2023-11-13 19:37:12,273 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:12,293 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:12,293 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:12,373 - 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 19:37:12,373 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:12,374 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_ade20k_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'num_classes': 150, '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', 'reduce_zero_label': True}, {'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), 'img_ratios': 1.0, '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': 4, 'train': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/training', 'ann_dir': 'annotations/training', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations', 'reduce_zero_label': True}, {'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': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, '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': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, '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': 150, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/vit_base_patch14_dinov2.lvd142m_ade20k'} 2023-11-13 19:37:15,457 - mmseg - INFO - Set random seed to 1344486046, deterministic: False 2023-11-13 19:37:18,642 - 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([150, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([150]): 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 19:37:18,644 - 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, 150, 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 19:37:18,874 - mmseg - INFO - Loaded 20210 images 2023-11-13 19:37:18,938 - mmseg - INFO - Loaded 2000 images 2023-11-13 19:37:18,939 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch14_dinov2.lvd142m_ade20k 2023-11-13 19:37:18,939 - 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 19:37:18,939 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:37:18,942 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch14_dinov2.lvd142m_ade20k by HardDiskBackend. 2023-11-13 19:38:26,543 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 2:08:42, time: 0.193, data_time: 0.009, memory: 4161, decode.loss_ce: 4.0539, decode.acc_seg: 0.6679, loss: 4.0539 2023-11-13 19:38:31,929 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:40:05, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 3.9221, decode.acc_seg: 7.8236, loss: 3.9221 2023-11-13 19:38:37,313 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:30:29, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 3.5568, decode.acc_seg: 36.0510, loss: 3.5568 2023-11-13 19:38:42,685 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:25:35, time: 0.107, data_time: 0.003, memory: 4161, decode.loss_ce: 3.2416, decode.acc_seg: 54.5223, loss: 3.2416 2023-11-13 19:38:47,983 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:22:25, time: 0.106, data_time: 0.003, memory: 4161, decode.loss_ce: 2.6837, decode.acc_seg: 61.7631, loss: 2.6837 2023-11-13 19:38:53,202 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:20:06, time: 0.104, data_time: 0.004, memory: 4161, decode.loss_ce: 2.1201, decode.acc_seg: 64.8142, loss: 2.1201 2023-11-13 19:38:58,461 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:18:30, time: 0.105, data_time: 0.004, memory: 4161, decode.loss_ce: 1.7000, decode.acc_seg: 64.9821, loss: 1.7000 2023-11-13 19:39:03,763 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:17:21, time: 0.106, data_time: 0.004, memory: 4161, decode.loss_ce: 1.3909, decode.acc_seg: 66.6356, loss: 1.3909 2023-11-13 19:39:09,130 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:16:32, time: 0.107, data_time: 0.004, memory: 4161, decode.loss_ce: 1.2107, decode.acc_seg: 67.9639, loss: 1.2107 2023-11-13 19:39:14,522 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:15:53, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 1.0832, decode.acc_seg: 68.8664, loss: 1.0832 2023-11-13 19:39:19,995 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:15:27, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 1.0494, decode.acc_seg: 68.9416, loss: 1.0494 2023-11-13 19:39:25,423 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:15:01, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.9825, decode.acc_seg: 70.1780, loss: 0.9825 2023-11-13 19:39:30,853 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:14:38, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.9553, decode.acc_seg: 69.9202, loss: 0.9553 2023-11-13 19:39:36,293 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:14:18, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.8951, decode.acc_seg: 71.6015, loss: 0.8951 2023-11-13 19:39:41,737 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:14:00, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.8719, decode.acc_seg: 71.4970, loss: 0.8719 2023-11-13 19:39:47,179 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:13:44, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.8166, decode.acc_seg: 72.6645, loss: 0.8166 2023-11-13 19:39:52,630 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:13:30, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7931, decode.acc_seg: 72.6541, loss: 0.7931 2023-11-13 19:39:58,076 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:13:16, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.7968, decode.acc_seg: 73.8496, loss: 0.7968 2023-11-13 19:40:03,522 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:13:03, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.8075, decode.acc_seg: 73.1368, loss: 0.8075 2023-11-13 19:40:08,962 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:40:08,962 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:12:51, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7824, decode.acc_seg: 73.5787, loss: 0.7824 2023-11-13 19:40:14,408 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:12:39, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7740, decode.acc_seg: 73.1599, loss: 0.7740 2023-11-13 19:40:19,865 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:12:29, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7554, decode.acc_seg: 73.1435, loss: 0.7554 2023-11-13 19:40:25,312 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:12:18, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7839, decode.acc_seg: 73.6547, loss: 0.7839 2023-11-13 19:40:30,765 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:12:08, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7513, decode.acc_seg: 73.6077, loss: 0.7513 2023-11-13 19:40:36,211 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:11:59, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7629, decode.acc_seg: 74.2703, loss: 0.7629 2023-11-13 19:40:43,925 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:12:57, time: 0.154, data_time: 0.046, memory: 4161, decode.loss_ce: 0.7383, decode.acc_seg: 74.1990, loss: 0.7383 2023-11-13 19:40:49,371 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:12:45, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7392, decode.acc_seg: 74.2495, loss: 0.7392 2023-11-13 19:40:54,811 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:12:34, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7298, decode.acc_seg: 74.1857, loss: 0.7298 2023-11-13 19:41:00,261 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:12:23, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7076, decode.acc_seg: 75.2122, loss: 0.7076 2023-11-13 19:41:05,713 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:12:13, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7218, decode.acc_seg: 74.3773, loss: 0.7218 2023-11-13 19:41:11,150 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:12:02, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7162, decode.acc_seg: 74.3099, loss: 0.7162 2023-11-13 19:41:16,587 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:11:52, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7208, decode.acc_seg: 74.2964, loss: 0.7208 2023-11-13 19:41:22,023 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:11:43, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7160, decode.acc_seg: 74.5027, loss: 0.7160 2023-11-13 19:41:27,464 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:11:33, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.7339, decode.acc_seg: 74.2076, loss: 0.7339 2023-11-13 19:41:32,900 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:11:24, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6972, decode.acc_seg: 74.9354, loss: 0.6972 2023-11-13 19:41:38,345 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:11:15, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.7101, decode.acc_seg: 75.4442, loss: 0.7101 2023-11-13 19:41:43,779 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:11:06, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6625, decode.acc_seg: 76.5191, loss: 0.6625 2023-11-13 19:41:49,218 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:10:57, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6486, decode.acc_seg: 76.6182, loss: 0.6486 2023-11-13 19:41:54,652 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:10:49, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6815, decode.acc_seg: 76.0230, loss: 0.6815 2023-11-13 19:42:00,092 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:42:00,095 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:10:40, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6714, decode.acc_seg: 75.3857, loss: 0.6714 2023-11-13 19:42:05,527 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:10:32, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6723, decode.acc_seg: 75.8990, loss: 0.6723 2023-11-13 19:42:10,958 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:10:24, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6906, decode.acc_seg: 75.2233, loss: 0.6906 2023-11-13 19:42:16,391 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:10:16, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6673, decode.acc_seg: 75.6805, loss: 0.6673 2023-11-13 19:42:21,838 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:10:08, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6718, decode.acc_seg: 75.4364, loss: 0.6718 2023-11-13 19:42:27,269 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:10:00, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6774, decode.acc_seg: 75.3469, loss: 0.6774 2023-11-13 19:42:32,702 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:09:53, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6593, decode.acc_seg: 75.8539, loss: 0.6593 2023-11-13 19:42:38,131 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:09:45, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6467, decode.acc_seg: 76.5939, loss: 0.6467 2023-11-13 19:42:43,565 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:09:37, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6918, decode.acc_seg: 75.5021, loss: 0.6918 2023-11-13 19:42:49,001 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:09:30, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6743, decode.acc_seg: 75.6950, loss: 0.6743 2023-11-13 19:42:54,434 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:09:23, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6614, decode.acc_seg: 75.5980, loss: 0.6614 2023-11-13 19:43:02,140 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:09:49, time: 0.154, data_time: 0.046, memory: 4161, decode.loss_ce: 0.6349, decode.acc_seg: 76.3114, loss: 0.6349 2023-11-13 19:43:07,567 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:09:41, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6678, decode.acc_seg: 76.3219, loss: 0.6678 2023-11-13 19:43:12,998 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:09:33, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6294, decode.acc_seg: 77.0352, loss: 0.6294 2023-11-13 19:43:18,427 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:09:25, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6625, decode.acc_seg: 75.2759, loss: 0.6625 2023-11-13 19:43:23,848 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:09:17, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6511, decode.acc_seg: 76.4556, loss: 0.6511 2023-11-13 19:43:29,276 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:09:10, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6386, decode.acc_seg: 76.5309, loss: 0.6386 2023-11-13 19:43:34,705 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:09:02, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6512, decode.acc_seg: 76.4604, loss: 0.6512 2023-11-13 19:43:40,134 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:08:55, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6262, decode.acc_seg: 76.7688, loss: 0.6262 2023-11-13 19:43:45,557 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:08:47, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6317, decode.acc_seg: 76.4982, loss: 0.6317 2023-11-13 19:43:50,980 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:43:50,980 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:08:40, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6507, decode.acc_seg: 75.9752, loss: 0.6507 2023-11-13 19:43:56,408 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:08:33, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6391, decode.acc_seg: 76.3125, loss: 0.6391 2023-11-13 19:44:01,836 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:08:25, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6144, decode.acc_seg: 77.3022, loss: 0.6144 2023-11-13 19:44:07,261 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:08:18, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6708, decode.acc_seg: 75.9200, loss: 0.6708 2023-11-13 19:44:12,681 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:08:11, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6437, decode.acc_seg: 76.5327, loss: 0.6437 2023-11-13 19:44:18,114 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:08:04, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6448, decode.acc_seg: 76.1095, loss: 0.6448 2023-11-13 19:44:23,541 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:07:57, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6431, decode.acc_seg: 76.5074, loss: 0.6431 2023-11-13 19:44:28,981 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:07:50, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6239, decode.acc_seg: 77.4313, loss: 0.6239 2023-11-13 19:44:34,408 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:07:43, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6682, decode.acc_seg: 75.3541, loss: 0.6682 2023-11-13 19:44:39,872 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:07:37, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6481, decode.acc_seg: 76.6753, loss: 0.6481 2023-11-13 19:44:45,299 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:07:30, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6224, decode.acc_seg: 76.9361, loss: 0.6224 2023-11-13 19:44:50,727 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:07:23, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6198, decode.acc_seg: 77.6338, loss: 0.6198 2023-11-13 19:44:56,152 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:07:16, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6157, decode.acc_seg: 77.6497, loss: 0.6157 2023-11-13 19:45:01,578 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:07:10, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6204, decode.acc_seg: 77.4679, loss: 0.6204 2023-11-13 19:45:07,002 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:07:03, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6376, decode.acc_seg: 77.1194, loss: 0.6376 2023-11-13 19:45:12,430 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:06:56, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6858, decode.acc_seg: 75.3240, loss: 0.6858 2023-11-13 19:45:20,050 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:07:11, time: 0.152, data_time: 0.048, memory: 4161, decode.loss_ce: 0.6317, decode.acc_seg: 76.7950, loss: 0.6317 2023-11-13 19:45:25,478 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:07:04, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6215, decode.acc_seg: 77.3484, loss: 0.6215 2023-11-13 19:45:30,900 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:06:57, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6088, decode.acc_seg: 76.9129, loss: 0.6088 2023-11-13 19:45:36,315 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:06:50, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6526, decode.acc_seg: 76.2713, loss: 0.6526 2023-11-13 19:45:41,733 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:45:41,733 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:06:43, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5973, decode.acc_seg: 77.2770, loss: 0.5973 2023-11-13 19:45:47,155 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:06:36, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6554, decode.acc_seg: 76.9801, loss: 0.6554 2023-11-13 19:45:52,577 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:06:30, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6110, decode.acc_seg: 77.4097, loss: 0.6110 2023-11-13 19:45:57,998 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:06:23, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5956, decode.acc_seg: 78.1023, loss: 0.5956 2023-11-13 19:46:03,420 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:06:16, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5952, decode.acc_seg: 78.0428, loss: 0.5952 2023-11-13 19:46:08,841 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:06:09, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5923, decode.acc_seg: 78.0016, loss: 0.5923 2023-11-13 19:46:14,261 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:06:03, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6404, decode.acc_seg: 76.8065, loss: 0.6404 2023-11-13 19:46:19,680 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:05:56, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6454, decode.acc_seg: 76.2393, loss: 0.6454 2023-11-13 19:46:25,103 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:05:50, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5899, decode.acc_seg: 77.7786, loss: 0.5899 2023-11-13 19:46:30,526 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:05:43, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6233, decode.acc_seg: 77.2039, loss: 0.6233 2023-11-13 19:46:35,953 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:05:37, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6433, decode.acc_seg: 76.4458, loss: 0.6433 2023-11-13 19:46:41,368 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:05:30, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6021, decode.acc_seg: 77.7434, loss: 0.6021 2023-11-13 19:46:46,786 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:05:23, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6245, decode.acc_seg: 76.7547, loss: 0.6245 2023-11-13 19:46:52,208 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:05:17, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6449, decode.acc_seg: 76.6318, loss: 0.6449 2023-11-13 19:46:57,637 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:05:11, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6120, decode.acc_seg: 77.1177, loss: 0.6120 2023-11-13 19:47:03,058 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:05:04, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6328, decode.acc_seg: 76.7526, loss: 0.6328 2023-11-13 19:47:08,475 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:04:58, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6335, decode.acc_seg: 76.5319, loss: 0.6335 2023-11-13 19:47:13,899 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:04:51, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6366, decode.acc_seg: 76.5807, loss: 0.6366 2023-11-13 19:47:19,323 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:04:45, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6123, decode.acc_seg: 77.9753, loss: 0.6123 2023-11-13 19:47:24,741 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:04:39, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6187, decode.acc_seg: 76.9365, loss: 0.6187 2023-11-13 19:47:30,162 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:47:30,162 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:04:32, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6262, decode.acc_seg: 76.5696, loss: 0.6262 2023-11-13 19:47:35,577 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:04:26, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6057, decode.acc_seg: 77.5129, loss: 0.6057 2023-11-13 19:47:43,253 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:04:35, time: 0.154, data_time: 0.046, memory: 4161, decode.loss_ce: 0.6086, decode.acc_seg: 76.7713, loss: 0.6086 2023-11-13 19:47:48,704 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:04:29, time: 0.109, data_time: 0.004, memory: 4161, decode.loss_ce: 0.6123, decode.acc_seg: 77.3311, loss: 0.6123 2023-11-13 19:47:54,121 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:04:22, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5857, decode.acc_seg: 77.7259, loss: 0.5857 2023-11-13 19:47:59,543 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:04:16, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5898, decode.acc_seg: 78.2374, loss: 0.5898 2023-11-13 19:48:04,962 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:04:10, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6069, decode.acc_seg: 76.5957, loss: 0.6069 2023-11-13 19:48:10,395 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:04:03, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5996, decode.acc_seg: 77.1206, loss: 0.5996 2023-11-13 19:48:15,809 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:03:57, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6230, decode.acc_seg: 76.9715, loss: 0.6230 2023-11-13 19:48:21,239 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:03:51, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6013, decode.acc_seg: 78.0298, loss: 0.6013 2023-11-13 19:48:26,662 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:03:44, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5863, decode.acc_seg: 77.8653, loss: 0.5863 2023-11-13 19:48:32,083 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:03:38, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6308, decode.acc_seg: 77.3821, loss: 0.6308 2023-11-13 19:48:37,508 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:03:32, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5913, decode.acc_seg: 77.7506, loss: 0.5913 2023-11-13 19:48:42,929 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:03:26, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6276, decode.acc_seg: 76.1473, loss: 0.6276 2023-11-13 19:48:48,348 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:03:19, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6203, decode.acc_seg: 76.6417, loss: 0.6203 2023-11-13 19:48:53,776 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:03:13, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5907, decode.acc_seg: 77.4020, loss: 0.5907 2023-11-13 19:48:59,198 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:03:07, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6163, decode.acc_seg: 77.1503, loss: 0.6163 2023-11-13 19:49:04,619 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:03:01, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6237, decode.acc_seg: 77.5888, loss: 0.6237 2023-11-13 19:49:10,050 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:02:54, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5955, decode.acc_seg: 