2023-11-13 19:37:59,900 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:59,918 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:59,918 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:38:00,018 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+ee2e440 ------------------------------------------------------------ 2023-11-13 19:38:00,019 - mmseg - INFO - Distributed training: True 2023-11-13 19:38:00,019 - 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_patch16_224.mae_ade20k'} 2023-11-13 19:38:03,371 - mmseg - INFO - Set random seed to 414325929, deterministic: False 2023-11-13 19:38:05,568 - 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 19:38:05,580 - 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 19:38:05,801 - mmseg - INFO - Loaded 20210 images 2023-11-13 19:38:05,864 - mmseg - INFO - Loaded 2000 images 2023-11-13 19:38:05,864 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch16_224.mae_ade20k 2023-11-13 19:38:05,865 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-13 19:38:05,865 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:38:05,867 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch16_224.mae_ade20k by HardDiskBackend. 2023-11-13 19:39:13,830 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:58:40, time: 0.178, data_time: 0.007, memory: 1354, decode.loss_ce: 4.0797, decode.acc_seg: 0.8421, loss: 4.0797 2023-11-13 19:39:18,682 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:31:32, time: 0.097, data_time: 0.003, memory: 1354, decode.loss_ce: 3.9165, decode.acc_seg: 4.2572, loss: 3.9165 2023-11-13 19:39:23,558 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:22:31, time: 0.097, data_time: 0.004, memory: 1354, decode.loss_ce: 3.7565, decode.acc_seg: 18.4042, loss: 3.7565 2023-11-13 19:39:28,464 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:18:05, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 3.4973, decode.acc_seg: 28.9769, loss: 3.4973 2023-11-13 19:39:33,327 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:15:16, time: 0.097, data_time: 0.003, memory: 1354, decode.loss_ce: 3.1893, decode.acc_seg: 34.3160, loss: 3.1893 2023-11-13 19:39:38,099 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:13:10, time: 0.095, data_time: 0.003, memory: 1354, decode.loss_ce: 2.8979, decode.acc_seg: 38.2927, loss: 2.8979 2023-11-13 19:39:42,891 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:11:41, time: 0.096, data_time: 0.004, memory: 1354, decode.loss_ce: 2.4973, decode.acc_seg: 39.8543, loss: 2.4973 2023-11-13 19:39:47,725 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:10:37, time: 0.097, data_time: 0.004, memory: 1354, decode.loss_ce: 2.2972, decode.acc_seg: 40.9252, loss: 2.2972 2023-11-13 19:39:52,616 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:09:52, time: 0.098, data_time: 0.004, memory: 1354, decode.loss_ce: 2.0937, decode.acc_seg: 44.3514, loss: 2.0937 2023-11-13 19:39:57,536 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:09:16, time: 0.098, data_time: 0.004, memory: 1354, decode.loss_ce: 1.9287, decode.acc_seg: 46.5856, loss: 1.9287 2023-11-13 19:40:02,484 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:08:48, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.8199, decode.acc_seg: 48.6371, loss: 1.8199 2023-11-13 19:40:07,437 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:08:25, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.7955, decode.acc_seg: 48.7486, loss: 1.7955 2023-11-13 19:40:12,412 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:08:05, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.7267, decode.acc_seg: 50.8148, loss: 1.7267 2023-11-13 19:40:17,383 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:07:48, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.7500, decode.acc_seg: 50.2062, loss: 1.7500 2023-11-13 19:40:22,364 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:07:32, time: 0.100, data_time: 0.004, memory: 1354, decode.loss_ce: 1.6363, decode.acc_seg: 52.3028, loss: 1.6363 2023-11-13 19:40:27,335 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:07:18, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.6358, decode.acc_seg: 52.4131, loss: 1.6358 2023-11-13 19:40:32,317 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:07:05, time: 0.100, data_time: 0.003, memory: 1354, decode.loss_ce: 1.6329, decode.acc_seg: 52.3343, loss: 1.6329 2023-11-13 19:40:37,284 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:06:52, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.5807, decode.acc_seg: 53.5575, loss: 1.5807 2023-11-13 19:40:42,261 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:06:41, time: 0.100, data_time: 0.004, memory: 1354, decode.loss_ce: 1.5417, decode.acc_seg: 54.6156, loss: 1.5417 2023-11-13 19:40:47,229 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:40:47,229 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:06:30, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.5025, decode.acc_seg: 55.0144, loss: 1.5025 2023-11-13 19:40:52,189 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:06:19, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.5396, decode.acc_seg: 53.7605, loss: 1.5396 2023-11-13 19:40:57,154 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:06:08, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.4761, decode.acc_seg: 56.3472, loss: 1.4761 2023-11-13 19:41:02,110 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:05:58, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.4442, decode.acc_seg: 57.1526, loss: 1.4442 2023-11-13 19:41:07,080 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:05:49, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.4343, decode.acc_seg: 55.4198, loss: 1.4343 2023-11-13 19:41:12,038 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:05:40, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.4394, decode.acc_seg: 55.8030, loss: 1.4394 2023-11-13 19:41:19,255 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:06:38, time: 0.144, data_time: 0.048, memory: 1354, decode.loss_ce: 1.4493, decode.acc_seg: 55.5273, loss: 1.4493 2023-11-13 19:41:24,209 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:06:27, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3902, decode.acc_seg: 57.4922, loss: 1.3902 2023-11-13 19:41:29,163 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:06:16, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3905, decode.acc_seg: 57.2671, loss: 1.3905 2023-11-13 19:41:34,115 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:06:06, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.4912, decode.acc_seg: 54.9852, loss: 1.4912 2023-11-13 19:41:39,068 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:05:56, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3428, decode.acc_seg: 57.5892, loss: 1.3428 2023-11-13 19:41:44,018 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:05:46, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3835, decode.acc_seg: 56.5149, loss: 1.3835 2023-11-13 19:41:48,973 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:05:37, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.4014, decode.acc_seg: 56.2978, loss: 1.4014 2023-11-13 19:41:53,920 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:05:27, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.4122, decode.acc_seg: 55.8556, loss: 1.4122 2023-11-13 19:41:58,881 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:05:19, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.4036, decode.acc_seg: 56.2652, loss: 1.4036 2023-11-13 19:42:03,830 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:05:10, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3406, decode.acc_seg: 57.4295, loss: 1.3406 2023-11-13 19:42:08,777 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:05:01, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3284, decode.acc_seg: 57.2279, loss: 1.3284 2023-11-13 19:42:13,724 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:04:53, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3670, decode.acc_seg: 57.6512, loss: 1.3670 2023-11-13 19:42:18,692 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:04:45, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3942, decode.acc_seg: 56.8366, loss: 1.3942 2023-11-13 19:42:23,630 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:04:37, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3766, decode.acc_seg: 57.1585, loss: 1.3766 2023-11-13 19:42:28,571 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:42:28,571 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:04:29, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3507, decode.acc_seg: 57.5861, loss: 1.3507 2023-11-13 19:42:33,515 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:04:21, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3522, decode.acc_seg: 57.5471, loss: 1.3522 2023-11-13 19:42:38,458 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:04:13, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3276, decode.acc_seg: 57.8409, loss: 1.3276 2023-11-13 19:42:43,408 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:04:06, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3238, decode.acc_seg: 58.3233, loss: 1.3238 2023-11-13 19:42:48,350 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:03:58, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3738, decode.acc_seg: 57.6296, loss: 1.3738 2023-11-13 19:42:53,295 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:03:51, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3741, decode.acc_seg: 57.1941, loss: 1.3741 2023-11-13 19:42:58,239 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:03:44, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3388, decode.acc_seg: 57.7654, loss: 1.3388 2023-11-13 19:43:03,177 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:03:37, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3824, decode.acc_seg: 57.1757, loss: 1.3824 2023-11-13 19:43:08,126 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:03:30, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3035, decode.acc_seg: 58.6890, loss: 1.3035 2023-11-13 19:43:13,068 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:03:23, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3584, decode.acc_seg: 57.5311, loss: 1.3584 2023-11-13 19:43:18,021 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:03:16, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2933, decode.acc_seg: 59.0780, loss: 1.2933 2023-11-13 19:43:25,205 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:03:42, time: 0.144, data_time: 0.047, memory: 1354, decode.loss_ce: 1.2943, decode.acc_seg: 58.8744, loss: 1.2943 2023-11-13 19:43:30,150 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:03:35, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2815, decode.acc_seg: 58.8541, loss: 1.2815 2023-11-13 19:43:35,089 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:03:27, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3397, decode.acc_seg: 57.8153, loss: 1.3397 2023-11-13 19:43:40,030 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:03:20, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3182, decode.acc_seg: 58.8553, loss: 1.3182 2023-11-13 19:43:44,972 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:03:13, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2785, decode.acc_seg: 59.4392, loss: 1.2785 2023-11-13 19:43:49,910 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:03:06, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2868, decode.acc_seg: 58.4738, loss: 1.2868 2023-11-13 19:43:54,842 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:02:59, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3006, decode.acc_seg: 58.4698, loss: 1.3006 2023-11-13 19:43:59,778 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:02:52, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3073, decode.acc_seg: 57.7490, loss: 1.3073 2023-11-13 19:44:04,717 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:02:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2685, decode.acc_seg: 59.5993, loss: 1.2685 2023-11-13 19:44:09,651 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:44:09,651 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:02:38, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3009, decode.acc_seg: 58.7290, loss: 1.3009 2023-11-13 19:44:14,588 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:02:31, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3121, decode.acc_seg: 57.9686, loss: 1.3121 2023-11-13 19:44:19,527 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:02:24, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2855, decode.acc_seg: 58.6806, loss: 1.2855 2023-11-13 19:44:24,467 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:02:18, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2617, decode.acc_seg: 60.0111, loss: 1.2617 2023-11-13 19:44:29,407 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:02:11, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2575, decode.acc_seg: 58.9179, loss: 1.2575 2023-11-13 19:44:34,345 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:02:04, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3087, decode.acc_seg: 58.9564, loss: 1.3087 2023-11-13 19:44:39,283 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:01:58, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3031, decode.acc_seg: 58.0808, loss: 1.3031 2023-11-13 19:44:44,225 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:01:52, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3076, decode.acc_seg: 57.5618, loss: 1.3076 2023-11-13 19:44:49,167 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:01:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2636, decode.acc_seg: 58.9934, loss: 1.2636 2023-11-13 19:44:54,105 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:01:39, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2940, decode.acc_seg: 59.3103, loss: 1.2940 2023-11-13 19:44:59,036 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:01:32, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2518, decode.acc_seg: 59.2657, loss: 1.2518 2023-11-13 19:45:03,973 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:01:26, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2896, decode.acc_seg: 58.5182, loss: 1.2896 2023-11-13 19:45:08,914 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:01:20, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3014, decode.acc_seg: 59.0729, loss: 1.3014 2023-11-13 19:45:13,849 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:01:14, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3307, decode.acc_seg: 58.1209, loss: 1.3307 2023-11-13 19:45:18,783 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:01:07, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2452, decode.acc_seg: 59.3018, loss: 1.2452 2023-11-13 19:45:23,722 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:01:01, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3388, decode.acc_seg: 58.4099, loss: 1.3388 2023-11-13 19:45:30,927 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:01:17, time: 0.144, data_time: 0.047, memory: 1354, decode.loss_ce: 1.2563, decode.acc_seg: 59.6736, loss: 1.2563 2023-11-13 19:45:35,875 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:01:10, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2275, decode.acc_seg: 59.7267, loss: 1.2275 2023-11-13 19:45:40,803 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:01:04, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2577, decode.acc_seg: 58.9955, loss: 1.2577 2023-11-13 19:45:45,741 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:00:58, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2334, decode.acc_seg: 60.2142, loss: 1.2334 2023-11-13 19:45:50,681 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:45:50,681 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:00:51, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2599, decode.acc_seg: 59.1952, loss: 1.2599 2023-11-13 19:45:55,615 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:00:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2898, decode.acc_seg: 58.3109, loss: 1.2898 2023-11-13 19:46:00,545 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:00:39, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2410, decode.acc_seg: 60.1631, loss: 1.2410 2023-11-13 19:46:05,478 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:00:32, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2435, decode.acc_seg: 59.5011, loss: 1.2435 2023-11-13 19:46:10,411 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:00:26, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2741, decode.acc_seg: 58.6312, loss: 1.2741 2023-11-13 19:46:15,351 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:00:20, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3139, decode.acc_seg: 58.1763, loss: 1.3139 2023-11-13 19:46:20,283 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:00:14, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.3051, decode.acc_seg: 57.2619, loss: 1.3051 2023-11-13 19:46:25,229 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:00:08, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2382, decode.acc_seg: 59.2008, loss: 1.2382 2023-11-13 19:46:30,176 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:00:02, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2305, decode.acc_seg: 60.0070, loss: 1.2305 2023-11-13 19:46:35,113 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:59:56, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3165, decode.acc_seg: 58.0036, loss: 1.3165 2023-11-13 19:46:40,050 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:59:50, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2983, decode.acc_seg: 58.5710, loss: 1.2983 2023-11-13 19:46:44,982 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:59:44, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2348, decode.acc_seg: 60.0975, loss: 1.2348 2023-11-13 19:46:49,917 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:59:38, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2581, decode.acc_seg: 59.6043, loss: 1.2581 2023-11-13 19:46:54,859 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:59:32, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3185, decode.acc_seg: 57.6349, loss: 1.3185 2023-11-13 19:46:59,794 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:59:26, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2857, decode.acc_seg: 58.0190, loss: 1.2857 2023-11-13 19:47:04,737 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:59:20, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2951, decode.acc_seg: 58.9435, loss: 1.2951 2023-11-13 19:47:09,670 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:59:14, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2841, decode.acc_seg: 59.2686, loss: 1.2841 2023-11-13 19:47:14,604 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:59:08, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2683, decode.acc_seg: 59.6903, loss: 1.2683 2023-11-13 19:47:19,537 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:59:02, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2443, decode.acc_seg: 59.7669, loss: 1.2443 2023-11-13 19:47:24,472 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:58:57, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2631, decode.acc_seg: 59.7463, loss: 