11-13 20:30:37,700 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:30:37,700 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:08:58, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0747, decode.acc_seg: 97.0824, loss: 0.0747 2023-11-13 20:30:43,154 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:08:54, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0006, loss: 0.0759 2023-11-13 20:30:46,117 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 97.1755, loss: 0.0753 2023-11-13 20:30:51,608 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:45, time: 0.110, data_time: 0.051, memory: 967, decode.loss_ce: 0.0700, decode.acc_seg: 97.2465, loss: 0.0700 2023-11-13 20:30:54,566 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.0777, loss: 0.0739 2023-11-13 20:30:59,885 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:36, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0036, loss: 0.0756 2023-11-13 20:31:02,838 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0019, loss: 0.0762 2023-11-13 20:31:08,224 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:08:27, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 97.0419, loss: 0.0772 2023-11-13 20:31:13,561 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:08:22, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.1545, loss: 0.0713 2023-11-13 20:31:16,511 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:08:18, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0737, decode.acc_seg: 97.0950, loss: 0.0737 2023-11-13 20:31:21,841 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:08:13, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0799, decode.acc_seg: 96.9100, loss: 0.0799 2023-11-13 20:31:24,807 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:08:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2714, loss: 0.0704 2023-11-13 20:31:30,104 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:08:04, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9153, loss: 0.0780 2023-11-13 20:31:33,074 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:08:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0705, decode.acc_seg: 97.2643, loss: 0.0705 2023-11-13 20:31:38,416 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:07:55, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.0950, loss: 0.0733 2023-11-13 20:31:41,372 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.3167, loss: 0.0695 2023-11-13 20:31:46,676 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:46, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0113, loss: 0.0762 2023-11-13 20:31:49,588 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:41, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.2804, loss: 0.0703 2023-11-13 20:31:55,041 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:37, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.0566, loss: 0.0743 2023-11-13 20:32:00,475 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:33, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1618, loss: 0.0733 2023-11-13 20:32:03,429 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:32:03,429 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:28, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 97.1216, loss: 0.0760 2023-11-13 20:32:08,762 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:07:24, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0784, decode.acc_seg: 96.9498, loss: 0.0784 2023-11-13 20:32:11,729 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:07:19, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.0578, loss: 0.0733 2023-11-13 20:32:17,096 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:07:15, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0977, loss: 0.0740 2023-11-13 20:32:20,050 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:07:10, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.0527, loss: 0.0744 2023-11-13 20:32:25,466 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:07:06, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0812, decode.acc_seg: 96.8853, loss: 0.0812 2023-11-13 20:32:28,410 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:07:01, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1724, loss: 0.0731 2023-11-13 20:32:33,743 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:56, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 97.0223, loss: 0.0764 2023-11-13 20:32:39,062 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:52, time: 0.106, data_time: 0.050, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.1527, loss: 0.0748 2023-11-13 20:32:42,015 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:47, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0729, decode.acc_seg: 97.1359, loss: 0.0729 2023-11-13 20:32:47,480 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:43, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3571, loss: 0.0667 2023-11-13 20:32:50,413 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:38, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.2384, loss: 0.0723 2023-11-13 20:32:55,878 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:34, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0796, decode.acc_seg: 96.8598, loss: 0.0796 2023-11-13 20:32:58,845 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.2286, loss: 0.0718 2023-11-13 20:33:04,266 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:25, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0146, loss: 0.0756 2023-11-13 20:33:07,248 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:06:20, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0737, decode.acc_seg: 97.1319, loss: 0.0737 2023-11-13 20:33:12,586 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:06:16, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.0804, loss: 0.0742 2023-11-13 20:33:15,517 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:06:11, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.0604, loss: 0.0746 2023-11-13 20:33:20,914 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:06:07, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.2060, loss: 0.0722 2023-11-13 20:33:26,255 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:06:03, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.0587, loss: 0.0752 2023-11-13 20:33:29,209 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:33:29,209 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:58, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0747, decode.acc_seg: 96.9749, loss: 0.0747 2023-11-13 20:33:34,582 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:53, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.1847, loss: 0.0732 2023-11-13 20:33:37,542 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 97.0385, loss: 0.0766 2023-11-13 20:33:42,912 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:44, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0706, decode.acc_seg: 97.2270, loss: 0.0706 2023-11-13 20:33:45,905 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:40, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.1170, loss: 0.0746 2023-11-13 20:33:51,301 