78.2775, loss: 0.5955 2023-11-13 19:49:15,467 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:02:48, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6236, decode.acc_seg: 76.4333, loss: 0.6236 2023-11-13 19:49:20,884 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:49:20,884 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:02:42, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6079, decode.acc_seg: 77.4349, loss: 0.6079 2023-11-13 19:49:26,304 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:02:36, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5785, decode.acc_seg: 78.2818, loss: 0.5785 2023-11-13 19:49:31,722 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 1:02:30, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5850, decode.acc_seg: 77.8452, loss: 0.5850 2023-11-13 19:49:37,142 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 1:02:24, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6278, decode.acc_seg: 76.7367, loss: 0.6278 2023-11-13 19:49:42,567 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 1:02:17, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6473, decode.acc_seg: 76.6409, loss: 0.6473 2023-11-13 19:49:47,990 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 1:02:11, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6345, decode.acc_seg: 76.5523, loss: 0.6345 2023-11-13 19:49:53,411 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 1:02:05, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5732, decode.acc_seg: 78.5063, loss: 0.5732 2023-11-13 19:50:01,083 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 1:02:11, time: 0.153, data_time: 0.045, memory: 4161, decode.loss_ce: 0.5927, decode.acc_seg: 77.8216, loss: 0.5927 2023-11-13 19:50:06,508 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 1:02:05, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5468, decode.acc_seg: 79.0382, loss: 0.5468 2023-11-13 19:50:11,931 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 1:01:59, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5663, decode.acc_seg: 78.4664, loss: 0.5663 2023-11-13 19:50:17,347 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 1:01:53, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6175, decode.acc_seg: 76.9422, loss: 0.6175 2023-11-13 19:50:22,768 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 1:01:46, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6019, decode.acc_seg: 76.9097, loss: 0.6019 2023-11-13 19:50:28,190 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 1:01:40, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5822, decode.acc_seg: 77.9442, loss: 0.5822 2023-11-13 19:50:33,656 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 1:01:34, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6076, decode.acc_seg: 77.2392, loss: 0.6076 2023-11-13 19:50:39,078 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 1:01:28, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6039, decode.acc_seg: 78.0175, loss: 0.6039 2023-11-13 19:50:44,505 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 1:01:22, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5719, decode.acc_seg: 78.3327, loss: 0.5719 2023-11-13 19:50:49,925 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 1:01:16, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6002, decode.acc_seg: 77.2244, loss: 0.6002 2023-11-13 19:50:55,356 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 1:01:10, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6068, decode.acc_seg: 77.1019, loss: 0.6068 2023-11-13 19:51:00,779 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 1:01:04, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5802, decode.acc_seg: 78.0742, loss: 0.5802 2023-11-13 19:51:06,201 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 1:00:58, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6100, decode.acc_seg: 77.3644, loss: 0.6100 2023-11-13 19:51:11,624 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:51:11,624 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 1:00:52, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6101, decode.acc_seg: 77.1502, loss: 0.6101 2023-11-13 19:51:17,044 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 1:00:46, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5959, decode.acc_seg: 77.2431, loss: 0.5959 2023-11-13 19:51:22,462 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 1:00:40, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6037, decode.acc_seg: 77.8729, loss: 0.6037 2023-11-13 19:51:27,877 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 1:00:34, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5954, decode.acc_seg: 77.5493, loss: 0.5954 2023-11-13 19:51:33,295 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 1:00:28, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5878, decode.acc_seg: 78.4082, loss: 0.5878 2023-11-13 19:51:38,723 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 1:00:22, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5783, decode.acc_seg: 77.5263, loss: 0.5783 2023-11-13 19:51:44,142 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 1:00:15, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5779, decode.acc_seg: 78.4477, loss: 0.5779 2023-11-13 19:51:49,567 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 1:00:09, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6204, decode.acc_seg: 76.9521, loss: 0.6204 2023-11-13 19:51:54,988 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 1:00:03, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6260, decode.acc_seg: 76.4450, loss: 0.6260 2023-11-13 19:52:00,419 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:59:58, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6076, decode.acc_seg: 77.2335, loss: 0.6076 2023-11-13 19:52:05,841 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:59:52, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6036, decode.acc_seg: 77.2413, loss: 0.6036 2023-11-13 19:52:11,279 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:59:46, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5807, decode.acc_seg: 78.3553, loss: 0.5807 2023-11-13 19:52:18,972 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:59:49, time: 0.154, data_time: 0.047, memory: 4161, decode.loss_ce: 0.5913, decode.acc_seg: 78.1766, loss: 0.5913 2023-11-13 19:52:24,403 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:59:43, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5833, decode.acc_seg: 78.0026, loss: 0.5833 2023-11-13 19:52:29,832 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:59:37, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5939, decode.acc_seg: 77.5342, loss: 0.5939 2023-11-13 19:52:35,261 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:59:31, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5816, decode.acc_seg: 77.8260, loss: 0.5816 2023-11-13 19:52:40,688 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:59:25, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6000, decode.acc_seg: 76.9989, loss: 0.6000 2023-11-13 19:52:46,118 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:59:19, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5962, decode.acc_seg: 77.7683, loss: 0.5962 2023-11-13 19:52:51,547 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:59:13, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5796, decode.acc_seg: 77.8765, loss: 0.5796 2023-11-13 19:52:56,985 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:59:07, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6017, decode.acc_seg: 77.3623, loss: 0.6017 2023-11-13 19:53:02,420 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:53:02,420 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:59:02, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5610, decode.acc_seg: 78.4611, loss: 0.5610 2023-11-13 19:53:07,845 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:58:56, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5562, decode.acc_seg: 78.4648, loss: 0.5562 2023-11-13 19:53:13,278 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:58:50, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6017, decode.acc_seg: 77.4676, loss: 0.6017 2023-11-13 19:53:18,713 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:58:44, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5888, decode.acc_seg: 77.1028, loss: 0.5888 2023-11-13 19:53:24,147 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:58:38, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5932, decode.acc_seg: 77.2321, loss: 0.5932 2023-11-13 19:53:29,580 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:58:32, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5948, decode.acc_seg: 77.8358, loss: 0.5948 2023-11-13 19:53:35,015 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:58:26, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5625, decode.acc_seg: 78.7500, loss: 0.5625 2023-11-13 19:53:40,453 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:58:20, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5774, decode.acc_seg: 78.3101, loss: 0.5774 2023-11-13 19:53:45,881 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:58:14, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5888, decode.acc_seg: 77.7699, loss: 0.5888 2023-11-13 19:53:51,313 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:58:08, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5875, decode.acc_seg: 78.5710, loss: 0.5875 2023-11-13 19:53:56,743 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:58:02, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5684, decode.acc_seg: 79.0437, loss: 0.5684 2023-11-13 19:54:02,175 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:57:57, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6067, decode.acc_seg: 77.3512, loss: 0.6067 2023-11-13 19:54:07,602 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:57:51, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5956, decode.acc_seg: 77.2921, loss: 0.5956 2023-11-13 19:54:13,032 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:57:45, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6218, decode.acc_seg: 77.2722, loss: 0.6218 2023-11-13 19:54:18,461 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:57:39, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6240, decode.acc_seg: 77.0091, loss: 0.6240 2023-11-13 19:54:23,893 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:57:33, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6029, decode.acc_seg: 77.5416, loss: 0.6029 2023-11-13 19:54:29,323 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:57:27, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6120, decode.acc_seg: 77.6577, loss: 0.6120 2023-11-13 19:54:36,922 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:57:29, time: 0.152, data_time: 0.047, memory: 4161, decode.loss_ce: 0.5942, decode.acc_seg: 77.4635, loss: 0.5942 2023-11-13 19:54:42,342 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:57:23, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5808, decode.acc_seg: 78.2567, loss: 0.5808 2023-11-13 19:54:47,772 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:57:17, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5597, decode.acc_seg: 78.3931, loss: 0.5597 2023-11-13 19:54:53,181 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:54:53,182 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:57:11, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6104, decode.acc_seg: 76.4996, loss: 0.6104 2023-11-13 19:54:58,604 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:57:05, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5718, decode.acc_seg: 78.3731, loss: 0.5718 2023-11-13 19:55:04,017 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:56:59, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6084, decode.acc_seg: 77.6980, loss: 0.6084 2023-11-13 19:55:09,439 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:56:53, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5762, decode.acc_seg: 77.8778, loss: 0.5762 2023-11-13 19:55:14,858 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:56:47, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5814, decode.acc_seg: 77.8273, loss: 0.5814 2023-11-13 19:55:20,281 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:56:42, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5744, decode.acc_seg: 78.5922, loss: 0.5744 2023-11-13 19:55:25,701 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:56:36, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5672, decode.acc_seg: 78.1067, loss: 0.5672 2023-11-13 19:55:31,121 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:56:30, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5999, decode.acc_seg: 78.0482, loss: 0.5999 2023-11-13 19:55:36,543 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:56:24, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5869, decode.acc_seg: 77.6485, loss: 0.5869 2023-11-13 19:55:41,962 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:56:18, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6212, decode.acc_seg: 76.7637, loss: 0.6212 2023-11-13 19:55:47,381 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:56:12, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5886, decode.acc_seg: 77.9377, loss: 0.5886 2023-11-13 19:55:52,806 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:56:06, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5777, decode.acc_seg: 77.8219, loss: 0.5777 2023-11-13 19:55:58,223 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:56:00, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5691, decode.acc_seg: 78.5142, loss: 0.5691 2023-11-13 19:56:03,641 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:55:54, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5693, decode.acc_seg: 78.8442, loss: 0.5693 2023-11-13 19:56:09,062 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:55:49, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5703, decode.acc_seg: 78.1787, loss: 0.5703 2023-11-13 19:56:14,486 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:55:43, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5742, decode.acc_seg: 77.7911, loss: 0.5742 2023-11-13 19:56:19,903 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:55:37, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5862, decode.acc_seg: 78.2436, loss: 0.5862 2023-11-13 19:56:25,326 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:55:31, time: 0.108, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5833, decode.acc_seg: 78.0214, loss: 0.5833 2023-11-13 19:56:30,752 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:55:25, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5568, decode.acc_seg: 78.9678, loss: 0.5568 2023-11-13 19:56:36,188 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:55:19, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.5943, decode.acc_seg: 77.7459, loss: 0.5943 2023-11-13 19:56:41,565 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:56:41,620 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:56:41,620 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:55:14, time: 0.109, data_time: 0.003, memory: 4161, decode.loss_ce: 0.6055, decode.acc_seg: 76.7659, loss: 0.6055 2023-11-13 19:57:46,452 - mmseg - INFO - per class results: 2023-11-13 19:57:46,458 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.52 | 85.62 | | building | 78.62 | 90.01 | | sky | 90.74 | 94.9 | | floor | 76.31 | 89.97 | | tree | 68.59 | 82.14 | | ceiling | 79.65 | 90.93 | | road | 80.18 | 89.86 | | bed | 86.25 | 93.41 | | windowpane | 54.86 | 70.9 | | grass | 63.86 | 86.89 | | cabinet | 57.03 | 68.94 | | sidewalk | 60.44 | 74.64 | | person | 77.78 | 90.42 | | earth | 36.75 | 54.92 | | door | 45.45 | 63.38 | | table | 55.72 | 76.37 | | mountain | 49.18 | 56.28 | | plant | 48.4 | 60.8 | | curtain | 65.72 | 78.58 | | chair | 53.18 | 67.15 | | car | 80.02 | 91.55 | | water | 52.56 | 66.18 | | painting | 63.09 | 83.37 | | sofa | 65.08 | 79.94 | | shelf | 28.0 | 33.21 | | house | 42.26 | 66.96 | | sea | 54.88 | 77.59 | | mirror | 51.72 | 61.99 | | rug | 47.79 | 50.57 | | field | 20.48 | 23.56 | | armchair | 40.67 | 58.81 | | seat | 62.33 | 80.05 | | fence | 37.77 | 49.63 | | desk | 42.64 | 60.41 | | rock | 50.88 | 70.21 | | wardrobe | 39.45 | 45.54 | | lamp | 57.89 | 71.15 | | bathtub | 74.74 | 81.51 | | railing | 35.9 | 47.24 | | cushion | 57.13 | 66.26 | | base | 22.08 | 31.13 | | box | 27.27 | 41.83 | | column | 42.29 | 52.52 | | signboard | 32.83 | 41.92 | | chest of drawers | 38.12 | 59.71 | | counter | 40.76 | 51.59 | | sand | 49.35 | 67.19 | | sink | 69.03 | 74.45 | | skyscraper | 43.02 | 64.61 | | fireplace | 69.87 | 85.89 | | refrigerator | 60.5 | 72.24 | | grandstand | 50.19 | 72.08 | | path | 12.6 | 16.37 | | stairs | 32.26 | 36.63 | | runway | 62.38 | 81.18 | | case | 48.13 | 68.93 | | pool table | 87.89 | 93.61 | | pillow | 57.62 | 70.98 | | screen door | 59.1 | 68.96 | | stairway | 36.61 | 53.13 | | river | 17.95 | 31.62 | | bridge | 46.72 | 56.87 | | bookcase | 27.71 | 55.44 | | blind | 23.42 | 24.92 | | coffee table | 58.95 | 71.53 | | toilet | 79.38 | 86.64 | | flower | 41.4 | 58.07 | | book | 41.51 | 65.5 | | hill | 5.66 | 8.31 | | bench | 52.34 | 59.87 | | countertop | 50.02 | 65.39 | | stove | 67.55 | 74.14 | | palm | 47.69 | 78.41 | | kitchen island | 37.53 | 80.39 | | computer | 68.88 | 81.33 | | swivel chair | 39.58 | 51.85 | | boat | 61.75 | 83.46 | | bar | 42.8 | 47.26 | | arcade machine | 35.53 | 44.09 | | hovel | 21.6 | 22.98 | | bus | 86.94 | 91.89 | | towel | 59.81 | 68.06 | | light | 32.45 | 38.36 | | truck | 39.49 | 59.08 | | tower | 20.28 | 32.09 | | chandelier | 64.99 | 81.71 | | awning | 28.27 | 50.25 | | streetlight | 24.54 | 35.2 | | booth | 27.89 | 37.8 | | television receiver | 62.08 | 77.63 | | airplane | 63.91 | 71.42 | | dirt track | 6.49 | 12.64 | | apparel | 40.84 | 69.67 | | pole | 14.07 | 16.0 | | land | 0.34 | 0.47 | | bannister | 4.37 | 6.12 | | escalator | 44.77 | 53.45 | | ottoman | 41.89 | 60.81 | | bottle | 42.96 | 73.86 | | buffet | 28.12 | 32.34 | | poster | 11.42 | 13.81 | | stage | 14.31 | 27.5 | | van | 24.47 | 30.39 | | ship | 9.62 | 10.4 | | fountain | 24.72 | 25.7 | | conveyer belt | 76.41 | 83.64 | | canopy | 44.71 | 56.0 | | washer | 62.68 | 65.5 | | plaything | 31.02 | 45.76 | | swimming pool | 52.15 | 75.34 | | stool | 37.24 | 54.39 | | barrel | 58.9 | 77.7 | | basket | 32.81 | 46.85 | | waterfall | 53.51 | 67.13 | | tent | 84.34 | 93.76 | | bag | 13.74 | 15.34 | | minibike | 68.47 | 80.79 | | cradle | 80.06 | 91.64 | | oven | 31.83 | 69.38 | | ball | 39.82 | 46.44 | | food | 64.26 | 76.08 | | step | 4.14 | 4.38 | | tank | 49.27 | 55.48 | | trade name | 25.81 | 31.25 | | microwave | 55.08 | 58.67 | | pot | 38.1 | 42.33 | | animal | 67.13 | 73.57 | | bicycle | 52.13 | 61.9 | | lake | 21.16 | 21.69 | | dishwasher | 44.32 | 55.9 | | screen | 49.5 | 69.59 | | blanket | 25.85 | 36.42 | | sculpture | 57.12 | 80.15 | | hood | 64.93 | 75.54 | | sconce | 38.16 | 52.55 | | vase | 35.33 | 56.5 | | traffic light | 28.88 | 58.08 | | tray | 7.74 | 9.25 | | ashcan | 40.42 | 53.56 | | fan | 49.75 | 60.55 | | pier | 32.34 | 40.03 | | crt screen | 3.91 | 8.84 | | plate | 52.21 | 65.7 | | monitor | 16.06 | 24.4 | | bulletin board | 44.39 | 57.57 | | shower | 0.87 | 0.9 | | radiator | 51.93 | 56.48 | | glass | 15.6 | 16.31 | | clock | 32.07 | 39.7 | | flag | 34.81 | 37.59 | +---------------------+-------+-------+ 2023-11-13 19:57:46,458 - mmseg - INFO - Summary: 2023-11-13 19:57:46,458 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.01 | 45.37 | 57.41 | +-------+-------+-------+ 2023-11-13 19:57:46,459 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:57:46,459 - mmseg - INFO - Iter(val) [250] aAcc: 0.8001, mIoU: 0.4537, mAcc: 0.5741, IoU.wall: 0.7152, IoU.building: 0.7862, IoU.sky: 0.9074, IoU.floor: 0.7631, IoU.tree: 0.6859, IoU.ceiling: 0.7965, IoU.road: 0.8018, IoU.bed : 0.8625, IoU.windowpane: 0.5486, IoU.grass: 0.6386, IoU.cabinet: 0.5703, IoU.sidewalk: 0.6044, IoU.person: 0.7778, IoU.earth: 0.3675, IoU.door: 0.4545, IoU.table: 0.5572, IoU.mountain: 0.4918, IoU.plant: 0.4840, IoU.curtain: 0.6572, IoU.chair: 0.5318, IoU.car: 0.8002, IoU.water: 0.5256, IoU.painting: 0.6309, IoU.sofa: 0.6508, IoU.shelf: 0.2800, IoU.house: 0.4226, IoU.sea: 0.5488, IoU.mirror: 0.5172, IoU.rug: 0.4779, IoU.field: 0.2048, IoU.armchair: 0.4067, IoU.seat: 0.6233, IoU.fence: 0.3777, IoU.desk: 0.4264, IoU.rock: 0.5088, IoU.wardrobe: 0.3945, IoU.lamp: 0.5789, IoU.bathtub: 0.7474, IoU.railing: 0.3590, IoU.cushion: 0.5713, IoU.base: 0.2208, IoU.box: 0.2727, IoU.column: 0.4229, IoU.signboard: 0.3283, IoU.chest of drawers: 0.3812, IoU.counter: 0.4076, IoU.sand: 0.4935, IoU.sink: 0.6903, IoU.skyscraper: 0.4302, IoU.fireplace: 0.6987, IoU.refrigerator: 0.6050, IoU.grandstand: 0.5019, IoU.path: 0.1260, IoU.stairs: 0.3226, IoU.runway: 0.6238, IoU.case: 0.4813, IoU.pool table: 0.8789, IoU.pillow: 0.5762, IoU.screen door: 0.5910, IoU.stairway: 0.3661, IoU.river: 0.1795, IoU.bridge: 0.4672, IoU.bookcase: 0.2771, IoU.blind: 0.2342, IoU.coffee table: 0.5895, IoU.toilet: 0.7938, IoU.flower: 0.4140, IoU.book: 0.4151, IoU.hill: 0.0566, IoU.bench: 0.5234, IoU.countertop: 0.5002, IoU.stove: 0.6755, IoU.palm: 0.4769, IoU.kitchen island: 0.3753, IoU.computer: 0.6888, IoU.swivel chair: 0.3958, IoU.boat: 0.6175, IoU.bar: 0.4280, IoU.arcade machine: 0.3553, IoU.hovel: 0.2160, IoU.bus: 0.8694, IoU.towel: 0.5981, IoU.light: 0.3245, IoU.truck: 0.3949, IoU.tower: 0.2028, IoU.chandelier: 0.6499, IoU.awning: 0.2827, IoU.streetlight: 0.2454, IoU.booth: 0.2789, IoU.television receiver: 0.6208, IoU.airplane: 0.6391, IoU.dirt track: 0.0649, IoU.apparel: 0.4084, IoU.pole: 0.1407, IoU.land: 0.0034, IoU.bannister: 0.0437, IoU.escalator: 0.4477, IoU.ottoman: 0.4189, IoU.bottle: 0.4296, IoU.buffet: 0.2812, IoU.poster: 0.1142, IoU.stage: 0.1431, IoU.van: 0.2447, IoU.ship: 0.0962, IoU.fountain: 0.2472, IoU.conveyer belt: 0.7641, IoU.canopy: 0.4471, IoU.washer: 0.6268, IoU.plaything: 0.3102, IoU.swimming pool: 0.5215, IoU.stool: 0.3724, IoU.barrel: 0.5890, IoU.basket: 0.3281, IoU.waterfall: 0.5351, IoU.tent: 0.8434, IoU.bag: 0.1374, IoU.minibike: 0.6847, IoU.cradle: 0.8006, IoU.oven: 0.3183, IoU.ball: 0.3982, IoU.food: 0.6426, IoU.step: 0.0414, IoU.tank: 0.4927, IoU.trade name: 0.2581, IoU.microwave: 0.5508, IoU.pot: 0.3810, IoU.animal: 0.6713, IoU.bicycle: 0.5213, IoU.lake: 0.2116, IoU.dishwasher: 0.4432, IoU.screen: 0.4950, IoU.blanket: 0.2585, IoU.sculpture: 0.5712, IoU.hood: 0.6493, IoU.sconce: 0.3816, IoU.vase: 0.3533, IoU.traffic light: 0.2888, IoU.tray: 0.0774, IoU.ashcan: 0.4042, IoU.fan: 0.4975, IoU.pier: 0.3234, IoU.crt screen: 0.0391, IoU.plate: 0.5221, IoU.monitor: 0.1606, IoU.bulletin board: 0.4439, IoU.shower: 0.0087, IoU.radiator: 0.5193, IoU.glass: 0.1560, IoU.clock: 0.3207, IoU.flag: 0.3481, Acc.wall: 0.8562, Acc.building: 0.9001, Acc.sky: 0.9490, Acc.floor: 0.8997, Acc.tree: 0.8214, Acc.ceiling: 0.9093, Acc.road: 0.8986, Acc.bed : 0.9341, Acc.windowpane: 0.7090, Acc.grass: 0.8689, Acc.cabinet: 0.6894, Acc.sidewalk: 0.7464, Acc.person: 0.9042, Acc.earth: 0.5492, Acc.door: 0.6338, Acc.table: 0.7637, Acc.mountain: 0.5628, Acc.plant: 0.6080, Acc.curtain: 0.7858, Acc.chair: 0.6715, Acc.car: 0.9155, Acc.water: 0.6618, Acc.painting: 0.8337, Acc.sofa: 0.7994, Acc.shelf: 0.3321, Acc.house: 0.6696, Acc.sea: 0.7759, Acc.mirror: 0.6199, Acc.rug: 0.5057, Acc.field: 0.2356, Acc.armchair: 0.5881, Acc.seat: 0.8005, Acc.fence: 0.4963, Acc.desk: 0.6041, Acc.rock: 0.7021, Acc.wardrobe: 0.4554, Acc.lamp: 0.7115, Acc.bathtub: 0.8151, Acc.railing: 0.4724, Acc.cushion: 0.6626, Acc.base: 0.3113, Acc.box: 0.4183, Acc.column: 0.5252, Acc.signboard: 0.4192, Acc.chest of