1.2631 2023-11-13 19:47:29,407 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:47:29,408 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:58:51, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2682, decode.acc_seg: 59.5626, loss: 1.2682 2023-11-13 19:47:34,342 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:58:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2667, decode.acc_seg: 58.3737, loss: 1.2667 2023-11-13 19:47:41,489 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:58:54, time: 0.143, data_time: 0.047, memory: 1354, decode.loss_ce: 1.2450, decode.acc_seg: 59.3770, loss: 1.2450 2023-11-13 19:47:46,418 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:58:48, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2154, decode.acc_seg: 60.3267, loss: 1.2154 2023-11-13 19:47:51,353 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:58:42, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2459, decode.acc_seg: 60.8644, loss: 1.2459 2023-11-13 19:47:56,281 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:58:37, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2382, decode.acc_seg: 59.2980, loss: 1.2382 2023-11-13 19:48:01,213 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:58:31, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2188, decode.acc_seg: 59.8985, loss: 1.2188 2023-11-13 19:48:06,140 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:58:25, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2556, decode.acc_seg: 59.1934, loss: 1.2556 2023-11-13 19:48:11,068 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:58:19, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2546, decode.acc_seg: 59.5732, loss: 1.2546 2023-11-13 19:48:16,001 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:58:13, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2712, decode.acc_seg: 58.9070, loss: 1.2712 2023-11-13 19:48:20,930 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:58:07, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2223, decode.acc_seg: 59.8619, loss: 1.2223 2023-11-13 19:48:25,879 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:58:01, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2235, decode.acc_seg: 60.2596, loss: 1.2235 2023-11-13 19:48:30,805 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:57:56, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2275, decode.acc_seg: 59.9550, loss: 1.2275 2023-11-13 19:48:35,735 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:57:50, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.3380, decode.acc_seg: 57.4260, loss: 1.3380 2023-11-13 19:48:40,660 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:57:44, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2733, decode.acc_seg: 59.5464, loss: 1.2733 2023-11-13 19:48:45,605 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:57:38, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2672, decode.acc_seg: 58.7117, loss: 1.2672 2023-11-13 19:48:50,536 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:57:33, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2497, decode.acc_seg: 59.8732, loss: 1.2497 2023-11-13 19:48:55,469 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:57:27, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2817, decode.acc_seg: 58.2508, loss: 1.2817 2023-11-13 19:49:00,401 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:57:21, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2104, decode.acc_seg: 60.9186, loss: 1.2104 2023-11-13 19:49:05,341 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:57:15, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2735, decode.acc_seg: 58.5072, loss: 1.2735 2023-11-13 19:49:10,270 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:49:10,271 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:57:10, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2450, decode.acc_seg: 59.3922, loss: 1.2450 2023-11-13 19:49:15,202 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:57:04, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2736, decode.acc_seg: 58.8862, loss: 1.2736 2023-11-13 19:49:20,120 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:56:58, time: 0.098, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2003, decode.acc_seg: 61.2318, loss: 1.2003 2023-11-13 19:49:25,047 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:56:53, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2550, decode.acc_seg: 59.6499, loss: 1.2550 2023-11-13 19:49:29,977 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:56:47, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2382, decode.acc_seg: 58.7543, loss: 1.2382 2023-11-13 19:49:34,905 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:56:41, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2480, decode.acc_seg: 59.6799, loss: 1.2480 2023-11-13 19:49:39,841 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:56:36, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2150, decode.acc_seg: 61.0428, loss: 1.2150 2023-11-13 19:49:46,950 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:56:42, time: 0.142, data_time: 0.048, memory: 1354, decode.loss_ce: 1.2648, decode.acc_seg: 59.4925, loss: 1.2648 2023-11-13 19:49:51,882 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:56:36, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2195, decode.acc_seg: 60.5396, loss: 1.2195 2023-11-13 19:49:56,821 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:56:30, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1531, decode.acc_seg: 61.9694, loss: 1.1531 2023-11-13 19:50:01,762 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:56:25, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2594, decode.acc_seg: 59.4342, loss: 1.2594 2023-11-13 19:50:06,689 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:56:19, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2006, decode.acc_seg: 61.1581, loss: 1.2006 2023-11-13 19:50:11,621 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:56:13, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2483, decode.acc_seg: 59.0639, loss: 1.2483 2023-11-13 19:50:16,554 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:56:08, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2163, decode.acc_seg: 59.9632, loss: 1.2163 2023-11-13 19:50:21,485 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:56:02, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.1801, decode.acc_seg: 60.4594, loss: 1.1801 2023-11-13 19:50:26,420 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:55:56, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2900, decode.acc_seg: 58.8681, loss: 1.2900 2023-11-13 19:50:31,358 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:55:51, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.1855, decode.acc_seg: 62.1446, loss: 1.1855 2023-11-13 19:50:36,290 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:55:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2033, decode.acc_seg: 60.9078, loss: 1.2033 2023-11-13 19:50:41,225 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:55:40, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2890, decode.acc_seg: 58.3000, loss: 1.2890 2023-11-13 19:50:46,154 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:55:34, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2265, decode.acc_seg: 59.9187, loss: 1.2265 2023-11-13 19:50:51,093 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:50:51,093 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:55:29, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2399, decode.acc_seg: 59.4837, loss: 1.2399 2023-11-13 19:50:56,025 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:55:23, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2054, decode.acc_seg: 60.0300, loss: 1.2054 2023-11-13 19:51:00,960 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:55:17, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2446, decode.acc_seg: 60.2746, loss: 1.2446 2023-11-13 19:51:05,891 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:55:12, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2405, decode.acc_seg: 59.6337, loss: 1.2405 2023-11-13 19:51:10,820 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:55:06, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2481, decode.acc_seg: 59.2554, loss: 1.2481 2023-11-13 19:51:15,758 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:55:01, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2190, decode.acc_seg: 59.8432, loss: 1.2190 2023-11-13 19:51:20,696 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:54:55, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2182, decode.acc_seg: 59.9275, loss: 1.2182 2023-11-13 19:51:25,627 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:54:50, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2565, decode.acc_seg: 59.4264, loss: 1.2565 2023-11-13 19:51:30,567 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:54:44, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2337, decode.acc_seg: 59.2624, loss: 1.2337 2023-11-13 19:51:35,499 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:54:39, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2959, decode.acc_seg: 57.4767, loss: 1.2959 2023-11-13 19:51:40,432 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:54:33, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2663, decode.acc_seg: 59.4076, loss: 1.2663 2023-11-13 19:51:45,371 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:54:28, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2053, decode.acc_seg: 59.8810, loss: 1.2053 2023-11-13 19:51:52,506 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:54:32, time: 0.143, data_time: 0.045, memory: 1354, decode.loss_ce: 1.1781, decode.acc_seg: 61.0812, loss: 1.1781 2023-11-13 19:51:57,430 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:54:26, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2063, decode.acc_seg: 60.9029, loss: 1.2063 2023-11-13 19:52:02,365 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:54:21, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2008, decode.acc_seg: 61.0995, loss: 1.2008 2023-11-13 19:52:07,295 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:54:15, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2107, decode.acc_seg: 60.7365, loss: 1.2107 2023-11-13 19:52:12,239 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:54:10, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2271, decode.acc_seg: 60.7500, loss: 1.2271 2023-11-13 19:52:17,168 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:54:04, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2490, decode.acc_seg: 58.7452, loss: 1.2490 2023-11-13 19:52:22,091 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:53:59, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2502, decode.acc_seg: 58.4855, loss: 1.2502 2023-11-13 19:52:27,027 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:53:53, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2779, decode.acc_seg: 58.5592, loss: 1.2779 2023-11-13 19:52:31,953 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:52:31,954 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:53:48, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1818, decode.acc_seg: 61.0457, loss: 1.1818 2023-11-13 19:52:36,879 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:53:42, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2379, decode.acc_seg: 60.0029, loss: 1.2379 2023-11-13 19:52:41,806 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:53:37, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2209, decode.acc_seg: 60.4823, loss: 1.2209 2023-11-13 19:52:46,731 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:53:31, time: 0.098, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2335, decode.acc_seg: 59.6036, loss: 1.2335 2023-11-13 19:52:51,669 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:53:26, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2166, decode.acc_seg: 60.4508, loss: 1.2166 2023-11-13 19:52:56,597 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:53:20, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2075, decode.acc_seg: 60.6471, loss: 1.2075 2023-11-13 19:53:01,526 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:53:15, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1800, decode.acc_seg: 60.6314, loss: 1.1800 2023-11-13 19:53:06,461 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:53:09, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2384, decode.acc_seg: 59.7746, loss: 1.2384 2023-11-13 19:53:11,395 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:53:04, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1879, decode.acc_seg: 61.3874, loss: 1.1879 2023-11-13 19:53:16,321 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:52:58, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2701, decode.acc_seg: 59.1113, loss: 1.2701 2023-11-13 19:53:21,253 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:52:53, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2391, decode.acc_seg: 59.8701, loss: 1.2391 2023-11-13 19:53:26,182 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:52:47, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1840, decode.acc_seg: 60.4351, loss: 1.1840 2023-11-13 19:53:31,114 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:52:42, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1984, decode.acc_seg: 60.5690, loss: 1.1984 2023-11-13 19:53:36,056 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:52:37, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2360, decode.acc_seg: 59.9271, loss: 1.2360 2023-11-13 19:53:40,991 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:52:31, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2594, decode.acc_seg: 58.7284, loss: 1.2594 2023-11-13 19:53:45,928 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:52:26, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1726, decode.acc_seg: 61.5273, loss: 1.1726 2023-11-13 19:53:50,869 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:52:21, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.1961, decode.acc_seg: 60.9540, loss: 1.1961 2023-11-13 19:53:58,026 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:52:23, time: 0.143, data_time: 0.047, memory: 1354, decode.loss_ce: 1.2727, decode.acc_seg: 59.3137, loss: 1.2727 2023-11-13 19:54:02,956 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:52:17, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1833, decode.acc_seg: 60.9579, loss: 1.1833 2023-11-13 19:54:07,891 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:52:12, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1614, decode.acc_seg: 61.4676, loss: 1.1614 2023-11-13 19:54:12,825 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:54:12,825 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:52:07, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2053, decode.acc_seg: 61.0571, loss: 1.2053 2023-11-13 19:54:17,754 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:52:01, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2748, decode.acc_seg: 59.4029, loss: 1.2748 2023-11-13 19:54:22,684 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:51:56, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2477, decode.acc_seg: 58.2721, loss: 1.2477 2023-11-13 19:54:27,635 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:51:50, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2234, decode.acc_seg: 60.6185, loss: 1.2234 2023-11-13 19:54:32,567 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:51:45, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2281, decode.acc_seg: 59.5526, loss: 1.2281 2023-11-13 19:54:37,489 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:51:40, time: 0.098, data_time: 0.004, memory: 1354, decode.loss_ce: 1.1710, decode.acc_seg: 61.3304, loss: 1.1710 2023-11-13 19:54:42,418 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:51:34, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2058, decode.acc_seg: 60.3066, loss: 1.2058 2023-11-13 19:54:47,351 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:51:29, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2112, decode.acc_seg: 60.6685, loss: 1.2112 2023-11-13 19:54:52,282 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:51:23, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1958, decode.acc_seg: 60.3455, loss: 1.1958 2023-11-13 19:54:57,212 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:51:18, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.1965, decode.acc_seg: 61.7643, loss: 1.1965 2023-11-13 19:55:02,151 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:51:13, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2389, decode.acc_seg: 60.1208, loss: 1.2389 2023-11-13 19:55:07,081 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:51:07, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2514, decode.acc_seg: 59.6516, loss: 1.2514 2023-11-13 19:55:12,015 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:51:02, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2302, decode.acc_seg: 59.5911, loss: 1.2302 2023-11-13 19:55:16,952 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:50:57, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2219, decode.acc_seg: 60.1262, loss: 1.2219 2023-11-13 19:55:21,882 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:50:51, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2595, decode.acc_seg: 58.5046, loss: 1.2595 2023-11-13 19:55:26,818 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:50:46, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2646, decode.acc_seg: 59.5615, loss: 1.2646 2023-11-13 19:55:31,752 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:50:40, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2054, decode.acc_seg: 60.8132, loss: 1.2054 2023-11-13 19:55:36,697 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:50:35, time: 0.099, data_time: 0.004, memory: 1354, decode.loss_ce: 1.2196, decode.acc_seg: 59.6734, loss: 1.2196 2023-11-13 19:55:41,627 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:50:30, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2002, decode.acc_seg: 60.6316, loss: 1.2002 2023-11-13 19:55:46,567 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:50:24, time: 0.099, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2345, decode.acc_seg: 59.7387, loss: 1.2345 2023-11-13 19:55:51,452 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:55:51,510 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:55:51,510 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:50:19, time: 0.100, data_time: 0.003, memory: 1354, decode.loss_ce: 1.2127, decode.acc_seg: 60.0597, loss: 1.2127 2023-11-13 19:56:54,288 - mmseg - INFO - per class results: 2023-11-13 19:56:54,293 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 57.89 | 79.9 | | building | 66.15 | 84.16 | | sky | 89.47 | 96.03 | | floor | 62.23 | 80.95 | | tree | 60.43 | 80.67 | | ceiling | 67.77 | 80.34 | | road | 62.11 | 81.02 | | bed | 57.45 | 78.94 | | windowpane | 41.54 | 53.06 | | grass | 53.47 | 63.33 | | cabinet | 33.16 | 50.49 | | sidewalk | 37.31 | 52.1 | | person | 60.54 | 82.88 | | earth | 27.04 | 42.96 | | door | 13.97 | 24.5 | | table | 22.27 | 34.59 | | mountain | 38.92 | 55.49 | | plant | 36.23 | 47.02 | | curtain | 44.91 | 54.3 | | chair | 32.61 | 52.41 | | car | 63.83 | 82.08 | | water | 