2023-11-13 19:37:53,828 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:53,855 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:53,855 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:53,955 - 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 19:37:53,955 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:53,955 - 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_reg4_dinov2.lvd142m_voc2012'} 2023-11-13 19:37:57,065 - mmseg - INFO - Set random seed to 1369760102, deterministic: False 2023-11-13 19:37:59,205 - 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 19:37:59,206 - 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 19:37:59,209 - mmseg - INFO - Loaded 1464 images 2023-11-13 19:37:59,256 - mmseg - INFO - Loaded 1449 images 2023-11-13 19:37:59,256 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch14_reg4_dinov2.lvd142m_voc2012 2023-11-13 19:37:59,256 - 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 19:37:59,256 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:37:59,259 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch14_reg4_dinov2.lvd142m_voc2012 by HardDiskBackend. 2023-11-13 19:40:03,960 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:36:49, time: 0.145, data_time: 0.010, memory: 967, decode.loss_ce: 2.5748, decode.acc_seg: 4.9284, loss: 2.5748 2023-11-13 19:40:09,377 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:24:22, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 2.4732, decode.acc_seg: 14.3808, loss: 2.4732 2023-11-13 19:40:12,313 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:09:10, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 2.2639, decode.acc_seg: 43.7229, loss: 2.2639 2023-11-13 19:40:17,737 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:09:48, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 1.9057, decode.acc_seg: 72.4097, loss: 1.9057 2023-11-13 19:40:20,701 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:03:37, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 1.5377, decode.acc_seg: 81.7733, loss: 1.5377 2023-11-13 19:40:26,034 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:04:43, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 1.2147, decode.acc_seg: 84.7257, loss: 1.2147 2023-11-13 19:40:29,073 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:01:08, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.8509, decode.acc_seg: 88.1433, loss: 0.8509 2023-11-13 19:40:34,487 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:02:21, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.6186, decode.acc_seg: 89.4342, loss: 0.6186 2023-11-13 19:40:37,406 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:59:38, time: 0.058, data_time: 0.003, memory: 967, decode.loss_ce: 0.4494, decode.acc_seg: 90.2216, loss: 0.4494 2023-11-13 19:40:42,744 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:00:38, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.3713, decode.acc_seg: 90.7492, loss: 0.3713 2023-11-13 19:40:48,120 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:01:28, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.3470, decode.acc_seg: 90.5408, loss: 0.3470 2023-11-13 19:40:51,078 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:59:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.3115, decode.acc_seg: 91.0578, loss: 0.3115 2023-11-13 19:40:56,412 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:00:15, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.2661, decode.acc_seg: 92.0709, loss: 0.2661 2023-11-13 19:40:59,401 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:58:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.2420, decode.acc_seg: 92.3326, loss: 0.2420 2023-11-13 19:41:04,802 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:59:24, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.2327, decode.acc_seg: 92.4700, loss: 0.2327 2023-11-13 19:41:07,784 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:58:03, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.2126, decode.acc_seg: 92.8002, loss: 0.2126 2023-11-13 19:41:13,154 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:58:41, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.2031, decode.acc_seg: 93.3611, loss: 0.2031 2023-11-13 19:41:16,136 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:57:31, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.1918, decode.acc_seg: 93.3134, loss: 0.1918 2023-11-13 19:41:21,558 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:58:08, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.1797, decode.acc_seg: 93.7771, loss: 0.1797 2023-11-13 19:41:24,517 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:41:24,517 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:57:05, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.1829, decode.acc_seg: 93.4825, loss: 0.1829 2023-11-13 19:41:30,031 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:57:42, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.1518, decode.acc_seg: 94.7837, loss: 0.1518 2023-11-13 19:41:35,476 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:58:13, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.1732, decode.acc_seg: 93.7628, loss: 0.1732 2023-11-13 19:41:38,441 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:57:17, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.1540, decode.acc_seg: 94.5762, loss: 0.1540 2023-11-13 19:41:43,850 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:57:44, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.1506, decode.acc_seg: 94.5263, loss: 0.1506 2023-11-13 19:41:46,844 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:56:54, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.1443, decode.acc_seg: 94.6393, loss: 0.1443 2023-11-13 19:41:52,303 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:57:21, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.1465, decode.acc_seg: 94.7697, loss: 0.1465 2023-11-13 19:41:55,292 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:56:35, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.1375, decode.acc_seg: 94.7820, loss: 0.1375 2023-11-13 19:42:00,684 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:56:58, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.1304, decode.acc_seg: 95.1766, loss: 0.1304 2023-11-13 19:42:03,660 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:56:15, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.1362, decode.acc_seg: 94.9817, loss: 0.1362 2023-11-13 19:42:09,049 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:56:37, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.1145, decode.acc_seg: 95.7126, loss: 0.1145 2023-11-13 19:42:14,488 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:56:58, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.1282, decode.acc_seg: 95.1512, loss: 0.1282 2023-11-13 19:42:17,453 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:56:18, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.1214, decode.acc_seg: 95.4914, loss: 0.1214 2023-11-13 19:42:22,867 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:56:37, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.1201, decode.acc_seg: 95.6379, loss: 0.1201 2023-11-13 19:42:25,870 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:56:00, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.1176, decode.acc_seg: 95.4023, loss: 0.1176 2023-11-13 19:42:31,307 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:56:19, time: 0.109, data_time: 0.045, memory: 967, decode.loss_ce: 0.1119, decode.acc_seg: 95.7565, loss: 0.1119 2023-11-13 19:42:34,304 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:55:44, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.1130, decode.acc_seg: 95.7065, loss: 0.1130 2023-11-13 19:42:39,786 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:56:03, time: 0.110, data_time: 0.045, memory: 967, decode.loss_ce: 0.1123, decode.acc_seg: 95.7474, loss: 0.1123 2023-11-13 19:42:42,768 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:55:30, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.1083, decode.acc_seg: 95.9593, loss: 0.1083 2023-11-13 19:42:48,213 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:55:46, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.1083, decode.acc_seg: 95.9419, loss: 0.1083 2023-11-13 19:42:51,175 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:42:51,176 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:55:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.1091, decode.acc_seg: 95.8500, loss: 0.1091 2023-11-13 19:42:56,536 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:55:29, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.1014, decode.acc_seg: 96.0936, loss: 0.1014 2023-11-13 19:43:01,867 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:55:41, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.1043, decode.acc_seg: 96.0735, loss: 0.1043 2023-11-13 19:43:04,829 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:55:11, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.1002, decode.acc_seg: 95.9684, loss: 0.1002 2023-11-13 19:43:10,215 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:55:24, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.1023, decode.acc_seg: 96.1388, loss: 0.1023 2023-11-13 19:43:13,176 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:54:56, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.1024, decode.acc_seg: 96.0121, loss: 0.1024 2023-11-13 19:43:18,494 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:55:07, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.1053, decode.acc_seg: 96.0591, loss: 0.1053 2023-11-13 19:43:21,448 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:54:40, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.1022, decode.acc_seg: 96.0490, loss: 0.1022 2023-11-13 19:43:26,832 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:54:52, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0981, decode.acc_seg: 96.0537, loss: 0.0981 2023-11-13 19:43:29,793 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:54:26, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0927, decode.acc_seg: 96.4314, loss: 0.0927 2023-11-13 19:43:35,241 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:54:38, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0892, decode.acc_seg: 96.5987, loss: 0.0892 2023-11-13 19:43:40,636 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:54:48, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0996, decode.acc_seg: 96.1159, loss: 0.0996 2023-11-13 19:43:43,659 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:54:24, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0991, decode.acc_seg: 96.1933, loss: 0.0991 2023-11-13 19:43:49,097 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:54:35, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0932, decode.acc_seg: 96.3624, loss: 0.0932 2023-11-13 19:43:52,073 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:54:11, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0939, decode.acc_seg: 96.2634, loss: 0.0939 2023-11-13 19:43:57,473 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:54:21, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0930, decode.acc_seg: 96.4033, loss: 0.0930 2023-11-13 19:44:00,449 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:53:58, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0966, decode.acc_seg: 96.1893, loss: 0.0966 2023-11-13 19:44:05,869 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:54:07, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0936, decode.acc_seg: 96.4602, loss: 0.0936 2023-11-13 19:44:08,870 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:53:46, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0922, decode.acc_seg: 96.4550, loss: 0.0922 2023-11-13 19:44:14,267 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:53:54, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0895, decode.acc_seg: 96.3665, loss: 0.0895 2023-11-13 19:44:17,230 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:44:17,230 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:53:33, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0860, decode.acc_seg: 96.6278, loss: 0.0860 2023-11-13 19:44:22,692 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:53:42, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0890, decode.acc_seg: 96.4976, loss: 0.0890 2023-11-13 19:44:28,114 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:53:50, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0928, decode.acc_seg: 96.3456, loss: 0.0928 2023-11-13 19:44:31,103 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:53:30, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0885, decode.acc_seg: 96.5414, loss: 0.0885 2023-11-13 19:44:36,573 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:53:38, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0866, decode.acc_seg: 96.6236, loss: 0.0866 2023-11-13 19:44:39,552 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:53:18, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0921, decode.acc_seg: 96.4119, loss: 0.0921 2023-11-13 19:44:44,976 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:53:25, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0846, decode.acc_seg: 96.6909, loss: 0.0846 2023-11-13 19:44:47,958 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:53:06, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0842, decode.acc_seg: 96.6576, loss: 0.0842 2023-11-13 19:44:53,294 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:53:12, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0842, decode.acc_seg: 96.8565, loss: 0.0842 2023-11-13 19:44:56,271 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:52:53, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0862, decode.acc_seg: 96.6610, loss: 0.0862 2023-11-13 19:45:01,665 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:53:00, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0811, decode.acc_seg: 96.8293, loss: 0.0811 2023-11-13 19:45:06,956 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:53:05, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0835, decode.acc_seg: 96.7480, loss: 0.0835 2023-11-13 19:45:10,056 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:52:48, time: 0.062, data_time: 0.002, memory: 967, decode.loss_ce: 0.0788, decode.acc_seg: 96.8408, loss: 0.0788 2023-11-13 19:45:15,388 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:52:53, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0807, decode.acc_seg: 96.8263, loss: 0.0807 2023-11-13 19:45:18,358 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:52:35, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0865, decode.acc_seg: 96.6342, loss: 0.0865 2023-11-13 19:45:23,748 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:52:41, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0782, decode.acc_seg: 96.9840, loss: 0.0782 2023-11-13 19:45:26,727 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:52:23, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0806, decode.acc_seg: 96.8377, loss: 0.0806 2023-11-13 19:45:32,109 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:52:29, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0875, decode.acc_seg: 96.6218, loss: 0.0875 2023-11-13 19:45:35,087 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:52:12, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0867, decode.acc_seg: 96.5140, loss: 0.0867 2023-11-13 19:45:40,499 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:52:17, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0845, decode.acc_seg: 96.7851, loss: 0.0845 2023-11-13 19:45:43,460 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:45:43,460 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:52:00, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0834, decode.acc_seg: 96.7341, loss: 0.0834 2023-11-13 19:45:48,883 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:52:06, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 96.9911, loss: 0.0791 2023-11-13 19:45:54,338 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:52:11, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0951, decode.acc_seg: 96.2204, loss: 0.0951 2023-11-13 19:45:57,336 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:51:55, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0817, decode.acc_seg: 96.7799, loss: 0.0817 2023-11-13 19:46:02,687 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:51:59, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0825, decode.acc_seg: 96.6294, loss: 0.0825 2023-11-13 19:46:05,658 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:51:43, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0801, decode.acc_seg: 96.8059, loss: 0.0801 2023-11-13 19:46:11,022 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:51:47, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0804, decode.acc_seg: 96.8284, loss: 0.0804 2023-11-13 19:46:13,996 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:51:32, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0830, decode.acc_seg: 96.7218, loss: 0.0830 2023-11-13 19:46:19,416 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:51:36, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.6568, loss: 0.0823 2023-11-13 19:46:22,392 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:51:21, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0773, decode.acc_seg: 96.9321, loss: 0.0773 2023-11-13 19:46:27,847 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:51:25, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0828, decode.acc_seg: 96.7167, loss: 0.0828 2023-11-13 19:46:30,810 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:51:10, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0825, decode.acc_seg: 96.8047, loss: 0.0825 2023-11-13 19:46:36,294 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:51:15, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0827, decode.acc_seg: 96.7805, loss: 0.0827 2023-11-13 19:46:41,769 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:51:19, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0892, decode.acc_seg: 96.5913, loss: 0.0892 2023-11-13 19:46:44,739 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:51:04, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0514, loss: 0.0762 2023-11-13 19:46:50,153 