drawers: 0.5971, Acc.counter: 0.5159, Acc.sand: 0.6719, Acc.sink: 0.7445, Acc.skyscraper: 0.6461, Acc.fireplace: 0.8589, Acc.refrigerator: 0.7224, Acc.grandstand: 0.7208, Acc.path: 0.1637, Acc.stairs: 0.3663, Acc.runway: 0.8118, Acc.case: 0.6893, Acc.pool table: 0.9361, Acc.pillow: 0.7098, Acc.screen door: 0.6896, Acc.stairway: 0.5313, Acc.river: 0.3162, Acc.bridge: 0.5687, Acc.bookcase: 0.5544, Acc.blind: 0.2492, Acc.coffee table: 0.7153, Acc.toilet: 0.8664, Acc.flower: 0.5807, Acc.book: 0.6550, Acc.hill: 0.0831, Acc.bench: 0.5987, Acc.countertop: 0.6539, Acc.stove: 0.7414, Acc.palm: 0.7841, Acc.kitchen island: 0.8039, Acc.computer: 0.8133, Acc.swivel chair: 0.5185, Acc.boat: 0.8346, Acc.bar: 0.4726, Acc.arcade machine: 0.4409, Acc.hovel: 0.2298, Acc.bus: 0.9189, Acc.towel: 0.6806, Acc.light: 0.3836, Acc.truck: 0.5908, Acc.tower: 0.3209, Acc.chandelier: 0.8171, Acc.awning: 0.5025, Acc.streetlight: 0.3520, Acc.booth: 0.3780, Acc.television receiver: 0.7763, Acc.airplane: 0.7142, Acc.dirt track: 0.1264, Acc.apparel: 0.6967, Acc.pole: 0.1600, Acc.land: 0.0047, Acc.bannister: 0.0612, Acc.escalator: 0.5345, Acc.ottoman: 0.6081, Acc.bottle: 0.7386, Acc.buffet: 0.3234, Acc.poster: 0.1381, Acc.stage: 0.2750, Acc.van: 0.3039, Acc.ship: 0.1040, Acc.fountain: 0.2570, Acc.conveyer belt: 0.8364, Acc.canopy: 0.5600, Acc.washer: 0.6550, Acc.plaything: 0.4576, Acc.swimming pool: 0.7534, Acc.stool: 0.5439, Acc.barrel: 0.7770, Acc.basket: 0.4685, Acc.waterfall: 0.6713, Acc.tent: 0.9376, Acc.bag: 0.1534, Acc.minibike: 0.8079, Acc.cradle: 0.9164, Acc.oven: 0.6938, Acc.ball: 0.4644, Acc.food: 0.7608, Acc.step: 0.0438, Acc.tank: 0.5548, Acc.trade name: 0.3125, Acc.microwave: 0.5867, Acc.pot: 0.4233, Acc.animal: 0.7357, Acc.bicycle: 0.6190, Acc.lake: 0.2169, Acc.dishwasher: 0.5590, Acc.screen: 0.6959, Acc.blanket: 0.3642, Acc.sculpture: 0.8015, Acc.hood: 0.7554, Acc.sconce: 0.5255, Acc.vase: 0.5650, Acc.traffic light: 0.5808, Acc.tray: 0.0925, Acc.ashcan: 0.5356, Acc.fan: 0.6055, Acc.pier: 0.4003, Acc.crt screen: 0.0884, Acc.plate: 0.6570, Acc.monitor: 0.2440, Acc.bulletin board: 0.5757, Acc.shower: 0.0090, Acc.radiator: 0.5648, Acc.glass: 0.1631, Acc.clock: 0.3970, Acc.flag: 0.3759 2023-11-13 19:57:51,865 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:58:21, time: 1.404, data_time: 1.299, memory: 4324, decode.loss_ce: 0.6120, decode.acc_seg: 77.2807, loss: 0.6120 2023-11-13 19:57:57,273 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:58:14, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5462, decode.acc_seg: 78.8664, loss: 0.5462 2023-11-13 19:58:04,953 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:58:13, time: 0.154, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5712, decode.acc_seg: 78.4312, loss: 0.5712 2023-11-13 19:58:10,371 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:58:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5782, decode.acc_seg: 78.1677, loss: 0.5782 2023-11-13 19:58:15,781 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:57:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5667, decode.acc_seg: 78.4365, loss: 0.5667 2023-11-13 19:58:21,192 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:57:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5926, decode.acc_seg: 78.2354, loss: 0.5926 2023-11-13 19:58:26,604 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:57:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5512, decode.acc_seg: 78.6953, loss: 0.5512 2023-11-13 19:58:32,014 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:57:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5573, decode.acc_seg: 78.3968, loss: 0.5573 2023-11-13 19:58:37,427 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:57:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5741, decode.acc_seg: 78.1127, loss: 0.5741 2023-11-13 19:58:42,841 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:57:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5859, decode.acc_seg: 77.6320, loss: 0.5859 2023-11-13 19:58:48,258 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:57:17, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5378, decode.acc_seg: 79.7661, loss: 0.5378 2023-11-13 19:58:53,681 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:57:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5565, decode.acc_seg: 78.5225, loss: 0.5565 2023-11-13 19:58:59,102 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:57:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5843, decode.acc_seg: 78.2261, loss: 0.5843 2023-11-13 19:59:04,525 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:56:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5904, decode.acc_seg: 78.1505, loss: 0.5904 2023-11-13 19:59:09,942 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:56:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5928, decode.acc_seg: 77.8323, loss: 0.5928 2023-11-13 19:59:15,362 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:56:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6020, decode.acc_seg: 77.5884, loss: 0.6020 2023-11-13 19:59:20,779 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:56:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5784, decode.acc_seg: 78.1105, loss: 0.5784 2023-11-13 19:59:26,198 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:56:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5717, decode.acc_seg: 78.1105, loss: 0.5717 2023-11-13 19:59:31,615 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:56:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5799, decode.acc_seg: 77.8769, loss: 0.5799 2023-11-13 19:59:37,034 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:59:37,034 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:56:14, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5902, decode.acc_seg: 77.7904, loss: 0.5902 2023-11-13 19:59:42,448 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:56:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5710, decode.acc_seg: 78.3684, loss: 0.5710 2023-11-13 19:59:47,866 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:56:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5717, decode.acc_seg: 78.3324, loss: 0.5717 2023-11-13 19:59:53,282 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:55:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5582, decode.acc_seg: 79.0793, loss: 0.5582 2023-11-13 19:59:58,699 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:55:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6193, decode.acc_seg: 77.4298, loss: 0.6193 2023-11-13 20:00:04,117 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:55:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5905, decode.acc_seg: 77.6056, loss: 0.5905 2023-11-13 20:00:09,533 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:55:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5789, decode.acc_seg: 77.5731, loss: 0.5789 2023-11-13 20:00:14,968 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:55:27, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.6006, decode.acc_seg: 77.5649, loss: 0.6006 2023-11-13 20:00:22,605 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:55:25, time: 0.153, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5749, decode.acc_seg: 78.3282, loss: 0.5749 2023-11-13 20:00:28,023 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:55:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5484, decode.acc_seg: 78.3698, loss: 0.5484 2023-11-13 20:00:33,444 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:55:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5821, decode.acc_seg: 78.3525, loss: 0.5821 2023-11-13 20:00:38,867 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:55:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5467, decode.acc_seg: 79.1613, loss: 0.5467 2023-11-13 20:00:44,288 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:54:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5897, decode.acc_seg: 77.7506, loss: 0.5897 2023-11-13 20:00:49,707 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:54:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5743, decode.acc_seg: 78.6998, loss: 0.5743 2023-11-13 20:00:55,138 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:54:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5763, decode.acc_seg: 78.1992, loss: 0.5763 2023-11-13 20:01:00,587 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:54:38, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5419, decode.acc_seg: 78.9358, loss: 0.5419 2023-11-13 20:01:06,003 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:54:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5823, decode.acc_seg: 78.0568, loss: 0.5823 2023-11-13 20:01:11,417 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:54:25, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5731, decode.acc_seg: 78.1540, loss: 0.5731 2023-11-13 20:01:16,837 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:54:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5914, decode.acc_seg: 77.9219, loss: 0.5914 2023-11-13 20:01:22,254 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:54:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5812, decode.acc_seg: 78.2016, loss: 0.5812 2023-11-13 20:01:27,675 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:01:27,675 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:54:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6004, decode.acc_seg: 77.6230, loss: 0.6004 2023-11-13 20:01:33,103 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:53:58, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5880, decode.acc_seg: 77.8418, loss: 0.5880 2023-11-13 20:01:38,520 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:53:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5640, decode.acc_seg: 78.0283, loss: 0.5640 2023-11-13 20:01:43,946 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:53:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5613, decode.acc_seg: 78.5390, loss: 0.5613 2023-11-13 20:01:49,369 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:53:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5816, decode.acc_seg: 77.8563, loss: 0.5816 2023-11-13 20:01:54,790 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:53:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5556, decode.acc_seg: 79.1313, loss: 0.5556 2023-11-13 20:02:00,263 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:53:25, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5684, decode.acc_seg: 78.6987, loss: 0.5684 2023-11-13 20:02:05,685 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:53:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5717, decode.acc_seg: 78.8645, loss: 0.5717 2023-11-13 20:02:11,108 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:53:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5878, decode.acc_seg: 77.4841, loss: 0.5878 2023-11-13 20:02:16,527 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:53:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6101, decode.acc_seg: 77.6598, loss: 0.6101 2023-11-13 20:02:21,954 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:52:59, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5811, decode.acc_seg: 77.5042, loss: 0.5811 2023-11-13 20:02:27,376 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:52:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5836, decode.acc_seg: 78.0816, loss: 0.5836 2023-11-13 20:02:32,799 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:52:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5840, decode.acc_seg: 77.8078, loss: 0.5840 2023-11-13 20:02:40,565 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:52:44, time: 0.155, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5645, decode.acc_seg: 78.2886, loss: 0.5645 2023-11-13 20:02:45,994 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:52:37, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5542, decode.acc_seg: 79.1418, loss: 0.5542 2023-11-13 20:02:51,419 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:52:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5988, decode.acc_seg: 77.6470, loss: 0.5988 2023-11-13 20:02:56,830 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:52:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5373, decode.acc_seg: 79.2264, loss: 0.5373 2023-11-13 20:03:02,251 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:52:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6010, decode.acc_seg: 77.6569, loss: 0.6010 2023-11-13 20:03:07,673 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:52:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5772, decode.acc_seg: 78.5814, loss: 0.5772 2023-11-13 20:03:13,098 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:52:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5589, decode.acc_seg: 79.1427, loss: 0.5589 2023-11-13 20:03:18,518 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:03:18,519 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:51:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5602, decode.acc_seg: 78.3179, loss: 0.5602 2023-11-13 20:03:23,942 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:51:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5802, decode.acc_seg: 77.5047, loss: 0.5802 2023-11-13 20:03:29,369 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:51:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5888, decode.acc_seg: 77.9549, loss: 0.5888 2023-11-13 20:03:34,783 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:51:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5646, decode.acc_seg: 78.2069, loss: 0.5646 2023-11-13 20:03:40,208 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:51:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5784, decode.acc_seg: 77.5183, loss: 0.5784 2023-11-13 20:03:45,627 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:51:26, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5870, decode.acc_seg: 77.8288, loss: 0.5870 2023-11-13 20:03:51,054 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:51:19, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5715, decode.acc_seg: 78.0007, loss: 0.5715 2023-11-13 20:03:56,474 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:51:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5666, decode.acc_seg: 78.6148, loss: 0.5666 2023-11-13 20:04:01,898 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:51:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5597, decode.acc_seg: 78.4041, loss: 0.5597 2023-11-13 20:04:07,322 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:51:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5692, decode.acc_seg: 78.3689, loss: 0.5692 2023-11-13 20:04:12,741 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:50:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5435, decode.acc_seg: 79.0880, loss: 0.5435 2023-11-13 20:04:18,172 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:50:47, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5767, decode.acc_seg: 77.9322, loss: 0.5767 2023-11-13 20:04:23,593 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:50:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5535, decode.acc_seg: 78.7022, loss: 0.5535 2023-11-13 20:04:29,008 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:50:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5649, decode.acc_seg: 78.6166, loss: 0.5649 2023-11-13 20:04:34,430 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:50:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5797, decode.acc_seg: 77.9297, loss: 0.5797 2023-11-13 20:04:39,865 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:50:21, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5871, decode.acc_seg: 77.8032, loss: 0.5871 2023-11-13 20:04:45,284 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:50:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5913, decode.acc_seg: 78.0293, loss: 0.5913 2023-11-13 20:04:50,725 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:50:09, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5817, decode.acc_seg: 78.1111, loss: 0.5817 2023-11-13 20:04:58,365 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:50:07, time: 0.153, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5395, decode.acc_seg: 79.0963, loss: 0.5395 2023-11-13 20:05:03,790 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:50:00, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5375, decode.acc_seg: 79.5686, loss: 0.5375 2023-11-13 20:05:09,218 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:05:09,218 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:49:54, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5732, decode.acc_seg: 78.2452, loss: 0.5732 2023-11-13 20:05:14,636 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:49:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5806, decode.acc_seg: 77.4938, loss: 0.5806 2023-11-13 20:05:20,055 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:49:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5417, decode.acc_seg: 79.5056, loss: 0.5417 2023-11-13 20:05:25,474 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:49:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5592, decode.acc_seg: 78.9265, loss: 0.5592 2023-11-13 20:05:30,896 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:49:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5753, decode.acc_seg: 78.3176, loss: 0.5753 2023-11-13 20:05:36,317 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:49:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5602, decode.acc_seg: 78.4264, loss: 0.5602 2023-11-13 20:05:41,737 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:49:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5332, decode.acc_seg: 79.3308, loss: 0.5332 2023-11-13 20:05:47,159 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:49:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5517, decode.acc_seg: 78.7077, loss: 0.5517 2023-11-13 20:05:52,590 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:49:03, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5647, decode.acc_seg: 78.6039, loss: 0.5647 2023-11-13 20:05:58,022 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:48:57, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5638, decode.acc_seg: 78.1258, loss: 0.5638 2023-11-13 20:06:03,442 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:48:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5482, decode.acc_seg: 78.6267, loss: 0.5482 2023-11-13 20:06:08,864 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:48:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5805, decode.acc_seg: 78.3604, loss: 0.5805 2023-11-13 20:06:14,282 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:48:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5525, decode.acc_seg: 78.8660, loss: 0.5525 2023-11-13 20:06:19,700 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:48:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5422, decode.acc_seg: 78.2724, loss: 0.5422 2023-11-13 20:06:25,124 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:48:25, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5761, decode.acc_seg: 78.0554, loss: 0.5761 2023-11-13 20:06:30,545 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:48:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5643, decode.acc_seg: 78.8449, loss: 0.5643 2023-11-13 20:06:35,963 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:48:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5778, decode.acc_seg: 78.2785, loss: 0.5778 2023-11-13 20:06:41,386 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:48:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5601, decode.acc_seg: 78.8036, loss: 0.5601 2023-11-13 20:06:46,802 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:48:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5715, decode.acc_seg: 78.7848, loss: 0.5715 2023-11-13 20:06:52,222 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:47:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5923, decode.acc_seg: 77.8715, loss: 0.5923 2023-11-13 20:06:57,650 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:06:57,650 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:47:47, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5463, decode.acc_seg: 79.0949, loss: 0.5463 2023-11-13 20:07:03,067 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:47:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5542, decode.acc_seg: 78.8788, loss: 0.5542 2023-11-13 20:07:08,486 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:47:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5438, decode.acc_seg: 79.2941, loss: 0.5438 2023-11-13 20:07:13,901 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:47:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6226, decode.acc_seg: 76.5421, loss: 0.6226 2023-11-13 20:07:21,605 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:47:26, time: 0.154, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5443, decode.acc_seg: 78.6883, loss: 0.5443 2023-11-13 20:07:27,027 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:47:20, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5968, decode.acc_seg: 77.5102, loss: 0.5968 2023-11-13 20:07:32,442 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:47:14, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5635, decode.acc_seg: 78.5217, loss: 0.5635 2023-11-13 20:07:37,865 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:47:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5516, decode.acc_seg: 79.1467, loss: 0.5516 2023-11-13 20:07:43,284 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:47:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5441, decode.acc_seg: 79.1043, loss: 0.5441 2023-11-13 20:07:48,705 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:46:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5453, decode.acc_seg: 79.4179, loss: 0.5453 2023-11-13 20:07:54,124 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:46:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5464, decode.acc_seg: 78.8844, loss: 0.5464 2023-11-13 20:07:59,539 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:46:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5875, decode.acc_seg: 77.6339, loss: 0.5875 2023-11-13 20:08:04,958 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:46:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5811, decode.acc_seg: 77.7284, loss: 0.5811 2023-11-13 20:08:10,375 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:46:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5695, decode.acc_seg: 78.3196, loss: 0.5695 2023-11-13 20:08:15,799 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:46:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5630, decode.acc_seg: 78.3500, loss: 0.5630 2023-11-13 20:08:21,221 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:46:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5522, decode.acc_seg: 78.9669, loss: 0.5522 2023-11-13 20:08:26,644 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:46:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5597, decode.acc_seg: 78.6060, loss: 0.5597 2023-11-13 20:08:32,074 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:46:05, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5845, decode.acc_seg: 77.8336, loss: 0.5845 2023-11-13 20:08:37,506 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:45:59, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5606, decode.acc_seg: 78.3243, loss: 0.5606 2023-11-13 20:08:42,930 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:45:53, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5668, decode.acc_seg: 78.9541, loss: 0.5668 2023-11-13 20:08:48,352 