33.66 | 45.89 | | painting | 39.55 | 68.98 | | sofa | 28.46 | 36.97 | | shelf | 16.56 | 32.2 | | house | 24.66 | 31.92 | | sea | 31.46 | 48.18 | | mirror | 15.35 | 17.4 | | rug | 32.89 | 41.94 | | field | 17.18 | 39.35 | | armchair | 16.92 | 30.61 | | seat | 25.1 | 32.9 | | fence | 11.61 | 13.9 | | desk | 15.07 | 23.51 | | rock | 13.85 | 16.76 | | wardrobe | 7.57 | 8.92 | | lamp | 32.69 | 52.75 | | bathtub | 34.27 | 43.47 | | railing | 8.27 | 9.42 | | cushion | 25.0 | 35.71 | | base | 2.8 | 3.07 | | box | 8.84 | 15.58 | | column | 21.68 | 29.72 | | signboard | 23.1 | 34.25 | | chest of drawers | 19.83 | 32.46 | | counter | 4.68 | 5.36 | | sand | 14.14 | 19.11 | | sink | 31.83 | 43.93 | | skyscraper | 35.17 | 42.84 | | fireplace | 25.67 | 36.4 | | refrigerator | 26.02 | 35.67 | | grandstand | 22.68 | 34.36 | | path | 9.87 | 13.25 | | stairs | 14.16 | 15.99 | | runway | 34.84 | 38.93 | | case | 29.5 | 51.05 | | pool table | 70.83 | 77.65 | | pillow | 27.65 | 32.71 | | screen door | 13.22 | 14.15 | | stairway | 7.41 | 11.3 | | river | 7.97 | 14.38 | | bridge | 12.69 | 15.68 | | bookcase | 11.57 | 14.59 | | blind | 17.04 | 18.86 | | coffee table | 24.43 | 35.19 | | toilet | 50.28 | 70.76 | | flower | 21.11 | 29.13 | | book | 18.69 | 26.57 | | hill | 1.58 | 1.71 | | bench | 20.98 | 23.44 | | countertop | 27.22 | 33.15 | | stove | 22.91 | 33.5 | | palm | 32.86 | 42.59 | | kitchen island | 15.33 | 40.16 | | computer | 29.33 | 45.5 | | swivel chair | 15.4 | 22.49 | | boat | 12.19 | 14.18 | | bar | 1.85 | 1.91 | | arcade machine | 6.87 | 10.4 | | hovel | 6.31 | 9.31 | | bus | 44.78 | 48.3 | | towel | 21.64 | 26.04 | | light | 31.23 | 38.62 | | truck | 1.51 | 1.84 | | tower | 11.78 | 15.48 | | chandelier | 40.58 | 45.49 | | awning | 5.96 | 6.66 | | streetlight | 8.4 | 10.27 | | booth | 0.59 | 0.64 | | television receiver | 27.38 | 34.6 | | airplane | 39.06 | 60.68 | | dirt track | 0.37 | 0.67 | | apparel | 14.3 | 18.76 | | pole | 9.0 | 12.57 | | land | 6.02 | 8.22 | | bannister | 0.72 | 0.8 | | escalator | 0.25 | 0.32 | | ottoman | 8.63 | 10.56 | | bottle | 7.16 | 15.24 | | buffet | 8.48 | 10.92 | | poster | 2.63 | 2.67 | | stage | 3.06 | 4.32 | | van | 3.29 | 3.6 | | ship | 5.49 | 7.09 | | fountain | 12.12 | 14.3 | | conveyer belt | 4.79 | 6.19 | | canopy | 5.6 | 6.24 | | washer | 22.93 | 24.97 | | plaything | 6.8 | 9.99 | | swimming pool | 8.82 | 13.42 | | stool | 6.83 | 8.84 | | barrel | 0.0 | 0.01 | | basket | 10.14 | 13.7 | | waterfall | 39.33 | 53.44 | | tent | 73.47 | 94.87 | | bag | 2.23 | 2.5 | | minibike | 21.63 | 26.57 | | cradle | 64.17 | 84.62 | | oven | 4.02 | 7.61 | | ball | 28.19 | 46.81 | | food | 47.85 | 60.45 | | step | 0.0 | 0.0 | | tank | 8.45 | 8.72 | | trade name | 4.04 | 4.22 | | microwave | 18.31 | 21.53 | | pot | 7.19 | 7.9 | | animal | 36.39 | 38.85 | | bicycle | 30.49 | 56.77 | | lake | 0.5 | 0.51 | | dishwasher | 14.45 | 20.43 | | screen | 48.37 | 65.11 | | blanket | 0.64 | 0.65 | | sculpture | 0.77 | 0.82 | | hood | 28.22 | 48.41 | | sconce | 5.74 | 6.27 | | vase | 14.59 | 23.91 | | traffic light | 6.75 | 7.58 | | tray | 0.37 | 0.42 | | ashcan | 11.23 | 13.66 | | fan | 31.14 | 41.54 | | pier | 9.47 | 18.41 | | crt screen | 0.51 | 0.52 | | plate | 27.94 | 34.18 | | monitor | 1.28 | 1.44 | | bulletin board | 17.02 | 21.06 | | shower | 0.0 | 0.0 | | radiator | 31.96 | 35.32 | | glass | 6.02 | 6.46 | | clock | 3.84 | 5.21 | | flag | 18.09 | 19.45 | +---------------------+-------+-------+ 2023-11-13 19:56:54,293 - mmseg - INFO - Summary: 2023-11-13 19:56:54,294 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 67.43 | 22.03 | 29.65 | +-------+-------+-------+ 2023-11-13 19:56:54,294 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:56:54,295 - mmseg - INFO - Iter(val) [250] aAcc: 0.6743, mIoU: 0.2203, mAcc: 0.2965, IoU.wall: 0.5789, IoU.building: 0.6615, IoU.sky: 0.8947, IoU.floor: 0.6223, IoU.tree: 0.6043, IoU.ceiling: 0.6777, IoU.road: 0.6211, IoU.bed : 0.5745, IoU.windowpane: 0.4154, IoU.grass: 0.5347, IoU.cabinet: 0.3316, IoU.sidewalk: 0.3731, IoU.person: 0.6054, IoU.earth: 0.2704, IoU.door: 0.1397, IoU.table: 0.2227, IoU.mountain: 0.3892, IoU.plant: 0.3623, IoU.curtain: 0.4491, IoU.chair: 0.3261, IoU.car: 0.6383, IoU.water: 0.3366, IoU.painting: 0.3955, IoU.sofa: 0.2846, IoU.shelf: 0.1656, IoU.house: 0.2466, IoU.sea: 0.3146, IoU.mirror: 0.1535, IoU.rug: 0.3289, IoU.field: 0.1718, IoU.armchair: 0.1692, IoU.seat: 0.2510, IoU.fence: 0.1161, IoU.desk: 0.1507, IoU.rock: 0.1385, IoU.wardrobe: 0.0757, IoU.lamp: 0.3269, IoU.bathtub: 0.3427, IoU.railing: 0.0827, IoU.cushion: 0.2500, IoU.base: 0.0280, IoU.box: 0.0884, IoU.column: 0.2168, IoU.signboard: 0.2310, IoU.chest of drawers: 0.1983, IoU.counter: 0.0468, IoU.sand: 0.1414, IoU.sink: 0.3183, IoU.skyscraper: 0.3517, IoU.fireplace: 0.2567, IoU.refrigerator: 0.2602, IoU.grandstand: 0.2268, IoU.path: 0.0987, IoU.stairs: 0.1416, IoU.runway: 0.3484, IoU.case: 0.2950, IoU.pool table: 0.7083, IoU.pillow: 0.2765, IoU.screen door: 0.1322, IoU.stairway: 0.0741, IoU.river: 0.0797, IoU.bridge: 0.1269, IoU.bookcase: 0.1157, IoU.blind: 0.1704, IoU.coffee table: 0.2443, IoU.toilet: 0.5028, IoU.flower: 0.2111, IoU.book: 0.1869, IoU.hill: 0.0158, IoU.bench: 0.2098, IoU.countertop: 0.2722, IoU.stove: 0.2291, IoU.palm: 0.3286, IoU.kitchen island: 0.1533, IoU.computer: 0.2933, IoU.swivel chair: 0.1540, IoU.boat: 0.1219, IoU.bar: 0.0185, IoU.arcade machine: 0.0687, IoU.hovel: 0.0631, IoU.bus: 0.4478, IoU.towel: 0.2164, IoU.light: 0.3123, IoU.truck: 0.0151, IoU.tower: 0.1178, IoU.chandelier: 0.4058, IoU.awning: 0.0596, IoU.streetlight: 0.0840, IoU.booth: 0.0059, IoU.television receiver: 0.2738, IoU.airplane: 0.3906, IoU.dirt track: 0.0037, IoU.apparel: 0.1430, IoU.pole: 0.0900, IoU.land: 0.0602, IoU.bannister: 0.0072, IoU.escalator: 0.0025, IoU.ottoman: 0.0863, IoU.bottle: 0.0716, IoU.buffet: 0.0848, IoU.poster: 0.0263, IoU.stage: 0.0306, IoU.van: 0.0329, IoU.ship: 0.0549, IoU.fountain: 0.1212, IoU.conveyer belt: 0.0479, IoU.canopy: 0.0560, IoU.washer: 0.2293, IoU.plaything: 0.0680, IoU.swimming pool: 0.0882, IoU.stool: 0.0683, IoU.barrel: 0.0000, IoU.basket: 0.1014, IoU.waterfall: 0.3933, IoU.tent: 0.7347, IoU.bag: 0.0223, IoU.minibike: 0.2163, IoU.cradle: 0.6417, IoU.oven: 0.0402, IoU.ball: 0.2819, IoU.food: 0.4785, IoU.step: 0.0000, IoU.tank: 0.0845, IoU.trade name: 0.0404, IoU.microwave: 0.1831, IoU.pot: 0.0719, IoU.animal: 0.3639, IoU.bicycle: 0.3049, IoU.lake: 0.0050, IoU.dishwasher: 0.1445, IoU.screen: 0.4837, IoU.blanket: 0.0064, IoU.sculpture: 0.0077, IoU.hood: 0.2822, IoU.sconce: 0.0574, IoU.vase: 0.1459, IoU.traffic light: 0.0675, IoU.tray: 0.0037, IoU.ashcan: 0.1123, IoU.fan: 0.3114, IoU.pier: 0.0947, IoU.crt screen: 0.0051, IoU.plate: 0.2794, IoU.monitor: 0.0128, IoU.bulletin board: 0.1702, IoU.shower: 0.0000, IoU.radiator: 0.3196, IoU.glass: 0.0602, IoU.clock: 0.0384, IoU.flag: 0.1809, Acc.wall: 0.7990, Acc.building: 0.8416, Acc.sky: 0.9603, Acc.floor: 0.8095, Acc.tree: 0.8067, Acc.ceiling: 0.8034, Acc.road: 0.8102, Acc.bed : 0.7894, Acc.windowpane: 0.5306, Acc.grass: 0.6333, Acc.cabinet: 0.5049, Acc.sidewalk: 0.5210, Acc.person: 0.8288, Acc.earth: 0.4296, Acc.door: 0.2450, Acc.table: 0.3459, Acc.mountain: 0.5549, Acc.plant: 0.4702, Acc.curtain: 0.5430, Acc.chair: 0.5241, Acc.car: 0.8208, Acc.water: 0.4589, Acc.painting: 0.6898, Acc.sofa: 0.3697, Acc.shelf: 0.3220, Acc.house: 0.3192, Acc.sea: 0.4818, Acc.mirror: 0.1740, Acc.rug: 0.4194, Acc.field: 0.3935, Acc.armchair: 0.3061, Acc.seat: 0.3290, Acc.fence: 0.1390, Acc.desk: 0.2351, Acc.rock: 0.1676, Acc.wardrobe: 0.0892, Acc.lamp: 0.5275, Acc.bathtub: 0.4347, Acc.railing: 0.0942, Acc.cushion: 0.3571, Acc.base: 0.0307, Acc.box: 0.1558, Acc.column: 0.2972, Acc.signboard: 0.3425, Acc.chest of drawers: 0.3246, Acc.counter: 0.0536, Acc.sand: 0.1911, Acc.sink: 0.4393, Acc.skyscraper: 0.4284, Acc.fireplace: 0.3640, Acc.refrigerator: 0.3567, Acc.grandstand: 0.3436, Acc.path: 0.1325, Acc.stairs: 0.1599, Acc.runway: 0.3893, Acc.case: 0.5105, Acc.pool table: 0.7765, Acc.pillow: 0.3271, Acc.screen door: 0.1415, Acc.stairway: 0.1130, Acc.river: 0.1438, Acc.bridge: 0.1568, Acc.bookcase: 0.1459, Acc.blind: 0.1886, Acc.coffee table: 0.3519, Acc.toilet: 0.7076, Acc.flower: 0.2913, Acc.book: 0.2657, Acc.hill: 0.0171, Acc.bench: 0.2344, Acc.countertop: 0.3315, Acc.stove: 0.3350, Acc.palm: 0.4259, Acc.kitchen island: 0.4016, Acc.computer: 0.4550, Acc.swivel chair: 0.2249, Acc.boat: 0.1418, Acc.bar: 0.0191, Acc.arcade machine: 0.1040, Acc.hovel: 0.0931, Acc.bus: 0.4830, Acc.towel: 0.2604, Acc.light: 0.3862, Acc.truck: 0.0184, Acc.tower: 0.1548, Acc.chandelier: 0.4549, Acc.awning: 0.0666, Acc.streetlight: 0.1027, Acc.booth: 0.0064, Acc.television receiver: 0.3460, Acc.airplane: 0.6068, Acc.dirt track: 0.0067, Acc.apparel: 0.1876, Acc.pole: 0.1257, Acc.land: 0.0822, Acc.bannister: 0.0080, Acc.escalator: 0.0032, Acc.ottoman: 0.1056, Acc.bottle: 0.1524, Acc.buffet: 0.1092, Acc.poster: 0.0267, Acc.stage: 0.0432, Acc.van: 0.0360, Acc.ship: 0.0709, Acc.fountain: 0.1430, Acc.conveyer belt: 0.0619, Acc.canopy: 0.0624, Acc.washer: 0.2497, Acc.plaything: 0.0999, Acc.swimming pool: 0.1342, Acc.stool: 0.0884, Acc.barrel: 0.0001, Acc.basket: 0.1370, Acc.waterfall: 0.5344, Acc.tent: 0.9487, Acc.bag: 0.0250, Acc.minibike: 0.2657, Acc.cradle: 0.8462, Acc.oven: 0.0761, Acc.ball: 0.4681, Acc.food: 0.6045, Acc.step: 0.0000, Acc.tank: 0.0872, Acc.trade name: 0.0422, Acc.microwave: 0.2153, Acc.pot: 0.0790, Acc.animal: 0.3885, Acc.bicycle: 0.5677, Acc.lake: 0.0051, Acc.dishwasher: 0.2043, Acc.screen: 0.6511, Acc.blanket: 0.0065, Acc.sculpture: 0.0082, Acc.hood: 0.4841, Acc.sconce: 0.0627, Acc.vase: 0.2391, Acc.traffic light: 0.0758, Acc.tray: 0.0042, Acc.ashcan: 0.1366, Acc.fan: 0.4154, Acc.pier: 0.1841, Acc.crt screen: 0.0052, Acc.plate: 0.3418, Acc.monitor: 0.0144, Acc.bulletin board: 0.2106, Acc.shower: 0.0000, Acc.radiator: 0.3532, Acc.glass: 0.0646, Acc.clock: 0.0521, Acc.flag: 0.1945 2023-11-13 19:56:59,218 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:53:21, time: 1.353, data_time: 1.258, memory: 3269, decode.loss_ce: 1.2391, decode.acc_seg: 59.4860, loss: 1.2391 2023-11-13 19:57:04,133 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:53:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1982, decode.acc_seg: 60.0921, loss: 1.1982 2023-11-13 19:57:11,278 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:53:14, time: 0.143, data_time: 0.048, memory: 3269, decode.loss_ce: 1.2101, decode.acc_seg: 59.5030, loss: 1.2101 2023-11-13 19:57:16,186 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:53:08, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1849, decode.acc_seg: 60.6828, loss: 1.1849 2023-11-13 19:57:21,102 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:53:01, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2290, decode.acc_seg: 60.6186, loss: 1.2290 2023-11-13 19:57:26,018 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:52:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2013, decode.acc_seg: 60.5713, loss: 1.2013 2023-11-13 19:57:30,953 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:52:48, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1611, decode.acc_seg: 61.3024, loss: 1.1611 2023-11-13 19:57:35,870 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:52:41, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2388, decode.acc_seg: 58.8125, loss: 1.2388 2023-11-13 19:57:40,795 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:52:35, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2086, decode.acc_seg: 60.3458, loss: 1.2086 2023-11-13 19:57:45,719 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:52:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2240, decode.acc_seg: 59.6559, loss: 1.2240 2023-11-13 19:57:50,656 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:52:22, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1597, decode.acc_seg: 61.3247, loss: 1.1597 2023-11-13 19:57:55,574 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:52:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2184, decode.acc_seg: 59.5134, loss: 1.2184 2023-11-13 19:58:00,500 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:52:09, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2268, decode.acc_seg: 59.9776, loss: 1.2268 2023-11-13 19:58:05,420 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:52:02, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2242, decode.acc_seg: 59.2315, loss: 1.2242 2023-11-13 19:58:10,332 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:51:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2191, decode.acc_seg: 61.2800, loss: 1.2191 2023-11-13 19:58:15,260 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:51:50, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2047, decode.acc_seg: 61.0338, loss: 1.2047 2023-11-13 19:58:20,184 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:51:43, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2819, decode.acc_seg: 58.9856, loss: 1.2819 2023-11-13 19:58:25,099 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:51:37, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2521, decode.acc_seg: 59.4585, loss: 1.2521 2023-11-13 19:58:30,018 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:51:30, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2207, decode.acc_seg: 60.5205, loss: 1.2207 2023-11-13 19:58:34,942 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:58:34,943 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:51:24, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2135, decode.acc_seg: 60.4240, loss: 1.2135 2023-11-13 19:58:39,864 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:51:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2057, decode.acc_seg: 60.4850, loss: 1.2057 2023-11-13 19:58:44,783 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:51:11, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2469, decode.acc_seg: 59.8430, loss: 1.2469 2023-11-13 19:58:49,705 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:51:05, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2147, decode.acc_seg: 60.9408, loss: 1.2147 2023-11-13 19:58:54,622 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:50:59, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1939, decode.acc_seg: 60.1274, loss: 1.1939 2023-11-13 19:58:59,544 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:50:52, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2736, decode.acc_seg: 58.5798, loss: 1.2736 2023-11-13 19:59:04,469 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:50:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1854, decode.acc_seg: 59.9895, loss: 1.1854 2023-11-13 19:59:09,402 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:50:40, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2178, decode.acc_seg: 60.4815, loss: 1.2178 2023-11-13 19:59:16,607 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:50:39, time: 0.144, data_time: 0.047, memory: 3269, decode.loss_ce: 1.2114, decode.acc_seg: 61.1299, loss: 1.2114 2023-11-13 19:59:21,525 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:50:33, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1701, decode.acc_seg: 61.5050, loss: 1.1701 2023-11-13 19:59:26,441 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:50:27, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1615, decode.acc_seg: 61.4620, loss: 1.1615 2023-11-13 19:59:31,362 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:50:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1896, decode.acc_seg: 60.6344, loss: 1.1896 2023-11-13 19:59:36,286 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:50:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2005, decode.acc_seg: 60.8646, loss: 1.2005 2023-11-13 19:59:41,271 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:50:08, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2259, decode.acc_seg: 60.6285, loss: 1.2259 2023-11-13 19:59:46,197 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:50:02, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2400, decode.acc_seg: 59.4102, loss: 1.2400 2023-11-13 19:59:51,128 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:49:56, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1970, decode.acc_seg: 60.5457, loss: 1.1970 2023-11-13 19:59:56,068 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:49:49, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2204, decode.acc_seg: 60.7633, loss: 1.2204 2023-11-13 20:00:00,994 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:49:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1573, decode.acc_seg: 61.0824, loss: 1.1573 2023-11-13 20:00:05,921 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:49:37, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2032, decode.acc_seg: 60.8750, loss: 1.2032 2023-11-13 20:00:10,854 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:49:31, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2496, decode.acc_seg: 59.7769, loss: 1.2496 2023-11-13 20:00:15,780 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:00:15,780 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:49:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2180, decode.acc_seg: 60.0613, loss: 1.2180 2023-11-13 20:00:20,729 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:49:19, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1808, decode.acc_seg: 61.2054, loss: 1.1808 2023-11-13 20:00:25,651 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:49:13, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2317, decode.acc_seg: 59.6321, loss: 1.2317 2023-11-13 20:00:30,570 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:49:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1955, decode.acc_seg: 61.1080, loss: 1.1955 2023-11-13 20:00:35,501 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:49:00, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2087, decode.acc_seg: 59.8288, loss: 1.2087 2023-11-13 20:00:40,492 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:48:54, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1958, decode.acc_seg: 60.4792, loss: 1.1958 2023-11-13 20:00:45,430 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:48:48, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2668, decode.acc_seg: 58.3676, loss: 1.2668 2023-11-13 20:00:50,359 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:48:42, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1772, decode.acc_seg: 61.1956, loss: 1.1772 2023-11-13 20:00:55,289 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:48:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1964, decode.acc_seg: 60.5350, loss: 1.1964 2023-11-13 20:01:00,216 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:48:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2179, decode.acc_seg: 60.0550, loss: 1.2179 2023-11-13 20:01:05,143 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:48:24, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1696, decode.acc_seg: 62.0299, loss: 1.1696 2023-11-13 20:01:10,062 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:48:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2260, decode.acc_seg: 60.2301, loss: 1.2260 2023-11-13 20:01:14,991 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:48:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2061, decode.acc_seg: 60.4892, loss: 1.2061 2023-11-13 20:01:22,164 