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:51:08, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0875, decode.acc_seg: 96.5841, loss: 0.0875 2023-11-13 19:46:53,142 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:50:53, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9410, loss: 0.0778 2023-11-13 19:46:58,583 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:50:57, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0830, decode.acc_seg: 96.6612, loss: 0.0830 2023-11-13 19:47:01,531 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:50:43, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0759, decode.acc_seg: 97.0447, loss: 0.0759 2023-11-13 19:47:06,942 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:50:46, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0816, decode.acc_seg: 96.7198, loss: 0.0816 2023-11-13 19:47:09,925 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:47:09,925 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:50:32, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 96.9162, loss: 0.0758 2023-11-13 19:47:15,281 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:50:35, time: 0.107, data_time: 0.045, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.1614, loss: 0.0720 2023-11-13 19:47:20,638 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:50:37, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9936, loss: 0.0778 2023-11-13 19:47:23,614 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:50:24, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9100, loss: 0.0778 2023-11-13 19:47:28,923 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:50:26, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0816, decode.acc_seg: 96.8270, loss: 0.0816 2023-11-13 19:47:31,923 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:50:13, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0778, decode.acc_seg: 96.9693, loss: 0.0778 2023-11-13 19:47:37,283 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:50:15, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 96.9962, loss: 0.0760 2023-11-13 19:47:40,266 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:50:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0245, loss: 0.0749 2023-11-13 19:47:45,610 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:50:04, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0747, loss: 0.0765 2023-11-13 19:47:48,586 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:49:51, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0736, decode.acc_seg: 97.0979, loss: 0.0736 2023-11-13 19:47:54,070 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:49:54, time: 0.110, data_time: 0.046, memory: 967, decode.loss_ce: 0.0792, decode.acc_seg: 96.9056, loss: 0.0792 2023-11-13 19:47:57,054 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:49:41, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0853, decode.acc_seg: 96.6388, loss: 0.0853 2023-11-13 19:48:02,484 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:49:44, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0771, decode.acc_seg: 96.9210, loss: 0.0771 2023-11-13 19:48:07,886 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:49:46, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.9620, loss: 0.0786 2023-11-13 19:48:10,847 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:49:33, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0820, decode.acc_seg: 96.8235, loss: 0.0820 2023-11-13 19:48:16,176 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:49:35, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0766, decode.acc_seg: 96.9715, loss: 0.0766 2023-11-13 19:48:19,167 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:49:22, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.9254, loss: 0.0789 2023-11-13 19:48:24,494 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:49:24, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0786, decode.acc_seg: 96.8808, loss: 0.0786 2023-11-13 19:48:27,486 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:49:12, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0818, decode.acc_seg: 96.7875, loss: 0.0818 2023-11-13 19:48:32,963 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:49:14, time: 0.110, data_time: 0.046, memory: 967, decode.loss_ce: 0.0754, decode.acc_seg: 97.1012, loss: 0.0754 2023-11-13 19:48:35,938 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:48:35,938 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:49:02, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 96.9689, loss: 0.0764 2023-11-13 19:48:41,343 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:49:04, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.0723, loss: 0.0734 2023-11-13 19:48:46,707 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:49:05, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0801, decode.acc_seg: 96.8171, loss: 0.0801 2023-11-13 19:48:49,693 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:48:53, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0735, decode.acc_seg: 97.1032, loss: 0.0735 2023-11-13 19:48:55,128 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:48:55, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0761, decode.acc_seg: 96.9817, loss: 0.0761 2023-11-13 19:48:58,107 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:48:43, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 96.9824, loss: 0.0756 2023-11-13 19:49:03,488 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:48:44, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0775, decode.acc_seg: 96.8876, loss: 0.0775 2023-11-13 19:49:06,460 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:48:33, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1598, loss: 0.0717 2023-11-13 19:49:11,906 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:48:34, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.0322, loss: 0.0739 2023-11-13 19:49:14,885 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:48:23, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 96.9466, loss: 0.0765 2023-11-13 19:49:20,235 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:48:24, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0331, loss: 0.0762 2023-11-13 19:49:23,201 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:48:12, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0757, decode.acc_seg: 97.0133, loss: 0.0757 2023-11-13 19:49:28,661 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:48:14, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0817, decode.acc_seg: 96.8897, loss: 0.0817 2023-11-13 19:49:34,052 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:48:15, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0745, decode.acc_seg: 97.0319, loss: 0.0745 2023-11-13 19:49:37,032 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:48:04, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 97.0422, loss: 0.0758 2023-11-13 19:49:42,508 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:48:05, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3103, loss: 0.0689 2023-11-13 19:49:45,501 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:47:54, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0823, decode.acc_seg: 96.8083, loss: 0.0823 2023-11-13 19:49:50,869 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:47:55, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0311, loss: 0.0765 2023-11-13 19:49:53,841 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:47:44, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0127, loss: 0.0765 2023-11-13 19:49:59,308 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:47:45, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.2037, loss: 0.0719 2023-11-13 19:50:02,274 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:50:02,274 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:47:34, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0777, decode.acc_seg: 96.9224, loss: 0.0777 2023-11-13 19:50:07,739 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:47:35, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0733, decode.acc_seg: 97.1199, loss: 0.0733 2023-11-13 19:50:13,133 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:47:36, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.1372, loss: 0.0751 2023-11-13 19:50:16,112 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:47:25, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0765, decode.acc_seg: 97.0459, loss: 0.0765 2023-11-13 19:50:21,508 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:47:26, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.0777, loss: 0.0726 2023-11-13 19:50:24,495 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:47:15, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0806, decode.acc_seg: 96.8371, loss: 0.0806 2023-11-13 19:50:29,890 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:47:16, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1566, loss: 0.0731 2023-11-13 19:50:32,879 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:47:05, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 97.0109, loss: 0.0781 2023-11-13 19:50:38,275 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:47:06, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0782, decode.acc_seg: 96.9058, loss: 0.0782 2023-11-13 19:50:41,272 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:46:56, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0688, decode.acc_seg: 97.2400, loss: 0.0688 2023-11-13 19:50:46,673 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:46:56, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0878, loss: 0.0740 2023-11-13 19:50:49,637 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:46:46, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 96.9719, loss: 0.0762 2023-11-13 19:50:54,961 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:46:46, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0779, decode.acc_seg: 96.9335, loss: 0.0779 2023-11-13 19:51:00,361 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:46:46, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.2398, loss: 0.0689 2023-11-13 19:51:03,347 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:46:36, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0688, decode.acc_seg: 97.2688, loss: 0.0688 2023-11-13 19:51:08,769 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:46:36, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0219, loss: 0.0740 2023-11-13 19:51:11,743 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:46:26, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.0643, loss: 0.0731 2023-11-13 19:51:17,156 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:46:26, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0779, decode.acc_seg: 96.8786, loss: 0.0779 2023-11-13 19:51:20,153 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:46:17, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.1154, loss: 0.0720 2023-11-13 19:51:25,580 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:46:17, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0760, decode.acc_seg: 96.9127, loss: 0.0760 2023-11-13 19:51:28,556 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:51:28,556 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:46:07, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2095, loss: 0.0702 2023-11-13 19:51:34,063 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:46:07, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.1694, loss: 0.0710 2023-11-13 19:51:39,388 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:46:07, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.0652, loss: 0.0738 2023-11-13 19:51:42,421 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:45:57, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0701, decode.acc_seg: 97.2610, loss: 0.0701 2023-11-13 19:51:47,820 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:45:57, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0728, decode.acc_seg: 97.1413, loss: 0.0728 2023-11-13 19:51:50,876 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:45:48, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.1115, loss: 0.0720 2023-11-13 19:51:56,362 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:45:48, time: 0.110, data_time: 0.051, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.1913, loss: 0.0726 2023-11-13 19:51:59,358 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:45:39, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1758, loss: 0.0723 2023-11-13 19:52:04,789 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:45:38, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0764, decode.acc_seg: 96.9046, loss: 0.0764 2023-11-13 19:52:07,792 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:45:29, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0763, decode.acc_seg: 97.0227, loss: 0.0763 2023-11-13 19:52:13,166 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:45:29, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0772, decode.acc_seg: 96.9130, loss: 0.0772 2023-11-13 19:52:16,116 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:45:19, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0781, decode.acc_seg: 96.9559, loss: 0.0781 2023-11-13 19:52:21,545 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:45:19, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.0596, loss: 0.0732 2023-11-13 19:52:26,921 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:45:18, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0745, decode.acc_seg: 97.0297, loss: 0.0745 2023-11-13 19:52:29,879 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:45:09, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0574, loss: 0.0749 2023-11-13 19:52:35,352 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:45:09, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.1605, loss: 0.0725 2023-11-13 19:52:38,342 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:45:00, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1548, loss: 0.0718 2023-11-13 19:52:43,658 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:44:59, time: 0.106, data_time: 0.046, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1719, loss: 0.0721 2023-11-13 19:52:46,653 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:44:50, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0749, decode.acc_seg: 97.0714, loss: 0.0749 2023-11-13 19:52:52,092 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:44:49, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0762, decode.acc_seg: 97.0265, loss: 0.0762 2023-11-13 19:52:55,065 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:52:55,066 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:44:40, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.2625, loss: 0.0690 2023-11-13 19:53:00,506 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:44:40, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.2004, loss: 0.0713 2023-11-13 19:53:03,460 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:44:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0791, decode.acc_seg: 96.8250, loss: 0.0791 2023-11-13 19:53:08,965 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:44:31, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.2915, loss: 0.0689 2023-11-13 19:53:14,362 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:44:30, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0896, loss: 0.0740 2023-11-13 19:53:17,356 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:44:21, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2222, loss: 0.0704 2023-11-13 19:53:22,736 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:44:20, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 96.9596, loss: 0.0756 2023-11-13 19:53:25,734 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:44:12, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.1541, loss: 0.0713 2023-11-13 19:53:31,206 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:44:11, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.1327, loss: 0.0752 2023-11-13 19:53:34,179 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:44:02, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.1322, loss: 0.0719 2023-11-13 19:53:39,582 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:44:01, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0758, decode.acc_seg: 96.9923, loss: 0.0758 2023-11-13 19:53:42,546 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:43:53, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0751, decode.acc_seg: 97.1500, loss: 0.0751 2023-11-13 19:53:48,021 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:43:52, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.3039, loss: 0.0680 2023-11-13 19:53:53,519 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:43:51, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0756, decode.acc_seg: 96.9284, loss: 0.0756 2023-11-13 19:53:56,482 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:43:43, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0685, decode.acc_seg: 97.3295, loss: 0.0685 2023-11-13 19:54:01,854 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:43:42, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3365, loss: 0.0667 2023-11-13 19:54:04,817 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:43:33, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.1838, loss: 0.0698 2023-11-13 19:54:10,165 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:43:32, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.1104, loss: 0.0742 2023-11-13 19:54:13,153 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:43:23, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.0868, loss: 0.0742 2023-11-13 19:54:18,523 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:43:22, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2811, loss: 0.0693 2023-11-13 19:54:21,490 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:54:21,511 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:54:21,511 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:43:14, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0676, decode.acc_seg: 97.2762, loss: 0.0676 2023-11-13 19:56:11,316 - mmseg - INFO - per class results: 2023-11-13 19:56:11,317 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.61 | 97.57 | | aeroplane | 90.26 | 97.49 | | bicycle | 72.48 | 88.66 | | bird | 94.47 | 98.0 | | boat | 81.47 | 88.68 | | bottle | 82.85 | 94.17 | | bus | 93.03 | 97.31 | | car | 88.1 | 92.65 | | cat | 95.44 | 97.99 | | chair | 49.76 | 71.28 | | cow | 92.32 | 95.44 | | diningtable | 67.04 | 77.22 | | dog | 94.37 | 98.09 | | horse | 93.0 | 96.76 | | motorbike | 90.11 | 96.91 | | person | 89.82 | 95.26 | | pottedplant | 57.24 | 65.83 | | sheep | 91.27 | 96.3 | | sofa | 64.45 | 76.02 | | train | 90.39 | 97.33 | | tvmonitor | 74.06 | 86.64 | +-------------+-------+-------+ 2023-11-13 19:56:11,317 - mmseg - INFO - Summary: 2023-11-13 19:56:11,317 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.22 | 83.22 | 90.74 | +-------+-------+-------+ 2023-11-13 19:56:11,318 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:56:11,318 - mmseg - INFO - Iter(val) [182] aAcc: 0.9622, mIoU: 0.8322, mAcc: 0.9074, IoU.background: 0.9561, IoU.aeroplane: 0.9026, IoU.bicycle: 0.7248, IoU.bird: 0.9447, IoU.boat: 0.8147, IoU.bottle: 0.8285, IoU.bus: 0.9303, IoU.car: 0.8810, IoU.cat: 0.9544, IoU.chair: 0.4976, IoU.cow: 0.9232, IoU.diningtable: 0.6704, IoU.dog: 0.9437, IoU.horse: 0.9300, IoU.motorbike: 0.9011, IoU.person: 0.8982, IoU.pottedplant: 0.5724, IoU.sheep: 0.9127, IoU.sofa: 0.6445, IoU.train: 0.9039, IoU.tvmonitor: 0.7406, Acc.background: 0.9757, Acc.aeroplane: 0.9749, Acc.bicycle: 0.8866, Acc.bird: 0.9800, Acc.boat: 0.8868, Acc.bottle: 0.9417, Acc.bus: 0.9731, Acc.car: 0.9265, Acc.cat: 0.9799, Acc.chair: 0.7128, Acc.cow: 0.9544, Acc.diningtable: 0.7722, Acc.dog: 0.9809, Acc.horse: 0.9676, Acc.motorbike: 0.9691, Acc.person: 0.9526, Acc.pottedplant: 0.6583, Acc.sheep: 0.9630, Acc.sofa: 0.7602, Acc.train: 0.9733, Acc.tvmonitor: 0.8664 2023-11-13 19:56:16,683 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:48:40, time: 2.303, data_time: 2.242, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.3466, loss: 0.0686 2023-11-13 19:56:19,621 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:48:29, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.0354, loss: 0.0726 2023-11-13 19:56:25,062 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:48:26, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.3909, loss: 0.0661 2023-11-13 19:56:30,436 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:48:23, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0699, decode.acc_seg: 97.3299, loss: 0.0699 2023-11-13 19:56:33,402 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:48:12, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0729, decode.acc_seg: 97.1700, loss: 0.0729 2023-11-13 19:56:38,810 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:48:09, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0699, decode.acc_seg: 97.1876, loss: 0.0699 2023-11-13 19:56:41,768 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:47:59, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0712, decode.acc_seg: 97.2097, loss: 0.0712 2023-11-13 19:56:47,137 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:47:55, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0729, decode.acc_seg: 97.0751, loss: 0.0729 2023-11-13 19:56:50,111 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:47:45, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.0269, loss: 0.0738 2023-11-13 19:56:55,556 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:47:42, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0717, decode.acc_seg: 97.1373, loss: 0.0717 2023-11-13 19:56:58,524 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:47:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0789, decode.acc_seg: 96.9607, loss: 0.0789 2023-11-13 19:57:03,934 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:47:29, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3436, loss: 0.0673 2023-11-13 19:57:09,370 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:47:25, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0638, loss: 0.0740 2023-11-13 19:57:12,336 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:47:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0696, decode.acc_seg: 97.1970, loss: 0.0696 2023-11-13 19:57:17,706 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:47:12, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0697, decode.acc_seg: 97.2907, loss: 0.0697 2023-11-13 19:57:20,717 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:47:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3330, loss: 0.0669 2023-11-13 19:57:26,141 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:46:59, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.3128, loss: 0.0703 2023-11-13 19:57:29,126 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:46:49, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0735, decode.acc_seg: 97.0972, loss: 0.0735 2023-11-13 19:57:34,509 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:46:46, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0683, decode.acc_seg: 97.3211, loss: 0.0683 2023-11-13 19:57:37,491 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:57:37,491 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:46:36, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.3602, loss: 0.0651 2023-11-13 19:57:42,926 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:46:33, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0691, decode.acc_seg: 97.2072, loss: 0.0691 2023-11-13 19:57:45,879 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:46:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.4438, loss: 0.0667 2023-11-13 19:57:51,389 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:46:20, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.0798, loss: 0.0738 2023-11-13 19:57:56,765 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:46:17, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4654, loss: 0.0654 2023-11-13 19:57:59,733 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:46:07, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0750, decode.acc_seg: 97.0998, loss: 0.0750 2023-11-13 19:58:05,138 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:46:04, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0707, decode.acc_seg: 97.1561, loss: 0.0707 2023-11-13 19:58:08,110 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:45:54, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3079, loss: 0.0689 2023-11-13 19:58:13,483 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:45:51, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3724, loss: 0.0662 2023-11-13 19:58:16,484 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:45:42, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0729, decode.acc_seg: 97.0911, loss: 0.0729 2023-11-13 19:58:21,923 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:45:38, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0700, decode.acc_seg: 97.2665, loss: 0.0700 2023-11-13 19:58:24,892 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:45:29, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.0919, loss: 0.0734 2023-11-13 19:58:30,324 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:45:26, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0705, decode.acc_seg: 97.1788, loss: 0.0705 2023-11-13 19:58:35,731 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:45:23, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.2596, loss: 0.0695 2023-11-13 19:58:38,756 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:45:13, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0736, decode.acc_seg: 97.1124, loss: 0.0736 2023-11-13 19:58:44,139 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:45:10, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4364, loss: 0.0639 2023-11-13 19:58:47,097 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:45:01, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.1174, loss: 0.0722 2023-11-13 19:58:52,488 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:44:58, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.4664, loss: 0.0652 2023-11-13 19:58:55,464 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:44:48, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0707, decode.acc_seg: 97.1971, loss: 0.0707 2023-11-13 19:59:00,823 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:44:45, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2730, loss: 0.0715 2023-11-13 19:59:03,794 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 19:59:03,794 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:44:36, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.2021, loss: 0.0718 2023-11-13 19:59:09,189 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:44:33, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.3537, loss: 0.0678 2023-11-13 19:59:12,147 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:44:24, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2396, loss: 0.0693 2023-11-13 19:59:17,586 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:44:20, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0714, decode.acc_seg: 97.2049, loss: 0.0714 2023-11-13 19:59:22,978 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:44:17, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2536, loss: 0.0704 2023-11-13 19:59:25,981 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:44:08, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4511, loss: 0.0645 2023-11-13 19:59:31,433 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:44:05, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.3141, loss: 0.0680 2023-11-13 19:59:34,434 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:43:56, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0752, decode.acc_seg: 97.1073, loss: 0.0752 2023-11-13 19:59:39,840 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:43:53, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.3608, loss: 0.0665 2023-11-13 19:59:42,840 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:43:44, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2114, loss: 0.0702 2023-11-13 19:59:48,181 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:43:41, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2885, loss: 0.0692 2023-11-13 19:59:51,162 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:43:32, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.2987, loss: 0.0662 2023-11-13 19:59:56,655 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:43:29, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.3152, loss: 0.0693 2023-11-13 20:00:02,010 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:43:25, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0724, decode.acc_seg: 97.0696, loss: 0.0724 2023-11-13 20:00:05,011 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:43:17, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3774, loss: 0.0669 2023-11-13 20:00:10,385 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:43:13, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0706, decode.acc_seg: 97.1781, loss: 0.0706 2023-11-13 20:00:13,358 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:43:05, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2035, loss: 0.0715 2023-11-13 20:00:18,729 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:43:01, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.3420, loss: 0.0655 2023-11-13 20:00:21,722 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:42:53, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.2412, loss: 0.0721 2023-11-13 20:00:27,149 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:42:50, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.3200, loss: 0.0678 2023-11-13 20:00:30,158 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:00:30,159 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:42:41, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.4128, loss: 0.0663 2023-11-13 20:00:35,532 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:42:38, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3605, loss: 0.0667 2023-11-13 20:00:38,523 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:42:29, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1224, loss: 0.0718 2023-11-13 20:00:43,965 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:42:26, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.3856, loss: 0.0653 2023-11-13 20:00:49,490 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:42:23, time: 0.111, data_time: 0.046, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2560, loss: 0.0692 2023-11-13 20:00:52,457 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:42:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.1508, loss: 0.0704 2023-11-13 20:00:57,862 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:42:11, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3010, loss: 0.0689 2023-11-13 20:01:00,871 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:42:03, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.3234, loss: 0.0684 2023-11-13 20:01:06,352 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:42:00, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1081, loss: 0.0738 2023-11-13 20:01:09,328 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:41:52, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0660, decode.acc_seg: 97.4586, loss: 0.0660 2023-11-13 20:01:14,688 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:41:48, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.5497, loss: 0.0641 2023-11-13 20:01:17,680 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:41:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 96.9749, loss: 0.0738 2023-11-13 20:01:23,073 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:41:37, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.2131, loss: 0.0713 2023-11-13 20:01:26,011 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:41:28, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0660, decode.acc_seg: 97.0931, loss: 0.0660 2023-11-13 20:01:31,462 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:41:25, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0682, decode.acc_seg: 97.2981, loss: 0.0682 2023-11-13 20:01:36,835 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:41:22, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0709, decode.acc_seg: 97.1889, loss: 0.0709 2023-11-13 20:01:39,814 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:41:13, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3072, loss: 0.0673 2023-11-13 20:01:45,219 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:41:10, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.1626, loss: 0.0719 2023-11-13 20:01:48,221 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:41:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0699, decode.acc_seg: 97.2274, loss: 0.0699 2023-11-13 20:01:53,610 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:40:59, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0670, decode.acc_seg: 97.3752, loss: 0.0670 2023-11-13 20:01:56,595 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:01:56,595 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:40:51, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0708, decode.acc_seg: 97.1858, loss: 0.0708 2023-11-13 20:02:02,073 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:40:47, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.1133, loss: 0.0739 2023-11-13 20:02:05,045 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:40:39, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0677, decode.acc_seg: 97.3835, loss: 0.0677 2023-11-13 20:02:10,448 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:40:36, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3341, loss: 0.0663 2023-11-13 20:02:15,880 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:40:33, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0671, decode.acc_seg: 97.3313, loss: 0.0671 2023-11-13 20:02:18,851 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:40:25, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0732, decode.acc_seg: 97.1161, loss: 0.0732 2023-11-13 20:02:24,296 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:40:21, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.3967, loss: 0.0655 2023-11-13 20:02:27,293 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:40:14, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2074, loss: 0.0715 2023-11-13 20:02:32,734 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:40:10, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3146, loss: 0.0689 2023-11-13 20:02:35,704 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:40:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.4008, loss: 0.0664 2023-11-13 20:02:41,211 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:39:59, time: 0.110, data_time: 0.051, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.3763, loss: 0.0647 2023-11-13 20:02:44,186 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:39:51, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.2957, loss: 0.0686 2023-11-13 20:02:49,621 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:39:48, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.5207, loss: 0.0644 2023-11-13 20:02:52,578 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:39:40, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0726, decode.acc_seg: 97.0364, loss: 0.0726 2023-11-13 20:02:57,970 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:39:37, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.2467, loss: 0.0662 2023-11-13 20:03:03,412 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:39:33, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0767, loss: 0.0740 2023-11-13 20:03:06,398 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:39:26, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0714, decode.acc_seg: 97.1951, loss: 0.0714 2023-11-13 20:03:11,702 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:39:22, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3810, loss: 0.0664 2023-11-13 20:03:14,669 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:39:14, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3272, loss: 0.0669 2023-11-13 20:03:20,103 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:39:11, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0656, decode.acc_seg: 97.4403, loss: 0.0656 2023-11-13 20:03:23,087 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:03:23,087 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:39:03, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0697, decode.acc_seg: 