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:08:48,352 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:45:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5837, decode.acc_seg: 78.1710, loss: 0.5837 2023-11-13 20:08:53,766 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:45:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5877, decode.acc_seg: 77.9955, loss: 0.5877 2023-11-13 20:08:59,183 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:45:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5994, decode.acc_seg: 77.5052, loss: 0.5994 2023-11-13 20:09:04,606 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:45:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5590, decode.acc_seg: 78.4344, loss: 0.5590 2023-11-13 20:09:10,021 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:45:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5576, decode.acc_seg: 78.5510, loss: 0.5576 2023-11-13 20:09:15,445 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:45:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5545, decode.acc_seg: 78.5797, loss: 0.5545 2023-11-13 20:09:20,864 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:45:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5772, decode.acc_seg: 78.1324, loss: 0.5772 2023-11-13 20:09:26,279 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:45:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5550, decode.acc_seg: 78.5887, loss: 0.5550 2023-11-13 20:09:31,696 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:44:57, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5479, decode.acc_seg: 78.6993, loss: 0.5479 2023-11-13 20:09:39,394 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:44:54, time: 0.154, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5763, decode.acc_seg: 78.0927, loss: 0.5763 2023-11-13 20:09:44,807 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:44:48, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5526, decode.acc_seg: 78.6322, loss: 0.5526 2023-11-13 20:09:50,230 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:44:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5758, decode.acc_seg: 78.8211, loss: 0.5758 2023-11-13 20:09:55,650 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:44:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5677, decode.acc_seg: 78.4486, loss: 0.5677 2023-11-13 20:10:01,066 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:44:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5829, decode.acc_seg: 78.3106, loss: 0.5829 2023-11-13 20:10:06,488 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:44:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5766, decode.acc_seg: 78.3854, loss: 0.5766 2023-11-13 20:10:11,913 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:44:18, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5294, decode.acc_seg: 79.5940, loss: 0.5294 2023-11-13 20:10:17,333 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:44:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5649, decode.acc_seg: 78.1253, loss: 0.5649 2023-11-13 20:10:22,752 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:44:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5619, decode.acc_seg: 78.2369, loss: 0.5619 2023-11-13 20:10:28,175 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:43:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5384, decode.acc_seg: 79.4014, loss: 0.5384 2023-11-13 20:10:33,610 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:43:53, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5556, decode.acc_seg: 79.3550, loss: 0.5556 2023-11-13 20:10:39,034 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:10:39,034 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:43:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5684, decode.acc_seg: 78.1307, loss: 0.5684 2023-11-13 20:10:44,453 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:43:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5515, decode.acc_seg: 79.3660, loss: 0.5515 2023-11-13 20:10:49,871 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:43:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5391, decode.acc_seg: 79.0953, loss: 0.5391 2023-11-13 20:10:55,290 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:43:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.6003, decode.acc_seg: 76.9302, loss: 0.6003 2023-11-13 20:11:00,715 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:43:23, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5547, decode.acc_seg: 78.5928, loss: 0.5547 2023-11-13 20:11:06,135 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:43:17, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5758, decode.acc_seg: 77.7153, loss: 0.5758 2023-11-13 20:11:11,551 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:43:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5692, decode.acc_seg: 78.6933, loss: 0.5692 2023-11-13 20:11:16,967 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:43:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5798, decode.acc_seg: 77.8339, loss: 0.5798 2023-11-13 20:11:22,382 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:42:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5752, decode.acc_seg: 77.8447, loss: 0.5752 2023-11-13 20:11:27,798 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:42:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5602, decode.acc_seg: 78.6574, loss: 0.5602 2023-11-13 20:11:33,224 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:42:46, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5528, decode.acc_seg: 78.4447, loss: 0.5528 2023-11-13 20:11:38,648 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:42:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5610, decode.acc_seg: 78.2812, loss: 0.5610 2023-11-13 20:11:44,065 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:42:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5679, decode.acc_seg: 78.4488, loss: 0.5679 2023-11-13 20:11:49,502 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:42:28, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5714, decode.acc_seg: 78.7143, loss: 0.5714 2023-11-13 20:11:57,236 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:42:25, time: 0.155, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5447, decode.acc_seg: 79.0343, loss: 0.5447 2023-11-13 20:12:02,666 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:42:19, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5595, decode.acc_seg: 78.9193, loss: 0.5595 2023-11-13 20:12:08,087 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:42:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5731, decode.acc_seg: 78.1839, loss: 0.5731 2023-11-13 20:12:13,514 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:42:07, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5690, decode.acc_seg: 77.8628, loss: 0.5690 2023-11-13 20:12:18,935 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:42:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5556, decode.acc_seg: 78.8871, loss: 0.5556 2023-11-13 20:12:24,362 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:41:55, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5632, decode.acc_seg: 78.5706, loss: 0.5632 2023-11-13 20:12:29,787 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:12:29,787 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:41:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5401, decode.acc_seg: 79.2524, loss: 0.5401 2023-11-13 20:12:35,209 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:41:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5603, decode.acc_seg: 79.0182, loss: 0.5603 2023-11-13 20:12:40,627 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:41:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5659, decode.acc_seg: 78.0772, loss: 0.5659 2023-11-13 20:12:46,046 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:41:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5347, decode.acc_seg: 79.3547, loss: 0.5347 2023-11-13 20:12:51,469 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:41:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5488, decode.acc_seg: 78.9663, loss: 0.5488 2023-11-13 20:12:56,885 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:41:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5380, decode.acc_seg: 79.5529, loss: 0.5380 2023-11-13 20:13:02,314 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:41:12, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5353, decode.acc_seg: 79.5654, loss: 0.5353 2023-11-13 20:13:07,734 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:41:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5709, decode.acc_seg: 78.2849, loss: 0.5709 2023-11-13 20:13:13,159 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:41:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5573, decode.acc_seg: 78.6232, loss: 0.5573 2023-11-13 20:13:18,581 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:40:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5414, decode.acc_seg: 79.5620, loss: 0.5414 2023-11-13 20:13:24,006 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:40:48, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5750, decode.acc_seg: 78.5806, loss: 0.5750 2023-11-13 20:13:29,429 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:40:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5529, decode.acc_seg: 78.3746, loss: 0.5529 2023-11-13 20:13:34,852 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:40:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5551, decode.acc_seg: 79.1973, loss: 0.5551 2023-11-13 20:13:40,287 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:40:30, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5810, decode.acc_seg: 78.1781, loss: 0.5810 2023-11-13 20:13:45,709 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:40:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5637, decode.acc_seg: 78.2384, loss: 0.5637 2023-11-13 20:13:51,136 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:40:18, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5784, decode.acc_seg: 78.1845, loss: 0.5784 2023-11-13 20:13:56,564 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:40:12, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5587, decode.acc_seg: 78.5976, loss: 0.5587 2023-11-13 20:14:01,984 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:40:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5706, decode.acc_seg: 78.1313, loss: 0.5706 2023-11-13 20:14:07,405 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:40:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5612, decode.acc_seg: 78.8792, loss: 0.5612 2023-11-13 20:14:15,025 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:39:57, time: 0.152, data_time: 0.046, memory: 4324, decode.loss_ce: 0.5986, decode.acc_seg: 77.2741, loss: 0.5986 2023-11-13 20:14:20,448 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:14:20,448 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:39:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5780, decode.acc_seg: 78.9793, loss: 0.5780 2023-11-13 20:14:25,867 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:39:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5402, decode.acc_seg: 79.7328, loss: 0.5402 2023-11-13 20:14:31,285 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:39:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5551, decode.acc_seg: 79.5871, loss: 0.5551 2023-11-13 20:14:36,705 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:39:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5551, decode.acc_seg: 78.6719, loss: 0.5551 2023-11-13 20:14:42,125 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:39:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5368, decode.acc_seg: 79.7211, loss: 0.5368 2023-11-13 20:14:47,543 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:39:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5427, decode.acc_seg: 79.0851, loss: 0.5427 2023-11-13 20:14:52,960 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:39:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5299, decode.acc_seg: 80.0660, loss: 0.5299 2023-11-13 20:14:58,381 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:39:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5689, decode.acc_seg: 77.9319, loss: 0.5689 2023-11-13 20:15:03,813 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:39:03, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5405, decode.acc_seg: 79.2918, loss: 0.5405 2023-11-13 20:15:09,231 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:38:57, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5659, decode.acc_seg: 78.2115, loss: 0.5659 2023-11-13 20:15:14,641 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:38:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5503, decode.acc_seg: 78.4606, loss: 0.5503 2023-11-13 20:15:20,062 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:38:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5562, decode.acc_seg: 78.6323, loss: 0.5562 2023-11-13 20:15:25,490 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:38:39, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5836, decode.acc_seg: 77.5984, loss: 0.5836 2023-11-13 20:15:30,908 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:38:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5462, decode.acc_seg: 78.9283, loss: 0.5462 2023-11-13 20:15:36,328 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:38:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5479, decode.acc_seg: 79.1276, loss: 0.5479 2023-11-13 20:15:41,750 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:38:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5772, decode.acc_seg: 78.6197, loss: 0.5772 2023-11-13 20:15:47,162 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:38:15, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5671, decode.acc_seg: 78.2830, loss: 0.5671 2023-11-13 20:15:52,584 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:38:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5805, decode.acc_seg: 78.6598, loss: 0.5805 2023-11-13 20:15:58,002 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:38:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5581, decode.acc_seg: 79.2767, loss: 0.5581 2023-11-13 20:16:03,422 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:37:57, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5708, decode.acc_seg: 77.8619, loss: 0.5708 2023-11-13 20:16:08,799 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:16:08,859 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:16:08,859 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:37:51, time: 0.110, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5613, decode.acc_seg: 78.4529, loss: 0.5613 2023-11-13 20:16:24,734 - mmseg - INFO - per class results: 2023-11-13 20:16:24,739 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.43 | 84.99 | | building | 78.22 | 93.63 | | sky | 90.78 | 95.1 | | floor | 76.81 | 89.89 | | tree | 68.56 | 81.3 | | ceiling | 79.87 | 90.3 | | road | 80.43 | 88.33 | | bed | 85.51 | 94.97 | | windowpane | 56.43 | 73.5 | | grass | 65.33 | 81.82 | | cabinet | 57.35 | 76.23 | | sidewalk | 59.99 | 77.33 | | person | 77.55 | 91.24 | | earth | 35.23 | 49.73 | | door | 43.36 | 52.41 | | table | 56.09 | 70.98 | | mountain | 53.4 | 71.7 | | plant | 49.06 | 61.19 | | curtain | 66.92 | 77.78 | | chair | 53.88 | 66.31 | | car | 80.16 | 92.65 | | water | 55.09 | 70.86 | | painting | 64.06 | 80.83 | | sofa | 63.14 | 74.78 | | shelf | 35.77 | 48.74 | | house | 26.85 | 32.28 | | sea | 59.53 | 81.48 | | mirror | 53.93 | 71.3 | | rug | 57.16 | 64.6 | | field | 30.02 | 47.01 | | armchair | 43.09 | 63.95 | | seat | 60.67 | 83.41 | | fence | 36.38 | 46.4 | | desk | 40.07 | 61.96 | | rock | 45.49 | 56.04 | | wardrobe | 41.47 | 49.09 | | lamp | 57.24 | 75.9 | | bathtub | 73.05 | 83.73 | | railing | 36.21 | 48.43 | | cushion | 57.03 | 73.47 | | base | 22.3 | 29.83 | | box | 25.74 | 33.31 | | column | 38.55 | 44.78 | | signboard | 32.27 | 41.62 | | chest of drawers | 35.0 | 49.31 | | counter | 37.39 | 51.94 | | sand | 47.85 | 56.61 | | sink | 69.03 | 75.59 | | skyscraper | 43.22 | 55.09 | | fireplace | 68.86 | 86.57 | | refrigerator | 61.0 | 78.81 | | grandstand | 50.71 | 76.87 | | path | 16.84 | 23.59 | | stairs | 37.15 | 44.78 | | runway | 65.64 | 87.9 | | case | 50.04 | 62.31 | | pool table | 88.01 | 93.35 | | pillow | 48.38 | 55.32 | | screen door | 57.97 | 66.39 | | stairway | 44.29 | 55.33 | | river | 15.5 | 25.6 | | bridge | 37.46 | 45.89 | | bookcase | 25.74 | 36.76 | | blind | 35.32 | 40.46 | | coffee table | 61.68 | 81.39 | | toilet | 78.34 | 90.84 | | flower | 39.73 | 59.45 | | book | 46.62 | 75.75 | | hill | 3.83 | 5.25 | | bench | 51.7 | 59.37 | | countertop | 51.64 | 65.13 | | stove | 69.25 | 76.93 | | palm | 46.92 | 61.87 | | kitchen island | 39.84 | 62.27 | | computer | 71.71 | 83.9 | | swivel chair | 42.58 | 57.11 | | boat | 61.31 | 78.23 | | bar | 44.53 | 56.31 | | arcade machine | 40.86 | 50.77 | | hovel | 26.07 | 28.71 | | bus | 86.42 | 94.81 | | towel | 63.51 | 76.14 | | light | 24.9 | 26.77 | | truck | 43.64 | 52.76 | | tower | 12.29 | 17.43 | | chandelier | 57.5 | 63.4 | | awning | 24.41 | 28.57 | | streetlight | 21.5 | 27.54 | | booth | 29.71 | 34.2 | | television receiver | 64.6 | 77.78 | | airplane | 67.5 | 80.13 | | dirt track | 2.46 | 2.88 | | apparel | 46.0 | 64.06 | | pole | 15.03 | 17.01 | | land | 0.35 | 0.5 | | bannister | 8.25 | 12.43 | | escalator | 47.96 | 62.47 | | ottoman | 37.86 | 49.77 | | bottle | 44.0 | 64.08 | | buffet | 32.22 | 38.85 | | poster | 17.26 | 20.43 | | stage | 14.0 | 26.16 | | van | 19.74 | 23.65 | | ship | 9.65 | 11.35 | | fountain | 17.79 | 18.38 | | conveyer belt | 72.89 | 88.62 | | canopy | 39.43 | 49.85 | | washer | 70.93 | 79.2 | | plaything | 30.06 | 42.01 | | swimming pool | 48.05 | 79.62 | | stool | 33.46 | 51.42 | | barrel | 52.53 | 85.62 | | basket | 34.8 | 49.6 | | waterfall | 49.72 | 61.81 | | tent | 85.67 | 96.94 | | bag | 18.13 | 21.09 | | minibike | 68.61 | 85.85 | | cradle | 79.0 | 95.68 | | oven | 45.55 | 60.3 | | ball | 47.5 | 56.9 | | food | 59.15 | 65.95 | | step | 6.61 | 8.92 | | tank | 49.5 | 54.93 | | trade name | 15.48 | 16.33 | | microwave | 65.62 | 71.55 | | pot | 42.13 | 47.63 | | animal | 64.67 | 70.53 | | bicycle | 54.02 | 66.95 | | lake | 30.98 | 33.82 | | dishwasher | 45.57 | 49.3 | | screen | 46.66 | 64.1 | | blanket | 19.82 | 25.06 | | sculpture | 58.1 | 69.89 | | hood | 54.97 | 60.27 | | sconce | 35.52 | 42.19 | | vase | 36.03 | 47.32 | | traffic light | 30.56 | 49.57 | | tray | 14.55 | 25.97 | | ashcan | 41.09 | 54.13 | | fan | 54.02 | 76.96 | | pier | 32.41 | 38.23 | | crt screen | 4.55 | 9.64 | | plate | 51.88 | 65.21 | | monitor | 23.98 | 29.1 | | bulletin board | 44.42 | 54.75 | | shower | 1.95 | 3.37 | | radiator | 54.97 | 62.32 | | glass | 20.15 | 22.26 | | clock | 33.57 | 41.58 | | flag | 53.82 | 66.93 | +---------------------+-------+-------+ 2023-11-13 20:16:24,739 - mmseg - INFO - Summary: 2023-11-13 20:16:24,739 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.37 | 45.91 | 57.19 | +-------+-------+-------+ 2023-11-13 20:16:24,740 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:16:24,740 - mmseg - INFO - Iter(val) [250] aAcc: 0.8037, mIoU: 0.4591, mAcc: 0.5719, IoU.wall: 0.7243, IoU.building: 0.7822, IoU.sky: 0.9078, IoU.floor: 0.7681, IoU.tree: 0.6856, IoU.ceiling: 0.7987, IoU.road: 0.8043, IoU.bed : 0.8551, IoU.windowpane: 0.5643, IoU.grass: 0.6533, IoU.cabinet: 0.5735, IoU.sidewalk: 0.5999, IoU.person: 0.7755, IoU.earth: 0.3523, IoU.door: 0.4336, IoU.table: 0.5609, IoU.mountain: 0.5340, IoU.plant: 0.4906, IoU.curtain: 0.6692, IoU.chair: 0.5388, IoU.car: 0.8016, IoU.water: 0.5509, IoU.painting: 0.6406, IoU.sofa: 0.6314, IoU.shelf: 0.3577, IoU.house: 0.2685, IoU.sea: 0.5953, IoU.mirror: 0.5393, IoU.rug: 0.5716, IoU.field: 0.3002, IoU.armchair: 0.4309, IoU.seat: 0.6067, IoU.fence: 0.3638, IoU.desk: 0.4007, IoU.rock: 0.4549, IoU.wardrobe: 0.4147, IoU.lamp: 0.5724, IoU.bathtub: 0.7305, IoU.railing: 0.3621, IoU.cushion: 0.5703, IoU.base: 0.2230, IoU.box: 0.2574, IoU.column: 0.3855, IoU.signboard: 0.3227, IoU.chest of drawers: 0.3500, IoU.counter: 0.3739, IoU.sand: 0.4785, IoU.sink: 0.6903, IoU.skyscraper: 0.4322, IoU.fireplace: 0.6886, IoU.refrigerator: 0.6100, IoU.grandstand: 0.5071, IoU.path: 0.1684, IoU.stairs: 0.3715, IoU.runway: 0.6564, IoU.case: 0.5004, IoU.pool table: 0.8801, IoU.pillow: 0.4838, IoU.screen door: 0.5797, IoU.stairway: 0.4429, IoU.river: 0.1550, IoU.bridge: 0.3746, IoU.bookcase: 0.2574, IoU.blind: 0.3532, IoU.coffee table: 0.6168, IoU.toilet: 0.7834, IoU.flower: 0.3973, IoU.book: 0.4662, IoU.hill: 0.0383, IoU.bench: 0.5170, IoU.countertop: 0.5164, IoU.stove: 0.6925, IoU.palm: 0.4692, IoU.kitchen island: 0.3984, IoU.computer: 0.7171, IoU.swivel chair: 0.4258, IoU.boat: 0.6131, IoU.bar: 0.4453, IoU.arcade machine: 0.4086, IoU.hovel: 0.2607, IoU.bus: 0.8642, IoU.towel: 0.6351, IoU.light: 0.2490, IoU.truck: 0.4364, IoU.tower: 0.1229, IoU.chandelier: 0.5750, IoU.awning: 0.2441, IoU.streetlight: 0.2150, IoU.booth: 0.2971, IoU.television receiver: 0.6460, IoU.airplane: 0.6750, IoU.dirt track: 0.0246, IoU.apparel: 0.4600, IoU.pole: 0.1503, IoU.land: 0.0035, IoU.bannister: 0.0825, IoU.escalator: 0.4796, IoU.ottoman: 0.3786, IoU.bottle: 0.4400, IoU.buffet: 0.3222, IoU.poster: 0.1726, IoU.stage: 0.1400, IoU.van: 0.1974, IoU.ship: 0.0965, IoU.fountain: 0.1779, IoU.conveyer belt: 0.7289, IoU.canopy: 0.3943, IoU.washer: 0.7093, IoU.plaything: 0.3006, IoU.swimming pool: 0.4805, IoU.stool: 0.3346, IoU.barrel: 0.5253, IoU.basket: 0.3480, IoU.waterfall: 0.4972, IoU.tent: 0.8567, IoU.bag: 0.1813, IoU.minibike: 0.6861, IoU.cradle: 0.7900, IoU.oven: 0.4555, IoU.ball: 0.4750, IoU.food: 0.5915, IoU.step: 0.0661, IoU.tank: 0.4950, IoU.trade name: 0.1548, IoU.microwave: 0.6562, IoU.pot: 0.4213, IoU.animal: 0.6467, IoU.bicycle: 0.5402, IoU.lake: 0.3098, IoU.dishwasher: 0.4557, IoU.screen: 0.4666, IoU.blanket: 0.1982, IoU.sculpture: 0.5810, IoU.hood: 0.5497, IoU.sconce: 0.3552, IoU.vase: 0.3603, IoU.traffic light: 0.3056, IoU.tray: 0.1455, IoU.ashcan: 0.4109, IoU.fan: 0.5402, IoU.pier: 0.3241, IoU.crt screen: 0.0455, IoU.plate: 0.5188, IoU.monitor: 0.2398, IoU.bulletin board: 0.4442, IoU.shower: 0.0195, IoU.radiator: 0.5497, IoU.glass: 0.2015, IoU.clock: 0.3357, IoU.flag: 0.5382, Acc.wall: 0.8499, Acc.building: 0.9363, Acc.sky: 0.9510, Acc.floor: 0.8989, Acc.tree: 0.8130, Acc.ceiling: 0.9030, Acc.road: 0.8833, Acc.bed : 0.9497, Acc.windowpane: 0.7350, Acc.grass: 0.8182, Acc.cabinet: 0.7623, Acc.sidewalk: 0.7733, Acc.person: 0.9124, Acc.earth: 0.4973, Acc.door: 0.5241, Acc.table: 0.7098, Acc.mountain: 0.7170, Acc.plant: 0.6119, Acc.curtain: 0.7778, Acc.chair: 0.6631, Acc.car: 0.9265, Acc.water: 0.7086, Acc.painting: 0.8083, Acc.sofa: 0.7478, Acc.shelf: 0.4874, Acc.house: 0.3228, Acc.sea: 0.8148, Acc.mirror: 0.7130, Acc.rug: 0.6460, Acc.field: 0.4701, Acc.armchair: 0.6395, Acc.seat: 0.8341, Acc.fence: 0.4640, Acc.desk: 0.6196, Acc.rock: 0.5604, Acc.wardrobe: 0.4909, Acc.lamp: 0.7590, Acc.bathtub: 0.8373, Acc.railing: 0.4843, Acc.cushion: 0.7347, Acc.base: 0.2983, Acc.box: 0.3331, Acc.column: 0.4478, Acc.signboard: 0.4162, Acc.chest of drawers: 0.4931, Acc.counter: 0.5194, Acc.sand: 0.5661, Acc.sink: 0.7559, Acc.skyscraper: 0.5509, Acc.fireplace: 0.8657, Acc.refrigerator: 0.7881, Acc.grandstand: 0.7687, Acc.path: 0.2359, Acc.stairs: 0.4478, Acc.runway: 0.8790, Acc.case: 0.6231, Acc.pool table: 0.9335, Acc.pillow: 0.5532, Acc.screen door: 0.6639, Acc.stairway: 0.5533, Acc.river: 0.2560, Acc.bridge: 0.4589, Acc.bookcase: 0.3676, Acc.blind: 0.4046, Acc.coffee table: 0.8139, Acc.toilet: 0.9084, Acc.flower: 0.5945, Acc.book: 0.7575, Acc.hill: 0.0525, Acc.bench: 