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:48:11, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1880, decode.acc_seg: 60.8744, loss: 1.1880 2023-11-13 20:01:27,095 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:48:05, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1725, decode.acc_seg: 62.0343, loss: 1.1725 2023-11-13 20:01:32,021 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:47:59, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2095, decode.acc_seg: 60.9611, loss: 1.2095 2023-11-13 20:01:36,952 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:47:52, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2112, decode.acc_seg: 60.7794, loss: 1.2112 2023-11-13 20:01:41,877 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:47:46, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2045, decode.acc_seg: 60.5157, loss: 1.2045 2023-11-13 20:01:46,798 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:47:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2038, decode.acc_seg: 60.2738, loss: 1.2038 2023-11-13 20:01:51,738 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:47:34, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2177, decode.acc_seg: 59.8005, loss: 1.2177 2023-11-13 20:01:56,661 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:01:56,661 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:47:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1866, decode.acc_seg: 60.5851, loss: 1.1866 2023-11-13 20:02:01,577 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:47:22, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1982, decode.acc_seg: 61.1204, loss: 1.1982 2023-11-13 20:02:06,501 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:47:16, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1942, decode.acc_seg: 60.8698, loss: 1.1942 2023-11-13 20:02:11,426 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:47:10, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2427, decode.acc_seg: 59.6705, loss: 1.2427 2023-11-13 20:02:16,350 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:47:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2257, decode.acc_seg: 59.7660, loss: 1.2257 2023-11-13 20:02:21,270 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:46:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1448, decode.acc_seg: 61.4289, loss: 1.1448 2023-11-13 20:02:26,190 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:46:52, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2072, decode.acc_seg: 60.9950, loss: 1.2072 2023-11-13 20:02:31,118 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:46:47, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1885, decode.acc_seg: 60.0384, loss: 1.1885 2023-11-13 20:02:36,045 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:46:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2046, decode.acc_seg: 59.9121, loss: 1.2046 2023-11-13 20:02:40,967 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:46:35, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2018, decode.acc_seg: 60.6468, loss: 1.2018 2023-11-13 20:02:45,885 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:46:29, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1901, decode.acc_seg: 61.1696, loss: 1.1901 2023-11-13 20:02:50,812 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:46:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2540, decode.acc_seg: 59.7996, loss: 1.2540 2023-11-13 20:02:55,731 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:46:17, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2233, decode.acc_seg: 59.7912, loss: 1.2233 2023-11-13 20:03:00,656 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:46:11, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1778, decode.acc_seg: 61.1686, loss: 1.1778 2023-11-13 20:03:05,580 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:46:05, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1731, decode.acc_seg: 61.3897, loss: 1.1731 2023-11-13 20:03:10,504 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:45:59, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2233, decode.acc_seg: 60.1969, loss: 1.2233 2023-11-13 20:03:15,431 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:45:53, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1630, decode.acc_seg: 61.6985, loss: 1.1630 2023-11-13 20:03:20,352 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:45:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1932, decode.acc_seg: 60.8674, loss: 1.1932 2023-11-13 20:03:27,508 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:45:46, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.2052, decode.acc_seg: 60.2116, loss: 1.2052 2023-11-13 20:03:32,431 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:45:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1586, decode.acc_seg: 61.6813, loss: 1.1586 2023-11-13 20:03:37,360 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:03:37,360 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:45:34, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1873, decode.acc_seg: 60.9718, loss: 1.1873 2023-11-13 20:03:42,282 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:45:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2301, decode.acc_seg: 60.0191, loss: 1.2301 2023-11-13 20:03:47,210 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:45:22, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2015, decode.acc_seg: 60.6969, loss: 1.2015 2023-11-13 20:03:52,136 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:45:16, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2074, decode.acc_seg: 59.5903, loss: 1.2074 2023-11-13 20:03:57,063 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:45:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1669, decode.acc_seg: 61.1218, loss: 1.1669 2023-11-13 20:04:01,991 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:45:05, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1831, decode.acc_seg: 60.8645, loss: 1.1831 2023-11-13 20:04:06,916 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:44:59, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1823, decode.acc_seg: 60.7790, loss: 1.1823 2023-11-13 20:04:11,837 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:44:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2238, decode.acc_seg: 59.8083, loss: 1.2238 2023-11-13 20:04:16,772 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:44:47, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2106, decode.acc_seg: 59.9075, loss: 1.2106 2023-11-13 20:04:21,697 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:44:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2249, decode.acc_seg: 59.6480, loss: 1.2249 2023-11-13 20:04:26,626 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:44:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1998, decode.acc_seg: 60.5226, loss: 1.1998 2023-11-13 20:04:31,549 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:44:30, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1594, decode.acc_seg: 61.9487, loss: 1.1594 2023-11-13 20:04:36,486 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:44:24, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1978, decode.acc_seg: 61.0785, loss: 1.1978 2023-11-13 20:04:41,407 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:44:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1976, decode.acc_seg: 61.0325, loss: 1.1976 2023-11-13 20:04:46,332 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:44:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2544, decode.acc_seg: 59.5455, loss: 1.2544 2023-11-13 20:04:51,257 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:44:07, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2078, decode.acc_seg: 60.5520, loss: 1.2078 2023-11-13 20:04:56,183 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:44:01, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1749, decode.acc_seg: 61.4700, loss: 1.1749 2023-11-13 20:05:01,110 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:43:55, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1501, decode.acc_seg: 62.5557, loss: 1.1501 2023-11-13 20:05:06,034 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:43:49, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1922, decode.acc_seg: 60.7591, loss: 1.1922 2023-11-13 20:05:10,967 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:43:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1712, decode.acc_seg: 60.7344, loss: 1.1712 2023-11-13 20:05:15,893 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:05:15,894 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:43:38, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2093, decode.acc_seg: 60.0266, loss: 1.2093 2023-11-13 20:05:20,832 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:43:32, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2353, decode.acc_seg: 59.3294, loss: 1.2353 2023-11-13 20:05:25,760 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:43:26, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1889, decode.acc_seg: 60.2947, loss: 1.1889 2023-11-13 20:05:30,708 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:43:21, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1896, decode.acc_seg: 61.4111, loss: 1.1896 2023-11-13 20:05:37,946 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:43:19, time: 0.145, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1492, decode.acc_seg: 62.2733, loss: 1.1492 2023-11-13 20:05:42,873 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:43:13, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1920, decode.acc_seg: 61.1850, loss: 1.1920 2023-11-13 20:05:47,800 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:43:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2103, decode.acc_seg: 60.2081, loss: 1.2103 2023-11-13 20:05:52,725 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:43:01, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1683, decode.acc_seg: 60.8799, loss: 1.1683 2023-11-13 20:05:57,648 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:42:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1444, decode.acc_seg: 62.2112, loss: 1.1444 2023-11-13 20:06:02,580 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:42:50, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2025, decode.acc_seg: 60.6798, loss: 1.2025 2023-11-13 20:06:07,508 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:42:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2295, decode.acc_seg: 59.7994, loss: 1.2295 2023-11-13 20:06:12,434 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:42:38, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2348, decode.acc_seg: 59.5208, loss: 1.2348 2023-11-13 20:06:17,385 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:42:33, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1836, decode.acc_seg: 60.8432, loss: 1.1836 2023-11-13 20:06:22,315 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:42:27, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2013, decode.acc_seg: 60.2284, loss: 1.2013 2023-11-13 20:06:27,252 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:42:21, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2034, decode.acc_seg: 60.9052, loss: 1.2034 2023-11-13 20:06:32,187 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:42:16, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2311, decode.acc_seg: 59.5819, loss: 1.2311 2023-11-13 20:06:37,120 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:42:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1695, decode.acc_seg: 61.0183, loss: 1.1695 2023-11-13 20:06:42,066 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:42:04, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1491, decode.acc_seg: 62.1478, loss: 1.1491 2023-11-13 20:06:46,996 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:41:59, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1508, decode.acc_seg: 61.9006, loss: 1.1508 2023-11-13 20:06:51,918 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:41:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1943, decode.acc_seg: 60.3257, loss: 1.1943 2023-11-13 20:06:56,846 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:06:56,846 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:41:47, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1903, decode.acc_seg: 60.2985, loss: 1.1903 2023-11-13 20:07:01,767 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:41:42, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2105, decode.acc_seg: 60.4992, loss: 1.2105 2023-11-13 20:07:06,686 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:41:36, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2048, decode.acc_seg: 60.5250, loss: 1.2048 2023-11-13 20:07:11,615 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:41:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1674, decode.acc_seg: 61.1617, loss: 1.1674 2023-11-13 20:07:16,537 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:41:25, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1887, decode.acc_seg: 61.2390, loss: 1.1887 2023-11-13 20:07:21,458 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:41:19, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1828, decode.acc_seg: 61.1069, loss: 1.1828 2023-11-13 20:07:26,377 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:41:13, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1792, decode.acc_seg: 61.6116, loss: 1.1792 2023-11-13 20:07:31,299 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:41:08, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2590, decode.acc_seg: 59.8208, loss: 1.2590 2023-11-13 20:07:36,221 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:41:02, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2290, decode.acc_seg: 59.7185, loss: 1.2290 2023-11-13 20:07:43,373 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:41:00, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.2082, decode.acc_seg: 59.7679, loss: 1.2082 2023-11-13 20:07:48,293 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:40:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1699, decode.acc_seg: 60.8135, loss: 1.1699 2023-11-13 20:07:53,214 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:40:48, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1085, decode.acc_seg: 63.3052, loss: 1.1085 2023-11-13 20:07:58,141 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:40:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2129, decode.acc_seg: 59.5415, loss: 1.2129 2023-11-13 20:08:03,060 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:40:37, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1748, decode.acc_seg: 61.6770, loss: 1.1748 2023-11-13 20:08:07,983 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:40:31, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1886, decode.acc_seg: 61.1029, loss: 1.1886 2023-11-13 20:08:12,901 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:40:26, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1956, decode.acc_seg: 61.2578, loss: 1.1956 2023-11-13 20:08:17,823 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:40:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2222, decode.acc_seg: 59.9859, loss: 1.2222 2023-11-13 20:08:22,740 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:40:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1615, decode.acc_seg: 61.2766, loss: 1.1615 2023-11-13 20:08:27,673 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:40:09, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1842, decode.acc_seg: 60.0622, loss: 1.1842 2023-11-13 20:08:32,612 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:40:03, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2244, decode.acc_seg: 59.2002, loss: 1.2244 2023-11-13 20:08:37,535 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:08:37,537 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:39:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1920, decode.acc_seg: 60.4610, loss: 1.1920 2023-11-13 20:08:42,448 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:39:52, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1986, decode.acc_seg: 60.5708, loss: 1.1986 2023-11-13 20:08:47,373 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:39:46, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1933, decode.acc_seg: 61.4133, loss: 1.1933 2023-11-13 20:08:52,299 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:39:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1970, decode.acc_seg: 60.4189, loss: 1.1970 2023-11-13 20:08:57,235 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:39:35, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2050, decode.acc_seg: 60.4533, loss: 1.2050 2023-11-13 20:09:02,157 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:39:30, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1843, decode.acc_seg: 61.5463, loss: 1.1843 2023-11-13 20:09:07,079 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:39:24, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1923, decode.acc_seg: 60.7139, loss: 1.1923 2023-11-13 20:09:12,002 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:39:19, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1417, decode.acc_seg: 61.1731, loss: 1.1417 2023-11-13 20:09:16,941 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:39:13, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1888, decode.acc_seg: 60.9578, loss: 1.1888 2023-11-13 20:09:21,869 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:39:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1994, decode.acc_seg: 60.2558, loss: 1.1994 2023-11-13 20:09:26,797 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:39:02, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1837, decode.acc_seg: 61.4090, loss: 1.1837 2023-11-13 20:09:31,721 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:38:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2465, decode.acc_seg: 59.3787, loss: 1.2465 2023-11-13 20:09:36,639 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:38:51, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1850, decode.acc_seg: 61.0785, loss: 1.1850 2023-11-13 20:09:41,565 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:38:45, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1963, decode.acc_seg: 61.7944, loss: 1.1963 2023-11-13 20:09:48,772 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:38:42, time: 0.144, data_time: 0.049, memory: 3269, decode.loss_ce: 1.1571, decode.acc_seg: 61.4619, loss: 1.1571 2023-11-13 20:09:53,702 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:38:37, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1900, decode.acc_seg: 60.6282, loss: 1.1900 2023-11-13 20:09:58,625 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:38:31, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1587, decode.acc_seg: 61.3591, loss: 1.1587 2023-11-13 20:10:03,548 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:38:26, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2028, decode.acc_seg: 60.0792, loss: 1.2028 2023-11-13 20:10:08,478 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:38:20, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1837, decode.acc_seg: 59.8791, loss: 1.1837 2023-11-13 20:10:13,401 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:38:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1803, decode.acc_seg: 61.2388, loss: 1.1803 