97.2818, loss: 0.0697 2023-11-13 20:03:28,439 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:39:00, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.2157, loss: 0.0715 2023-11-13 20:03:31,428 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:38:52, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.2964, loss: 0.0684 2023-11-13 20:03:36,805 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:38:49, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0699, decode.acc_seg: 97.2274, loss: 0.0699 2023-11-13 20:03:42,195 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:38:45, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4490, loss: 0.0645 2023-11-13 20:03:45,161 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:38:38, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0660, decode.acc_seg: 97.3937, loss: 0.0660 2023-11-13 20:03:50,534 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:38:34, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.4180, loss: 0.0662 2023-11-13 20:03:53,514 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:38:27, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0719, decode.acc_seg: 97.2129, loss: 0.0719 2023-11-13 20:03:58,906 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:38:23, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0670, decode.acc_seg: 97.2564, loss: 0.0670 2023-11-13 20:04:01,890 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:38:16, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.3107, loss: 0.0679 2023-11-13 20:04:07,152 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:38:12, time: 0.105, data_time: 0.048, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.4939, loss: 0.0642 2023-11-13 20:04:10,121 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:38:05, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.1858, loss: 0.0722 2023-11-13 20:04:15,640 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:38:01, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3418, loss: 0.0672 2023-11-13 20:04:18,602 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:37:54, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3453, loss: 0.0689 2023-11-13 20:04:23,954 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:37:50, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.2533, loss: 0.0695 2023-11-13 20:04:29,433 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:37:47, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0711, decode.acc_seg: 97.2218, loss: 0.0711 2023-11-13 20:04:32,444 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:37:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.2922, loss: 0.0680 2023-11-13 20:04:37,846 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:37:36, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1916, loss: 0.0718 2023-11-13 20:04:40,832 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:37:29, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0656, decode.acc_seg: 97.2644, loss: 0.0656 2023-11-13 20:04:46,242 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:37:25, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.4163, loss: 0.0662 2023-11-13 20:04:49,230 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:04:49,231 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:37:18, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.2286, loss: 0.0695 2023-11-13 20:04:54,756 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:37:15, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4433, loss: 0.0646 2023-11-13 20:04:57,724 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:37:08, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0712, decode.acc_seg: 97.2313, loss: 0.0712 2023-11-13 20:05:03,170 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:37:04, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3537, loss: 0.0663 2023-11-13 20:05:08,597 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:37:01, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3204, loss: 0.0673 2023-11-13 20:05:11,582 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:36:53, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0629, decode.acc_seg: 97.5011, loss: 0.0629 2023-11-13 20:05:17,016 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:36:50, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 96.9780, loss: 0.0755 2023-11-13 20:05:20,000 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:36:43, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.3181, loss: 0.0680 2023-11-13 20:05:25,389 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:36:39, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0677, decode.acc_seg: 97.3183, loss: 0.0677 2023-11-13 20:05:28,400 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:36:32, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0691, decode.acc_seg: 97.2445, loss: 0.0691 2023-11-13 20:05:33,807 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:36:29, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.4211, loss: 0.0659 2023-11-13 20:05:36,797 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:36:22, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0742, decode.acc_seg: 97.1116, loss: 0.0742 2023-11-13 20:05:42,230 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:36:18, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0613, decode.acc_seg: 97.6074, loss: 0.0613 2023-11-13 20:05:45,178 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:36:11, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0706, decode.acc_seg: 97.1244, loss: 0.0706 2023-11-13 20:05:50,668 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:36:08, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0716, decode.acc_seg: 97.1296, loss: 0.0716 2023-11-13 20:05:56,136 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:36:04, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.3164, loss: 0.0686 2023-11-13 20:05:59,137 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:35:57, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0755, decode.acc_seg: 97.1320, loss: 0.0755 2023-11-13 20:06:04,514 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:35:53, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0685, decode.acc_seg: 97.2226, loss: 0.0685 2023-11-13 20:06:07,497 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:35:46, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3960, loss: 0.0667 2023-11-13 20:06:12,916 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:35:43, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0683, decode.acc_seg: 97.2862, loss: 0.0683 2023-11-13 20:06:15,890 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:06:15,891 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:35:36, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.4974, loss: 0.0624 2023-11-13 20:06:21,292 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:35:32, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1502, loss: 0.0723 2023-11-13 20:06:24,248 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:35:25, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.1768, loss: 0.0698 2023-11-13 20:06:29,653 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:35:22, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0681, decode.acc_seg: 97.3195, loss: 0.0681 2023-11-13 20:06:35,088 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:35:18, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0738, decode.acc_seg: 97.1467, loss: 0.0738 2023-11-13 20:06:38,075 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:35:11, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0607, decode.acc_seg: 97.5326, loss: 0.0607 2023-11-13 20:06:43,464 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:35:08, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0708, decode.acc_seg: 97.2121, loss: 0.0708 2023-11-13 20:06:46,445 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:35:01, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.4557, loss: 0.0659 2023-11-13 20:06:51,840 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:34:57, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0623, decode.acc_seg: 97.4789, loss: 0.0623 2023-11-13 20:06:54,820 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:34:50, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0666, decode.acc_seg: 97.3209, loss: 0.0666 2023-11-13 20:07:00,234 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:34:47, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0725, decode.acc_seg: 97.1531, loss: 0.0725 2023-11-13 20:07:03,224 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:34:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.3566, loss: 0.0678 2023-11-13 20:07:08,672 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:34:36, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4500, loss: 0.0654 2023-11-13 20:07:11,629 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:34:30, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0741, decode.acc_seg: 97.0754, loss: 0.0741 2023-11-13 20:07:17,014 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:34:26, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0637, decode.acc_seg: 97.4169, loss: 0.0637 2023-11-13 20:07:22,348 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:34:22, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.3478, loss: 0.0686 2023-11-13 20:07:25,319 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:34:16, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.2617, loss: 0.0684 2023-11-13 20:07:30,731 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:34:12, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.3925, loss: 0.0661 2023-11-13 20:07:33,706 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:34:05, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0681, decode.acc_seg: 97.3444, loss: 0.0681 2023-11-13 20:07:39,103 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:34:02, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0739, decode.acc_seg: 97.1125, loss: 0.0739 2023-11-13 20:07:42,078 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:07:42,078 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:33:55, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3534, loss: 0.0667 2023-11-13 20:07:47,509 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:33:51, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.4588, loss: 0.0655 2023-11-13 20:07:50,503 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:33:45, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3483, loss: 0.0689 2023-11-13 20:07:55,922 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:33:41, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0696, decode.acc_seg: 97.1923, loss: 0.0696 2023-11-13 20:07:58,870 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:33:34, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4097, loss: 0.0645 2023-11-13 20:08:04,260 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:33:31, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4681, loss: 0.0638 2023-11-13 20:08:09,702 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:33:27, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2026, loss: 0.0694 2023-11-13 20:08:12,698 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:33:20, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0691, decode.acc_seg: 97.2920, loss: 0.0691 2023-11-13 20:08:18,042 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:33:17, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0675, decode.acc_seg: 97.3162, loss: 0.0675 2023-11-13 20:08:21,024 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:33:10, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0687, decode.acc_seg: 97.3271, loss: 0.0687 2023-11-13 20:08:26,470 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:33:06, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0631, decode.acc_seg: 97.5153, loss: 0.0631 2023-11-13 20:08:29,445 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:33:00, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0709, decode.acc_seg: 97.1876, loss: 0.0709 2023-11-13 20:08:34,806 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:32:56, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.4324, loss: 0.0642 2023-11-13 20:08:37,769 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:32:50, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.1725, loss: 0.0713 2023-11-13 20:08:43,242 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:32:46, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0700, decode.acc_seg: 97.2205, loss: 0.0700 2023-11-13 20:08:48,756 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:32:42, time: 0.110, data_time: 0.054, memory: 967, decode.loss_ce: 0.0656, decode.acc_seg: 97.4673, loss: 0.0656 2023-11-13 20:08:51,750 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:32:36, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0687, decode.acc_seg: 97.2859, loss: 0.0687 2023-11-13 20:08:57,206 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:32:32, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0670, decode.acc_seg: 97.4071, loss: 0.0670 2023-11-13 20:09:00,201 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:32:26, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.3487, loss: 0.0661 2023-11-13 20:09:05,617 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:32:22, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2153, loss: 0.0702 2023-11-13 20:09:08,621 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:09:08,621 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:32:16, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0754, decode.acc_seg: 97.0435, loss: 0.0754 2023-11-13 20:09:14,036 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:32:12, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.5189, loss: 0.0643 2023-11-13 20:09:17,027 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:32:06, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.3432, loss: 0.0665 2023-11-13 20:09:22,463 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:32:02, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0691, decode.acc_seg: 97.2726, loss: 0.0691 2023-11-13 20:09:25,419 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:31:56, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0650, decode.acc_seg: 97.4238, loss: 0.0650 2023-11-13 20:09:30,775 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:31:52, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3349, loss: 0.0667 2023-11-13 20:09:36,190 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:31:48, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0697, decode.acc_seg: 97.2641, loss: 0.0697 2023-11-13 20:09:39,192 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:31:42, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2716, loss: 0.0693 2023-11-13 20:09:44,567 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:31:38, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0687, decode.acc_seg: 97.2781, loss: 0.0687 2023-11-13 20:09:47,542 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:31:32, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.4214, loss: 0.0649 2023-11-13 20:09:52,993 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:31:28, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.2609, loss: 0.0689 2023-11-13 20:09:55,962 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:31:22, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.2424, loss: 0.0693 2023-11-13 20:10:01,460 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:31:18, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.3915, loss: 0.0658 2023-11-13 20:10:04,438 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:31:12, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.3734, loss: 0.0684 2023-11-13 20:10:09,893 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:31:08, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.2932, loss: 0.0684 2023-11-13 20:10:15,259 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:31:04, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0721, decode.acc_seg: 97.1478, loss: 0.0721 2023-11-13 20:10:18,217 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:30:58, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.3074, loss: 0.0693 2023-11-13 20:10:23,594 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:30:54, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.4131, loss: 0.0667 2023-11-13 20:10:26,567 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:30:48, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0640, decode.acc_seg: 97.4076, loss: 0.0640 2023-11-13 20:10:31,937 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:30:44, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0700, decode.acc_seg: 97.1824, loss: 0.0700 2023-11-13 20:10:34,908 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:10:34,926 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:34,926 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:30:38, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0718, decode.acc_seg: 97.1894, loss: 0.0718 2023-11-13 20:10:46,024 - mmseg - INFO - per class results: 2023-11-13 20:10:46,025 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.39 | 97.18 | | aeroplane | 91.55 | 97.7 | | bicycle | 73.17 | 89.82 | | bird | 94.64 | 98.16 | | boat | 80.53 | 88.91 | | bottle | 83.32 | 93.43 | | bus | 93.47 | 96.64 | | car | 88.22 | 92.7 | | cat | 94.98 | 98.29 | | chair | 50.29 | 68.83 | | cow | 92.89 | 95.64 | | diningtable | 65.57 | 76.28 | | dog | 93.59 | 98.73 | | horse | 92.67 | 97.3 | | motorbike | 90.3 | 97.11 | | person | 89.96 | 95.98 | | pottedplant | 56.62 | 66.68 | | sheep | 91.59 | 96.93 | | sofa | 62.85 | 85.33 | | train | 90.19 | 97.35 | | tvmonitor | 72.88 | 83.17 | +-------------+-------+-------+ 2023-11-13 20:10:46,025 - mmseg - INFO - Summary: 2023-11-13 20:10:46,026 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.08 | 83.08 | 91.05 | +-------+-------+-------+ 2023-11-13 20:10:46,026 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:10:46,026 - mmseg - INFO - Iter(val) [182] aAcc: 0.9608, mIoU: 0.8308, mAcc: 0.9105, IoU.background: 0.9539, IoU.aeroplane: 0.9155, IoU.bicycle: 0.7317, IoU.bird: 0.9464, IoU.boat: 0.8053, IoU.bottle: 0.8332, IoU.bus: 0.9347, IoU.car: 0.8822, IoU.cat: 0.9498, IoU.chair: 