0.5937, Acc.countertop: 0.6513, Acc.stove: 0.7693, Acc.palm: 0.6187, Acc.kitchen island: 0.6227, Acc.computer: 0.8390, Acc.swivel chair: 0.5711, Acc.boat: 0.7823, Acc.bar: 0.5631, Acc.arcade machine: 0.5077, Acc.hovel: 0.2871, Acc.bus: 0.9481, Acc.towel: 0.7614, Acc.light: 0.2677, Acc.truck: 0.5276, Acc.tower: 0.1743, Acc.chandelier: 0.6340, Acc.awning: 0.2857, Acc.streetlight: 0.2754, Acc.booth: 0.3420, Acc.television receiver: 0.7778, Acc.airplane: 0.8013, Acc.dirt track: 0.0288, Acc.apparel: 0.6406, Acc.pole: 0.1701, Acc.land: 0.0050, Acc.bannister: 0.1243, Acc.escalator: 0.6247, Acc.ottoman: 0.4977, Acc.bottle: 0.6408, Acc.buffet: 0.3885, Acc.poster: 0.2043, Acc.stage: 0.2616, Acc.van: 0.2365, Acc.ship: 0.1135, Acc.fountain: 0.1838, Acc.conveyer belt: 0.8862, Acc.canopy: 0.4985, Acc.washer: 0.7920, Acc.plaything: 0.4201, Acc.swimming pool: 0.7962, Acc.stool: 0.5142, Acc.barrel: 0.8562, Acc.basket: 0.4960, Acc.waterfall: 0.6181, Acc.tent: 0.9694, Acc.bag: 0.2109, Acc.minibike: 0.8585, Acc.cradle: 0.9568, Acc.oven: 0.6030, Acc.ball: 0.5690, Acc.food: 0.6595, Acc.step: 0.0892, Acc.tank: 0.5493, Acc.trade name: 0.1633, Acc.microwave: 0.7155, Acc.pot: 0.4763, Acc.animal: 0.7053, Acc.bicycle: 0.6695, Acc.lake: 0.3382, Acc.dishwasher: 0.4930, Acc.screen: 0.6410, Acc.blanket: 0.2506, Acc.sculpture: 0.6989, Acc.hood: 0.6027, Acc.sconce: 0.4219, Acc.vase: 0.4732, Acc.traffic light: 0.4957, Acc.tray: 0.2597, Acc.ashcan: 0.5413, Acc.fan: 0.7696, Acc.pier: 0.3823, Acc.crt screen: 0.0964, Acc.plate: 0.6521, Acc.monitor: 0.2910, Acc.bulletin board: 0.5475, Acc.shower: 0.0337, Acc.radiator: 0.6232, Acc.glass: 0.2226, Acc.clock: 0.4158, Acc.flag: 0.6693 2023-11-13 20:16:30,161 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:38:01, time: 0.425, data_time: 0.320, memory: 4324, decode.loss_ce: 0.5518, decode.acc_seg: 79.3027, loss: 0.5518 2023-11-13 20:16:35,580 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:37:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5566, decode.acc_seg: 78.4730, loss: 0.5566 2023-11-13 20:16:41,004 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:37:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5685, decode.acc_seg: 78.7032, loss: 0.5685 2023-11-13 20:16:46,430 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:37:43, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5468, decode.acc_seg: 79.0265, loss: 0.5468 2023-11-13 20:16:54,055 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:37:39, time: 0.153, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5526, decode.acc_seg: 79.2296, loss: 0.5526 2023-11-13 20:16:59,481 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:37:33, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5574, decode.acc_seg: 78.6591, loss: 0.5574 2023-11-13 20:17:04,907 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:37:27, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5654, decode.acc_seg: 78.5893, loss: 0.5654 2023-11-13 20:17:10,362 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:37:21, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5415, decode.acc_seg: 79.0009, loss: 0.5415 2023-11-13 20:17:15,795 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:37:15, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5401, decode.acc_seg: 78.7530, loss: 0.5401 2023-11-13 20:17:21,226 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:37:09, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5844, decode.acc_seg: 78.0253, loss: 0.5844 2023-11-13 20:17:26,660 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:37:03, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5626, decode.acc_seg: 78.8314, loss: 0.5626 2023-11-13 20:17:32,085 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:36:57, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5762, decode.acc_seg: 78.3291, loss: 0.5762 2023-11-13 20:17:37,506 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:36:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5537, decode.acc_seg: 79.0783, loss: 0.5537 2023-11-13 20:17:42,942 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:36:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5603, decode.acc_seg: 78.5764, loss: 0.5603 2023-11-13 20:17:48,367 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:36:39, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5585, decode.acc_seg: 78.3351, loss: 0.5585 2023-11-13 20:17:53,798 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:36:34, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5679, decode.acc_seg: 78.4606, loss: 0.5679 2023-11-13 20:17:59,226 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:36:28, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5468, decode.acc_seg: 78.4591, loss: 0.5468 2023-11-13 20:18:04,647 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:36:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5559, decode.acc_seg: 78.5999, loss: 0.5559 2023-11-13 20:18:10,081 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:36:16, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.4981, decode.acc_seg: 80.2943, loss: 0.4981 2023-11-13 20:18:15,510 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:18:15,511 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:36:10, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5370, decode.acc_seg: 79.1921, loss: 0.5370 2023-11-13 20:18:20,934 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:36:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5503, decode.acc_seg: 78.6233, loss: 0.5503 2023-11-13 20:18:26,354 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:35:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5521, decode.acc_seg: 78.7741, loss: 0.5521 2023-11-13 20:18:31,785 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:35:52, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5432, decode.acc_seg: 79.3285, loss: 0.5432 2023-11-13 20:18:37,215 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:35:46, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5460, decode.acc_seg: 79.5781, loss: 0.5460 2023-11-13 20:18:42,645 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:35:40, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5589, decode.acc_seg: 78.9329, loss: 0.5589 2023-11-13 20:18:48,074 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:35:34, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5194, decode.acc_seg: 79.8950, loss: 0.5194 2023-11-13 20:18:53,498 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:35:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5731, decode.acc_seg: 78.3923, loss: 0.5731 2023-11-13 20:18:58,929 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:35:22, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5562, decode.acc_seg: 79.2819, loss: 0.5562 2023-11-13 20:19:04,361 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:35:16, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5579, decode.acc_seg: 78.5007, loss: 0.5579 2023-11-13 20:19:12,120 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:35:12, time: 0.155, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5500, decode.acc_seg: 78.5389, loss: 0.5500 2023-11-13 20:19:17,550 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:35:06, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5389, decode.acc_seg: 79.5072, loss: 0.5389 2023-11-13 20:19:22,964 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:35:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5670, decode.acc_seg: 78.5005, loss: 0.5670 2023-11-13 20:19:28,383 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:34:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5592, decode.acc_seg: 78.3235, loss: 0.5592 2023-11-13 20:19:33,798 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:34:48, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5573, decode.acc_seg: 78.5408, loss: 0.5573 2023-11-13 20:19:39,216 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:34:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5310, decode.acc_seg: 79.4159, loss: 0.5310 2023-11-13 20:19:44,634 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:34:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5486, decode.acc_seg: 78.8514, loss: 0.5486 2023-11-13 20:19:50,050 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:34:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5422, decode.acc_seg: 78.9473, loss: 0.5422 2023-11-13 20:19:55,478 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:34:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5145, decode.acc_seg: 80.1223, loss: 0.5145 2023-11-13 20:20:00,893 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:34:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5421, decode.acc_seg: 78.8873, loss: 0.5421 2023-11-13 20:20:06,309 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:20:06,309 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:34:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5711, decode.acc_seg: 78.4965, loss: 0.5711 2023-11-13 20:20:11,728 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:34:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5428, decode.acc_seg: 79.6146, loss: 0.5428 2023-11-13 20:20:17,147 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:34:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5576, decode.acc_seg: 78.6596, loss: 0.5576 2023-11-13 20:20:22,559 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:33:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5689, decode.acc_seg: 78.1725, loss: 0.5689 2023-11-13 20:20:27,979 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:33:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5617, decode.acc_seg: 78.9116, loss: 0.5617 2023-11-13 20:20:33,399 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:33:43, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5458, decode.acc_seg: 78.6916, loss: 0.5458 2023-11-13 20:20:38,821 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:33:37, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5330, decode.acc_seg: 79.5612, loss: 0.5330 2023-11-13 20:20:44,239 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:33:31, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5661, decode.acc_seg: 77.8928, loss: 0.5661 2023-11-13 20:20:49,665 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:33:25, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5751, decode.acc_seg: 78.2881, loss: 0.5751 2023-11-13 20:20:55,084 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:33:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5548, decode.acc_seg: 78.6683, loss: 0.5548 2023-11-13 20:21:00,507 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:33:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5685, decode.acc_seg: 78.1204, loss: 0.5685 2023-11-13 20:21:05,932 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:33:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5761, decode.acc_seg: 77.7929, loss: 0.5761 2023-11-13 20:21:11,363 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:33:02, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5394, decode.acc_seg: 79.1642, loss: 0.5394 2023-11-13 20:21:16,775 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:32:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5438, decode.acc_seg: 79.0813, loss: 0.5438 2023-11-13 20:21:22,189 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:32:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5580, decode.acc_seg: 79.6148, loss: 0.5580 2023-11-13 20:21:29,810 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:32:46, time: 0.152, data_time: 0.046, memory: 4324, decode.loss_ce: 0.5547, decode.acc_seg: 78.4628, loss: 0.5547 2023-11-13 20:21:35,229 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:32:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5390, decode.acc_seg: 79.6509, loss: 0.5390 2023-11-13 20:21:40,646 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:32:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5985, decode.acc_seg: 77.5597, loss: 0.5985 2023-11-13 20:21:46,074 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:32:28, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5293, decode.acc_seg: 79.9519, loss: 0.5293 2023-11-13 20:21:51,487 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:32:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5131, decode.acc_seg: 80.0399, loss: 0.5131 2023-11-13 20:21:56,925 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:21:56,932 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:32:16, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5124, decode.acc_seg: 79.9615, loss: 0.5124 2023-11-13 20:22:02,355 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:32:10, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5608, decode.acc_seg: 78.9770, loss: 0.5608 2023-11-13 20:22:07,772 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:32:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5361, decode.acc_seg: 80.0485, loss: 0.5361 2023-11-13 20:22:13,195 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:31:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5469, decode.acc_seg: 78.8825, loss: 0.5469 2023-11-13 20:22:18,611 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:31:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5505, decode.acc_seg: 79.5840, loss: 0.5505 2023-11-13 20:22:24,031 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:31:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5729, decode.acc_seg: 77.9159, loss: 0.5729 2023-11-13 20:22:29,451 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:31:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5657, decode.acc_seg: 78.7388, loss: 0.5657 2023-11-13 20:22:34,863 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:31:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5187, decode.acc_seg: 79.7730, loss: 0.5187 2023-11-13 20:22:40,287 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:31:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5183, decode.acc_seg: 79.9250, loss: 0.5183 2023-11-13 20:22:45,706 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:31:23, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5698, decode.acc_seg: 78.8449, loss: 0.5698 2023-11-13 20:22:51,129 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:31:17, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5877, decode.acc_seg: 77.6706, loss: 0.5877 2023-11-13 20:22:56,552 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:31:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5611, decode.acc_seg: 78.6186, loss: 0.5611 2023-11-13 20:23:01,970 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:31:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5468, decode.acc_seg: 78.4778, loss: 0.5468 2023-11-13 20:23:07,384 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:30:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5691, decode.acc_seg: 78.4542, loss: 0.5691 2023-11-13 20:23:12,808 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:30:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5560, decode.acc_seg: 78.4890, loss: 0.5560 2023-11-13 20:23:18,237 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:30:48, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5371, decode.acc_seg: 79.7672, loss: 0.5371 2023-11-13 20:23:23,667 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:30:42, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5507, decode.acc_seg: 78.6472, loss: 0.5507 2023-11-13 20:23:29,088 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:30:36, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5661, decode.acc_seg: 77.9942, loss: 0.5661 2023-11-13 20:23:34,525 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:30:30, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5550, decode.acc_seg: 78.7034, loss: 0.5550 2023-11-13 20:23:39,943 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:30:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5466, decode.acc_seg: 79.1255, loss: 0.5466 2023-11-13 20:23:47,572 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:23:47,572 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:30:20, time: 0.153, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5410, decode.acc_seg: 79.0614, loss: 0.5410 2023-11-13 20:23:52,992 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:30:14, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5310, decode.acc_seg: 79.7681, loss: 0.5310 2023-11-13 20:23:58,407 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:30:08, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5338, decode.acc_seg: 79.3559, loss: 0.5338 2023-11-13 20:24:03,823 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:30:02, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5442, decode.acc_seg: 79.1205, loss: 0.5442 2023-11-13 20:24:09,242 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:29:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5251, decode.acc_seg: 80.1935, loss: 0.5251 2023-11-13 20:24:14,653 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:29:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5565, decode.acc_seg: 79.2206, loss: 0.5565 2023-11-13 20:24:20,072 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:29:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5507, decode.acc_seg: 78.4304, loss: 0.5507 2023-11-13 20:24:25,492 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:29:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5499, decode.acc_seg: 79.0218, loss: 0.5499 2023-11-13 20:24:30,905 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:29:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5556, decode.acc_seg: 78.6902, loss: 0.5556 2023-11-13 20:24:36,325 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:29:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5345, decode.acc_seg: 79.1192, loss: 0.5345 2023-11-13 20:24:41,741 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:29:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5462, decode.acc_seg: 78.6275, loss: 0.5462 2023-11-13 20:24:47,160 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:29:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5472, decode.acc_seg: 78.6982, loss: 0.5472 2023-11-13 20:24:52,574 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:29:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5709, decode.acc_seg: 78.5158, loss: 0.5709 2023-11-13 20:24:57,991 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:29:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5400, decode.acc_seg: 78.7625, loss: 0.5400 2023-11-13 20:25:03,411 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:28:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5078, decode.acc_seg: 80.1060, loss: 0.5078 2023-11-13 20:25:08,827 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:28:52, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5382, decode.acc_seg: 79.5278, loss: 0.5382 2023-11-13 20:25:14,244 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:28:46, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5320, decode.acc_seg: 79.2080, loss: 0.5320 2023-11-13 20:25:19,656 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:28:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5404, decode.acc_seg: 78.6650, loss: 0.5404 2023-11-13 20:25:25,082 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:28:35, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5496, decode.acc_seg: 79.0944, loss: 0.5496 2023-11-13 20:25:30,500 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:28:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5572, decode.acc_seg: 78.2807, loss: 0.5572 2023-11-13 20:25:35,920 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:25:35,920 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:28:23, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5861, decode.acc_seg: 78.2769, loss: 0.5861 2023-11-13 20:25:41,334 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:28:17, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5635, decode.acc_seg: 78.7379, loss: 0.5635 2023-11-13 20:25:46,756 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:28:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5399, decode.acc_seg: 78.9956, loss: 0.5399 2023-11-13 20:25:52,172 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:28:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5683, decode.acc_seg: 78.4104, loss: 0.5683 2023-11-13 20:25:57,590 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:28:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5298, decode.acc_seg: 79.7292, loss: 0.5298 2023-11-13 20:26:03,004 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:27:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5600, decode.acc_seg: 78.8371, loss: 0.5600 2023-11-13 20:26:10,644 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:27:49, time: 0.153, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5330, decode.acc_seg: 79.4369, loss: 0.5330 2023-11-13 20:26:16,065 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:27:43, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5406, decode.acc_seg: 79.3041, loss: 0.5406 2023-11-13 20:26:21,477 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:27:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5557, decode.acc_seg: 78.8607, loss: 0.5557 2023-11-13 20:26:26,910 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:27:32, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5386, decode.acc_seg: 79.2013, loss: 0.5386 2023-11-13 20:26:32,325 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:27:26, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5251, decode.acc_seg: 79.7577, loss: 0.5251 2023-11-13 20:26:37,738 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:27:20, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5203, decode.acc_seg: 79.8366, loss: 0.5203 2023-11-13 20:26:43,153 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:27:14, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5382, decode.acc_seg: 79.4859, loss: 0.5382 2023-11-13 20:26:48,575 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:27:08, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5344, decode.acc_seg: 79.1737, loss: 0.5344 2023-11-13 20:26:53,990 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:27:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5210, decode.acc_seg: 79.8720, loss: 0.5210 2023-11-13 20:26:59,406 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:26:57, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5417, decode.acc_seg: 79.5423, loss: 0.5417 2023-11-13 20:27:04,823 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:26:51, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5467, decode.acc_seg: 79.2399, loss: 0.5467 2023-11-13 20:27:10,242 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:26:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5609, decode.acc_seg: 78.6090, loss: 0.5609 2023-11-13 20:27:15,660 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:26:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5355, decode.acc_seg: 79.2336, loss: 0.5355 2023-11-13 20:27:21,075 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:26:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5724, decode.acc_seg: 78.1505, loss: 0.5724 2023-11-13 20:27:26,496 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:27:26,496 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:26:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5362, decode.acc_seg: 78.7490, loss: 0.5362 2023-11-13 20:27:31,911 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:26:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5599, decode.acc_seg: 78.3381, loss: 0.5599 2023-11-13 20:27:37,328 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:26:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5494, decode.acc_seg: 