2023-11-13 20:10:18,327 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:10:18,327 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:38:09, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1667, decode.acc_seg: 61.4693, loss: 1.1667 2023-11-13 20:10:23,243 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:38:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1980, decode.acc_seg: 60.6158, loss: 1.1980 2023-11-13 20:10:28,181 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:37:58, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2381, decode.acc_seg: 59.8691, loss: 1.2381 2023-11-13 20:10:33,119 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:37:53, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1685, decode.acc_seg: 61.7044, loss: 1.1685 2023-11-13 20:10:38,044 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:37:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1976, decode.acc_seg: 59.9529, loss: 1.1976 2023-11-13 20:10:42,961 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:37:41, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1844, decode.acc_seg: 60.5950, loss: 1.1844 2023-11-13 20:10:47,887 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:37:36, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2131, decode.acc_seg: 60.1560, loss: 1.2131 2023-11-13 20:10:52,819 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:37:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1750, decode.acc_seg: 61.6432, loss: 1.1750 2023-11-13 20:10:57,752 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:37:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2547, decode.acc_seg: 58.5034, loss: 1.2547 2023-11-13 20:11:02,674 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:37:19, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2139, decode.acc_seg: 60.9533, loss: 1.2139 2023-11-13 20:11:07,591 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:37:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1714, decode.acc_seg: 61.2251, loss: 1.1714 2023-11-13 20:11:12,530 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:37:08, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1826, decode.acc_seg: 60.6314, loss: 1.1826 2023-11-13 20:11:17,448 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:37:03, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2002, decode.acc_seg: 60.9132, loss: 1.2002 2023-11-13 20:11:22,373 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:36:57, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1685, decode.acc_seg: 61.3965, loss: 1.1685 2023-11-13 20:11:27,298 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:36:52, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1718, decode.acc_seg: 61.5146, loss: 1.1718 2023-11-13 20:11:32,215 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:36:46, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1707, decode.acc_seg: 61.6318, loss: 1.1707 2023-11-13 20:11:37,143 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:36:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1530, decode.acc_seg: 61.7883, loss: 1.1530 2023-11-13 20:11:42,064 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:36:35, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1827, decode.acc_seg: 61.1664, loss: 1.1827 2023-11-13 20:11:46,990 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:36:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2339, decode.acc_seg: 60.4839, loss: 1.2339 2023-11-13 20:11:54,109 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:36:27, time: 0.142, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1789, decode.acc_seg: 60.3730, loss: 1.1789 2023-11-13 20:11:59,083 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:11:59,084 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:36:21, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1782, decode.acc_seg: 60.8917, loss: 1.1782 2023-11-13 20:12:04,015 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:36:16, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1785, decode.acc_seg: 61.0658, loss: 1.1785 2023-11-13 20:12:08,950 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:36:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1744, decode.acc_seg: 61.3213, loss: 1.1744 2023-11-13 20:12:13,883 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:36:05, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1631, decode.acc_seg: 61.8907, loss: 1.1631 2023-11-13 20:12:18,809 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:35:59, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1255, decode.acc_seg: 61.6589, loss: 1.1255 2023-11-13 20:12:23,741 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:35:54, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1763, decode.acc_seg: 61.3438, loss: 1.1763 2023-11-13 20:12:28,677 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:35:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2046, decode.acc_seg: 60.1412, loss: 1.2046 2023-11-13 20:12:33,615 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:35:43, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1607, decode.acc_seg: 61.1434, loss: 1.1607 2023-11-13 20:12:38,551 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:35:38, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1901, decode.acc_seg: 60.6435, loss: 1.1901 2023-11-13 20:12:43,488 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:35:32, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1854, decode.acc_seg: 61.6199, loss: 1.1854 2023-11-13 20:12:48,422 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:35:27, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1563, decode.acc_seg: 61.8243, loss: 1.1563 2023-11-13 20:12:53,353 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:35:21, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2127, decode.acc_seg: 59.7475, loss: 1.2127 2023-11-13 20:12:58,289 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:35:16, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1884, decode.acc_seg: 60.4896, loss: 1.1884 2023-11-13 20:13:03,228 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:35:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1271, decode.acc_seg: 62.1274, loss: 1.1271 2023-11-13 20:13:08,170 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:35:05, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2028, decode.acc_seg: 61.1587, loss: 1.2028 2023-11-13 20:13:13,099 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:34:59, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1840, decode.acc_seg: 61.2575, loss: 1.1840 2023-11-13 20:13:18,038 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:34:54, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2171, decode.acc_seg: 59.9750, loss: 1.2171 2023-11-13 20:13:22,969 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:34:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1650, decode.acc_seg: 60.5801, loss: 1.1650 2023-11-13 20:13:27,897 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:34:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1263, decode.acc_seg: 62.4845, loss: 1.1263 2023-11-13 20:13:32,825 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:34:38, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2092, decode.acc_seg: 60.8110, loss: 1.2092 2023-11-13 20:13:37,709 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:13:37,779 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:13:37,779 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:34:32, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2194, decode.acc_seg: 60.4108, loss: 1.2194 2023-11-13 20:13:51,290 - mmseg - INFO - per class results: 2023-11-13 20:13:51,295 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.09 | 78.71 | | building | 66.1 | 83.63 | | sky | 89.81 | 95.69 | | floor | 62.8 | 83.84 | | tree | 60.27 | 82.38 | | ceiling | 68.77 | 85.67 | | road | 63.3 | 81.71 | | bed | 60.15 | 77.61 | | windowpane | 44.12 | 59.08 | | grass | 61.48 | 77.57 | | cabinet | 33.81 | 49.0 | | sidewalk | 38.3 | 52.43 | | person | 60.82 | 81.34 | | earth | 27.41 | 42.33 | | door | 11.85 | 16.18 | | table | 22.84 | 36.71 | | mountain | 36.54 | 49.43 | | plant | 35.52 | 45.43 | | curtain | 45.48 | 60.85 | | chair | 32.53 | 53.21 | | car | 64.93 | 81.37 | | water | 28.67 | 39.29 | | painting | 43.2 | 61.27 | | sofa | 33.02 | 46.95 | | shelf | 16.47 | 32.34 | | house | 31.72 | 48.82 | | sea | 36.9 | 67.8 | | mirror | 18.18 | 22.12 | | rug | 33.05 | 38.18 | | field | 16.3 | 23.57 | | armchair | 15.89 | 23.05 | | seat | 23.33 | 30.75 | | fence | 15.85 | 21.35 | | desk | 12.18 | 15.11 | | rock | 17.71 | 26.22 | | wardrobe | 7.21 | 7.99 | | lamp | 34.53 | 47.33 | | bathtub | 36.15 | 45.18 | | railing | 10.59 | 12.66 | | cushion | 27.81 | 45.29 | | base | 2.56 | 2.78 | | box | 7.63 | 10.55 | | column | 22.68 | 28.08 | | signboard | 23.72 | 34.84 | | chest of drawers | 19.31 | 28.61 | | counter | 6.35 | 7.3 | | sand | 19.44 | 25.96 | | sink | 34.01 | 52.0 | | skyscraper | 31.06 | 36.28 | | fireplace | 24.84 | 31.02 | | refrigerator | 30.18 | 41.51 | | grandstand | 20.96 | 43.53 | | path | 12.48 | 18.48 | | stairs | 19.4 | 22.04 | | runway | 38.86 | 46.8 | | case | 29.47 | 45.68 | | pool table | 65.69 | 82.22 | | pillow | 24.34 | 28.02 | | screen door | 23.46 | 36.49 | | stairway | 7.59 | 9.83 | | river | 6.63 | 15.03 | | bridge | 14.78 | 18.68 | | bookcase | 12.17 | 14.84 | | blind | 19.85 | 22.73 | | coffee table | 24.3 | 34.7 | | toilet | 52.72 | 68.03 | | flower | 24.29 | 36.54 | | book | 19.53 | 27.8 | | hill | 2.51 | 3.12 | | bench | 25.42 | 31.54 | | countertop | 28.23 | 39.02 | | stove | 28.76 | 43.46 | | palm | 30.8 | 40.63 | | kitchen island | 18.0 | 36.96 | | computer | 29.11 | 40.86 | | swivel chair | 17.06 | 20.88 | | boat | 16.98 | 25.96 | | bar | 6.09 | 7.22 | | arcade machine | 4.26 | 6.27 | | hovel | 4.93 | 5.18 | | bus | 49.66 | 64.75 | | towel | 22.3 | 28.47 | | light | 26.2 | 30.98 | | truck | 1.54 | 2.11 | | tower | 16.86 | 21.93 | | chandelier | 46.22 | 60.97 | | awning | 4.2 | 4.59 | | streetlight | 6.83 | 7.81 | | booth | 0.02 | 0.02 | | television receiver | 31.86 | 42.95 | | airplane | 39.62 | 58.09 | | dirt track | 0.19 | 0.38 | | apparel | 12.87 | 19.37 | | pole | 6.85 | 8.24 | | land | 9.05 | 14.03 | | bannister | 1.09 | 1.37 | | escalator | 0.81 | 1.37 | | ottoman | 8.09 | 9.32 | | bottle | 4.61 | 7.14 | | buffet | 11.29 | 14.23 | | poster | 4.6 | 5.03 | | stage | 3.44 | 5.24 | | van | 6.07 | 6.71 | | ship | 3.41 | 4.8 | | fountain | 6.37 | 7.09 | | conveyer belt | 4.72 | 5.24 | | canopy | 5.01 | 6.29 | | washer | 20.43 | 21.87 | | plaything | 11.86 | 28.24 | | swimming pool | 14.77 | 24.02 | | stool | 8.31 | 20.48 | | barrel | 0.11 | 0.51 | | basket | 11.73 | 17.11 | | waterfall | 35.17 | 53.97 | | tent | 68.21 | 95.73 | | bag | 1.99 | 2.17 | | minibike | 25.58 | 42.63 | | cradle | 64.76 | 85.55 | | oven | 3.51 | 5.65 | | ball | 30.43 | 54.09 | | food | 45.54 | 60.45 | | step | 0.06 | 0.06 | | tank | 13.12 | 13.57 | | trade name | 6.85 | 7.35 | | microwave | 18.87 | 23.75 | | pot | 8.68 | 9.45 | | animal | 38.51 | 42.29 | | bicycle | 31.2 | 54.07 | | lake | 0.26 | 0.28 | | dishwasher | 18.17 | 28.42 | | screen | 50.13 | 67.48 | | blanket | 0.76 | 0.8 | | sculpture | 1.15 | 1.57 | | hood | 27.62 | 43.95 | | sconce | 13.11 | 17.74 | | vase | 17.24 | 25.26 | | traffic light | 13.88 | 29.12 | | tray | 1.31 | 1.59 | | ashcan | 12.2 | 16.3 | | fan | 29.05 | 35.94 | | pier | 9.32 | 12.13 | | crt screen | 2.13 | 2.65 | | plate | 32.33 | 43.57 | | monitor | 1.38 | 1.54 | | bulletin board | 12.74 | 14.5 | | shower | 0.0 | 0.0 | | radiator | 29.79 | 32.4 | | glass | 7.03 | 7.83 | | clock | 5.56 | 6.9 | | flag | 18.99 | 22.49 | +---------------------+-------+-------+ 2023-11-13 20:13:51,296 - mmseg - INFO - Summary: 2023-11-13 20:13:51,296 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 68.21 | 23.01 | 31.43 | +-------+-------+-------+ 2023-11-13 20:13:51,297 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:13:51,297 - mmseg - INFO - Iter(val) [250] aAcc: 0.6821, mIoU: 0.2301, mAcc: 0.3143, IoU.wall: 0.5809, IoU.building: 0.6610, IoU.sky: 0.8981, IoU.floor: 0.6280, IoU.tree: 0.6027, IoU.ceiling: 0.6877, IoU.road: 0.6330, IoU.bed : 0.6015, IoU.windowpane: 0.4412, IoU.grass: 0.6148, IoU.cabinet: 0.3381, IoU.sidewalk: 0.3830, IoU.person: 0.6082, IoU.earth: 0.2741, IoU.door: 0.1185, IoU.table: 0.2284, IoU.mountain: 0.3654, IoU.plant: 0.3552, IoU.curtain: 0.4548, IoU.chair: 0.3253, IoU.car: 0.6493, IoU.water: 0.2867, IoU.painting: 0.4320, IoU.sofa: 0.3302, IoU.shelf: 0.1647, IoU.house: 0.3172, IoU.sea: 0.3690, IoU.mirror: 0.1818, IoU.rug: 0.3305, IoU.field: 0.1630, IoU.armchair: 0.1589, IoU.seat: 0.2333, IoU.fence: 0.1585, IoU.desk: 0.1218, IoU.rock: 0.1771, IoU.wardrobe: 0.0721, IoU.lamp: 0.3453, IoU.bathtub: 0.3615, IoU.railing: 0.1059, IoU.cushion: 0.2781, IoU.base: 0.0256, IoU.box: 0.0763, IoU.column: 0.2268, IoU.signboard: 0.2372, IoU.chest of drawers: 0.1931, IoU.counter: 0.0635, IoU.sand: 0.1944, IoU.sink: 0.3401, IoU.skyscraper: 0.3106, IoU.fireplace: 0.2484, IoU.refrigerator: 0.3018, IoU.grandstand: 0.2096, IoU.path: 0.1248, IoU.stairs: 0.1940, IoU.runway: 0.3886, IoU.case: 0.2947, IoU.pool table: 0.6569, IoU.pillow: 0.2434, IoU.screen door: 0.2346, IoU.stairway: 0.0759, IoU.river: 0.0663, IoU.bridge: 0.1478, IoU.bookcase: 0.1217, IoU.blind: 0.1985, IoU.coffee table: 0.2430, IoU.toilet: 0.5272, IoU.flower: 0.2429, IoU.book: 0.1953, IoU.hill: 0.0251, IoU.bench: 0.2542, IoU.countertop: 0.2823, IoU.stove: 0.2876, IoU.palm: 0.3080, IoU.kitchen island: 0.1800, IoU.computer: 0.2911, IoU.swivel chair: 0.1706, IoU.boat: 0.1698, IoU.bar: 0.0609, IoU.arcade machine: 0.0426, IoU.hovel: 0.0493, IoU.bus: 0.4966, IoU.towel: 0.2230, IoU.light: 0.2620, IoU.truck: 0.0154, IoU.tower: 0.1686, IoU.chandelier: 0.4622, IoU.awning: 0.0420, IoU.streetlight: 0.0683, IoU.booth: 0.0002, IoU.television receiver: 0.3186, IoU.airplane: 0.3962, IoU.dirt track: 0.0019, IoU.apparel: 0.1287, IoU.pole: 0.0685, IoU.land: 0.0905, IoU.bannister: 0.0109, IoU.escalator: 0.0081, IoU.ottoman: 0.0809, IoU.bottle: 0.0461, IoU.buffet: 0.1129, IoU.poster: 0.0460, IoU.stage: 0.0344, IoU.van: 0.0607, IoU.ship: 0.0341, IoU.fountain: 0.0637, IoU.conveyer belt: 0.0472, IoU.canopy: 0.0501, IoU.washer: 0.2043, IoU.plaything: 0.1186, IoU.swimming pool: 0.1477, IoU.stool: 0.0831, IoU.barrel: 0.0011, IoU.basket: 0.1173, IoU.waterfall: 0.3517, IoU.tent: 0.6821, IoU.bag: 0.0199, IoU.minibike: 0.2558, IoU.cradle: 0.6476, IoU.oven: 0.0351, IoU.ball: 0.3043, IoU.food: 0.4554, IoU.step: 0.0006, IoU.tank: 0.1312, IoU.trade name: 0.0685, IoU.microwave: 0.1887, IoU.pot: 0.0868, IoU.animal: 0.3851, IoU.bicycle: 0.3120, IoU.lake: 0.0026, IoU.dishwasher: 0.1817, IoU.screen: 0.5013, IoU.blanket: 0.0076, IoU.sculpture: 0.0115, IoU.hood: 0.2762, IoU.sconce: 0.1311, IoU.vase: 0.1724, IoU.traffic light: 0.1388, IoU.tray: 0.0131, IoU.ashcan: 0.1220, IoU.fan: 0.2905, IoU.pier: 0.0932, IoU.crt screen: 0.0213, IoU.plate: 0.3233, IoU.monitor: 0.0138, IoU.bulletin board: 0.1274, IoU.shower: 0.0000, IoU.radiator: 0.2979, IoU.glass: 0.0703, IoU.clock: 0.0556, IoU.flag: 0.1899, Acc.wall: 0.7871, Acc.building: 0.8363, Acc.sky: 0.9569, Acc.floor: 0.8384, Acc.tree: 0.8238, Acc.ceiling: 0.8567, Acc.road: 0.8171, Acc.bed : 0.7761, Acc.windowpane: 0.5908, Acc.grass: 0.7757, Acc.cabinet: 0.4900, Acc.sidewalk: 0.5243, Acc.person: 0.8134, Acc.earth: 0.4233, Acc.door: 0.1618, Acc.table: 0.3671, Acc.mountain: 0.4943, Acc.plant: 0.4543, Acc.curtain: 0.6085, Acc.chair: 0.5321, Acc.car: 0.8137, Acc.water: 0.3929, Acc.painting: 0.6127, Acc.sofa: 0.4695, Acc.shelf: 0.3234, Acc.house: 0.4882, Acc.sea: 0.6780, Acc.mirror: 0.2212, Acc.rug: 0.3818, Acc.field: 0.2357, Acc.armchair: 0.2305, Acc.seat: 0.3075, Acc.fence: 0.2135, Acc.desk: 0.1511, Acc.rock: 0.2622, Acc.wardrobe: 0.0799, Acc.lamp: 0.4733, Acc.bathtub: 0.4518, Acc.railing: 0.1266, Acc.cushion: 0.4529, Acc.base: 0.0278, Acc.box: 0.1055, Acc.column: 0.2808, Acc.signboard: 0.3484, Acc.chest of drawers: 0.2861, Acc.counter: 0.0730, Acc.sand: 0.2596, Acc.sink: 0.5200, Acc.skyscraper: 0.3628, Acc.fireplace: 0.3102, Acc.refrigerator: 0.4151, Acc.grandstand: 0.4353, Acc.path: 0.1848, Acc.stairs: 0.2204, Acc.runway: 0.4680, Acc.case: 0.4568, Acc.pool table: 0.8222, Acc.pillow: 0.2802, Acc.screen door: 0.3649, Acc.stairway: 0.0983, Acc.river: 0.1503, Acc.bridge: 0.1868, Acc.bookcase: 0.1484, Acc.blind: 0.2273, Acc.coffee table: 0.3470, Acc.toilet: 0.6803, Acc.flower: 0.3654, Acc.book: 0.2780, Acc.hill: 0.0312, Acc.bench: 0.3154, Acc.countertop: 0.3902, Acc.stove: 0.4346, Acc.palm: 0.4063, Acc.kitchen island: 0.3696, Acc.computer: 0.4086, Acc.swivel chair: 0.2088, Acc.boat: 0.2596, Acc.bar: 0.0722, Acc.arcade machine: 0.0627, Acc.hovel: 0.0518, Acc.bus: 0.6475, Acc.towel: 0.2847, Acc.light: 0.3098, Acc.truck: 0.0211, Acc.tower: 0.2193, Acc.chandelier: 0.6097, Acc.awning: 0.0459, Acc.streetlight: 0.0781, Acc.booth: 0.0002, Acc.television receiver: 0.4295, Acc.airplane: 0.5809, Acc.dirt track: 0.0038, Acc.apparel: 0.1937, Acc.pole: 0.0824, Acc.land: 0.1403, Acc.bannister: 0.0137, Acc.escalator: 0.0137, Acc.ottoman: 0.0932, Acc.bottle: 0.0714, Acc.buffet: 0.1423, Acc.poster: 0.0503, Acc.stage: 0.0524, Acc.van: 0.0671, Acc.ship: 0.0480, Acc.fountain: 0.0709, Acc.conveyer belt: 0.0524, Acc.canopy: 0.0629, Acc.washer: 0.2187, Acc.plaything: 0.2824, Acc.swimming pool: 0.2402, Acc.stool: 0.2048, Acc.barrel: 0.0051, Acc.basket: 0.1711, Acc.waterfall: 0.5397, Acc.tent: 0.9573, Acc.bag: 0.0217, Acc.minibike: 0.4263, Acc.cradle: 0.8555, Acc.oven: 0.0565, Acc.ball: 0.5409, Acc.food: 0.6045, Acc.step: 0.0006, Acc.tank: 0.1357, Acc.trade name: 0.0735, Acc.microwave: 0.2375, Acc.pot: 0.0945, Acc.animal: 0.4229, Acc.bicycle: 0.5407, Acc.lake: 0.0028, Acc.dishwasher: 0.2842, Acc.screen: 0.6748, Acc.blanket: 0.0080, Acc.sculpture: 0.0157, Acc.hood: 0.4395, Acc.sconce: 0.1774, Acc.vase: 0.2526, Acc.traffic light: 0.2912, Acc.tray: 0.0159, Acc.ashcan: 0.1630, Acc.fan: 0.3594, Acc.pier: 0.1213, Acc.crt screen: 0.0265, Acc.plate: 0.4357, Acc.monitor: 0.0154, Acc.bulletin board: 0.1450, Acc.shower: 0.0000, Acc.radiator: 0.3240, Acc.glass: 0.0783, Acc.clock: 0.0690, Acc.flag: 0.2249 2023-11-13 20:13:56,244 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:34:40, time: 0.368, data_time: 0.273, memory: 3269, decode.loss_ce: 1.1819, decode.acc_seg: 61.1150, loss: 1.1819 2023-11-13 20:14:01,181 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:34:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1991, decode.acc_seg: 61.0366, loss: 1.1991 2023-11-13 20:14:06,116 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:34:29, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2125, decode.acc_seg: 60.5705, loss: 1.2125 2023-11-13 20:14:11,057 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:34:24, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1562, decode.acc_seg: 61.1786, loss: 1.1562 2023-11-13 20:14:18,186 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:34:21, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1555, decode.acc_seg: 62.0973, loss: 1.1555 2023-11-13 20:14:23,123 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:34:15, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2063, decode.acc_seg: 60.8256, loss: 1.2063 2023-11-13 20:14:28,043 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:34:10, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1367, decode.acc_seg: 