0.5029, IoU.cow: 0.9289, IoU.diningtable: 0.6557, IoU.dog: 0.9359, IoU.horse: 0.9267, IoU.motorbike: 0.9030, IoU.person: 0.8996, IoU.pottedplant: 0.5662, IoU.sheep: 0.9159, IoU.sofa: 0.6285, IoU.train: 0.9019, IoU.tvmonitor: 0.7288, Acc.background: 0.9718, Acc.aeroplane: 0.9770, Acc.bicycle: 0.8982, Acc.bird: 0.9816, Acc.boat: 0.8891, Acc.bottle: 0.9343, Acc.bus: 0.9664, Acc.car: 0.9270, Acc.cat: 0.9829, Acc.chair: 0.6883, Acc.cow: 0.9564, Acc.diningtable: 0.7628, Acc.dog: 0.9873, Acc.horse: 0.9730, Acc.motorbike: 0.9711, Acc.person: 0.9598, Acc.pottedplant: 0.6668, Acc.sheep: 0.9693, Acc.sofa: 0.8533, Acc.train: 0.9735, Acc.tvmonitor: 0.8317 2023-11-13 20:10:51,408 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:30:45, time: 0.330, data_time: 0.268, memory: 967, decode.loss_ce: 0.0648, decode.acc_seg: 97.4310, loss: 0.0648 2023-11-13 20:10:54,376 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:30:39, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0671, decode.acc_seg: 97.3250, loss: 0.0671 2023-11-13 20:10:59,850 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:30:35, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0723, decode.acc_seg: 97.1789, loss: 0.0723 2023-11-13 20:11:02,804 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:30:29, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0629, decode.acc_seg: 97.5229, loss: 0.0629 2023-11-13 20:11:08,281 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:30:25, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2860, loss: 0.0694 2023-11-13 20:11:13,704 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:30:21, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.2598, loss: 0.0679 2023-11-13 20:11:16,666 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:30:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0715, decode.acc_seg: 97.1752, loss: 0.0715 2023-11-13 20:11:22,089 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:30:11, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0676, decode.acc_seg: 97.2604, loss: 0.0676 2023-11-13 20:11:25,074 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:30:05, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0676, decode.acc_seg: 97.2384, loss: 0.0676 2023-11-13 20:11:30,545 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:30:01, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.1004, loss: 0.0740 2023-11-13 20:11:33,519 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:29:55, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5383, loss: 0.0625 2023-11-13 20:11:38,885 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:29:51, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.4275, loss: 0.0669 2023-11-13 20:11:41,849 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:29:45, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2634, loss: 0.0694 2023-11-13 20:11:47,340 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:29:41, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4483, loss: 0.0646 2023-11-13 20:11:52,743 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:29:37, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0716, decode.acc_seg: 97.0794, loss: 0.0716 2023-11-13 20:11:55,715 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:29:31, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.3173, loss: 0.0661 2023-11-13 20:12:01,231 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:29:27, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4542, loss: 0.0654 2023-11-13 20:12:04,201 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:29:21, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.3469, loss: 0.0657 2023-11-13 20:12:09,503 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:29:17, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.4691, loss: 0.0652 2023-11-13 20:12:12,461 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:12:12,461 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:29:11, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.3623, loss: 0.0646 2023-11-13 20:12:17,964 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:29:07, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0740, decode.acc_seg: 97.0759, loss: 0.0740 2023-11-13 20:12:20,943 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:29:01, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0693, decode.acc_seg: 97.3405, loss: 0.0693 2023-11-13 20:12:26,354 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:28:57, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0683, decode.acc_seg: 97.3938, loss: 0.0683 2023-11-13 20:12:29,322 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:28:51, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.3263, loss: 0.0690 2023-11-13 20:12:34,804 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:28:47, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4143, loss: 0.0651 2023-11-13 20:12:40,309 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:28:43, time: 0.110, data_time: 0.046, memory: 967, decode.loss_ce: 0.0695, decode.acc_seg: 97.2342, loss: 0.0695 2023-11-13 20:12:43,292 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:28:37, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4279, loss: 0.0651 2023-11-13 20:12:48,688 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:28:33, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0674, decode.acc_seg: 97.2908, loss: 0.0674 2023-11-13 20:12:51,675 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:28:27, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4620, loss: 0.0638 2023-11-13 20:12:57,129 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:28:24, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.2292, loss: 0.0698 2023-11-13 20:13:00,098 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:28:18, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.3198, loss: 0.0678 2023-11-13 20:13:05,467 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:28:14, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4586, loss: 0.0641 2023-11-13 20:13:08,448 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:28:08, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.4091, loss: 0.0668 2023-11-13 20:13:13,935 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:28:04, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.1211, loss: 0.0703 2023-11-13 20:13:19,225 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:28:00, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4979, loss: 0.0639 2023-11-13 20:13:22,301 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:27:54, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3367, loss: 0.0672 2023-11-13 20:13:27,757 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:27:50, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0697, decode.acc_seg: 97.2527, loss: 0.0697 2023-11-13 20:13:30,742 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:27:44, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3287, loss: 0.0672 2023-11-13 20:13:36,032 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:27:40, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4410, loss: 0.0646 2023-11-13 20:13:39,020 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:13:39,020 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:27:34, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.4853, loss: 0.0630 2023-11-13 20:13:44,405 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:27:30, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.2045, loss: 0.0678 2023-11-13 20:13:47,392 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:27:24, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.2207, loss: 0.0698 2023-11-13 20:13:52,811 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:27:20, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0622, decode.acc_seg: 97.5156, loss: 0.0622 2023-11-13 20:13:55,785 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:27:14, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0677, decode.acc_seg: 97.3309, loss: 0.0677 2023-11-13 20:14:01,245 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:27:10, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0648, decode.acc_seg: 97.4397, loss: 0.0648 2023-11-13 20:14:06,774 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:27:07, time: 0.111, data_time: 0.049, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.3735, loss: 0.0657 2023-11-13 20:14:09,750 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:27:01, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3838, loss: 0.0662 2023-11-13 20:14:15,228 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:26:57, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3759, loss: 0.0669 2023-11-13 20:14:18,216 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:26:51, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3089, loss: 0.0669 2023-11-13 20:14:23,634 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:26:47, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3327, loss: 0.0672 2023-11-13 20:14:26,684 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:26:41, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.4107, loss: 0.0655 2023-11-13 20:14:32,081 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:26:37, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.3847, loss: 0.0646 2023-11-13 20:14:35,088 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:26:32, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4534, loss: 0.0646 2023-11-13 20:14:40,500 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:26:28, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0681, decode.acc_seg: 97.2775, loss: 0.0681 2023-11-13 20:14:43,439 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:26:22, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.3971, loss: 0.0644 2023-11-13 20:14:48,855 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:26:18, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.5486, loss: 0.0643 2023-11-13 20:14:54,322 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:26:14, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.4111, loss: 0.0658 2023-11-13 20:14:57,312 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:26:08, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0734, decode.acc_seg: 97.1595, loss: 0.0734 2023-11-13 20:15:02,713 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:26:04, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0677, decode.acc_seg: 97.3242, loss: 0.0677 2023-11-13 20:15:05,704 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:15:05,704 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:25:58, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3089, loss: 0.0669 2023-11-13 20:15:11,090 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:25:54, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.4317, loss: 0.0643 2023-11-13 20:15:14,095 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:25:49, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0666, decode.acc_seg: 97.3929, loss: 0.0666 2023-11-13 20:15:19,503 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:25:45, time: 0.108, data_time: 0.045, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3423, loss: 0.0668 2023-11-13 20:15:22,482 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:25:39, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0708, decode.acc_seg: 97.1865, loss: 0.0708 2023-11-13 20:15:27,852 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:25:35, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2348, loss: 0.0702 2023-11-13 20:15:33,269 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:25:31, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4344, loss: 0.0638 2023-11-13 20:15:36,277 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:25:25, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.2795, loss: 0.0684 2023-11-13 20:15:41,765 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:25:21, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.4245, loss: 0.0655 2023-11-13 20:15:44,757 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:25:15, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3279, loss: 0.0667 2023-11-13 20:15:50,309 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:25:12, time: 0.111, data_time: 0.049, memory: 967, decode.loss_ce: 0.0635, decode.acc_seg: 97.4372, loss: 0.0635 2023-11-13 20:15:53,316 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:25:06, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.4672, loss: 0.0643 2023-11-13 20:15:58,849 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:25:02, time: 0.111, data_time: 0.054, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3819, loss: 0.0664 2023-11-13 20:16:01,833 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:24:56, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.3798, loss: 0.0652 2023-11-13 20:16:07,144 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:24:52, time: 0.106, data_time: 0.049, memory: 967, decode.loss_ce: 0.0616, decode.acc_seg: 97.6601, loss: 0.0616 2023-11-13 20:16:10,097 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:24:47, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.3666, loss: 0.0645 2023-11-13 20:16:15,510 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:24:43, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0713, decode.acc_seg: 97.1873, loss: 0.0713 2023-11-13 20:16:20,968 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:24:39, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0613, decode.acc_seg: 97.5759, loss: 0.0613 2023-11-13 20:16:23,956 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:24:33, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4699, loss: 0.0641 2023-11-13 20:16:29,427 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:24:29, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4607, loss: 0.0641 2023-11-13 20:16:32,418 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:16:32,419 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:24:23, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.4384, loss: 0.0659 2023-11-13 20:16:37,804 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:24:19, time: 0.108, data_time: 0.045, memory: 967, decode.loss_ce: 0.0731, decode.acc_seg: 97.1247, loss: 0.0731 2023-11-13 20:16:40,807 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:24:14, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3571, loss: 0.0664 2023-11-13 20:16:46,241 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:24:10, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.4366, loss: 0.0652 2023-11-13 20:16:49,220 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:24:04, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0689, decode.acc_seg: 97.3112, loss: 0.0689 2023-11-13 20:16:54,773 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:24:00, time: 0.111, data_time: 0.050, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4301, loss: 0.0651 2023-11-13 20:17:00,263 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:23:56, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4810, loss: 0.0638 2023-11-13 20:17:03,238 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:23:50, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.3865, loss: 0.0653 2023-11-13 20:17:08,596 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:23:46, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2763, loss: 0.0692 2023-11-13 20:17:11,570 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:23:41, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3580, loss: 0.0667 2023-11-13 20:17:17,044 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:23:37, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4737, loss: 0.0641 2023-11-13 20:17:20,058 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:23:31, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0743, decode.acc_seg: 97.0581, loss: 0.0743 2023-11-13 20:17:25,366 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:23:27, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4584, loss: 0.0638 2023-11-13 20:17:28,357 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:23:22, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0650, decode.acc_seg: 97.3719, loss: 0.0650 2023-11-13 20:17:33,829 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:23:18, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0621, decode.acc_seg: 97.4903, loss: 0.0621 2023-11-13 20:17:36,773 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:23:12, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.2312, loss: 0.0703 2023-11-13 20:17:42,196 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:23:08, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.4403, loss: 0.0649 2023-11-13 20:17:47,550 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:23:04, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0674, decode.acc_seg: 97.3178, loss: 0.0674 2023-11-13 20:17:50,530 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:22:58, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4264, loss: 0.0646 2023-11-13 20:17:55,942 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:22:54, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0634, decode.acc_seg: 97.4917, loss: 0.0634 2023-11-13 20:17:58,925 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:17:58,926 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:22:49, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0666, decode.acc_seg: 97.3800, loss: 0.0666 2023-11-13 20:18:04,432 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:22:45, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.3490, loss: 0.0659 2023-11-13 20:18:07,422 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:22:39, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.2787, loss: 0.0655 2023-11-13 20:18:12,770 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:22:35, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4590, loss: 0.0653 2023-11-13 20:18:15,736 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:22:30, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0701, decode.acc_seg: 97.2184, loss: 0.0701 2023-11-13 20:18:21,199 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:22:26, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0620, decode.acc_seg: 97.5249, loss: 0.0620 2023-11-13 20:18:26,675 