78.7683, loss: 0.5494 2023-11-13 20:27:42,757 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:26:10, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5513, decode.acc_seg: 79.2583, loss: 0.5513 2023-11-13 20:27:48,168 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:26:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5175, decode.acc_seg: 80.0960, loss: 0.5175 2023-11-13 20:27:53,579 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:25:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5612, decode.acc_seg: 78.2834, loss: 0.5612 2023-11-13 20:27:58,989 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:25:53, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5719, decode.acc_seg: 77.8595, loss: 0.5719 2023-11-13 20:28:04,413 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:25:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5483, decode.acc_seg: 78.9979, loss: 0.5483 2023-11-13 20:28:09,834 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:25:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5268, decode.acc_seg: 80.1099, loss: 0.5268 2023-11-13 20:28:15,250 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:25:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5712, decode.acc_seg: 78.7013, loss: 0.5712 2023-11-13 20:28:20,664 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:25:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5478, decode.acc_seg: 78.7805, loss: 0.5478 2023-11-13 20:28:28,362 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:25:25, time: 0.154, data_time: 0.050, memory: 4324, decode.loss_ce: 0.5190, decode.acc_seg: 79.8768, loss: 0.5190 2023-11-13 20:28:33,787 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:25:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5266, decode.acc_seg: 79.9665, loss: 0.5266 2023-11-13 20:28:39,209 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:25:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5252, decode.acc_seg: 79.6635, loss: 0.5252 2023-11-13 20:28:44,629 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:25:08, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5400, decode.acc_seg: 79.4572, loss: 0.5400 2023-11-13 20:28:50,058 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:25:02, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5581, decode.acc_seg: 79.0260, loss: 0.5581 2023-11-13 20:28:55,481 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:24:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5279, decode.acc_seg: 80.2199, loss: 0.5279 2023-11-13 20:29:00,898 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:24:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5531, decode.acc_seg: 79.0980, loss: 0.5531 2023-11-13 20:29:06,315 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:24:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5408, decode.acc_seg: 78.9481, loss: 0.5408 2023-11-13 20:29:11,738 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:24:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5382, decode.acc_seg: 79.5891, loss: 0.5382 2023-11-13 20:29:17,166 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:29:17,166 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:24:33, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5229, decode.acc_seg: 79.6360, loss: 0.5229 2023-11-13 20:29:22,582 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:24:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5450, decode.acc_seg: 78.4844, loss: 0.5450 2023-11-13 20:29:28,002 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:24:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5483, decode.acc_seg: 79.3507, loss: 0.5483 2023-11-13 20:29:33,418 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:24:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5727, decode.acc_seg: 78.4242, loss: 0.5727 2023-11-13 20:29:38,840 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:24:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5390, decode.acc_seg: 79.2785, loss: 0.5390 2023-11-13 20:29:44,258 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:24:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5572, decode.acc_seg: 78.6082, loss: 0.5572 2023-11-13 20:29:49,675 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:23:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5650, decode.acc_seg: 78.7333, loss: 0.5650 2023-11-13 20:29:55,098 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:23:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5300, decode.acc_seg: 79.4979, loss: 0.5300 2023-11-13 20:30:00,523 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:23:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5481, decode.acc_seg: 78.8269, loss: 0.5481 2023-11-13 20:30:05,940 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:23:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5260, decode.acc_seg: 79.6364, loss: 0.5260 2023-11-13 20:30:11,359 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:23:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5582, decode.acc_seg: 78.5787, loss: 0.5582 2023-11-13 20:30:16,777 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:23:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5334, decode.acc_seg: 79.6509, loss: 0.5334 2023-11-13 20:30:22,203 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:23:24, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5253, decode.acc_seg: 79.4795, loss: 0.5253 2023-11-13 20:30:27,624 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:23:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5302, decode.acc_seg: 79.7310, loss: 0.5302 2023-11-13 20:30:33,045 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:23:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5625, decode.acc_seg: 78.4407, loss: 0.5625 2023-11-13 20:30:38,466 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:23:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5403, decode.acc_seg: 79.5692, loss: 0.5403 2023-11-13 20:30:46,136 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:23:02, time: 0.153, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5792, decode.acc_seg: 77.9580, loss: 0.5792 2023-11-13 20:30:51,561 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:22:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5508, decode.acc_seg: 79.1029, loss: 0.5508 2023-11-13 20:30:56,975 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:22:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5325, decode.acc_seg: 79.6400, loss: 0.5325 2023-11-13 20:31:02,386 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:22:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5452, decode.acc_seg: 78.7445, loss: 0.5452 2023-11-13 20:31:07,799 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:31:07,799 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:22:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5542, decode.acc_seg: 78.2973, loss: 0.5542 2023-11-13 20:31:13,217 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:22:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5443, decode.acc_seg: 79.3482, loss: 0.5443 2023-11-13 20:31:18,642 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:22:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5544, decode.acc_seg: 78.8962, loss: 0.5544 2023-11-13 20:31:24,063 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:22:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5184, decode.acc_seg: 80.1732, loss: 0.5184 2023-11-13 20:31:29,473 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:22:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5592, decode.acc_seg: 78.8957, loss: 0.5592 2023-11-13 20:31:34,893 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:22:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5208, decode.acc_seg: 80.0286, loss: 0.5208 2023-11-13 20:31:40,314 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:22:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5436, decode.acc_seg: 78.8517, loss: 0.5436 2023-11-13 20:31:45,722 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:21:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5317, decode.acc_seg: 79.2007, loss: 0.5317 2023-11-13 20:31:51,137 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:21:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5328, decode.acc_seg: 79.3723, loss: 0.5328 2023-11-13 20:31:56,554 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:21:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5286, decode.acc_seg: 79.6841, loss: 0.5286 2023-11-13 20:32:01,970 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:21:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5396, decode.acc_seg: 79.3940, loss: 0.5396 2023-11-13 20:32:07,386 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:21:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5366, decode.acc_seg: 79.1030, loss: 0.5366 2023-11-13 20:32:12,800 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:21:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5486, decode.acc_seg: 79.0190, loss: 0.5486 2023-11-13 20:32:18,215 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:21:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5324, decode.acc_seg: 79.7983, loss: 0.5324 2023-11-13 20:32:23,633 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:21:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5608, decode.acc_seg: 78.6794, loss: 0.5608 2023-11-13 20:32:29,049 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:21:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5444, decode.acc_seg: 79.1458, loss: 0.5444 2023-11-13 20:32:34,467 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:21:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5293, decode.acc_seg: 79.6591, loss: 0.5293 2023-11-13 20:32:39,889 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:21:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5202, decode.acc_seg: 79.8383, loss: 0.5202 2023-11-13 20:32:45,300 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:20:55, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5345, decode.acc_seg: 79.9707, loss: 0.5345 2023-11-13 20:32:50,715 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:20:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5587, decode.acc_seg: 78.8573, loss: 0.5587 2023-11-13 20:32:56,126 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:32:56,129 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:20:43, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5415, decode.acc_seg: 79.2990, loss: 0.5415 2023-11-13 20:33:03,783 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:20:38, time: 0.153, data_time: 0.046, memory: 4324, decode.loss_ce: 0.5482, decode.acc_seg: 79.3830, loss: 0.5482 2023-11-13 20:33:09,217 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:20:33, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5251, decode.acc_seg: 79.5425, loss: 0.5251 2023-11-13 20:33:14,635 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:20:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5348, decode.acc_seg: 79.4513, loss: 0.5348 2023-11-13 20:33:20,051 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:20:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5496, decode.acc_seg: 78.9800, loss: 0.5496 2023-11-13 20:33:25,467 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:20:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5307, decode.acc_seg: 79.3841, loss: 0.5307 2023-11-13 20:33:30,882 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:20:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5224, decode.acc_seg: 79.7734, loss: 0.5224 2023-11-13 20:33:36,297 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:20:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5387, decode.acc_seg: 79.5075, loss: 0.5387 2023-11-13 20:33:41,728 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:19:58, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5381, decode.acc_seg: 79.2039, loss: 0.5381 2023-11-13 20:33:47,152 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:19:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5569, decode.acc_seg: 79.5509, loss: 0.5569 2023-11-13 20:33:52,564 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:19:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5250, decode.acc_seg: 79.3569, loss: 0.5250 2023-11-13 20:33:57,978 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:19:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5429, decode.acc_seg: 79.3850, loss: 0.5429 2023-11-13 20:34:03,394 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:19:35, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5780, decode.acc_seg: 77.8504, loss: 0.5780 2023-11-13 20:34:08,803 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:19:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5871, decode.acc_seg: 78.1048, loss: 0.5871 2023-11-13 20:34:14,221 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:19:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5607, decode.acc_seg: 78.4740, loss: 0.5607 2023-11-13 20:34:19,638 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:19:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5162, decode.acc_seg: 80.1155, loss: 0.5162 2023-11-13 20:34:25,059 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:19:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5009, decode.acc_seg: 80.9711, loss: 0.5009 2023-11-13 20:34:30,477 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:19:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5260, decode.acc_seg: 79.8645, loss: 0.5260 2023-11-13 20:34:35,902 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:19:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5421, decode.acc_seg: 79.1404, loss: 0.5421 2023-11-13 20:34:41,330 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:18:55, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5609, decode.acc_seg: 78.2029, loss: 0.5609 2023-11-13 20:34:46,709 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:34:46,770 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:34:46,770 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:18:49, time: 0.110, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5666, decode.acc_seg: 78.6518, loss: 0.5666 2023-11-13 20:35:02,898 - mmseg - INFO - per class results: 2023-11-13 20:35:02,904 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.51 | 84.5 | | building | 79.32 | 91.57 | | sky | 90.81 | 95.39 | | floor | 77.15 | 89.44 | | tree | 68.99 | 85.7 | | ceiling | 80.05 | 91.15 | | road | 81.1 | 89.23 | | bed | 86.11 | 94.84 | | windowpane | 56.23 | 73.4 | | grass | 64.8 | 85.92 | | cabinet | 57.33 | 68.5 | | sidewalk | 60.8 | 78.46 | | person | 78.02 | 90.15 | | earth | 33.79 | 45.84 | | door | 45.45 | 57.1 | | table | 56.15 | 68.93 | | mountain | 52.46 | 70.39 | | plant | 48.24 | 57.12 | | curtain | 66.76 | 79.68 | | chair | 54.5 | 69.86 | | car | 81.22 | 90.72 | | water | 53.96 | 70.46 | | painting | 63.55 | 82.09 | | sofa | 65.1 | 86.63 | | shelf | 38.37 | 56.99 | | house | 42.37 | 57.79 | | sea | 59.65 | 78.99 | | mirror | 54.69 | 69.21 | | rug | 57.08 | 64.71 | | field | 28.89 | 42.22 | | armchair | 42.37 | 55.73 | | seat | 60.66 | 81.87 | | fence | 38.55 | 49.43 | | desk | 42.49 | 64.91 | | rock | 48.76 | 73.48 | | wardrobe | 46.51 | 59.82 | | lamp | 58.25 | 70.38 | | bathtub | 73.56 | 81.67 | | railing | 35.59 | 48.12 | | cushion | 54.38 | 59.74 | | base | 20.78 | 27.45 | | box | 26.86 | 35.34 | | column | 40.7 | 49.11 | | signboard | 33.53 | 45.21 | | chest of drawers | 37.01 | 62.23 | | counter | 37.72 | 50.92 | | sand | 46.57 | 60.14 | | sink | 71.15 | 80.81 | | skyscraper | 44.61 | 63.05 | | fireplace | 68.81 | 84.84 | | refrigerator | 63.49 | 74.79 | | grandstand | 55.75 | 78.73 | | path | 17.26 | 25.46 | | stairs | 44.01 | 58.37 | | runway | 65.17 | 84.5 | | case | 51.08 | 61.47 | | pool table | 87.12 | 94.52 | | pillow | 55.8 | 68.0 | | screen door | 47.78 | 51.15 | | stairway | 34.25 | 36.99 | | river | 15.72 | 28.75 | | bridge | 43.96 | 55.6 | | bookcase | 23.89 | 29.32 | | blind | 35.25 | 40.63 | | coffee table | 60.55 | 84.39 | | toilet | 78.18 | 91.22 | | flower | 39.95 | 52.13 | | book | 48.73 | 75.6 | | hill | 1.36 | 1.48 | | bench | 53.27 | 67.27 | | countertop | 52.04 | 62.36 | | stove | 71.55 | 84.24 | | palm | 50.15 | 70.1 | | kitchen island | 39.47 | 76.54 | | computer | 72.42 | 86.31 | | swivel chair | 43.62 | 61.01 | | boat | 66.42 | 80.38 | | bar | 47.87 | 55.43 | | arcade machine | 41.9 | 53.28 | | hovel | 30.09 | 34.77 | | bus | 86.15 | 94.11 | | towel | 64.02 | 76.67 | | light | 34.39 | 39.99 | | truck | 41.78 | 57.15 | | tower | 16.35 | 25.51 | | chandelier | 65.01 | 79.41 | | awning | 26.96 | 34.85 | | streetlight | 21.78 | 28.07 | | booth | 34.95 | 45.18 | | television receiver | 64.78 | 72.23 | | airplane | 70.22 | 78.57 | | dirt track | 2.19 | 3.18 | | apparel | 45.89 | 59.54 | | pole | 20.55 | 26.36 | | land | 0.07 | 0.1 | | bannister | 7.06 | 10.22 | | escalator | 45.07 | 54.98 | | ottoman | 41.22 | 60.64 | | bottle | 43.08 | 63.64 | | buffet | 39.23 | 47.82 | | poster | 20.0 | 26.3 | | stage | 13.95 | 25.71 | | van | 35.94 | 44.99 | | ship | 10.29 | 11.39 | | fountain | 20.93 | 21.54 | | conveyer belt | 71.0 | 90.06 | | canopy | 41.21 | 48.08 | | washer | 70.47 | 75.86 | | plaything | 28.94 | 46.68 | | swimming pool | 50.89 | 69.21 | | stool | 36.97 | 52.59 | | barrel | 54.01 | 80.08 | | basket | 34.55 | 46.41 | | waterfall | 50.59 | 61.75 | | tent | 84.09 | 97.14 | | bag | 19.01 | 22.89 | | minibike | 67.3 | 86.1 | | cradle | 79.09 | 95.75 | | oven | 33.96 | 48.97 | | ball | 52.62 | 65.79 | | food | 61.88 | 76.06 | | step | 4.33 | 4.81 | | tank | 49.66 | 55.71 | | trade name | 11.65 | 12.02 | | microwave | 63.37 | 68.65 | | pot | 43.52 | 50.13 | | animal | 67.58 | 74.24 | | bicycle | 54.72 | 74.12 | | lake | 35.06 | 38.59 | | dishwasher | 45.26 | 56.3 | | screen | 47.74 | 66.91 | | blanket | 15.58 | 18.43 | | sculpture | 61.6 | 74.87 | | hood | 64.44 | 76.18 | | sconce | 38.53 | 52.44 | | vase | 37.03 | 56.69 | | traffic light | 31.68 | 50.14 | | tray | 12.93 | 18.69 | | ashcan | 42.93 | 57.84 | | fan | 52.61 | 75.45 | | pier | 30.63 | 38.71 | | crt screen | 4.81 | 13.24 | | plate | 52.82 | 66.77 | | monitor | 9.64 | 11.51 | | bulletin board | 39.63 | 44.13 | | shower | 1.15 | 7.13 | | radiator | 56.65 | 67.78 | | glass | 20.31 | 22.62 | | clock | 37.93 | 47.68 | | flag | 46.13 | 52.5 | +---------------------+-------+-------+ 2023-11-13 20:35:02,904 - mmseg - INFO - Summary: 2023-11-13 20:35:02,904 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.66 | 46.74 | 58.68 | +-------+-------+-------+ 2023-11-13 20:35:02,905 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:35:02,905 - mmseg - INFO - Iter(val) [250] aAcc: 0.8066, mIoU: 0.4674, mAcc: 0.5868, IoU.wall: 0.7251, IoU.building: 0.7932, IoU.sky: 0.9081, IoU.floor: 0.7715, IoU.tree: 0.6899, IoU.ceiling: 0.8005, IoU.road: 0.8110, IoU.bed : 0.8611, IoU.windowpane: 0.5623, IoU.grass: 0.6480, IoU.cabinet: 0.5733, IoU.sidewalk: 0.6080, IoU.person: 0.7802, IoU.earth: 0.3379, IoU.door: 0.4545, IoU.table: 0.5615, IoU.mountain: 0.5246, IoU.plant: 0.4824, IoU.curtain: 0.6676, IoU.chair: 0.5450, IoU.car: 0.8122, IoU.water: 0.5396, IoU.painting: 0.6355, IoU.sofa: 0.6510, IoU.shelf: 0.3837, IoU.house: 0.4237, IoU.sea: 0.5965, IoU.mirror: 0.5469, IoU.rug: 0.5708, IoU.field: 0.2889, IoU.armchair: 0.4237, IoU.seat: 0.6066, IoU.fence: 0.3855, IoU.desk: 0.4249, IoU.rock: 0.4876, IoU.wardrobe: 0.4651, IoU.lamp: 0.5825, IoU.bathtub: 0.7356, IoU.railing: 0.3559, IoU.cushion: 0.5438, IoU.base: 0.2078, IoU.box: 0.2686, IoU.column: 0.4070, IoU.signboard: 0.3353, IoU.chest of drawers: 0.3701, IoU.counter: 0.3772, IoU.sand: 0.4657, IoU.sink: 0.7115, IoU.skyscraper: 0.4461, IoU.fireplace: 0.6881, IoU.refrigerator: 0.6349, IoU.grandstand: 0.5575, IoU.path: 0.1726, IoU.stairs: 0.4401, IoU.runway: 0.6517, IoU.case: 0.5108, IoU.pool table: 0.8712, IoU.pillow: 0.5580, IoU.screen door: 0.4778, IoU.stairway: 0.3425, IoU.river: 0.1572, IoU.bridge: 0.4396, IoU.bookcase: 0.2389, IoU.blind: 0.3525, IoU.coffee table: 0.6055, IoU.toilet: 0.7818, IoU.flower: 0.3995, IoU.book: 0.4873, IoU.hill: 0.0136, IoU.bench: 0.5327, IoU.countertop: 0.5204, IoU.stove: 0.7155, IoU.palm: 0.5015, IoU.kitchen island: 0.3947, IoU.computer: 0.7242, IoU.swivel chair: 0.4362, IoU.boat: 0.6642, IoU.bar: 0.4787, IoU.arcade machine: 0.4190, IoU.hovel: 0.3009, IoU.bus: 0.8615, IoU.towel: 0.6402, IoU.light: 0.3439, IoU.truck: 0.4178, IoU.tower: 0.1635, IoU.chandelier: 0.6501, IoU.awning: 0.2696, IoU.streetlight: 0.2178, IoU.booth: 0.3495, IoU.television receiver: 0.6478, IoU.airplane: 0.7022, IoU.dirt track: 0.0219, IoU.apparel: 0.4589, IoU.pole: 0.2055, IoU.land: 0.0007, IoU.bannister: 0.0706, IoU.escalator: 0.4507, IoU.ottoman: 0.4122, IoU.bottle: 0.4308, IoU.buffet: 0.3923, IoU.poster: 0.2000, IoU.stage: 0.1395, IoU.van: 0.3594, IoU.ship: 0.1029, IoU.fountain: 0.2093, IoU.conveyer belt: 0.7100, IoU.canopy: 0.4121, IoU.washer: 0.7047, IoU.plaything: 0.2894, IoU.swimming pool: 0.5089, IoU.stool: 0.3697, IoU.barrel: 0.5401, IoU.basket: 0.3455, IoU.waterfall: 0.5059, IoU.tent: 0.8409, IoU.bag: 0.1901, IoU.minibike: 0.6730, IoU.cradle: 0.7909, IoU.oven: 0.3396, IoU.ball: 0.5262, IoU.food: 0.6188, IoU.step: 0.0433, IoU.tank: 0.4966, IoU.trade name: 0.1165, IoU.microwave: 0.6337, IoU.pot: 0.4352, IoU.animal: 0.6758, IoU.bicycle: 0.5472, IoU.lake: 0.3506, IoU.dishwasher: 0.4526, IoU.screen: 0.4774, IoU.blanket: 0.1558, IoU.sculpture: 0.6160, IoU.hood: 0.6444, IoU.sconce: 0.3853, IoU.vase: 0.3703, IoU.traffic light: 0.3168, IoU.tray: 0.1293, IoU.ashcan: 0.4293, IoU.fan: 0.5261, IoU.pier: 0.3063, IoU.crt screen: 0.0481, IoU.plate: 0.5282, IoU.monitor: 0.0964, IoU.bulletin board: 0.3963, IoU.shower: 0.0115, IoU.radiator: 0.5665, IoU.glass: 0.2031, IoU.clock: 0.3793, IoU.flag: 0.4613, Acc.wall: 0.8450, Acc.building: 0.9157, Acc.sky: 0.9539, Acc.floor: 0.8944, Acc.tree: 0.8570, Acc.ceiling: 0.9115, Acc.road: 0.8923, Acc.bed : 0.9484, Acc.windowpane: 0.7340, Acc.grass: 0.8592, Acc.cabinet: 0.6850, Acc.sidewalk: 0.7846, Acc.person: 0.9015, Acc.earth: 0.4584, Acc.door: 0.5710, Acc.table: 0.6893, Acc.mountain: 0.7039, Acc.plant: 0.5712, Acc.curtain: 0.7968, Acc.chair: 0.6986, Acc.car: 0.9072, Acc.water: 0.7046, Acc.painting: 0.8209, Acc.sofa: 0.8663, Acc.shelf: 0.5699, Acc.house: 0.5779, Acc.sea: 0.7899, Acc.mirror: 0.6921, Acc.rug: 0.6471, Acc.field: 0.4222, Acc.armchair: 0.5573, Acc.seat: 0.8187, Acc.fence: 0.4943, Acc.desk: 0.6491, Acc.rock: 0.7348, Acc.wardrobe: 0.5982, Acc.lamp: 0.7038, Acc.bathtub: 0.8167, Acc.railing: 0.4812, Acc.cushion: 0.5974, Acc.base: 0.2745, Acc.box: 0.3534, Acc.column: 0.4911, Acc.signboard: 0.4521, Acc.chest of drawers: 0.6223, Acc.counter: 0.5092, Acc.sand: 0.6014, Acc.sink: 0.8081, Acc.skyscraper: 0.6305, Acc.fireplace: 0.8484, Acc.refrigerator: 0.7479, Acc.grandstand: 0.7873, Acc.path: 0.2546, Acc.stairs: 0.5837, Acc.runway: 0.8450, Acc.case: 0.6147, Acc.pool table: 0.9452, Acc.pillow: 0.6800, Acc.screen door: 0.5115, Acc.stairway: 0.3699, Acc.river: 0.2875, Acc.bridge: 0.5560, Acc.bookcase: 0.2932, Acc.blind: 0.4063, Acc.coffee table: 0.8439, Acc.toilet: 0.9122, Acc.flower: 0.5213, Acc.book: 0.7560, Acc.hill: 0.0148, Acc.bench: 0.6727, Acc.countertop: 0.6236, Acc.stove: 0.8424, Acc.palm: 0.7010, Acc.kitchen island: 0.7654, Acc.computer: 0.8631, Acc.swivel chair: 0.6101, Acc.boat: 0.8038, Acc.bar: 0.5543, Acc.arcade machine: 0.5328, Acc.hovel: 0.3477, Acc.bus: 0.9411, Acc.towel: 0.7667, Acc.light: 0.3999, Acc.truck: 0.5715, Acc.tower: 0.2551, Acc.chandelier: 0.7941, Acc.awning: 0.3485, Acc.streetlight: 0.2807, Acc.booth: 0.4518, Acc.television receiver: 0.7223, Acc.airplane: 0.7857, Acc.dirt track: 