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:35, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0748, decode.acc_seg: 97.0611, loss: 0.0748 2023-11-13 20:33:54,256 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.3055, loss: 0.0686 2023-11-13 20:33:59,662 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:26, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.1761, loss: 0.0704 2023-11-13 20:34:02,585 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:22, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8733, loss: 0.0807 2023-11-13 20:34:08,064 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:05:17, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.1341, loss: 0.0734 2023-11-13 20:34:13,506 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:05:13, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.1702, loss: 0.0732 2023-11-13 20:34:16,474 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:05:08, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.1262, loss: 0.0719 2023-11-13 20:34:21,792 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:04, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3493, loss: 0.0672 2023-11-13 20:34:24,750 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:59, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0780, decode.acc_seg: 96.9102, loss: 0.0780 2023-11-13 20:34:30,230 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:55, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.2627, loss: 0.0703 2023-11-13 20:34:33,197 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:50, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0790, decode.acc_seg: 96.9959, loss: 0.0790 2023-11-13 20:34:38,725 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:46, time: 0.111, data_time: 0.049, memory: 967, decode.loss_ce: 0.0741, decode.acc_seg: 97.1020, loss: 0.0741 2023-11-13 20:34:41,659 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:41, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.1923, loss: 0.0726 2023-11-13 20:34:47,012 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:37, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 96.9466, loss: 0.0759 2023-11-13 20:34:52,445 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:33, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.3066, loss: 0.0704 2023-11-13 20:34:55,426 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:34:55,427 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:28, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0696, decode.acc_seg: 97.2486, loss: 0.0696 2023-11-13 20:35:00,752 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:24, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0744, decode.acc_seg: 97.1061, loss: 0.0744 2023-11-13 20:35:03,728 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:19, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0716, decode.acc_seg: 97.2229, loss: 0.0716 2023-11-13 20:35:09,110 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:15, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0968, loss: 0.0740 2023-11-13 20:35:12,086 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:10, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0767, decode.acc_seg: 97.0473, loss: 0.0767 2023-11-13 20:35:17,315 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:06, time: 0.105, data_time: 0.049, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.1133, loss: 0.0734 2023-11-13 20:35:20,264 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:01, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.2491, loss: 0.0698 2023-11-13 20:35:25,681 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:57, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0753, decode.acc_seg: 97.0016, loss: 0.0753 2023-11-13 20:35:28,622 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:52, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0795, decode.acc_seg: 96.9033, loss: 0.0795 2023-11-13 20:35:34,025 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:48, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.0921, loss: 0.0732 2023-11-13 20:35:39,374 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:43, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 96.9351, loss: 0.0771 2023-11-13 20:35:42,321 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:39, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.0363, loss: 0.0781 2023-11-13 20:35:47,732 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:34, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3933, loss: 0.0672 2023-11-13 20:35:50,701 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:30, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.1151, loss: 0.0726 2023-11-13 20:35:56,069 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:25, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0709, decode.acc_seg: 97.2077, loss: 0.0709 2023-11-13 20:35:59,021 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:21, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2959, loss: 0.0694 2023-11-13 20:36:04,503 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:16, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.2120, loss: 0.0722 2023-11-13 20:36:07,450 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:12, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.0817, loss: 0.0734 2023-11-13 20:36:12,889 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:07, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0783, decode.acc_seg: 96.8778, loss: 0.0783 2023-11-13 20:36:18,224 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:03, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0747, decode.acc_seg: 97.0542, loss: 0.0747 2023-11-13 20:36:21,182 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:36:21,182 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:58, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0711, decode.acc_seg: 97.2538, loss: 0.0711 2023-11-13 20:36:26,571 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:54, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0741, decode.acc_seg: 96.9854, loss: 0.0741 2023-11-13 20:36:29,512 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:49, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2118, loss: 0.0704 2023-11-13 20:36:34,950 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:45, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0381, loss: 0.0750 2023-11-13 20:36:37,914 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0736, decode.acc_seg: 97.0694, loss: 0.0736 2023-11-13 20:36:43,315 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:36, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0076, loss: 0.0762 2023-11-13 20:36:46,278 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.1529, loss: 0.0728 2023-11-13 20:36:51,658 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:27, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.0509, loss: 0.0739 2023-11-13 20:36:54,603 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:22, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0785, decode.acc_seg: 97.0274, loss: 0.0785 2023-11-13 20:37:00,078 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:18, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.9739, loss: 