62.4424, loss: 1.1367 2023-11-13 20:14:32,966 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:34:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1350, decode.acc_seg: 62.4402, loss: 1.1350 2023-11-13 20:14:37,885 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:33:59, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1668, decode.acc_seg: 62.2915, loss: 1.1668 2023-11-13 20:14:42,809 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:33:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1728, decode.acc_seg: 60.8348, loss: 1.1728 2023-11-13 20:14:47,739 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:33:48, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1826, decode.acc_seg: 60.4409, loss: 1.1826 2023-11-13 20:14:52,662 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:33:42, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1407, decode.acc_seg: 61.8828, loss: 1.1407 2023-11-13 20:14:57,585 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:33:37, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1918, decode.acc_seg: 60.2351, loss: 1.1918 2023-11-13 20:15:02,513 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:33:31, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1874, decode.acc_seg: 61.0840, loss: 1.1874 2023-11-13 20:15:07,440 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:33:26, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1599, decode.acc_seg: 61.9008, loss: 1.1599 2023-11-13 20:15:12,368 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:33:20, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1715, decode.acc_seg: 61.0615, loss: 1.1715 2023-11-13 20:15:17,292 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:33:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2444, decode.acc_seg: 59.3839, loss: 1.2444 2023-11-13 20:15:22,215 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:33:09, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1986, decode.acc_seg: 59.9679, loss: 1.1986 2023-11-13 20:15:27,155 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:33:04, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2197, decode.acc_seg: 60.3033, loss: 1.2197 2023-11-13 20:15:32,091 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:15:32,091 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:32:58, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1861, decode.acc_seg: 61.2694, loss: 1.1861 2023-11-13 20:15:37,020 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:32:53, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1617, decode.acc_seg: 60.7898, loss: 1.1617 2023-11-13 20:15:41,942 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:32:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1946, decode.acc_seg: 60.1767, loss: 1.1946 2023-11-13 20:15:46,862 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:32:42, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1894, decode.acc_seg: 61.1594, loss: 1.1894 2023-11-13 20:15:51,791 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:32:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1498, decode.acc_seg: 61.5238, loss: 1.1498 2023-11-13 20:15:56,720 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:32:31, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2201, decode.acc_seg: 60.6245, loss: 1.2201 2023-11-13 20:16:01,644 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:32:26, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1634, decode.acc_seg: 61.8782, loss: 1.1634 2023-11-13 20:16:06,562 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:32:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1839, decode.acc_seg: 60.8635, loss: 1.1839 2023-11-13 20:16:11,496 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:32:15, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1769, decode.acc_seg: 60.2125, loss: 1.1769 2023-11-13 20:16:16,416 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:32:09, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1544, decode.acc_seg: 61.5354, loss: 1.1544 2023-11-13 20:16:23,555 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:32:06, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1291, decode.acc_seg: 62.3518, loss: 1.1291 2023-11-13 20:16:28,475 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:32:00, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1520, decode.acc_seg: 61.9968, loss: 1.1520 2023-11-13 20:16:33,412 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:31:55, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1655, decode.acc_seg: 61.3705, loss: 1.1655 2023-11-13 20:16:38,340 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:31:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1256, decode.acc_seg: 63.4775, loss: 1.1256 2023-11-13 20:16:43,266 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:31:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2230, decode.acc_seg: 59.1464, loss: 1.2230 2023-11-13 20:16:48,189 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:31:39, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1526, decode.acc_seg: 61.6181, loss: 1.1526 2023-11-13 20:16:53,116 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:31:33, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1489, decode.acc_seg: 61.4616, loss: 1.1489 2023-11-13 20:16:58,038 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:31:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1454, decode.acc_seg: 62.0532, loss: 1.1454 2023-11-13 20:17:02,961 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:31:22, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1826, decode.acc_seg: 61.5604, loss: 1.1826 2023-11-13 20:17:07,885 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:31:17, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1719, decode.acc_seg: 61.2462, loss: 1.1719 2023-11-13 20:17:12,809 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:17:12,810 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:31:11, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1768, decode.acc_seg: 60.6385, loss: 1.1768 2023-11-13 20:17:17,727 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:31:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1452, decode.acc_seg: 62.2953, loss: 1.1452 2023-11-13 20:17:22,644 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:31:00, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1821, decode.acc_seg: 60.7049, loss: 1.1821 2023-11-13 20:17:27,567 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:30:55, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1805, decode.acc_seg: 61.1972, loss: 1.1805 2023-11-13 20:17:32,567 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:30:50, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1663, decode.acc_seg: 61.1612, loss: 1.1663 2023-11-13 20:17:37,493 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:30:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1929, decode.acc_seg: 60.4799, loss: 1.1929 2023-11-13 20:17:42,418 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:30:39, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2215, decode.acc_seg: 59.5794, loss: 1.2215 2023-11-13 20:17:47,339 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:30:33, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2077, decode.acc_seg: 60.8060, loss: 1.2077 2023-11-13 20:17:52,261 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:30:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1539, decode.acc_seg: 61.4809, loss: 1.1539 2023-11-13 20:17:57,191 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:30:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1636, decode.acc_seg: 61.1638, loss: 1.1636 2023-11-13 20:18:02,120 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:30:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1061, decode.acc_seg: 62.5371, loss: 1.1061 2023-11-13 20:18:07,037 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:30:12, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2112, decode.acc_seg: 59.7263, loss: 1.2112 2023-11-13 20:18:11,960 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:30:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1738, decode.acc_seg: 61.5132, loss: 1.1738 2023-11-13 20:18:16,886 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:30:01, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1933, decode.acc_seg: 60.6260, loss: 1.1933 2023-11-13 20:18:21,809 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:29:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1844, decode.acc_seg: 60.9984, loss: 1.1844 2023-11-13 20:18:28,959 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:29:52, time: 0.143, data_time: 0.048, memory: 3269, decode.loss_ce: 1.2079, decode.acc_seg: 60.7183, loss: 1.2079 2023-11-13 20:18:33,882 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:29:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1366, decode.acc_seg: 62.2810, loss: 1.1366 2023-11-13 20:18:38,809 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:29:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1841, decode.acc_seg: 60.7434, loss: 1.1841 2023-11-13 20:18:43,730 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:29:36, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1750, decode.acc_seg: 61.0684, loss: 1.1750 2023-11-13 20:18:48,670 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:29:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1472, decode.acc_seg: 61.0891, loss: 1.1472 2023-11-13 20:18:53,592 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:18:53,593 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:29:25, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2139, decode.acc_seg: 59.7410, loss: 1.2139 2023-11-13 20:18:58,513 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:29:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1617, decode.acc_seg: 62.2048, loss: 1.1617 2023-11-13 20:19:03,438 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:29:14, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1849, decode.acc_seg: 60.2128, loss: 1.1849 2023-11-13 20:19:08,356 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:29:09, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1619, decode.acc_seg: 61.6175, loss: 1.1619 2023-11-13 20:19:13,297 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:29:03, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1621, decode.acc_seg: 61.4806, loss: 1.1621 2023-11-13 20:19:18,215 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:28:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1706, decode.acc_seg: 60.7495, loss: 1.1706 2023-11-13 20:19:23,137 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:28:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2101, decode.acc_seg: 60.2724, loss: 1.2101 2023-11-13 20:19:28,052 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:28:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2060, decode.acc_seg: 60.5624, loss: 1.2060 2023-11-13 20:19:32,984 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:28:42, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1782, decode.acc_seg: 62.2544, loss: 1.1782 2023-11-13 20:19:37,909 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:28:37, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2093, decode.acc_seg: 60.8255, loss: 1.2093 2023-11-13 20:19:42,829 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:28:31, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1863, decode.acc_seg: 59.9023, loss: 1.1863 2023-11-13 20:19:47,757 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:28:26, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1891, decode.acc_seg: 60.1064, loss: 1.1891 2023-11-13 20:19:52,679 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:28:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2128, decode.acc_seg: 60.3251, loss: 1.2128 2023-11-13 20:19:57,602 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:28:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2111, decode.acc_seg: 60.5698, loss: 1.2111 2023-11-13 20:20:02,570 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:28:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1741, decode.acc_seg: 62.4559, loss: 1.1741 2023-11-13 20:20:07,485 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:28:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1167, decode.acc_seg: 61.4791, loss: 1.1167 2023-11-13 20:20:12,414 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:27:59, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1678, decode.acc_seg: 60.7254, loss: 1.1678 2023-11-13 20:20:17,335 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:27:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1556, decode.acc_seg: 61.8182, loss: 1.1556 2023-11-13 20:20:22,253 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:27:48, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2014, decode.acc_seg: 60.5099, loss: 1.2014 2023-11-13 20:20:27,179 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:27:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1636, decode.acc_seg: 61.7828, loss: 1.1636 2023-11-13 20:20:34,350 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:20:34,351 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:27:39, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1668, decode.acc_seg: 61.2721, loss: 1.1668 2023-11-13 20:20:39,274 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:27:34, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1814, decode.acc_seg: 60.8833, loss: 1.1814 2023-11-13 20:20:44,189 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:27:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1405, decode.acc_seg: 61.0752, loss: 1.1405 2023-11-13 20:20:49,118 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:27:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1533, decode.acc_seg: 61.7931, loss: 1.1533 2023-11-13 20:20:54,042 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:27:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1538, decode.acc_seg: 61.6492, loss: 1.1538 2023-11-13 20:20:58,974 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:27:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1514, decode.acc_seg: 61.9444, loss: 1.1514 2023-11-13 20:21:03,900 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:27:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1636, decode.acc_seg: 61.9298, loss: 1.1636 2023-11-13 20:21:08,831 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:27:02, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1433, decode.acc_seg: 62.1592, loss: 1.1433 2023-11-13 20:21:13,755 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:26:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1715, decode.acc_seg: 61.4052, loss: 1.1715 2023-11-13 20:21:18,671 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:26:51, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2008, decode.acc_seg: 59.5071, loss: 1.2008 2023-11-13 20:21:23,592 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:26:46, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1415, decode.acc_seg: 61.7770, loss: 1.1415 2023-11-13 20:21:28,516 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:26:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1936, decode.acc_seg: 61.1887, loss: 1.1936 2023-11-13 20:21:33,437 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:26:35, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1886, decode.acc_seg: 61.0633, loss: 1.1886 2023-11-13 20:21:38,363 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:26:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1884, decode.acc_seg: 60.5708, loss: 1.1884 2023-11-13 20:21:43,289 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:26:24, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1576, decode.acc_seg: 62.4156, loss: 1.1576 2023-11-13 20:21:48,239 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:26:19, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1323, decode.acc_seg: 63.2459, loss: 1.1323 2023-11-13 20:21:53,160 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:26:14, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2138, decode.acc_seg: 60.1000, loss: 1.2138 2023-11-13 20:21:58,083 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:26:08, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1597, decode.acc_seg: 60.7785, loss: 1.1597 2023-11-13 20:22:03,002 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:26:03, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1817, decode.acc_seg: 60.4649, loss: 1.1817 2023-11-13 20:22:07,921 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:25:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1418, decode.acc_seg: 61.7407, loss: 1.1418 2023-11-13 20:22:12,846 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:22:12,846 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:25:52, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1427, decode.acc_seg: 61.9589, loss: 1.1427 2023-11-13 20:22:17,773 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:25:47, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1858, decode.acc_seg: 60.8152, loss: 1.1858 2023-11-13 20:22:22,700 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:25:42, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2189, decode.acc_seg: 60.7721, loss: 1.2189 2023-11-13 20:22:27,626 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:25:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2221, decode.acc_seg: 60.6312, loss: 1.2221 2023-11-13 20:22:32,551 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:25:31, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1730, decode.acc_seg: 61.0152, loss: 1.1730 2023-11-13 20:22:37,473 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:25:26, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2251, decode.acc_seg: 60.8984, loss: 1.2251 2023-11-13 20:22:44,629 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:25:22, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1812, decode.acc_seg: 61.2564, loss: 1.1812 2023-11-13 20:22:49,552 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:25:16, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1429, decode.acc_seg: 62.1486, loss: 1.1429 2023-11-13 20:22:54,476 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:25:11, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1797, decode.acc_seg: 61.1263, loss: 1.1797 2023-11-13 20:22:59,401 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:25:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1638, decode.acc_seg: 61.4803, loss: 1.1638 2023-11-13 20:23:04,327 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:25:00, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1490, decode.acc_seg: 62.0243, loss: 1.1490 2023-11-13 20:23:09,252 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:24:55, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2002, decode.acc_seg: 61.6183, loss: 1.2002 2023-11-13 20:23:14,181 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:24:50, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1414, decode.acc_seg: 62.2696, loss: 1.1414 2023-11-13 20:23:19,108 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:24:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1993, decode.acc_seg: 60.4661, loss: 1.1993 2023-11-13 20:23:24,032 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:24:39, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1367, decode.acc_seg: 