0.0318, Acc.apparel: 0.5954, Acc.pole: 0.2636, Acc.land: 0.0010, Acc.bannister: 0.1022, Acc.escalator: 0.5498, Acc.ottoman: 0.6064, Acc.bottle: 0.6364, Acc.buffet: 0.4782, Acc.poster: 0.2630, Acc.stage: 0.2571, Acc.van: 0.4499, Acc.ship: 0.1139, Acc.fountain: 0.2154, Acc.conveyer belt: 0.9006, Acc.canopy: 0.4808, Acc.washer: 0.7586, Acc.plaything: 0.4668, Acc.swimming pool: 0.6921, Acc.stool: 0.5259, Acc.barrel: 0.8008, Acc.basket: 0.4641, Acc.waterfall: 0.6175, Acc.tent: 0.9714, Acc.bag: 0.2289, Acc.minibike: 0.8610, Acc.cradle: 0.9575, Acc.oven: 0.4897, Acc.ball: 0.6579, Acc.food: 0.7606, Acc.step: 0.0481, Acc.tank: 0.5571, Acc.trade name: 0.1202, Acc.microwave: 0.6865, Acc.pot: 0.5013, Acc.animal: 0.7424, Acc.bicycle: 0.7412, Acc.lake: 0.3859, Acc.dishwasher: 0.5630, Acc.screen: 0.6691, Acc.blanket: 0.1843, Acc.sculpture: 0.7487, Acc.hood: 0.7618, Acc.sconce: 0.5244, Acc.vase: 0.5669, Acc.traffic light: 0.5014, Acc.tray: 0.1869, Acc.ashcan: 0.5784, Acc.fan: 0.7545, Acc.pier: 0.3871, Acc.crt screen: 0.1324, Acc.plate: 0.6677, Acc.monitor: 0.1151, Acc.bulletin board: 0.4413, Acc.shower: 0.0713, Acc.radiator: 0.6778, Acc.glass: 0.2262, Acc.clock: 0.4768, Acc.flag: 0.5250 2023-11-13 20:35:08,326 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:18:49, time: 0.430, data_time: 0.325, memory: 4324, decode.loss_ce: 0.5119, decode.acc_seg: 80.0617, loss: 0.5119 2023-11-13 20:35:13,743 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:18:43, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5352, decode.acc_seg: 79.6071, loss: 0.5352 2023-11-13 20:35:19,164 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:18:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5577, decode.acc_seg: 78.8770, loss: 0.5577 2023-11-13 20:35:24,582 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:18:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5266, decode.acc_seg: 79.5436, loss: 0.5266 2023-11-13 20:35:30,011 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:18:26, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5270, decode.acc_seg: 79.7122, loss: 0.5270 2023-11-13 20:35:35,430 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:18:20, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5381, decode.acc_seg: 79.3180, loss: 0.5381 2023-11-13 20:35:43,119 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:18:15, time: 0.154, data_time: 0.049, memory: 4324, decode.loss_ce: 0.5330, decode.acc_seg: 79.8173, loss: 0.5330 2023-11-13 20:35:48,538 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:18:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5537, decode.acc_seg: 78.8867, loss: 0.5537 2023-11-13 20:35:53,968 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:18:04, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5448, decode.acc_seg: 79.3014, loss: 0.5448 2023-11-13 20:35:59,385 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:17:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5271, decode.acc_seg: 79.7975, loss: 0.5271 2023-11-13 20:36:04,805 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:17:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5310, decode.acc_seg: 79.7156, loss: 0.5310 2023-11-13 20:36:10,230 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:17:46, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5123, decode.acc_seg: 79.7994, loss: 0.5123 2023-11-13 20:36:15,646 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:17:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5220, decode.acc_seg: 79.4700, loss: 0.5220 2023-11-13 20:36:21,062 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:17:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5056, decode.acc_seg: 80.2148, loss: 0.5056 2023-11-13 20:36:26,478 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:17:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5353, decode.acc_seg: 79.4900, loss: 0.5353 2023-11-13 20:36:31,897 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:17:23, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5644, decode.acc_seg: 78.5700, loss: 0.5644 2023-11-13 20:36:37,330 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:17:18, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5167, decode.acc_seg: 79.9212, loss: 0.5167 2023-11-13 20:36:42,747 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:17:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5428, decode.acc_seg: 79.5572, loss: 0.5428 2023-11-13 20:36:48,166 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:17:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5095, decode.acc_seg: 80.0773, loss: 0.5095 2023-11-13 20:36:53,586 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:36:53,586 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:17:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5378, decode.acc_seg: 79.5394, loss: 0.5378 2023-11-13 20:36:58,999 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:16:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5368, decode.acc_seg: 79.1151, loss: 0.5368 2023-11-13 20:37:04,414 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:16:49, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5588, decode.acc_seg: 78.7700, loss: 0.5588 2023-11-13 20:37:09,852 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:16:43, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5363, decode.acc_seg: 79.4105, loss: 0.5363 2023-11-13 20:37:15,266 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:16:37, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5240, decode.acc_seg: 79.8972, loss: 0.5240 2023-11-13 20:37:20,690 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:16:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5423, decode.acc_seg: 79.5383, loss: 0.5423 2023-11-13 20:37:26,100 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:16:26, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5560, decode.acc_seg: 78.7276, loss: 0.5560 2023-11-13 20:37:31,518 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:16:20, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5426, decode.acc_seg: 79.2505, loss: 0.5426 2023-11-13 20:37:36,942 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:16:15, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5298, decode.acc_seg: 79.6616, loss: 0.5298 2023-11-13 20:37:42,363 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:16:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5351, decode.acc_seg: 78.9423, loss: 0.5351 2023-11-13 20:37:47,780 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:16:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5543, decode.acc_seg: 79.4673, loss: 0.5543 2023-11-13 20:37:53,195 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:15:57, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5326, decode.acc_seg: 79.0438, loss: 0.5326 2023-11-13 20:38:00,867 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:15:52, time: 0.153, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5366, decode.acc_seg: 79.2139, loss: 0.5366 2023-11-13 20:38:06,286 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:15:46, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5330, decode.acc_seg: 79.7700, loss: 0.5330 2023-11-13 20:38:11,702 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:15:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5604, decode.acc_seg: 78.6257, loss: 0.5604 2023-11-13 20:38:17,118 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:15:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5136, decode.acc_seg: 79.5360, loss: 0.5136 2023-11-13 20:38:22,530 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:15:29, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5131, decode.acc_seg: 80.2674, loss: 0.5131 2023-11-13 20:38:27,944 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:15:23, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5389, decode.acc_seg: 79.3228, loss: 0.5389 2023-11-13 20:38:33,369 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:15:18, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5494, decode.acc_seg: 79.4875, loss: 0.5494 2023-11-13 20:38:38,782 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:15:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5583, decode.acc_seg: 79.0176, loss: 0.5583 2023-11-13 20:38:44,191 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:38:44,191 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:15:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5193, decode.acc_seg: 80.1204, loss: 0.5193 2023-11-13 20:38:49,605 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:15:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5444, decode.acc_seg: 79.1153, loss: 0.5444 2023-11-13 20:38:55,046 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:14:55, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5190, decode.acc_seg: 79.9504, loss: 0.5190 2023-11-13 20:39:00,464 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:14:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5196, decode.acc_seg: 80.0082, loss: 0.5196 2023-11-13 20:39:05,876 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:14:43, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5372, decode.acc_seg: 79.6886, loss: 0.5372 2023-11-13 20:39:11,290 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:14:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5422, decode.acc_seg: 79.8305, loss: 0.5422 2023-11-13 20:39:16,713 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:14:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5296, decode.acc_seg: 79.5072, loss: 0.5296 2023-11-13 20:39:22,133 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:14:26, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5209, decode.acc_seg: 79.2629, loss: 0.5209 2023-11-13 20:39:27,547 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:14:20, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5415, decode.acc_seg: 79.5835, loss: 0.5415 2023-11-13 20:39:32,962 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:14:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5488, decode.acc_seg: 79.2759, loss: 0.5488 2023-11-13 20:39:38,378 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:14:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5430, decode.acc_seg: 78.9875, loss: 0.5430 2023-11-13 20:39:43,790 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:14:03, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5247, decode.acc_seg: 79.7708, loss: 0.5247 2023-11-13 20:39:49,210 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:13:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5254, decode.acc_seg: 79.6066, loss: 0.5254 2023-11-13 20:39:54,626 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:13:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5156, decode.acc_seg: 80.0373, loss: 0.5156 2023-11-13 20:40:00,048 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:13:46, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5712, decode.acc_seg: 78.5993, loss: 0.5712 2023-11-13 20:40:05,463 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:13:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5303, decode.acc_seg: 79.4259, loss: 0.5303 2023-11-13 20:40:10,877 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:13:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5241, decode.acc_seg: 79.5372, loss: 0.5241 2023-11-13 20:40:18,522 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:13:30, time: 0.153, data_time: 0.048, memory: 4324, decode.loss_ce: 0.5285, decode.acc_seg: 79.5886, loss: 0.5285 2023-11-13 20:40:23,946 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:13:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5372, decode.acc_seg: 79.2402, loss: 0.5372 2023-11-13 20:40:29,365 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:13:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5291, decode.acc_seg: 79.4549, loss: 0.5291 2023-11-13 20:40:34,780 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:40:34,786 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:13:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5510, decode.acc_seg: 78.4487, loss: 0.5510 2023-11-13 20:40:40,203 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:13:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5237, decode.acc_seg: 80.4420, loss: 0.5237 2023-11-13 20:40:45,616 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:13:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5477, decode.acc_seg: 79.5079, loss: 0.5477 2023-11-13 20:40:51,035 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:12:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5434, decode.acc_seg: 79.5843, loss: 0.5434 2023-11-13 20:40:56,450 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:12:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5497, decode.acc_seg: 78.5158, loss: 0.5497 2023-11-13 20:41:01,865 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:12:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5460, decode.acc_seg: 78.3671, loss: 0.5460 2023-11-13 20:41:07,288 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:12:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5475, decode.acc_seg: 79.0350, loss: 0.5475 2023-11-13 20:41:12,700 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5146, decode.acc_seg: 80.1462, loss: 0.5146 2023-11-13 20:41:18,130 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:12:27, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5243, decode.acc_seg: 80.0764, loss: 0.5243 2023-11-13 20:41:23,548 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:12:21, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5442, decode.acc_seg: 79.1282, loss: 0.5442 2023-11-13 20:41:28,972 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:12:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5222, decode.acc_seg: 79.6104, loss: 0.5222 2023-11-13 20:41:34,393 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:12:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5351, decode.acc_seg: 79.5946, loss: 0.5351 2023-11-13 20:41:39,815 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:12:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5446, decode.acc_seg: 79.4238, loss: 0.5446 2023-11-13 20:41:45,233 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:11:58, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5306, decode.acc_seg: 79.4786, loss: 0.5306 2023-11-13 20:41:50,650 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:11:52, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5205, decode.acc_seg: 79.9632, loss: 0.5205 2023-11-13 20:41:56,079 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:11:47, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5289, decode.acc_seg: 79.0466, loss: 0.5289 2023-11-13 20:42:01,502 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:11:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5117, decode.acc_seg: 80.1460, loss: 0.5117 2023-11-13 20:42:06,959 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:35, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5278, decode.acc_seg: 79.7130, loss: 0.5278 2023-11-13 20:42:12,387 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5411, decode.acc_seg: 79.8202, loss: 0.5411 2023-11-13 20:42:17,828 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:11:24, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5199, decode.acc_seg: 79.3250, loss: 0.5199 2023-11-13 20:42:23,263 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:42:23,264 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:11:18, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5529, decode.acc_seg: 78.9243, loss: 0.5529 2023-11-13 20:42:28,688 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:11:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5335, decode.acc_seg: 79.3772, loss: 0.5335 2023-11-13 20:42:34,104 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:11:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5309, decode.acc_seg: 80.0912, loss: 0.5309 2023-11-13 20:42:41,771 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:11:02, time: 0.153, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5270, decode.acc_seg: 79.7971, loss: 0.5270 2023-11-13 20:42:47,193 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:10:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5160, decode.acc_seg: 80.5760, loss: 0.5160 2023-11-13 20:42:52,610 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:10:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5281, decode.acc_seg: 79.8414, loss: 0.5281 2023-11-13 20:42:58,034 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:10:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5294, decode.acc_seg: 79.6048, loss: 0.5294 2023-11-13 20:43:03,472 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:39, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5270, decode.acc_seg: 79.3563, loss: 0.5270 2023-11-13 20:43:08,896 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5664, decode.acc_seg: 78.0649, loss: 0.5664 2023-11-13 20:43:14,314 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5651, decode.acc_seg: 78.3754, loss: 0.5651 2023-11-13 20:43:19,727 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:10:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5580, decode.acc_seg: 78.9181, loss: 0.5580 2023-11-13 20:43:25,157 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:10:16, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5359, decode.acc_seg: 79.4398, loss: 0.5359 2023-11-13 20:43:30,588 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:10:10, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5669, decode.acc_seg: 78.2307, loss: 0.5669 2023-11-13 20:43:36,014 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:10:05, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5311, decode.acc_seg: 79.6540, loss: 0.5311 2023-11-13 20:43:41,438 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:09:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5153, decode.acc_seg: 80.0924, loss: 0.5153 2023-11-13 20:43:46,863 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:53, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5500, decode.acc_seg: 79.4846, loss: 0.5500 2023-11-13 20:43:52,299 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:09:48, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5129, decode.acc_seg: 80.5167, loss: 0.5129 2023-11-13 20:43:57,726 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:42, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5266, decode.acc_seg: 80.2349, loss: 0.5266 2023-11-13 20:44:03,162 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:36, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5030, decode.acc_seg: 80.5028, loss: 0.5030 2023-11-13 20:44:08,585 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5343, decode.acc_seg: 79.2526, loss: 0.5343 2023-11-13 20:44:14,009 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:44:14,009 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:25, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5387, decode.acc_seg: 79.4715, loss: 0.5387 2023-11-13 20:44:19,442 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:09:19, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5260, decode.acc_seg: 79.6658, loss: 0.5260 2023-11-13 20:44:24,864 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:09:13, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5257, decode.acc_seg: 79.7156, loss: 0.5257 2023-11-13 20:44:30,289 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:09:08, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5498, decode.acc_seg: 79.2861, loss: 0.5498 2023-11-13 20:44:35,718 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:09:02, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5263, decode.acc_seg: 80.0525, loss: 0.5263 2023-11-13 20:44:41,141 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:08:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5029, decode.acc_seg: 80.6713, loss: 0.5029 2023-11-13 20:44:46,563 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:51, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5187, decode.acc_seg: 79.9681, loss: 0.5187 2023-11-13 20:44:51,997 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5528, decode.acc_seg: 78.4436, loss: 0.5528 2023-11-13 20:44:59,780 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:40, time: 0.156, data_time: 0.049, memory: 4324, decode.loss_ce: 0.5444, decode.acc_seg: 79.2865, loss: 0.5444 2023-11-13 20:45:05,205 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:34, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5072, decode.acc_seg: 80.4287, loss: 0.5072 2023-11-13 20:45:10,625 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5315, decode.acc_seg: 79.8324, loss: 0.5315 2023-11-13 20:45:16,053 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:23, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5130, decode.acc_seg: 80.4533, loss: 0.5130 2023-11-13 20:45:21,469 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:08:17, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5689, decode.acc_seg: 78.8587, loss: 0.5689 2023-11-13 20:45:26,888 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:08:11, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5388, decode.acc_seg: 79.4433, loss: 0.5388 2023-11-13 20:45:32,306 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:08:06, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5368, decode.acc_seg: 79.3665, loss: 0.5368 2023-11-13 20:45:37,723 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:08:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5359, decode.acc_seg: 79.6605, loss: 0.5359 2023-11-13 20:45:43,153 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:54, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5486, decode.acc_seg: 78.8865, loss: 0.5486 2023-11-13 20:45:48,574 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5208, decode.acc_seg: 80.1273, loss: 0.5208 2023-11-13 20:45:53,999 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:43, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5554, decode.acc_seg: 79.1765, loss: 0.5554 2023-11-13 20:45:59,414 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:37, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5192, decode.acc_seg: 80.3059, loss: 0.5192 2023-11-13 20:46:04,844 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:46:04,845 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:31, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5549, decode.acc_seg: 78.8038, loss: 0.5549 2023-11-13 20:46:10,266 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:26, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5436, decode.acc_seg: 78.9619, loss: 0.5436 2023-11-13 20:46:15,681 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:20, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5268, decode.acc_seg: 79.1058, loss: 0.5268 2023-11-13 20:46:21,111 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:07:14, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5285, decode.acc_seg: 79.5778, loss: 0.5285 2023-11-13 20:46:26,534 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:07:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5432, decode.acc_seg: 79.4941, loss: 0.5432 2023-11-13 20:46:31,962 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:07:03, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5173, decode.acc_seg: 79.7067, loss: 0.5173 2023-11-13 20:46:37,392 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:06:57, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5251, decode.acc_seg: 79.5329, loss: 0.5251 2023-11-13 20:46:42,806 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5198, decode.acc_seg: 79.9172, loss: 0.5198 2023-11-13 20:46:48,222 