0.0765 2023-11-13 20:37:05,486 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:14, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0711, decode.acc_seg: 97.1916, loss: 0.0711 2023-11-13 20:37:08,423 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:09, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.1830, loss: 0.0728 2023-11-13 20:37:13,793 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:05, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0730, decode.acc_seg: 97.1403, loss: 0.0730 2023-11-13 20:37:16,729 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:00, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.2195, loss: 0.0710 2023-11-13 20:37:22,202 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:56, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0260, loss: 0.0749 2023-11-13 20:37:25,162 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:51, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.0738, loss: 0.0732 2023-11-13 20:37:30,604 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:47, time: 0.109, data_time: 0.054, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.1231, loss: 0.0755 2023-11-13 20:37:33,553 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:42, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9878, loss: 0.0772 2023-11-13 20:37:38,928 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:38, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 97.0436, loss: 0.0764 2023-11-13 20:37:44,296 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:33, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0724, decode.acc_seg: 97.2863, loss: 0.0724 2023-11-13 20:37:47,245 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:37:47,246 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:29, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 97.1418, loss: 0.0746 2023-11-13 20:37:52,581 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:24, time: 0.107, data_time: 0.052, memory: 967, decode.loss_ce: 0.0714, decode.acc_seg: 97.1522, loss: 0.0714 2023-11-13 20:37:55,605 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:20, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0774, decode.acc_seg: 96.9723, loss: 0.0774 2023-11-13 20:38:00,959 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:15, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 97.0441, loss: 0.0756 2023-11-13 20:38:03,918 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:11, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1770, loss: 0.0738 2023-11-13 20:38:09,301 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:06, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.1591, loss: 0.0732 2023-11-13 20:38:12,244 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:02, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 97.1305, loss: 0.0771 2023-11-13 20:38:17,596 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:58, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.1827, loss: 0.0725 2023-11-13 20:38:20,522 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:53, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.1402, loss: 0.0750 2023-11-13 20:38:25,963 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:49, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0735, decode.acc_seg: 97.1142, loss: 0.0735 2023-11-13 20:38:31,313 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:44, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.2128, loss: 0.0703 2023-11-13 20:38:34,276 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:40, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0793, decode.acc_seg: 97.0510, loss: 0.0793 2023-11-13 20:38:39,642 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:35, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0754, decode.acc_seg: 96.9532, loss: 0.0754 2023-11-13 20:38:42,587 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:31, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2676, loss: 0.0702 2023-11-13 20:38:47,991 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:26, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.2576, loss: 0.0710 2023-11-13 20:38:50,973 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:22, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.9299, loss: 0.0775 2023-11-13 20:38:56,327 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:17, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2885, loss: 0.0693 2023-11-13 20:38:59,274 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:13, time: 0.059, data_time: 0.004, memory: 967, decode.loss_ce: 0.0707, decode.acc_seg: 97.2668, loss: 0.0707 2023-11-13 20:39:04,687 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:08, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0705, decode.acc_seg: 97.2581, loss: 0.0705 2023-11-13 20:39:10,017 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0768, decode.acc_seg: 97.0039, loss: 0.0768 2023-11-13 20:39:12,993 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:39:13,009 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:39:13,010 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.060, data_time: 0.004, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2489, loss: 0.0694 2023-11-13 20:39:23,761 - mmseg - INFO - per class results: 2023-11-13 20:39:23,762 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.73 | 97.76 | | aeroplane | 90.42 | 97.57 | | bicycle | 74.04 | 89.84 | | bird | 94.8 | 97.62 | | boat | 80.56 | 88.72 | | bottle | 82.79 | 94.24 | | bus | 92.73 | 95.78 | | car | 87.6 | 91.0 | | cat | 95.56 | 98.16 | | chair | 50.16 | 67.21 | | cow | 93.01 | 96.07 | | diningtable | 63.23 | 72.01 | | dog | 92.87 | 97.76 | | horse | 91.85 | 97.57 | | motorbike | 89.99 | 96.67 | | person | 90.65 | 95.38 | | pottedplant | 66.08 | 77.64 | | sheep | 90.8 | 95.05 | | sofa | 66.69 | 80.99 | | train | 89.17 | 94.9 | | tvmonitor | 76.78 | 85.3 | +-------------+-------+-------+ 2023-11-13 20:39:23,762 - mmseg - INFO - Summary: 2023-11-13 20:39:23,762 - mmseg - INFO - +------+------+-------+ | aAcc | mIoU | mAcc | +------+------+-------+ | 96.3 | 83.6 | 90.82 | +------+------+-------+ 2023-11-13 20:39:23,762 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:39:23,762 - mmseg - INFO - Iter(val) [182] aAcc: 0.9630, mIoU: 0.8360, mAcc: 0.9082, IoU.background: 0.9573, IoU.aeroplane: 0.9042, IoU.bicycle: 0.7404, IoU.bird: 0.9480, IoU.boat: 0.8056, IoU.bottle: 0.8279, IoU.bus: 0.9273, IoU.car: 0.8760, IoU.cat: 0.9556, IoU.chair: 0.5016, IoU.cow: 0.9301, IoU.diningtable: 0.6323, IoU.dog: 0.9287, IoU.horse: 0.9185, IoU.motorbike: 0.8999, IoU.person: 0.9065, IoU.pottedplant: 0.6608, IoU.sheep: 0.9080, IoU.sofa: 0.6669, IoU.train: 0.8917, IoU.tvmonitor: 0.7678, Acc.background: 0.9776, Acc.aeroplane: 0.9757, Acc.bicycle: 0.8984, Acc.bird: 0.9762, Acc.boat: 0.8872, Acc.bottle: 0.9424, Acc.bus: 0.9578, Acc.car: 0.9100, Acc.cat: 0.9816, Acc.chair: 0.6721, Acc.cow: 0.9607, Acc.diningtable: 0.7201, Acc.dog: 0.9776, Acc.horse: 0.9757, Acc.motorbike: 0.9667, Acc.person: 0.9538, Acc.pottedplant: 0.7764, Acc.sheep: 0.9505, Acc.sofa: 0.8099, Acc.train: 0.9490, Acc.tvmonitor: 0.8530