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:22:22, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.1769, loss: 0.0698 2023-11-13 20:18:29,635 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:22:16, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0623, decode.acc_seg: 97.5281, loss: 0.0623 2023-11-13 20:18:34,987 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:22:12, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.1370, loss: 0.0710 2023-11-13 20:18:37,963 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:22:07, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.2210, loss: 0.0694 2023-11-13 20:18:43,302 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:22:02, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0602, decode.acc_seg: 97.6417, loss: 0.0602 2023-11-13 20:18:46,267 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:21:57, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3684, loss: 0.0668 2023-11-13 20:18:51,555 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:21:53, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3889, loss: 0.0669 2023-11-13 20:18:54,673 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:21:47, time: 0.062, data_time: 0.003, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4028, loss: 0.0654 2023-11-13 20:19:00,037 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:21:43, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0607, decode.acc_seg: 97.5884, loss: 0.0607 2023-11-13 20:19:02,983 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:21:38, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0703, decode.acc_seg: 97.1560, loss: 0.0703 2023-11-13 20:19:08,515 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:21:34, time: 0.111, data_time: 0.051, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.4111, loss: 0.0665 2023-11-13 20:19:13,988 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:21:30, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.4568, loss: 0.0630 2023-11-13 20:19:16,984 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:21:24, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4417, loss: 0.0644 2023-11-13 20:19:22,333 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:21:20, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0628, decode.acc_seg: 97.5602, loss: 0.0628 2023-11-13 20:19:25,322 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:19:25,322 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:21:15, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0640, decode.acc_seg: 97.4733, loss: 0.0640 2023-11-13 20:19:30,751 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:21:11, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0670, decode.acc_seg: 97.4634, loss: 0.0670 2023-11-13 20:19:33,757 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:21:05, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0675, decode.acc_seg: 97.2731, loss: 0.0675 2023-11-13 20:19:39,250 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:21:01, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0702, decode.acc_seg: 97.2543, loss: 0.0702 2023-11-13 20:19:42,225 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:20:56, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0605, decode.acc_seg: 97.6010, loss: 0.0605 2023-11-13 20:19:47,658 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:20:52, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0720, decode.acc_seg: 97.2116, loss: 0.0720 2023-11-13 20:19:52,984 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:20:48, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.3998, loss: 0.0665 2023-11-13 20:19:56,002 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:20:42, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3838, loss: 0.0663 2023-11-13 20:20:01,466 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:20:38, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.4438, loss: 0.0647 2023-11-13 20:20:04,445 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:20:33, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0637, decode.acc_seg: 97.5515, loss: 0.0637 2023-11-13 20:20:09,821 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:20:29, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0637, decode.acc_seg: 97.4796, loss: 0.0637 2023-11-13 20:20:12,802 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:20:23, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.5129, loss: 0.0638 2023-11-13 20:20:18,175 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:20:19, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5653, loss: 0.0625 2023-11-13 20:20:21,180 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:20:14, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4754, loss: 0.0644 2023-11-13 20:20:26,595 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:20:10, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3607, loss: 0.0662 2023-11-13 20:20:29,536 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:20:05, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0616, decode.acc_seg: 97.5368, loss: 0.0616 2023-11-13 20:20:34,889 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:20:00, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0620, decode.acc_seg: 97.5486, loss: 0.0620 2023-11-13 20:20:40,314 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:19:56, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0671, decode.acc_seg: 97.3742, loss: 0.0671 2023-11-13 20:20:43,295 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:19:51, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.4020, loss: 0.0672 2023-11-13 20:20:48,777 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:19:47, time: 0.110, data_time: 0.050, memory: 967, decode.loss_ce: 0.0746, decode.acc_seg: 96.9015, loss: 0.0746 2023-11-13 20:20:51,758 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:20:51,759 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:19:42, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3450, loss: 0.0664 2023-11-13 20:20:57,122 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:19:37, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0613, decode.acc_seg: 97.6740, loss: 0.0613 2023-11-13 20:21:00,096 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:19:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4082, loss: 0.0646 2023-11-13 20:21:05,408 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:19:28, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.1027, loss: 0.0710 2023-11-13 20:21:08,365 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:19:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.3304, loss: 0.0653 2023-11-13 20:21:13,737 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:19:18, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4657, loss: 0.0639 2023-11-13 20:21:16,680 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:19:13, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.3785, loss: 0.0649 2023-11-13 20:21:22,050 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:19:09, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0637, decode.acc_seg: 97.3622, loss: 0.0637 2023-11-13 20:21:27,441 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:19:05, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0696, decode.acc_seg: 97.3045, loss: 0.0696 2023-11-13 20:21:30,527 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:19:00, time: 0.062, data_time: 0.003, memory: 967, decode.loss_ce: 0.0640, decode.acc_seg: 97.4931, loss: 0.0640 2023-11-13 20:21:35,906 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:18:55, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0627, decode.acc_seg: 97.5774, loss: 0.0627 2023-11-13 20:21:38,886 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:18:50, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0676, decode.acc_seg: 97.3108, loss: 0.0676 2023-11-13 20:21:44,312 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:18:46, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0593, decode.acc_seg: 97.6765, loss: 0.0593 2023-11-13 20:21:47,284 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:18:41, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0682, decode.acc_seg: 97.3607, loss: 0.0682 2023-11-13 20:21:52,737 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:18:37, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.3923, loss: 0.0679 2023-11-13 20:21:55,707 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:18:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3687, loss: 0.0662 2023-11-13 20:22:01,174 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:18:27, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0705, decode.acc_seg: 97.2176, loss: 0.0705 2023-11-13 20:22:06,668 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:18:23, time: 0.110, data_time: 0.046, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4414, loss: 0.0651 2023-11-13 20:22:09,644 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:18:18, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4121, loss: 0.0641 2023-11-13 20:22:15,059 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:18:14, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0675, decode.acc_seg: 97.3125, loss: 0.0675 2023-11-13 20:22:18,023 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:22:18,024 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:18:09, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.4435, loss: 0.0649 2023-11-13 20:22:23,438 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:18:04, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0627, decode.acc_seg: 97.5229, loss: 0.0627 2023-11-13 20:22:26,411 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:17:59, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.3773, loss: 0.0667 2023-11-13 20:22:31,789 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:17:55, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.3676, loss: 0.0692 2023-11-13 20:22:34,793 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:17:50, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.4068, loss: 0.0643 2023-11-13 20:22:40,125 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:17:46, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0583, decode.acc_seg: 97.6923, loss: 0.0583 2023-11-13 20:22:43,071 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:17:40, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0685, decode.acc_seg: 97.3811, loss: 0.0685 2023-11-13 20:22:48,583 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:17:36, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0681, decode.acc_seg: 97.3063, loss: 0.0681 2023-11-13 20:22:54,020 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:17:32, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0614, decode.acc_seg: 97.5754, loss: 0.0614 2023-11-13 20:22:56,995 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:17:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0618, decode.acc_seg: 97.5878, loss: 0.0618 2023-11-13 20:23:02,417 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:17:23, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0656, decode.acc_seg: 97.3684, loss: 0.0656 2023-11-13 20:23:05,366 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:17:18, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0688, decode.acc_seg: 97.3061, loss: 0.0688 2023-11-13 20:23:10,717 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:17:13, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.3667, loss: 0.0653 2023-11-13 20:23:13,710 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:17:08, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4283, loss: 0.0653 2023-11-13 20:23:19,149 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:17:04, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0633, decode.acc_seg: 97.4603, loss: 0.0633 2023-11-13 20:23:22,108 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:16:59, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.4208, loss: 0.0657 2023-11-13 20:23:27,472 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:16:55, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2176, loss: 0.0692 2023-11-13 20:23:32,814 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:16:51, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.4931, loss: 0.0624 2023-11-13 20:23:35,777 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:16:45, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0648, decode.acc_seg: 97.3596, loss: 0.0648 2023-11-13 20:23:41,159 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:16:41, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3437, loss: 0.0672 2023-11-13 20:23:44,123 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:23:44,123 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:16:36, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.4253, loss: 0.0663 2023-11-13 20:23:49,473 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:16:32, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3529, loss: 0.0662 2023-11-13 20:23:52,433 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:16:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0655, decode.acc_seg: 97.3044, loss: 0.0655 2023-11-13 20:23:57,759 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:16:23, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3774, loss: 0.0663 2023-11-13 20:24:00,724 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:16:17, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0634, decode.acc_seg: 97.4541, loss: 0.0634 2023-11-13 20:24:06,050 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:16:13, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0637, decode.acc_seg: 97.4705, loss: 0.0637 2023-11-13 20:24:09,000 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:16:08, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0694, decode.acc_seg: 97.1941, loss: 0.0694 2023-11-13 20:24:14,407 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:16:04, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.3564, loss: 0.0654 2023-11-13 20:24:19,812 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:16:00, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0621, decode.acc_seg: 97.4833, loss: 0.0621 2023-11-13 20:24:22,765 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:15:55, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5740, loss: 0.0625 2023-11-13 20:24:28,183 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:15:50, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0677, decode.acc_seg: 97.3340, loss: 0.0677 2023-11-13 20:24:31,147 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:15:45, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4260, loss: 0.0641 2023-11-13 20:24:36,501 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:15:41, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0660, decode.acc_seg: 97.3337, loss: 0.0660 2023-11-13 20:24:39,482 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:15:36, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4991, loss: 0.0639 2023-11-13 20:24:44,893 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:15:32, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0602, decode.acc_seg: 97.6391, loss: 0.0602 2023-11-13 20:24:47,855 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:15:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.3163, loss: 0.0690 2023-11-13 20:24:53,354 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:15:22, time: 0.110, data_time: 0.053, memory: 967, decode.loss_ce: 0.0692, decode.acc_seg: 97.2717, loss: 0.0692 2023-11-13 20:24:58,747 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:15:18, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0612, decode.acc_seg: 97.6106, loss: 0.0612 2023-11-13 20:25:01,726 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:15:13, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.4221, loss: 0.0654 2023-11-13 20:25:07,169 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:15:09, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0632, decode.acc_seg: 97.5472, loss: 0.0632 2023-11-13 20:25:10,134 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:25:10,154 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:10,155 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:15:04, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0620, decode.acc_seg: 97.5806, loss: 0.0620 2023-11-13 20:25:21,036 - mmseg - INFO - per class results: 2023-11-13 20:25:21,037 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.69 | 97.63 | | aeroplane | 91.47 | 97.58 | | bicycle | 73.1 | 89.05 | | bird | 94.48 | 97.68 | | boat | 80.7 | 88.03 | | bottle | 82.91 | 94.04 | | bus | 93.83 | 96.76 | | car | 88.19 | 92.22 | | cat | 95.54 | 98.09 | | chair | 49.73 | 68.67 | | cow | 92.85 | 95.67 | | diningtable | 66.53 | 76.76 | | dog | 94.19 | 98.22 | | horse | 92.8 | 97.61 | | motorbike | 89.92 | 97.23 | | person | 90.09 | 95.68 | | pottedplant | 59.1 | 70.15 | | sheep | 91.83 | 95.99 | | sofa | 65.86 | 79.77 | | train | 91.05 | 96.62 | | tvmonitor | 75.03 | 84.38 | +-------------+-------+-------+ 2023-11-13 20:25:21,037 - mmseg - INFO - Summary: 2023-11-13 20:25:21,037 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 96.3 | 83.57 | 90.85 | +------+-------+-------+ 2023-11-13 20:25:21,038 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:25:21,038 - mmseg - INFO - Iter(val) [182] aAcc: 0.9630, mIoU: 0.8357, mAcc: 0.9085, IoU.background: 0.9569, IoU.aeroplane: 0.9147, IoU.bicycle: 0.7310, IoU.bird: 0.9448, IoU.boat: 0.8070, IoU.bottle: 0.8291, IoU.bus: 0.9383, IoU.car: 0.8819, IoU.cat: 0.9554, IoU.chair: 0.4973, IoU.cow: 0.9285, IoU.diningtable: 0.6653, IoU.dog: 0.9419, IoU.horse: 0.9280, IoU.motorbike: 0.8992, IoU.person: 0.9009, IoU.pottedplant: 0.5910, IoU.sheep: 0.9183, IoU.sofa: 0.6586, IoU.train: 0.9105, IoU.tvmonitor: 0.7503, Acc.background: 0.9763, Acc.aeroplane: 0.9758, Acc.bicycle: 0.8905, Acc.bird: 0.9768, Acc.boat: 0.8803, Acc.bottle: 0.9404, Acc.bus: 0.9676, Acc.car: 0.9222, Acc.cat: 0.9809, Acc.chair: 0.6867, Acc.cow: 0.9567, Acc.diningtable: 0.7676, Acc.dog: 0.9822, Acc.horse: 0.9761, Acc.motorbike: 0.9723, Acc.person: 0.9568, Acc.pottedplant: 0.7015, Acc.sheep: 0.9599, Acc.sofa: 0.7977, Acc.train: 0.9662, Acc.tvmonitor: 0.8438 2023-11-13 20:25:26,439 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:15:03, time: 0.326, data_time: 