62.2417, loss: 1.1367 2023-11-13 20:23:28,968 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:24:34, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1731, decode.acc_seg: 61.3045, loss: 1.1731 2023-11-13 20:23:33,891 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:24:28, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1947, decode.acc_seg: 60.0885, loss: 1.1947 2023-11-13 20:23:38,816 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:24:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2004, decode.acc_seg: 60.9332, loss: 1.2004 2023-11-13 20:23:43,745 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:24:18, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2074, decode.acc_seg: 60.5618, loss: 1.2074 2023-11-13 20:23:48,673 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:24:13, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1445, decode.acc_seg: 61.5390, loss: 1.1445 2023-11-13 20:23:53,598 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:23:53,598 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:24:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1884, decode.acc_seg: 60.9086, loss: 1.1884 2023-11-13 20:23:58,527 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:24:02, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1431, decode.acc_seg: 62.0877, loss: 1.1431 2023-11-13 20:24:03,454 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:23:57, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1528, decode.acc_seg: 61.4979, loss: 1.1528 2023-11-13 20:24:08,382 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:23:51, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1370, decode.acc_seg: 61.7533, loss: 1.1370 2023-11-13 20:24:13,303 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:23:46, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1821, decode.acc_seg: 60.7448, loss: 1.1821 2023-11-13 20:24:18,233 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:23:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1944, decode.acc_seg: 61.2003, loss: 1.1944 2023-11-13 20:24:23,165 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:23:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1811, decode.acc_seg: 60.6296, loss: 1.1811 2023-11-13 20:24:28,101 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:23:30, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1347, decode.acc_seg: 62.1054, loss: 1.1347 2023-11-13 20:24:33,029 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:23:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1800, decode.acc_seg: 61.0655, loss: 1.1800 2023-11-13 20:24:37,959 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:23:20, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1703, decode.acc_seg: 61.2560, loss: 1.1703 2023-11-13 20:24:42,885 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:23:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2033, decode.acc_seg: 60.4219, loss: 1.2033 2023-11-13 20:24:50,038 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:23:10, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1384, decode.acc_seg: 62.2753, loss: 1.1384 2023-11-13 20:24:54,983 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:23:05, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1882, decode.acc_seg: 61.6731, loss: 1.1882 2023-11-13 20:24:59,919 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:23:00, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1228, decode.acc_seg: 62.9317, loss: 1.1228 2023-11-13 20:25:04,851 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:22:54, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1563, decode.acc_seg: 60.6968, loss: 1.1563 2023-11-13 20:25:09,784 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:22:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1295, decode.acc_seg: 62.7151, loss: 1.1295 2023-11-13 20:25:14,727 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:22:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1165, decode.acc_seg: 62.6879, loss: 1.1165 2023-11-13 20:25:19,661 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:22:38, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1317, decode.acc_seg: 61.8772, loss: 1.1317 2023-11-13 20:25:24,590 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:22:33, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1475, decode.acc_seg: 61.5155, loss: 1.1475 2023-11-13 20:25:29,537 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:22:28, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1951, decode.acc_seg: 60.3186, loss: 1.1951 2023-11-13 20:25:34,465 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:25:34,466 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:22:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1827, decode.acc_seg: 61.5223, loss: 1.1827 2023-11-13 20:25:39,391 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:22:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1705, decode.acc_seg: 61.7620, loss: 1.1705 2023-11-13 20:25:44,325 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:22:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1429, decode.acc_seg: 61.5894, loss: 1.1429 2023-11-13 20:25:49,258 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:22:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1098, decode.acc_seg: 63.3483, loss: 1.1098 2023-11-13 20:25:54,183 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:22:01, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2138, decode.acc_seg: 61.9673, loss: 1.2138 2023-11-13 20:25:59,113 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:21:56, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1956, decode.acc_seg: 61.4302, loss: 1.1956 2023-11-13 20:26:04,045 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:21:51, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1802, decode.acc_seg: 61.3619, loss: 1.1802 2023-11-13 20:26:08,981 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:21:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1553, decode.acc_seg: 61.7102, loss: 1.1553 2023-11-13 20:26:13,906 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:21:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1889, decode.acc_seg: 60.7901, loss: 1.1889 2023-11-13 20:26:18,837 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:21:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2140, decode.acc_seg: 60.6222, loss: 1.2140 2023-11-13 20:26:23,791 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:21:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1739, decode.acc_seg: 60.7172, loss: 1.1739 2023-11-13 20:26:28,726 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:21:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1510, decode.acc_seg: 61.4039, loss: 1.1510 2023-11-13 20:26:33,681 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:21:19, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1690, decode.acc_seg: 61.0472, loss: 1.1690 2023-11-13 20:26:38,611 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:21:14, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1693, decode.acc_seg: 61.3782, loss: 1.1693 2023-11-13 20:26:43,549 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:21:09, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1555, decode.acc_seg: 62.0590, loss: 1.1555 2023-11-13 20:26:48,486 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:21:04, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1630, decode.acc_seg: 61.3640, loss: 1.1630 2023-11-13 20:26:55,662 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:20:59, time: 0.144, data_time: 0.047, memory: 3269, decode.loss_ce: 1.2025, decode.acc_seg: 59.7141, loss: 1.2025 2023-11-13 20:27:00,587 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:20:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1360, decode.acc_seg: 62.0914, loss: 1.1360 2023-11-13 20:27:05,520 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:20:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2460, decode.acc_seg: 58.9451, loss: 1.2460 2023-11-13 20:27:10,444 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:20:43, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1343, decode.acc_seg: 61.6724, loss: 1.1343 2023-11-13 20:27:15,392 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:27:15,392 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:20:38, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1268, decode.acc_seg: 62.4004, loss: 1.1268 2023-11-13 20:27:20,322 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:20:33, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1622, decode.acc_seg: 61.3117, loss: 1.1622 2023-11-13 20:27:25,238 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:20:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1588, decode.acc_seg: 62.8373, loss: 1.1588 2023-11-13 20:27:30,176 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:20:22, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1713, decode.acc_seg: 61.0307, loss: 1.1713 2023-11-13 20:27:35,100 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:20:17, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1214, decode.acc_seg: 63.0514, loss: 1.1214 2023-11-13 20:27:40,022 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:20:12, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1554, decode.acc_seg: 61.7430, loss: 1.1554 2023-11-13 20:27:44,938 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:20:07, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1312, decode.acc_seg: 62.0311, loss: 1.1312 2023-11-13 20:27:49,857 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:20:01, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2094, decode.acc_seg: 60.0650, loss: 1.2094 2023-11-13 20:27:54,784 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:19:56, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1946, decode.acc_seg: 60.8284, loss: 1.1946 2023-11-13 20:27:59,711 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:19:51, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1561, decode.acc_seg: 61.2826, loss: 1.1561 2023-11-13 20:28:04,633 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:19:46, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1283, decode.acc_seg: 61.7994, loss: 1.1283 2023-11-13 20:28:09,561 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:19:40, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1768, decode.acc_seg: 61.2506, loss: 1.1768 2023-11-13 20:28:14,492 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:19:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1360, decode.acc_seg: 62.3229, loss: 1.1360 2023-11-13 20:28:19,419 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:19:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1770, decode.acc_seg: 61.3887, loss: 1.1770 2023-11-13 20:28:24,341 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:19:25, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1627, decode.acc_seg: 61.1914, loss: 1.1627 2023-11-13 20:28:29,281 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:19:19, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1603, decode.acc_seg: 61.2516, loss: 1.1603 2023-11-13 20:28:34,211 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:19:14, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1761, decode.acc_seg: 61.2144, loss: 1.1761 2023-11-13 20:28:39,137 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:19:09, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2383, decode.acc_seg: 59.7618, loss: 1.2383 2023-11-13 20:28:44,058 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:19:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2020, decode.acc_seg: 61.0794, loss: 1.2020 2023-11-13 20:28:48,981 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:18:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1824, decode.acc_seg: 61.3731, loss: 1.1824 2023-11-13 20:28:53,907 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:28:53,907 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:18:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2179, decode.acc_seg: 60.7722, loss: 1.2179 2023-11-13 20:29:01,043 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:18:49, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1787, decode.acc_seg: 60.8322, loss: 1.1787 2023-11-13 20:29:05,999 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:18:44, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1961, decode.acc_seg: 60.9401, loss: 1.1961 2023-11-13 20:29:10,924 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:18:38, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1361, decode.acc_seg: 61.5839, loss: 1.1361 2023-11-13 20:29:15,844 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:18:33, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1231, decode.acc_seg: 62.2902, loss: 1.1231 2023-11-13 20:29:20,778 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:18:28, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1707, decode.acc_seg: 60.6244, loss: 1.1707 2023-11-13 20:29:25,713 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:18:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1713, decode.acc_seg: 61.5726, loss: 1.1713 2023-11-13 20:29:30,641 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:18:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1284, decode.acc_seg: 62.2039, loss: 1.1284 2023-11-13 20:29:35,565 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:18:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1928, decode.acc_seg: 59.9482, loss: 1.1928 2023-11-13 20:29:40,487 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:18:07, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1893, decode.acc_seg: 60.4593, loss: 1.1893 2023-11-13 20:29:45,412 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:18:02, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1745, decode.acc_seg: 61.6948, loss: 1.1745 2023-11-13 20:29:50,342 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:17:56, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1503, decode.acc_seg: 62.3771, loss: 1.1503 2023-11-13 20:29:55,267 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:17:51, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1492, decode.acc_seg: 62.1420, loss: 1.1492 2023-11-13 20:30:00,195 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:17:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1526, decode.acc_seg: 61.5200, loss: 1.1526 2023-11-13 20:30:05,120 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:17:41, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1834, decode.acc_seg: 61.4015, loss: 1.1834 2023-11-13 20:30:10,055 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:17:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1467, decode.acc_seg: 61.8342, loss: 1.1467 2023-11-13 20:30:14,993 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:17:30, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1341, decode.acc_seg: 62.3642, loss: 1.1341 2023-11-13 20:30:19,917 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:17:25, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2060, decode.acc_seg: 60.8284, loss: 1.2060 2023-11-13 20:30:24,843 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:17:20, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1866, decode.acc_seg: 61.2623, loss: 1.1866 2023-11-13 20:30:29,767 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:17:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1781, decode.acc_seg: 61.4254, loss: 1.1781 2023-11-13 20:30:34,648 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:30:34,724 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:30:34,724 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:17:09, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1301, decode.acc_seg: 61.9375, loss: 1.1301 2023-11-13 20:30:48,516 - mmseg - INFO - per class results: 2023-11-13 20:30:48,521 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.22 | 78.32 | | building | 66.02 | 84.07 | | sky | 89.69 | 95.98 | | floor | 63.61 | 82.72 | | tree | 60.62 | 82.25 | | ceiling | 69.24 | 84.22 | | road | 63.44 | 79.61 | | bed | 59.92 | 76.96 | | windowpane | 43.75 | 59.77 | | grass | 60.1 | 73.1 | | cabinet | 33.86 | 50.8 | | sidewalk | 39.64 | 55.92 | | person | 60.62 | 82.47 | | earth | 27.26 | 41.0 | | door | 13.38 | 20.49 | | table | 23.07 | 38.81 | | mountain | 39.29 | 57.76 | | plant | 35.89 | 46.32 | | curtain | 45.7 | 60.11 | | chair | 32.62 | 52.98 | | car | 64.02 | 83.12 | | water | 35.06 | 50.67 | | painting | 42.54 | 63.92 | | sofa | 32.52 | 50.89 | | shelf | 16.96 | 26.46 | | house | 27.61 | 36.76 | | sea | 36.05 | 57.34 | | mirror | 18.58 | 22.46 | | rug | 35.33 | 41.71 | | field | 19.01 | 37.27 | | armchair | 15.89 | 23.8 | | seat | 24.24 | 29.8 | | fence | 14.86 | 17.6 | | desk | 12.92 | 15.88 | | rock | 17.58 | 26.59 | | wardrobe | 6.71 | 7.13 | | lamp | 34.51 | 50.19 | | bathtub | 36.23 | 46.39 | | railing | 12.61 | 15.45 | | cushion | 26.95 | 40.95 | | base | 3.96 | 4.6 | | box | 7.7 | 9.62 | | column | 20.59 | 24.44 | | signboard | 23.48 | 31.15 | | chest of drawers | 21.68 | 30.47 | | counter | 4.57 | 5.06 | | sand | 17.28 | 25.21 | | sink | 33.67 | 49.65 | | skyscraper | 38.6 | 47.07 | | fireplace | 26.92 | 39.28 | | refrigerator | 30.24 | 48.25 | | grandstand | 22.45 | 44.79 | | path | 11.04 | 15.56 | | stairs | 19.32 | 22.99 | | runway | 41.36 | 48.42 | | case | 32.14 | 46.07 | | pool table | 69.15 | 82.65 | | pillow | 29.23 | 35.95 | | screen door | 21.71 | 27.42 | | stairway | 7.92 | 10.42 | | river | 8.5 | 12.21 | | bridge | 13.56 | 20.25 | | bookcase | 10.23 | 11.8 | | blind | 22.88 | 27.83 | | coffee table | 25.46 | 44.49 | | toilet | 52.81 | 72.1 | | flower | 20.39 | 33.6 | | book | 19.38 | 29.18 | | hill | 3.01 | 3.96 | | bench | 24.78 | 30.34 | | countertop | 28.79 | 37.91 | | stove | 26.75 | 42.16 | | palm | 33.6 | 41.72 | | kitchen island | 16.95 | 39.11 | | computer | 30.4 | 40.06 | | swivel chair | 18.71 | 23.54 | | boat | 17.88 | 24.61 | | bar | 5.18 | 5.47 | | arcade machine | 5.94 | 10.03 | | hovel | 12.77 | 14.61 | | bus | 48.43 | 60.94 | | towel | 23.67 | 30.25 | | light | 27.0 | 30.24 | | truck | 0.58 | 0.69 | | tower | 19.07 | 26.87 | | chandelier | 47.85 | 64.05 | | awning | 5.98 | 6.87 | | streetlight | 7.49 | 8.68 | | booth | 0.01 | 0.01 | | television receiver | 32.27 | 49.44 | | airplane | 38.4 | 59.05 | | dirt track | 0.94 | 3.39 | | apparel | 14.34 | 19.5 | | pole | 5.06 | 5.73 | | land | 7.39 | 9.54 | | bannister | 0.79 | 0.97 | | escalator | 0.72 | 1.06 | | ottoman | 10.81 | 15.8 | | bottle | 5.65 | 9.07 | | buffet | 15.94 | 24.24 | | poster | 6.12 | 7.28 | | stage | 3.44 | 5.09 | | van | 8.61 | 10.63 | | ship | 4.35 | 5.85 | | fountain | 8.09 | 9.39 | | conveyer belt | 6.33 | 6.74 | | canopy | 5.98 | 8.48 | | washer | 19.18 | 19.85 | | plaything | 11.37 | 25.16 | | swimming pool | 13.64 | 18.62 | | stool | 6.56 | 8.14 | | barrel | 0.02 | 0.07 | | basket | 11.39 | 15.71 | | waterfall | 36.4 | 49.74 | | tent | 69.44 | 92.1 | | bag | 1.66 | 1.8 | | minibike | 26.7 | 36.41 | | cradle | 64.87 | 83.73 | | oven | 6.61 | 10.76 | | ball | 31.53 | 50.88 | | food | 47.54 | 62.93 | | step | 0.0 | 0.0 | | tank | 15.03 | 16.22 | | trade name | 11.79 | 13.22 | | microwave | 19.9 | 24.95 | | pot | 10.15 | 11.38 | | animal | 37.63 | 41.86 | | bicycle | 33.35 | 58.3 | | lake | 2.2 | 3.67 | | dishwasher | 17.6 | 29.11 | | screen | 