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:46, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5197, decode.acc_seg: 80.0641, loss: 0.5197 2023-11-13 20:46:53,642 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:40, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5739, decode.acc_seg: 78.2575, loss: 0.5739 2023-11-13 20:46:59,063 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:35, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5352, decode.acc_seg: 79.2768, loss: 0.5352 2023-11-13 20:47:04,496 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:29, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5226, decode.acc_seg: 79.7208, loss: 0.5226 2023-11-13 20:47:09,928 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:23, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5059, decode.acc_seg: 80.2834, loss: 0.5059 2023-11-13 20:47:17,572 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:18, time: 0.153, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5338, decode.acc_seg: 79.7109, loss: 0.5338 2023-11-13 20:47:22,996 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:06:12, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5410, decode.acc_seg: 79.2344, loss: 0.5410 2023-11-13 20:47:28,417 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:06:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5201, decode.acc_seg: 79.8662, loss: 0.5201 2023-11-13 20:47:33,839 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:06:01, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5477, decode.acc_seg: 79.1931, loss: 0.5477 2023-11-13 20:47:39,264 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:55, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5280, decode.acc_seg: 79.3180, loss: 0.5280 2023-11-13 20:47:44,683 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5333, decode.acc_seg: 79.2414, loss: 0.5333 2023-11-13 20:47:50,103 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:44, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5336, decode.acc_seg: 79.1024, loss: 0.5336 2023-11-13 20:47:55,519 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:47:55,520 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:38, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5257, decode.acc_seg: 79.6419, loss: 0.5257 2023-11-13 20:48:00,942 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:33, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5361, decode.acc_seg: 79.8214, loss: 0.5361 2023-11-13 20:48:06,364 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:27, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5290, decode.acc_seg: 79.2566, loss: 0.5290 2023-11-13 20:48:11,781 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:21, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5289, decode.acc_seg: 79.4031, loss: 0.5289 2023-11-13 20:48:17,205 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5283, decode.acc_seg: 80.0655, loss: 0.5283 2023-11-13 20:48:22,619 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:05:10, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5374, decode.acc_seg: 79.4738, loss: 0.5374 2023-11-13 20:48:28,042 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:05:04, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.4885, decode.acc_seg: 80.9418, loss: 0.4885 2023-11-13 20:48:33,466 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:59, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5411, decode.acc_seg: 79.2850, loss: 0.5411 2023-11-13 20:48:38,886 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:53, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5566, decode.acc_seg: 79.3037, loss: 0.5566 2023-11-13 20:48:44,307 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:47, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5423, decode.acc_seg: 79.1785, loss: 0.5423 2023-11-13 20:48:49,729 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:42, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5155, decode.acc_seg: 80.8086, loss: 0.5155 2023-11-13 20:48:55,158 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:36, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5160, decode.acc_seg: 80.3096, loss: 0.5160 2023-11-13 20:49:00,582 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:30, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5507, decode.acc_seg: 78.7407, loss: 0.5507 2023-11-13 20:49:06,000 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:25, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5328, decode.acc_seg: 78.7693, loss: 0.5328 2023-11-13 20:49:11,418 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:19, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5410, decode.acc_seg: 79.6667, loss: 0.5410 2023-11-13 20:49:16,844 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:13, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5336, decode.acc_seg: 79.4459, loss: 0.5336 2023-11-13 20:49:22,272 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:04:08, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5069, decode.acc_seg: 80.6912, loss: 0.5069 2023-11-13 20:49:27,694 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:04:02, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5308, decode.acc_seg: 80.0402, loss: 0.5308 2023-11-13 20:49:35,319 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:57, time: 0.152, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5421, decode.acc_seg: 79.4092, loss: 0.5421 2023-11-13 20:49:40,750 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:51, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5502, decode.acc_seg: 78.9002, loss: 0.5502 2023-11-13 20:49:46,164 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:49:46,164 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:45, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5216, decode.acc_seg: 79.8667, loss: 0.5216 2023-11-13 20:49:51,591 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:40, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5323, decode.acc_seg: 79.5592, loss: 0.5323 2023-11-13 20:49:57,022 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:34, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5056, decode.acc_seg: 80.4346, loss: 0.5056 2023-11-13 20:50:02,441 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5283, decode.acc_seg: 79.7838, loss: 0.5283 2023-11-13 20:50:07,859 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:23, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5166, decode.acc_seg: 80.1624, loss: 0.5166 2023-11-13 20:50:13,328 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:17, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5176, decode.acc_seg: 80.3703, loss: 0.5176 2023-11-13 20:50:18,775 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:11, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5185, decode.acc_seg: 80.4319, loss: 0.5185 2023-11-13 20:50:24,202 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:03:06, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5126, decode.acc_seg: 80.2456, loss: 0.5126 2023-11-13 20:50:29,619 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:03:00, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5359, decode.acc_seg: 79.5999, loss: 0.5359 2023-11-13 20:50:35,041 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:54, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5378, decode.acc_seg: 78.7814, loss: 0.5378 2023-11-13 20:50:40,466 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:49, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5180, decode.acc_seg: 80.3674, loss: 0.5180 2023-11-13 20:50:45,893 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:43, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5436, decode.acc_seg: 79.1868, loss: 0.5436 2023-11-13 20:50:51,310 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:37, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5224, decode.acc_seg: 79.7178, loss: 0.5224 2023-11-13 20:50:56,730 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:32, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5428, decode.acc_seg: 79.1034, loss: 0.5428 2023-11-13 20:51:02,155 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:26, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.4996, decode.acc_seg: 80.3302, loss: 0.4996 2023-11-13 20:51:07,579 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:20, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5354, decode.acc_seg: 79.5704, loss: 0.5354 2023-11-13 20:51:13,000 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:15, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5287, decode.acc_seg: 79.7070, loss: 0.5287 2023-11-13 20:51:18,418 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:09, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5492, decode.acc_seg: 78.5075, loss: 0.5492 2023-11-13 20:51:23,837 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:02:04, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5349, decode.acc_seg: 79.2195, loss: 0.5349 2023-11-13 20:51:29,256 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:58, time: 0.108, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5324, decode.acc_seg: 79.7990, loss: 0.5324 2023-11-13 20:51:34,676 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:51:34,676 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:52, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5317, decode.acc_seg: 79.7110, loss: 0.5317 2023-11-13 20:51:40,104 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:47, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5217, decode.acc_seg: 80.1989, loss: 0.5217 2023-11-13 20:51:45,523 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:41, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5430, decode.acc_seg: 79.0603, loss: 0.5430 2023-11-13 20:51:50,942 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:35, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5451, decode.acc_seg: 78.9292, loss: 0.5451 2023-11-13 20:51:58,620 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:30, time: 0.154, data_time: 0.047, memory: 4324, decode.loss_ce: 0.5255, decode.acc_seg: 79.3673, loss: 0.5255 2023-11-13 20:52:04,042 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:24, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5037, decode.acc_seg: 80.2325, loss: 0.5037 2023-11-13 20:52:09,464 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:18, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5486, decode.acc_seg: 78.8267, loss: 0.5486 2023-11-13 20:52:14,892 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:13, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5077, decode.acc_seg: 80.3984, loss: 0.5077 2023-11-13 20:52:20,313 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:07, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5184, decode.acc_seg: 79.6764, loss: 0.5184 2023-11-13 20:52:25,734 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:01:02, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.4956, decode.acc_seg: 81.1118, loss: 0.4956 2023-11-13 20:52:31,155 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:56, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5435, decode.acc_seg: 78.9664, loss: 0.5435 2023-11-13 20:52:36,575 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:50, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5198, decode.acc_seg: 79.8225, loss: 0.5198 2023-11-13 20:52:42,001 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:45, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5198, decode.acc_seg: 80.1338, loss: 0.5198 2023-11-13 20:52:47,424 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:39, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5150, decode.acc_seg: 79.9498, loss: 0.5150 2023-11-13 20:52:52,852 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:33, time: 0.109, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5665, decode.acc_seg: 78.9375, loss: 0.5665 2023-11-13 20:52:58,271 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:28, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5436, decode.acc_seg: 79.6495, loss: 0.5436 2023-11-13 20:53:03,689 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:22, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5214, decode.acc_seg: 80.2053, loss: 0.5214 2023-11-13 20:53:09,111 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:16, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5200, decode.acc_seg: 79.8351, loss: 0.5200 2023-11-13 20:53:14,539 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:11, time: 0.109, data_time: 0.004, memory: 4324, decode.loss_ce: 0.5498, decode.acc_seg: 79.1289, loss: 0.5498 2023-11-13 20:53:19,958 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.108, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5427, decode.acc_seg: 79.2912, loss: 0.5427 2023-11-13 20:53:25,344 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:53:25,405 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:53:25,405 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.110, data_time: 0.003, memory: 4324, decode.loss_ce: 0.5175, decode.acc_seg: 80.7984, loss: 0.5175 2023-11-13 20:53:41,281 - mmseg - INFO - per class results: 2023-11-13 20:53:41,287 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.79 | 84.94 | | building | 79.7 | 91.26 | | sky | 90.79 | 95.75 | | floor | 77.14 | 89.99 | | tree | 69.19 | 84.56 | | ceiling | 80.1 | 91.03 | | road | 80.97 | 89.56 | | bed | 86.1 | 94.63 | | windowpane | 56.27 | 73.88 | | grass | 65.02 | 81.56 | | cabinet | 57.75 | 68.94 | | sidewalk | 60.91 | 76.77 | | person | 78.06 | 90.86 | | earth | 35.19 | 50.3 | | door | 44.82 | 55.16 | | table | 56.7 | 72.71 | | mountain | 52.9 | 68.57 | | plant | 49.9 | 61.34 | | curtain | 67.06 | 79.28 | | chair | 54.64 | 69.34 | | car | 80.94 | 92.33 | | water | 55.37 | 72.43 | | painting | 63.98 | 82.65 | | sofa | 66.07 | 80.95 | | shelf | 36.86 | 50.93 | | house | 42.35 | 56.76 | | sea | 61.0 | 79.13 | | mirror | 55.07 | 67.97 | | rug | 56.34 | 62.9 | | field | 29.89 | 49.86 | | armchair | 43.56 | 59.36 | | seat | 61.13 | 81.04 | | fence | 39.25 | 52.5 | | desk | 41.99 | 62.51 | | rock | 48.4 | 69.25 | | wardrobe | 46.91 | 62.17 | | lamp | 58.54 | 71.55 | | bathtub | 74.59 | 83.31 | | railing | 35.95 | 47.7 | | cushion | 58.58 | 71.29 | | base | 24.23 | 35.52 | | box | 26.84 | 35.97 | | column | 42.18 | 52.41 | | signboard | 33.23 | 44.2 | | chest of drawers | 38.97 | 59.24 | | counter | 38.42 | 50.79 | | sand | 46.48 | 59.87 | | sink | 70.83 | 79.12 | | skyscraper | 44.39 | 60.91 | | fireplace | 70.24 | 86.71 | | refrigerator | 64.52 | 72.85 | | grandstand | 53.95 | 80.28 | | path | 15.89 | 21.75 | | stairs | 39.98 | 47.58 | | runway | 65.66 | 86.43 | | case | 51.43 | 65.43 | | pool table | 87.52 | 94.35 | | pillow | 55.47 | 63.68 | | screen door | 60.65 | 67.27 | | stairway | 42.97 | 53.29 | | river | 13.46 | 23.46 | | bridge | 43.56 | 56.1 | | bookcase | 29.98 | 43.32 | | blind | 33.38 | 37.93 | | coffee table | 61.8 | 80.66 | | toilet | 79.46 | 89.37 | | flower | 41.03 | 54.64 | | book | 48.38 | 70.23 | | hill | 5.91 | 8.22 | | bench | 53.06 | 63.55 | | countertop | 52.59 | 65.78 | | stove | 72.25 | 82.74 | | palm | 48.23 | 64.59 | | kitchen island | 41.04 | 74.41 | | computer | 70.91 | 87.47 | | swivel chair | 43.92 | 62.72 | | boat | 62.55 | 82.01 | | bar | 45.53 | 52.69 | | arcade machine | 39.47 | 47.92 | | hovel | 29.97 | 34.27 | | bus | 86.94 | 93.8 | | towel | 65.18 | 76.85 | | light | 36.33 | 42.62 | | truck | 41.56 | 57.84 | | tower | 22.12 | 39.08 | | chandelier | 64.73 | 82.81 | | awning | 25.76 | 31.16 | | streetlight | 23.5 | 31.99 | | booth | 31.34 | 37.47 | | television receiver | 65.76 | 78.91 | | airplane | 69.88 | 79.88 | | dirt track | 3.53 | 6.11 | | apparel | 46.33 | 63.21 | | pole | 18.71 | 23.63 | | land | 0.38 | 0.54 | | bannister | 7.74 | 11.24 | | escalator | 47.95 | 59.63 | | ottoman | 41.79 | 60.8 | | bottle | 43.04 | 64.46 | | buffet | 41.68 | 50.43 | | poster | 18.3 | 22.69 | | stage | 14.02 | 27.03 | | van | 36.94 | 47.72 | | ship | 10.93 | 12.33 | | fountain | 22.79 | 23.55 | | conveyer belt | 68.47 | 92.39 | | canopy | 46.7 | 56.2 | | washer | 70.43 | 75.54 | | plaything | 29.26 | 43.8 | | swimming pool | 51.6 | 73.05 | | stool | 38.26 | 52.65 | | barrel | 51.07 | 81.27 | | basket | 35.44 | 51.0 | | waterfall | 50.13 | 59.52 | | tent | 85.87 | 96.79 | | bag | 19.32 | 23.35 | | minibike | 68.52 | 84.13 | | cradle | 77.9 | 96.05 | | oven | 39.3 | 59.14 | | ball | 44.57 | 53.6 | | food | 61.24 | 70.49 | | step | 5.37 | 6.18 | | tank | 50.66 | 56.14 | | trade name | 18.26 | 19.78 | | microwave | 65.89 | 71.45 | | pot | 42.44 | 48.31 | | animal | 67.68 | 73.63 | | bicycle | 55.62 | 74.18 | | lake | 38.81 | 43.05 | | dishwasher | 46.5 | 56.01 | | screen | 48.68 | 72.76 | | blanket | 19.55 | 23.68 | | sculpture | 61.71 | 74.56 | | hood | 63.01 | 71.86 | | sconce | 37.76 | 48.12 | | vase | 37.83 | 55.34 | | traffic light | 31.84 | 50.47 | | tray | 10.92 | 14.71 | | ashcan | 42.04 | 53.77 | | fan | 51.95 | 69.05 | | pier | 30.61 | 38.64 | | crt screen | 4.56 | 10.71 | | plate | 51.68 | 63.78 | | monitor | 18.4 | 21.85 | | bulletin board | 43.4 | 51.04 | | shower | 1.54 | 2.74 | | radiator | 56.22 | 64.81 | | glass | 19.07 | 20.62 | | clock | 35.29 | 43.92 | | flag | 47.71 | 54.08 | +---------------------+-------+-------+ 2023-11-13 20:53:41,287 - mmseg - INFO - Summary: 2023-11-13 20:53:41,287 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.84 | 47.29 | 59.18 | +-------+-------+-------+ 2023-11-13 20:53:41,288 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:53:41,288 - mmseg - INFO - Iter(val) [250] aAcc: 0.8084, mIoU: 0.4729, mAcc: 0.5918, IoU.wall: 0.7279, IoU.building: 0.7970, IoU.sky: 0.9079, IoU.floor: 0.7714, IoU.tree: 0.6919, IoU.ceiling: 0.8010, IoU.road: 0.8097, IoU.bed : 0.8610, IoU.windowpane: 0.5627, IoU.grass: 0.6502, IoU.cabinet: 0.5775, IoU.sidewalk: 0.6091, IoU.person: 0.7806, IoU.earth: 0.3519, IoU.door: 0.4482, IoU.table: 0.5670, IoU.mountain: 0.5290, IoU.plant: 0.4990, IoU.curtain: 0.6706, IoU.chair: 0.5464, IoU.car: 0.8094, IoU.water: 0.5537, IoU.painting: 0.6398, IoU.sofa: 0.6607, IoU.shelf: 0.3686, IoU.house: 0.4235, IoU.sea: 0.6100, IoU.mirror: 0.5507, IoU.rug: 0.5634, IoU.field: 0.2989, IoU.armchair: 0.4356, IoU.seat: 0.6113, IoU.fence: 0.3925, IoU.desk: 0.4199, IoU.rock: 0.4840, IoU.wardrobe: 0.4691, IoU.lamp: 0.5854, IoU.bathtub: 0.7459, IoU.railing: 0.3595, IoU.cushion: 0.5858, IoU.base: 0.2423, IoU.box: 0.2684, IoU.column: 0.4218, IoU.signboard: 0.3323, IoU.chest of drawers: 0.3897, IoU.counter: 0.3842, IoU.sand: 0.4648, IoU.sink: 0.7083, IoU.skyscraper: 0.4439, IoU.fireplace: 0.7024, IoU.refrigerator: 0.6452, IoU.grandstand: 0.5395, IoU.path: 0.1589, IoU.stairs: 0.3998, IoU.runway: 0.6566, IoU.case: 0.5143, IoU.pool table: 0.8752, IoU.pillow: 0.5547, IoU.screen door: 0.6065, IoU.stairway: 0.4297, IoU.river: 0.1346, IoU.bridge: 0.4356, IoU.bookcase: 0.2998, IoU.blind: 0.3338, IoU.coffee table: 0.6180, IoU.toilet: 0.7946, IoU.flower: 0.4103, IoU.book: 0.4838, IoU.hill: 0.0591, IoU.bench: 0.5306, IoU.countertop: 0.5259, IoU.stove: 0.7225, IoU.palm: 0.4823, IoU.kitchen island: 0.4104, IoU.computer: 0.7091, IoU.swivel chair: 0.4392, IoU.boat: 0.6255, IoU.bar: 0.4553, IoU.arcade machine: 0.3947, IoU.hovel: 0.2997, IoU.bus: 0.8694, IoU.towel: 0.6518, IoU.light: 0.3633, IoU.truck: 0.4156, IoU.tower: 0.2212, IoU.chandelier: 0.6473, IoU.awning: 0.2576, IoU.streetlight: 0.2350, IoU.booth: 0.3134, IoU.television receiver: 0.6576, IoU.airplane: 0.6988, IoU.dirt track: 0.0353, IoU.apparel: 0.4633, IoU.pole: 0.1871, IoU.land: 0.0038, IoU.bannister: 0.0774, IoU.escalator: 0.4795, IoU.ottoman: 0.4179, IoU.bottle: 0.4304, IoU.buffet: 0.4168, IoU.poster: 0.1830, IoU.stage: 0.1402, IoU.van: 0.3694, IoU.ship: 0.1093, IoU.fountain: 0.2279, IoU.conveyer belt: 0.6847, IoU.canopy: 0.4670, IoU.washer: 0.7043, IoU.plaything: 0.2926, IoU.swimming pool: 0.5160, IoU.stool: 0.3826, IoU.barrel: 0.5107, IoU.basket: 0.3544, IoU.waterfall: 0.5013, IoU.tent: 0.8587, IoU.bag: 0.1932, IoU.minibike: 0.6852, IoU.cradle: 0.7790, IoU.oven: 0.3930, IoU.ball: 0.4457, IoU.food: 0.6124, IoU.step: 0.0537, IoU.tank: 0.5066, IoU.trade name: 0.1826, IoU.microwave: 0.6589, IoU.pot: 0.4244, IoU.animal: 0.6768, IoU.bicycle: 0.5562, IoU.lake: 0.3881, IoU.dishwasher: 0.4650, IoU.screen: 0.4868, IoU.blanket: 0.1955, IoU.sculpture: 0.6171, IoU.hood: 0.6301, IoU.sconce: 0.3776, IoU.vase: 0.3783, IoU.traffic light: 0.3184, IoU.tray: 0.1092, IoU.ashcan: 0.4204, IoU.fan: 0.5195, IoU.pier: 0.3061, IoU.crt screen: 0.0456, IoU.plate: 0.5168, IoU.monitor: 0.1840, IoU.bulletin board: 0.4340, IoU.shower: 0.0154, IoU.radiator: 0.5622, IoU.glass: 0.1907, IoU.clock: 0.3529, IoU.flag: 0.4771, Acc.wall: 0.8494, Acc.building: 0.9126, Acc.sky: 0.9575, Acc.floor: 0.8999, Acc.tree: 0.8456, Acc.ceiling: 0.9103, Acc.road: 0.8956, Acc.bed : 0.9463, Acc.windowpane: 0.7388, Acc.grass: 0.8156, Acc.cabinet: 0.6894, Acc.sidewalk: 0.7677, Acc.person: 0.9086, Acc.earth: 0.5030, Acc.door: 0.5516, Acc.table: 0.7271, Acc.mountain: 0.6857, Acc.plant: 0.6134, Acc.curtain: 0.7928, Acc.chair: 0.6934, Acc.car: 0.9233, Acc.water: 0.7243, Acc.painting: 0.8265, Acc.sofa: 0.8095, Acc.shelf: 0.5093, Acc.house: 0.5676, Acc.sea: 0.7913, Acc.mirror: 0.6797, Acc.rug: 0.6290, Acc.field: 0.4986, Acc.armchair: 0.5936, Acc.seat: 0.8104, Acc.fence: 0.5250, Acc.desk: 0.6251, Acc.rock: 0.6925, Acc.wardrobe: 0.6217, Acc.lamp: 0.7155, Acc.bathtub: 0.8331, Acc.railing: 0.4770, Acc.cushion: 0.7129, Acc.base: 0.3552, Acc.box: 0.3597, Acc.column: 0.5241, Acc.signboard: 0.4420, Acc.chest of drawers: 0.5924, Acc.counter: 0.5079, Acc.sand: 0.5987, Acc.sink: 0.7912, Acc.skyscraper: 0.6091, Acc.fireplace: 0.8671, Acc.refrigerator: 0.7285, Acc.grandstand: 0.8028, Acc.path: 0.2175, Acc.stairs: 0.4758, Acc.runway: 0.8643, Acc.case: 0.6543, Acc.pool table: 0.9435, Acc.pillow: 0.6368, Acc.screen door: 0.6727, Acc.stairway: 0.5329, Acc.river: 0.2346, Acc.bridge: 0.5610, Acc.bookcase: 0.4332, Acc.blind: 0.3793, Acc.coffee table: 0.8066, Acc.toilet: 0.8937, Acc.flower: 0.5464, Acc.book: 0.7023, Acc.hill: 0.0822, Acc.bench: 0.6355, Acc.countertop: 0.6578, Acc.stove: 0.8274, Acc.palm: 0.6459, Acc.kitchen island: 0.7441, Acc.computer: 0.8747, Acc.swivel chair: 0.6272, Acc.boat: 0.8201, Acc.bar: 0.5269, Acc.arcade machine: 0.4792, Acc.hovel: 0.3427, Acc.bus: 0.9380, Acc.towel: 0.7685, Acc.light: 0.4262, Acc.truck: 0.5784, Acc.tower: 0.3908, Acc.chandelier: 0.8281, Acc.awning: 0.3116, Acc.streetlight: 0.3199, Acc.booth: 0.3747, Acc.television receiver: 0.7891, Acc.airplane: 0.7988, Acc.dirt track: 0.0611, Acc.apparel: 0.6321, Acc.pole: 0.2363, Acc.land: 0.0054, Acc.bannister: 0.1124, Acc.escalator: 0.5963, Acc.ottoman: 0.6080, Acc.bottle: 0.6446, Acc.buffet: 0.5043, Acc.poster: 0.2269, Acc.stage: 0.2703, Acc.van: 0.4772, Acc.ship: 0.1233, Acc.fountain: 0.2355, Acc.conveyer belt: 0.9239, Acc.canopy: 0.5620, Acc.washer: 0.7554, Acc.plaything: 0.4380, Acc.swimming pool: 0.7305, Acc.stool: 0.5265, Acc.barrel: 0.8127, Acc.basket: 0.5100, Acc.waterfall: 0.5952, Acc.tent: 0.9679, Acc.bag: 0.2335, Acc.minibike: 0.8413, Acc.cradle: 0.9605, Acc.oven: 0.5914, Acc.ball: 0.5360, Acc.food: 0.7049, Acc.step: 0.0618, Acc.tank: 0.5614, Acc.trade name: 0.1978, Acc.microwave: 0.7145, Acc.pot: 0.4831, Acc.animal: 0.7363, Acc.bicycle: 0.7418, Acc.lake: 0.4305, Acc.dishwasher: 0.5601, Acc.screen: 0.7276, Acc.blanket: 0.2368, Acc.sculpture: 0.7456, Acc.hood: 0.7186, Acc.sconce: 0.4812, Acc.vase: 0.5534, Acc.traffic light: 0.5047, Acc.tray: 0.1471, Acc.ashcan: 0.5377, Acc.fan: 0.6905, Acc.pier: 0.3864, Acc.crt screen: 0.1071, Acc.plate: 0.6378, Acc.monitor: 0.2185, Acc.bulletin board: 0.5104, Acc.shower: 0.0274, Acc.radiator: 0.6481, Acc.glass: 0.2062, Acc.clock: 0.4392, Acc.flag: 0.5408