0.269, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.5049, loss: 0.0630 2023-11-13 20:25:29,433 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:14:58, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0684, decode.acc_seg: 97.3557, loss: 0.0684 2023-11-13 20:25:34,844 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:14:54, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0646, decode.acc_seg: 97.4143, loss: 0.0646 2023-11-13 20:25:37,816 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:14:49, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3561, loss: 0.0668 2023-11-13 20:25:43,177 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:14:45, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0686, decode.acc_seg: 97.2853, loss: 0.0686 2023-11-13 20:25:46,139 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:14:40, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.3733, loss: 0.0657 2023-11-13 20:25:51,538 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:14:35, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0656, decode.acc_seg: 97.3962, loss: 0.0656 2023-11-13 20:25:56,923 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:14:31, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.3777, loss: 0.0653 2023-11-13 20:25:59,918 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:14:26, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.3297, loss: 0.0680 2023-11-13 20:26:05,320 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:14:22, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.3392, loss: 0.0665 2023-11-13 20:26:08,286 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:14:17, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0722, decode.acc_seg: 97.1754, loss: 0.0722 2023-11-13 20:26:13,762 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:14:13, time: 0.110, data_time: 0.052, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.5123, loss: 0.0619 2023-11-13 20:26:16,734 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:14:08, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0710, decode.acc_seg: 97.1211, loss: 0.0710 2023-11-13 20:26:22,097 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:14:03, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0628, decode.acc_seg: 97.5217, loss: 0.0628 2023-11-13 20:26:25,084 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:13:58, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3262, loss: 0.0668 2023-11-13 20:26:30,490 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:54, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4329, loss: 0.0653 2023-11-13 20:26:35,883 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:13:50, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.5526, loss: 0.0630 2023-11-13 20:26:38,874 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:13:45, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0650, decode.acc_seg: 97.4323, loss: 0.0650 2023-11-13 20:26:44,349 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:13:40, time: 0.110, data_time: 0.052, memory: 967, decode.loss_ce: 0.0650, decode.acc_seg: 97.5203, loss: 0.0650 2023-11-13 20:26:47,343 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:26:47,343 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:13:35, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4637, loss: 0.0644 2023-11-13 20:26:52,735 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:13:31, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0617, decode.acc_seg: 97.5596, loss: 0.0617 2023-11-13 20:26:55,712 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:13:26, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4268, loss: 0.0651 2023-11-13 20:27:01,088 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:13:22, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.3130, loss: 0.0659 2023-11-13 20:27:04,058 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:13:17, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0628, decode.acc_seg: 97.4025, loss: 0.0628 2023-11-13 20:27:09,522 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:13:13, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.5110, loss: 0.0644 2023-11-13 20:27:12,483 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:13:08, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0691, decode.acc_seg: 97.3465, loss: 0.0691 2023-11-13 20:27:18,051 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:13:03, time: 0.111, data_time: 0.048, memory: 967, decode.loss_ce: 0.0667, decode.acc_seg: 97.4090, loss: 0.0667 2023-11-13 20:27:23,473 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:12:59, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0671, decode.acc_seg: 97.4156, loss: 0.0671 2023-11-13 20:27:26,443 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:54, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0620, decode.acc_seg: 97.5489, loss: 0.0620 2023-11-13 20:27:31,781 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:50, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4792, loss: 0.0644 2023-11-13 20:27:34,741 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:12:45, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4280, loss: 0.0644 2023-11-13 20:27:40,126 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:12:41, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0633, decode.acc_seg: 97.4193, loss: 0.0633 2023-11-13 20:27:43,203 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:12:36, time: 0.062, data_time: 0.003, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4768, loss: 0.0641 2023-11-13 20:27:48,670 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:12:31, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0648, decode.acc_seg: 97.4106, loss: 0.0648 2023-11-13 20:27:51,630 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:12:27, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5692, loss: 0.0625 2023-11-13 20:27:57,029 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:12:22, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0636, decode.acc_seg: 97.4926, loss: 0.0636 2023-11-13 20:27:59,964 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:12:17, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5454, loss: 0.0625 2023-11-13 20:28:05,317 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:12:13, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0627, decode.acc_seg: 97.4500, loss: 0.0627 2023-11-13 20:28:10,746 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:12:09, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.5188, loss: 0.0647 2023-11-13 20:28:13,709 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:28:13,710 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:12:04, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0670, decode.acc_seg: 97.3344, loss: 0.0670 2023-11-13 20:28:19,047 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:11:59, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.4579, loss: 0.0649 2023-11-13 20:28:22,092 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:55, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0622, decode.acc_seg: 97.5885, loss: 0.0622 2023-11-13 20:28:27,516 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:50, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.6251, loss: 0.0619 2023-11-13 20:28:30,472 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:45, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.5389, loss: 0.0619 2023-11-13 20:28:35,942 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:11:41, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.2533, loss: 0.0673 2023-11-13 20:28:38,910 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:11:36, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0675, decode.acc_seg: 97.4317, loss: 0.0675 2023-11-13 20:28:44,355 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:11:32, time: 0.109, data_time: 0.053, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.2677, loss: 0.0679 2023-11-13 20:28:49,674 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:11:27, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0636, decode.acc_seg: 97.4510, loss: 0.0636 2023-11-13 20:28:52,640 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:11:23, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.4013, loss: 0.0657 2023-11-13 20:28:58,084 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:11:18, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0641, decode.acc_seg: 97.4468, loss: 0.0641 2023-11-13 20:29:01,052 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:11:13, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.3967, loss: 0.0665 2023-11-13 20:29:06,426 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:11:09, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0611, decode.acc_seg: 97.5768, loss: 0.0611 2023-11-13 20:29:09,388 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:11:04, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0688, decode.acc_seg: 97.2752, loss: 0.0688 2023-11-13 20:29:14,756 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:11:00, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.4230, loss: 0.0642 2023-11-13 20:29:17,701 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:55, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0597, decode.acc_seg: 97.6377, loss: 0.0597 2023-11-13 20:29:23,087 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:51, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0711, decode.acc_seg: 97.1908, loss: 0.0711 2023-11-13 20:29:26,061 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:46, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.3486, loss: 0.0690 2023-11-13 20:29:31,440 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:41, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0680, decode.acc_seg: 97.3097, loss: 0.0680 2023-11-13 20:29:36,844 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:10:37, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0635, decode.acc_seg: 97.4534, loss: 0.0635 2023-11-13 20:29:39,798 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:29:39,798 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:10:32, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0666, decode.acc_seg: 97.3332, loss: 0.0666 2023-11-13 20:29:45,172 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:10:28, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0649, decode.acc_seg: 97.4064, loss: 0.0649 2023-11-13 20:29:48,158 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:10:23, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0608, decode.acc_seg: 97.6111, loss: 0.0608 2023-11-13 20:29:53,606 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:10:19, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0640, decode.acc_seg: 97.3895, loss: 0.0640 2023-11-13 20:29:56,598 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:10:14, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.5170, loss: 0.0619 2023-11-13 20:30:01,973 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:10:10, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.4606, loss: 0.0624 2023-11-13 20:30:04,939 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:10:05, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.5528, loss: 0.0624 2023-11-13 20:30:10,267 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:10:00, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4602, loss: 0.0639 2023-11-13 20:30:15,609 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:09:56, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0632, decode.acc_seg: 97.5346, loss: 0.0632 2023-11-13 20:30:18,577 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:51, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.3500, loss: 0.0658 2023-11-13 20:30:24,026 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:47, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0603, decode.acc_seg: 97.6220, loss: 0.0603 2023-11-13 20:30:26,989 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:42, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4549, loss: 0.0645 2023-11-13 20:30:32,433 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:38, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4895, loss: 0.0645 2023-11-13 20:30:35,392 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:09:33, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0635, decode.acc_seg: 97.4422, loss: 0.0635 2023-11-13 20:30:40,829 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:09:29, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0608, decode.acc_seg: 97.5226, loss: 0.0608 2023-11-13 20:30:43,812 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:09:24, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3572, loss: 0.0664 2023-11-13 20:30:49,174 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:09:19, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.3311, loss: 0.0662 2023-11-13 20:30:52,128 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:09:15, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0623, decode.acc_seg: 97.5001, loss: 0.0623 2023-11-13 20:30:57,690 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:09:10, time: 0.111, data_time: 0.050, memory: 967, decode.loss_ce: 0.0634, decode.acc_seg: 97.5173, loss: 0.0634 2023-11-13 20:31:03,170 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:09:06, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0626, decode.acc_seg: 97.4982, loss: 0.0626 2023-11-13 20:31:06,136 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:31:06,136 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:09:01, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4757, loss: 0.0638 2023-11-13 20:31:11,482 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:08:57, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.4020, loss: 0.0664 2023-11-13 20:31:14,457 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:52, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0635, decode.acc_seg: 97.5034, loss: 0.0635 2023-11-13 20:31:19,833 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:48, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.4968, loss: 0.0647 2023-11-13 20:31:22,819 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:43, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.3290, loss: 0.0657 2023-11-13 20:31:28,208 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:38, time: 0.108, data_time: 0.050, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.2686, loss: 0.0654 2023-11-13 20:31:31,189 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:34, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0615, decode.acc_seg: 97.5723, loss: 0.0615 2023-11-13 20:31:36,674 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:08:29, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.4375, loss: 0.0659 2023-11-13 20:31:42,041 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:08:25, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0614, decode.acc_seg: 97.6006, loss: 0.0614 2023-11-13 20:31:45,021 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:08:20, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0612, decode.acc_seg: 97.6142, loss: 0.0612 2023-11-13 20:31:50,382 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:08:16, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0600, decode.acc_seg: 97.6140, loss: 0.0600 2023-11-13 20:31:53,343 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:08:11, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.4431, loss: 0.0643 2023-11-13 20:31:58,806 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:08:07, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.5812, loss: 0.0624 2023-11-13 20:32:01,781 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:08:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0644, decode.acc_seg: 97.4525, loss: 0.0644 2023-11-13 20:32:07,148 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:07:58, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4123, loss: 0.0651 2023-11-13 20:32:10,123 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:53, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.5248, loss: 0.0630 2023-11-13 20:32:15,475 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:48, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0583, decode.acc_seg: 97.6694, loss: 0.0583 2023-11-13 20:32:18,419 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:44, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0712, decode.acc_seg: 97.1774, loss: 0.0712 2023-11-13 20:32:23,881 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:39, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0596, decode.acc_seg: 97.6344, loss: 0.0596 2023-11-13 20:32:29,243 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:35, time: 0.107, data_time: 0.050, memory: 967, decode.loss_ce: 0.0643, decode.acc_seg: 97.4924, loss: 0.0643 2023-11-13 20:32:32,191 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:32:32,192 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:30, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0654, decode.acc_seg: 97.3311, loss: 0.0654 2023-11-13 20:32:37,613 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:07:26, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0611, decode.acc_seg: 97.6324, loss: 0.0611 2023-11-13 20:32:40,618 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:07:21, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4060, loss: 0.0651 2023-11-13 20:32:45,957 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:07:17, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.3885, loss: 0.0642 2023-11-13 20:32:48,916 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:07:12, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0612, decode.acc_seg: 97.5638, loss: 0.0612 2023-11-13 20:32:54,260 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:07:08, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0665, decode.acc_seg: 97.4341, loss: 0.0665 2023-11-13 20:32:57,227 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:07:03, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0612, decode.acc_seg: 97.5536, loss: 0.0612 2023-11-13 20:33:02,615 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:59, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.3923, loss: 0.0642 2023-11-13 20:33:08,051 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:54, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0631, decode.acc_seg: 97.4882, loss: 0.0631 2023-11-13 20:33:11,035 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:49, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0617, decode.acc_seg: 97.5595, loss: 0.0617 2023-11-13 20:33:16,441 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:45, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4425, loss: 0.0653 2023-11-13 20:33:19,437 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:40, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0627, decode.acc_seg: 97.4857, loss: 0.0627 2023-11-13 20:33:24,801 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:36, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3616, loss: 0.0673 2023-11-13 20:33:27,780 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:31, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0682, decode.acc_seg: 97.3355, loss: 0.0682 2023-11-13 20:33:33,293 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:27, time: 0.110, data_time: 0.051, memory: 967, decode.loss_ce: 0.0609, decode.acc_seg: 97.6087, loss: 0.0609 2023-11-13 20:33:36,303 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:06:22, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3624, loss: 0.0663 2023-11-13 20:33:41,730 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:06:18, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0664, decode.acc_seg: 97.3676, loss: 0.0664 2023-11-13 20:33:44,764 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:06:13, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3973, loss: 0.0673 2023-11-13 20:33:50,207 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:06:09, time: 0.109, data_time: 0.050, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.4462, loss: 0.0658 2023-11-13 20:33:55,639 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:06:04, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3218, loss: 0.0668 2023-11-13 20:33:58,620 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:33:58,621 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:06:00, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0673, decode.acc_seg: 97.3889, loss: 0.0673 2023-11-13 20:34:03,951 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:55, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.5208, loss: 0.0619 2023-11-13 20:34:06,922 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:51, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0618, decode.acc_seg: 97.6052, loss: 0.0618 2023-11-13 20:34:12,325 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:46, time: 0.108, data_time: 0.051, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.3855, loss: 0.0657 2023-11-13 20:34:15,284 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:42, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0589, decode.acc_seg: 97.6537, loss: 0.0589 2023-11-13 20:34:20,599 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:37, time: 0.106, data_time: 0.047, memory: 967, decode.loss_ce: 0.0625, decode.acc_seg: 97.5541, loss: 0.0625 2023-11-13 20:34:23,558 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4260, loss: 0.0651 2023-11-13 20:34:29,052 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:28, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0617, decode.acc_seg: 97.5032, loss: 0.0617 2023-11-13 20:34:31,995 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:23, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.3433, loss: 0.0679 2023-11-13 20:34:37,512 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:05:19, time: 0.110, data_time: 0.048, memory: 967, decode.loss_ce: 0.0674, decode.acc_seg: 97.2411, loss: 0.0674 2023-11-13 20:34:42,970 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:05:15, time: 0.109, data_time: 0.048, memory: 967, decode.loss_ce: 0.0614, decode.acc_seg: 97.5823, loss: 0.0614 2023-11-13 20:34:45,988 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:05:10, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.4550, loss: 0.0630 2023-11-13 20:34:51,410 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:06, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0616, decode.acc_seg: 97.5883, loss: 0.0616 2023-11-13 20:34:54,387 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:05:01, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4181, loss: 0.0645 2023-11-13 20:34:59,728 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:56, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0609, decode.acc_seg: 97.5416, loss: 0.0609 2023-11-13 20:35:02,685 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:52, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0674, decode.acc_seg: 97.3481, loss: 0.0674 2023-11-13 20:35:08,058 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:47, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0678, decode.acc_seg: 97.3170, loss: 0.0678 2023-11-13 20:35:10,989 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:43, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0621, decode.acc_seg: 97.5409, loss: 0.0621 2023-11-13 20:35:16,432 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:38, time: 0.109, data_time: 0.051, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.4598, loss: 0.0647 2023-11-13 20:35:21,863 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:34, time: 0.109, data_time: 0.046, memory: 967, decode.loss_ce: 0.0611, decode.acc_seg: 97.6262, loss: 0.0611 2023-11-13 20:35:24,840 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:35:24,841 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:29, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0704, decode.acc_seg: 97.2506, loss: 0.0704 2023-11-13 20:35:30,185 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:25, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0659, decode.acc_seg: 97.3726, loss: 0.0659 2023-11-13 20:35:33,141 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:20, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.4897, loss: 0.0652 2023-11-13 20:35:38,509 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:16, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0604, decode.acc_seg: 97.6083, loss: 0.0604 2023-11-13 20:35:41,470 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:11, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4973, loss: 0.0639 2023-11-13 20:35:46,848 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:07, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0612, decode.acc_seg: 97.5816, loss: 0.0612 2023-11-13 20:35:49,795 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:02, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0642, decode.acc_seg: 97.5080, loss: 0.0642 2023-11-13 20:35:55,236 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:58, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0611, decode.acc_seg: 97.5522, loss: 0.0611 2023-11-13 20:35:58,193 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:53, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0698, decode.acc_seg: 97.3494, loss: 0.0698 2023-11-13 20:36:03,778 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:49, time: 0.112, data_time: 0.050, memory: 967, decode.loss_ce: 0.0662, decode.acc_seg: 97.4060, loss: 0.0662 2023-11-13 20:36:09,140 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:44, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0638, decode.acc_seg: 97.4750, loss: 0.0638 2023-11-13 20:36:12,121 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:40, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0651, decode.acc_seg: 97.4595, loss: 0.0651 2023-11-13 20:36:17,518 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:35, time: 0.108, data_time: 0.052, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.5231, loss: 0.0639 2023-11-13 20:36:20,498 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:31, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3162, loss: 0.0672 2023-11-13 20:36:25,864 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:26, time: 0.107, data_time: 0.051, memory: 967, decode.loss_ce: 0.0619, decode.acc_seg: 97.5549, loss: 0.0619 2023-11-13 20:36:28,844 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:22, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0605, decode.acc_seg: 97.5844, loss: 0.0605 2023-11-13 20:36:34,354 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:17, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4699, loss: 0.0639 2023-11-13 20:36:37,313 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:13, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.4053, loss: 0.0658 2023-11-13 20:36:42,690 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:08, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0590, decode.acc_seg: 97.7218, loss: 0.0590 2023-11-13 20:36:48,001 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:04, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0736, decode.acc_seg: 97.2376, loss: 0.0736 2023-11-13 20:36:50,966 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:36:50,966 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:59, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0624, decode.acc_seg: 97.5302, loss: 0.0624 2023-11-13 20:36:56,448 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:55, time: 0.110, data_time: 0.047, memory: 967, decode.loss_ce: 0.0631, decode.acc_seg: 97.5401, loss: 0.0631 2023-11-13 20:36:59,417 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:50, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4323, loss: 0.0645 2023-11-13 20:37:04,789 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:46, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0636, decode.acc_seg: 97.4532, loss: 0.0636 2023-11-13 20:37:07,761 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:41, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0635, decode.acc_seg: 97.4793, loss: 0.0635 2023-11-13 20:37:13,090 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:37, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.3626, loss: 0.0679 2023-11-13 20:37:16,063 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:32, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0601, decode.acc_seg: 97.6334, loss: 0.0601 2023-11-13 20:37:21,508 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:28, time: 0.109, data_time: 0.047, memory: 967, decode.loss_ce: 0.0626, decode.acc_seg: 97.5282, loss: 0.0626 2023-11-13 20:37:24,462 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:23, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0668, decode.acc_seg: 97.3200, loss: 0.0668 2023-11-13 20:37:29,951 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:19, time: 0.110, data_time: 0.049, memory: 967, decode.loss_ce: 0.0614, decode.acc_seg: 97.5340, loss: 0.0614 2023-11-13 20:37:35,382 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:14, time: 0.109, data_time: 0.049, memory: 967, decode.loss_ce: 0.0683, decode.acc_seg: 97.2978, loss: 0.0683 2023-11-13 20:37:38,352 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:10, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0634, decode.acc_seg: 97.4809, loss: 0.0634 2023-11-13 20:37:43,773 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:05, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.4985, loss: 0.0661 2023-11-13 20:37:46,760 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:01, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0628, decode.acc_seg: 97.5425, loss: 0.0628 2023-11-13 20:37:52,168 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:56, time: 0.108, data_time: 0.048, memory: 967, decode.loss_ce: 0.0669, decode.acc_seg: 97.3753, loss: 0.0669 2023-11-13 20:37:55,152 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:52, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0600, decode.acc_seg: 97.6411, loss: 0.0600 2023-11-13 20:38:00,513 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:47, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0628, decode.acc_seg: 97.5669, loss: 0.0628 2023-11-13 20:38:03,495 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:43, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0647, decode.acc_seg: 97.4591, loss: 0.0647 2023-11-13 20:38:08,898 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:38, time: 0.108, data_time: 0.049, memory: 967, decode.loss_ce: 0.0613, decode.acc_seg: 97.5939, loss: 0.0613 2023-11-13 20:38:14,185 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:34, time: 0.106, data_time: 0.046, memory: 967, decode.loss_ce: 0.0636, decode.acc_seg: 97.5023, loss: 0.0636 2023-11-13 20:38:17,200 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:38:17,200 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:29, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0631, decode.acc_seg: 97.5237, loss: 0.0631 2023-11-13 20:38:22,572 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:25, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0626, decode.acc_seg: 97.5040, loss: 0.0626 2023-11-13 20:38:25,543 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:20, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0679, decode.acc_seg: 97.2973, loss: 0.0679 2023-11-13 20:38:30,888 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:16, time: 0.107, data_time: 0.047, memory: 967, decode.loss_ce: 0.0627, decode.acc_seg: 97.5016, loss: 0.0627 2023-11-13 20:38:33,882 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:11, time: 0.060, data_time: 0.002, memory: 967, decode.loss_ce: 0.0672, decode.acc_seg: 97.3858, loss: 0.0672 2023-11-13 20:38:39,253 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:07, time: 0.107, data_time: 0.048, memory: 967, decode.loss_ce: 0.0585, decode.acc_seg: 97.7251, loss: 0.0585 2023-11-13 20:38:42,243 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:02, time: 0.060, data_time: 0.003, memory: 967, decode.loss_ce: 0.0596, decode.acc_seg: 97.6515, loss: 0.0596 2023-11-13 20:38:47,629 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:58, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0645, decode.acc_seg: 97.4670, loss: 0.0645 2023-11-13 20:38:50,593 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:53, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4345, loss: 0.0653 2023-11-13 20:38:55,993 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:49, time: 0.108, data_time: 0.046, memory: 967, decode.loss_ce: 0.0690, decode.acc_seg: 97.3543, loss: 0.0690 2023-11-13 20:39:01,269 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:44, time: 0.106, data_time: 0.048, memory: 967, decode.loss_ce: 0.0620, decode.acc_seg: 97.5842, loss: 0.0620 2023-11-13 20:39:04,243 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:40, time: 0.059, data_time: 0.002, memory: 967, decode.loss_ce: 0.0661, decode.acc_seg: 97.4029, loss: 0.0661 2023-11-13 20:39:09,697 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:35, time: 0.109, data_time: 0.052, memory: 967, decode.loss_ce: 0.0652, decode.acc_seg: 97.3929, loss: 0.0652 2023-11-13 20:39:12,666 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:31, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0639, decode.acc_seg: 97.4615, loss: 0.0639 2023-11-13 20:39:18,086 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:26, time: 0.108, data_time: 0.047, memory: 967, decode.loss_ce: 0.0629, decode.acc_seg: 97.4742, loss: 0.0629 2023-11-13 20:39:21,057 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:22, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0663, decode.acc_seg: 97.3379, loss: 0.0663 2023-11-13 20:39:26,418 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:17, time: 0.107, data_time: 0.046, memory: 967, decode.loss_ce: 0.0657, decode.acc_seg: 97.4731, loss: 0.0657 2023-11-13 20:39:29,390 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:13, time: 0.059, data_time: 0.003, memory: 967, decode.loss_ce: 0.0653, decode.acc_seg: 97.4747, loss: 0.0653 2023-11-13 20:39:34,867 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:08, time: 0.110, data_time: 0.046, memory: 967, decode.loss_ce: 0.0658, decode.acc_seg: 97.4097, loss: 0.0658 2023-11-13 20:39:40,222 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.107, data_time: 0.049, memory: 967, decode.loss_ce: 0.0597, decode.acc_seg: 97.6055, loss: 0.0597 2023-11-13 20:39:43,268 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:39:43,287 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:39:43,288 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.061, data_time: 0.003, memory: 967, decode.loss_ce: 0.0630, decode.acc_seg: 97.5239, loss: 0.0630 2023-11-13 20:39:54,231 - mmseg - INFO - per class results: 2023-11-13 20:39:54,232 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 95.69 | 97.68 | | aeroplane | 91.94 | 97.16 | | bicycle | 73.57 | 88.7 | | bird | 94.86 | 97.6 | | boat | 81.04 | 87.21 | | bottle | 83.06 | 93.35 | | bus | 93.73 | 96.46 | | car | 88.12 | 92.71 | | cat | 95.48 | 98.02 | | chair | 50.37 | 68.0 | | cow | 92.78 | 95.33 | | diningtable | 65.8 | 75.41 | | dog | 94.31 | 98.05 | | horse | 93.09 | 97.08 | | motorbike | 90.33 | 96.59 | | person | 89.97 | 95.72 | | pottedplant | 59.25 | 71.83 | | sheep | 91.42 | 96.42 | | sofa | 66.35 | 81.08 | | train | 91.11 | 96.63 | | tvmonitor | 74.22 | 83.04 | +-------------+-------+-------+ 2023-11-13 20:39:54,233 - mmseg - INFO - Summary: 2023-11-13 20:39:54,233 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.31 | 83.64 | 90.67 | +-------+-------+-------+ 2023-11-13 20:39:54,233 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2023-11-13 20:39:54,233 - mmseg - INFO - Iter(val) [182] aAcc: 0.9631, mIoU: 0.8364, mAcc: 0.9067, IoU.background: 0.9569, IoU.aeroplane: 0.9194, IoU.bicycle: 0.7357, IoU.bird: 0.9486, IoU.boat: 0.8104, IoU.bottle: 0.8306, IoU.bus: 0.9373, IoU.car: 0.8812, IoU.cat: 0.9548, IoU.chair: 0.5037, IoU.cow: 0.9278, IoU.diningtable: 0.6580, IoU.dog: 0.9431, IoU.horse: 0.9309, IoU.motorbike: 0.9033, IoU.person: 0.8997, IoU.pottedplant: 0.5925, IoU.sheep: 0.9142, IoU.sofa: 0.6635, IoU.train: 0.9111, IoU.tvmonitor: 0.7422, Acc.background: 0.9768, Acc.aeroplane: 0.9716, Acc.bicycle: 0.8870, Acc.bird: 0.9760, Acc.boat: 0.8721, Acc.bottle: 0.9335, Acc.bus: 0.9646, Acc.car: 0.9271, Acc.cat: 0.9802, Acc.chair: 0.6800, Acc.cow: 0.9533, Acc.diningtable: 0.7541, Acc.dog: 0.9805, Acc.horse: 0.9708, Acc.motorbike: 0.9659, Acc.person: 0.9572, Acc.pottedplant: 0.7183, Acc.sheep: 0.9642, Acc.sofa: 0.8108, Acc.train: 0.9663, Acc.tvmonitor: 0.8304