51.0 | 64.55 | | blanket | 1.72 | 1.86 | | sculpture | 0.56 | 0.62 | | hood | 27.2 | 39.72 | | sconce | 11.74 | 14.88 | | vase | 17.94 | 30.89 | | traffic light | 13.19 | 19.82 | | tray | 1.18 | 1.56 | | ashcan | 11.95 | 15.09 | | fan | 34.1 | 47.1 | | pier | 7.15 | 10.61 | | crt screen | 1.71 | 2.25 | | plate | 31.03 | 40.41 | | monitor | 0.66 | 0.71 | | bulletin board | 17.73 | 22.3 | | shower | 0.05 | 0.16 | | radiator | 29.78 | 31.21 | | glass | 8.43 | 9.44 | | clock | 7.93 | 12.53 | | flag | 19.97 | 23.67 | +---------------------+-------+-------+ 2023-11-13 20:30:48,522 - mmseg - INFO - Summary: 2023-11-13 20:30:48,522 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 68.34 | 23.61 | 32.04 | +-------+-------+-------+ 2023-11-13 20:30:48,522 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:30:48,523 - mmseg - INFO - Iter(val) [250] aAcc: 0.6834, mIoU: 0.2361, mAcc: 0.3204, IoU.wall: 0.5822, IoU.building: 0.6602, IoU.sky: 0.8969, IoU.floor: 0.6361, IoU.tree: 0.6062, IoU.ceiling: 0.6924, IoU.road: 0.6344, IoU.bed : 0.5992, IoU.windowpane: 0.4375, IoU.grass: 0.6010, IoU.cabinet: 0.3386, IoU.sidewalk: 0.3964, IoU.person: 0.6062, IoU.earth: 0.2726, IoU.door: 0.1338, IoU.table: 0.2307, IoU.mountain: 0.3929, IoU.plant: 0.3589, IoU.curtain: 0.4570, IoU.chair: 0.3262, IoU.car: 0.6402, IoU.water: 0.3506, IoU.painting: 0.4254, IoU.sofa: 0.3252, IoU.shelf: 0.1696, IoU.house: 0.2761, IoU.sea: 0.3605, IoU.mirror: 0.1858, IoU.rug: 0.3533, IoU.field: 0.1901, IoU.armchair: 0.1589, IoU.seat: 0.2424, IoU.fence: 0.1486, IoU.desk: 0.1292, IoU.rock: 0.1758, IoU.wardrobe: 0.0671, IoU.lamp: 0.3451, IoU.bathtub: 0.3623, IoU.railing: 0.1261, IoU.cushion: 0.2695, IoU.base: 0.0396, IoU.box: 0.0770, IoU.column: 0.2059, IoU.signboard: 0.2348, IoU.chest of drawers: 0.2168, IoU.counter: 0.0457, IoU.sand: 0.1728, IoU.sink: 0.3367, IoU.skyscraper: 0.3860, IoU.fireplace: 0.2692, IoU.refrigerator: 0.3024, IoU.grandstand: 0.2245, IoU.path: 0.1104, IoU.stairs: 0.1932, IoU.runway: 0.4136, IoU.case: 0.3214, IoU.pool table: 0.6915, IoU.pillow: 0.2923, IoU.screen door: 0.2171, IoU.stairway: 0.0792, IoU.river: 0.0850, IoU.bridge: 0.1356, IoU.bookcase: 0.1023, IoU.blind: 0.2288, IoU.coffee table: 0.2546, IoU.toilet: 0.5281, IoU.flower: 0.2039, IoU.book: 0.1938, IoU.hill: 0.0301, IoU.bench: 0.2478, IoU.countertop: 0.2879, IoU.stove: 0.2675, IoU.palm: 0.3360, IoU.kitchen island: 0.1695, IoU.computer: 0.3040, IoU.swivel chair: 0.1871, IoU.boat: 0.1788, IoU.bar: 0.0518, IoU.arcade machine: 0.0594, IoU.hovel: 0.1277, IoU.bus: 0.4843, IoU.towel: 0.2367, IoU.light: 0.2700, IoU.truck: 0.0058, IoU.tower: 0.1907, IoU.chandelier: 0.4785, IoU.awning: 0.0598, IoU.streetlight: 0.0749, IoU.booth: 0.0001, IoU.television receiver: 0.3227, IoU.airplane: 0.3840, IoU.dirt track: 0.0094, IoU.apparel: 0.1434, IoU.pole: 0.0506, IoU.land: 0.0739, IoU.bannister: 0.0079, IoU.escalator: 0.0072, IoU.ottoman: 0.1081, IoU.bottle: 0.0565, IoU.buffet: 0.1594, IoU.poster: 0.0612, IoU.stage: 0.0344, IoU.van: 0.0861, IoU.ship: 0.0435, IoU.fountain: 0.0809, IoU.conveyer belt: 0.0633, IoU.canopy: 0.0598, IoU.washer: 0.1918, IoU.plaything: 0.1137, IoU.swimming pool: 0.1364, IoU.stool: 0.0656, IoU.barrel: 0.0002, IoU.basket: 0.1139, IoU.waterfall: 0.3640, IoU.tent: 0.6944, IoU.bag: 0.0166, IoU.minibike: 0.2670, IoU.cradle: 0.6487, IoU.oven: 0.0661, IoU.ball: 0.3153, IoU.food: 0.4754, IoU.step: 0.0000, IoU.tank: 0.1503, IoU.trade name: 0.1179, IoU.microwave: 0.1990, IoU.pot: 0.1015, IoU.animal: 0.3763, IoU.bicycle: 0.3335, IoU.lake: 0.0220, IoU.dishwasher: 0.1760, IoU.screen: 0.5100, IoU.blanket: 0.0172, IoU.sculpture: 0.0056, IoU.hood: 0.2720, IoU.sconce: 0.1174, IoU.vase: 0.1794, IoU.traffic light: 0.1319, IoU.tray: 0.0118, IoU.ashcan: 0.1195, IoU.fan: 0.3410, IoU.pier: 0.0715, IoU.crt screen: 0.0171, IoU.plate: 0.3103, IoU.monitor: 0.0066, IoU.bulletin board: 0.1773, IoU.shower: 0.0005, IoU.radiator: 0.2978, IoU.glass: 0.0843, IoU.clock: 0.0793, IoU.flag: 0.1997, Acc.wall: 0.7832, Acc.building: 0.8407, Acc.sky: 0.9598, Acc.floor: 0.8272, Acc.tree: 0.8225, Acc.ceiling: 0.8422, Acc.road: 0.7961, Acc.bed : 0.7696, Acc.windowpane: 0.5977, Acc.grass: 0.7310, Acc.cabinet: 0.5080, Acc.sidewalk: 0.5592, Acc.person: 0.8247, Acc.earth: 0.4100, Acc.door: 0.2049, Acc.table: 0.3881, Acc.mountain: 0.5776, Acc.plant: 0.4632, Acc.curtain: 0.6011, Acc.chair: 0.5298, Acc.car: 0.8312, Acc.water: 0.5067, Acc.painting: 0.6392, Acc.sofa: 0.5089, Acc.shelf: 0.2646, Acc.house: 0.3676, Acc.sea: 0.5734, Acc.mirror: 0.2246, Acc.rug: 0.4171, Acc.field: 0.3727, Acc.armchair: 0.2380, Acc.seat: 0.2980, Acc.fence: 0.1760, Acc.desk: 0.1588, Acc.rock: 0.2659, Acc.wardrobe: 0.0713, Acc.lamp: 0.5019, Acc.bathtub: 0.4639, Acc.railing: 0.1545, Acc.cushion: 0.4095, Acc.base: 0.0460, Acc.box: 0.0962, Acc.column: 0.2444, Acc.signboard: 0.3115, Acc.chest of drawers: 0.3047, Acc.counter: 0.0506, Acc.sand: 0.2521, Acc.sink: 0.4965, Acc.skyscraper: 0.4707, Acc.fireplace: 0.3928, Acc.refrigerator: 0.4825, Acc.grandstand: 0.4479, Acc.path: 0.1556, Acc.stairs: 0.2299, Acc.runway: 0.4842, Acc.case: 0.4607, Acc.pool table: 0.8265, Acc.pillow: 0.3595, Acc.screen door: 0.2742, Acc.stairway: 0.1042, Acc.river: 0.1221, Acc.bridge: 0.2025, Acc.bookcase: 0.1180, Acc.blind: 0.2783, Acc.coffee table: 0.4449, Acc.toilet: 0.7210, Acc.flower: 0.3360, Acc.book: 0.2918, Acc.hill: 0.0396, Acc.bench: 0.3034, Acc.countertop: 0.3791, Acc.stove: 0.4216, Acc.palm: 0.4172, Acc.kitchen island: 0.3911, Acc.computer: 0.4006, Acc.swivel chair: 0.2354, Acc.boat: 0.2461, Acc.bar: 0.0547, Acc.arcade machine: 0.1003, Acc.hovel: 0.1461, Acc.bus: 0.6094, Acc.towel: 0.3025, Acc.light: 0.3024, Acc.truck: 0.0069, Acc.tower: 0.2687, Acc.chandelier: 0.6405, Acc.awning: 0.0687, Acc.streetlight: 0.0868, Acc.booth: 0.0001, Acc.television receiver: 0.4944, Acc.airplane: 0.5905, Acc.dirt track: 0.0339, Acc.apparel: 0.1950, Acc.pole: 0.0573, Acc.land: 0.0954, Acc.bannister: 0.0097, Acc.escalator: 0.0106, Acc.ottoman: 0.1580, Acc.bottle: 0.0907, Acc.buffet: 0.2424, Acc.poster: 0.0728, Acc.stage: 0.0509, Acc.van: 0.1063, Acc.ship: 0.0585, Acc.fountain: 0.0939, Acc.conveyer belt: 0.0674, Acc.canopy: 0.0848, Acc.washer: 0.1985, Acc.plaything: 0.2516, Acc.swimming pool: 0.1862, Acc.stool: 0.0814, Acc.barrel: 0.0007, Acc.basket: 0.1571, Acc.waterfall: 0.4974, Acc.tent: 0.9210, Acc.bag: 0.0180, Acc.minibike: 0.3641, Acc.cradle: 0.8373, Acc.oven: 0.1076, Acc.ball: 0.5088, Acc.food: 0.6293, Acc.step: 0.0000, Acc.tank: 0.1622, Acc.trade name: 0.1322, Acc.microwave: 0.2495, Acc.pot: 0.1138, Acc.animal: 0.4186, Acc.bicycle: 0.5830, Acc.lake: 0.0367, Acc.dishwasher: 0.2911, Acc.screen: 0.6455, Acc.blanket: 0.0186, Acc.sculpture: 0.0062, Acc.hood: 0.3972, Acc.sconce: 0.1488, Acc.vase: 0.3089, Acc.traffic light: 0.1982, Acc.tray: 0.0156, Acc.ashcan: 0.1509, Acc.fan: 0.4710, Acc.pier: 0.1061, Acc.crt screen: 0.0225, Acc.plate: 0.4041, Acc.monitor: 0.0071, Acc.bulletin board: 0.2230, Acc.shower: 0.0016, Acc.radiator: 0.3121, Acc.glass: 0.0944, Acc.clock: 0.1253, Acc.flag: 0.2367 2023-11-13 20:30:53,453 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:17:09, time: 0.374, data_time: 0.279, memory: 3269, decode.loss_ce: 1.1987, decode.acc_seg: 60.7698, loss: 1.1987 2023-11-13 20:30:58,378 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:17:03, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1563, decode.acc_seg: 61.6436, loss: 1.1563 2023-11-13 20:31:03,307 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:16:58, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1856, decode.acc_seg: 60.3078, loss: 1.1856 2023-11-13 20:31:08,241 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:16:53, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1908, decode.acc_seg: 60.4441, loss: 1.1908 2023-11-13 20:31:13,170 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:16:48, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1734, decode.acc_seg: 61.3787, loss: 1.1734 2023-11-13 20:31:18,101 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:16:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1628, decode.acc_seg: 61.9187, loss: 1.1628 2023-11-13 20:31:25,378 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:16:38, time: 0.146, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1755, decode.acc_seg: 61.2280, loss: 1.1755 2023-11-13 20:31:30,319 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:16:33, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2090, decode.acc_seg: 60.1865, loss: 1.2090 2023-11-13 20:31:35,250 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:16:28, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1316, decode.acc_seg: 61.3851, loss: 1.1316 2023-11-13 20:31:40,173 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:16:22, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1275, decode.acc_seg: 62.0042, loss: 1.1275 2023-11-13 20:31:45,102 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:16:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1444, decode.acc_seg: 62.3649, loss: 1.1444 2023-11-13 20:31:50,029 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:16:12, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1398, decode.acc_seg: 62.1090, loss: 1.1398 2023-11-13 20:31:54,972 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:16:07, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1804, decode.acc_seg: 61.6186, loss: 1.1804 2023-11-13 20:31:59,896 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:16:01, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1727, decode.acc_seg: 60.8445, loss: 1.1727 2023-11-13 20:32:04,815 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:15:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.0716, decode.acc_seg: 64.1952, loss: 1.0716 2023-11-13 20:32:09,734 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:15:51, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1518, decode.acc_seg: 62.4763, loss: 1.1518 2023-11-13 20:32:14,659 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:15:46, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1582, decode.acc_seg: 62.4782, loss: 1.1582 2023-11-13 20:32:19,576 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:15:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1580, decode.acc_seg: 61.7899, loss: 1.1580 2023-11-13 20:32:24,502 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:15:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1628, decode.acc_seg: 61.6881, loss: 1.1628 2023-11-13 20:32:29,424 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:32:29,424 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:15:30, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1476, decode.acc_seg: 61.7171, loss: 1.1476 2023-11-13 20:32:34,344 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:15:25, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2005, decode.acc_seg: 60.7303, loss: 1.2005 2023-11-13 20:32:39,266 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:15:19, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1904, decode.acc_seg: 59.9054, loss: 1.1904 2023-11-13 20:32:44,193 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:15:14, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1743, decode.acc_seg: 60.8787, loss: 1.1743 2023-11-13 20:32:49,115 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:15:09, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1302, decode.acc_seg: 62.1050, loss: 1.1302 2023-11-13 20:32:54,038 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:15:04, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1654, decode.acc_seg: 60.7180, loss: 1.1654 2023-11-13 20:32:58,959 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:14:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2229, decode.acc_seg: 60.5819, loss: 1.2229 2023-11-13 20:33:03,881 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:14:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1516, decode.acc_seg: 61.6344, loss: 1.1516 2023-11-13 20:33:08,808 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:14:48, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1875, decode.acc_seg: 60.9233, loss: 1.1875 2023-11-13 20:33:13,732 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:14:43, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1139, decode.acc_seg: 62.5692, loss: 1.1139 2023-11-13 20:33:18,656 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:14:37, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1797, decode.acc_seg: 61.2891, loss: 1.1797 2023-11-13 20:33:23,572 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:14:32, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1375, decode.acc_seg: 61.8114, loss: 1.1375 2023-11-13 20:33:30,744 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:14:28, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1654, decode.acc_seg: 62.0593, loss: 1.1654 2023-11-13 20:33:35,674 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:14:22, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1489, decode.acc_seg: 61.7932, loss: 1.1489 2023-11-13 20:33:40,599 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:14:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1761, decode.acc_seg: 61.6108, loss: 1.1761 2023-11-13 20:33:45,525 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:14:12, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1589, decode.acc_seg: 60.9050, loss: 1.1589 2023-11-13 20:33:50,454 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:14:07, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1368, decode.acc_seg: 62.1210, loss: 1.1368 2023-11-13 20:33:55,372 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:14:01, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1181, decode.acc_seg: 63.1938, loss: 1.1181 2023-11-13 20:34:00,299 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:13:56, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1403, decode.acc_seg: 62.3357, loss: 1.1403 2023-11-13 20:34:05,229 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:13:51, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1649, decode.acc_seg: 61.6201, loss: 1.1649 2023-11-13 20:34:10,148 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:34:10,148 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:13:46, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1293, decode.acc_seg: 62.6133, loss: 1.1293 2023-11-13 20:34:15,067 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:13:41, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1842, decode.acc_seg: 60.2381, loss: 1.1842 2023-11-13 20:34:19,998 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:13:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1202, decode.acc_seg: 62.7562, loss: 1.1202 2023-11-13 20:34:24,920 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:13:30, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1251, decode.acc_seg: 61.9424, loss: 1.1251 2023-11-13 20:34:29,857 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:13:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1504, decode.acc_seg: 61.7482, loss: 1.1504 2023-11-13 20:34:34,791 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:13:20, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2361, decode.acc_seg: 59.4994, loss: 1.2361 2023-11-13 20:34:39,719 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:13:14, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1505, decode.acc_seg: 61.3655, loss: 1.1505 2023-11-13 20:34:44,645 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:13:09, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2255, decode.acc_seg: 59.4480, loss: 1.2255 2023-11-13 20:34:49,567 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:13:04, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1573, decode.acc_seg: 62.7393, loss: 1.1573 2023-11-13 20:34:54,491 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:12:59, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1124, decode.acc_seg: 63.6377, loss: 1.1124 2023-11-13 20:34:59,426 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:12:54, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1768, decode.acc_seg: 61.1894, loss: 1.1768 2023-11-13 20:35:04,352 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:12:48, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1852, decode.acc_seg: 61.0976, loss: 1.1852 2023-11-13 20:35:09,280 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:12:43, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1686, decode.acc_seg: 61.4135, loss: 1.1686 2023-11-13 20:35:14,202 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:12:38, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1270, decode.acc_seg: 62.1861, loss: 1.1270 2023-11-13 20:35:19,121 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:12:33, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1962, decode.acc_seg: 60.9858, loss: 1.1962 2023-11-13 20:35:24,041 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:12:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1606, decode.acc_seg: 61.5833, loss: 1.1606 2023-11-13 20:35:28,972 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:12:22, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1486, decode.acc_seg: 61.5298, loss: 1.1486 2023-11-13 20:35:36,123 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:12:18, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1490, decode.acc_seg: 61.4942, loss: 1.1490 2023-11-13 20:35:41,048 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:12:12, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1437, decode.acc_seg: 61.2500, loss: 1.1437 2023-11-13 20:35:45,966 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:12:07, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1867, decode.acc_seg: 61.2351, loss: 1.1867 2023-11-13 20:35:50,886 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:35:50,887 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:12:02, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1427, decode.acc_seg: 61.7341, loss: 1.1427 2023-11-13 20:35:55,809 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:11:57, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1679, decode.acc_seg: 61.8514, loss: 1.1679 2023-11-13 20:36:00,737 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:11:52, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1617, decode.acc_seg: 61.4107, loss: 1.1617 2023-11-13 20:36:05,669 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:11:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1992, decode.acc_seg: 60.7692, loss: 1.1992 2023-11-13 20:36:10,598 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:11:41, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.0973, decode.acc_seg: 62.8393, loss: 1.0973 2023-11-13 20:36:15,515 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:11:36, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1771, decode.acc_seg: 61.2417, loss: 1.1771 2023-11-13 20:36:20,447 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:11:31, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1861, decode.acc_seg: 60.9243, loss: 1.1861 2023-11-13 20:36:25,374 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:11:26, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1941, decode.acc_seg: 60.9494, loss: 1.1941 2023-11-13 20:36:30,312 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:11:20, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.0844, decode.acc_seg: 62.6144, loss: 1.0844 2023-11-13 20:36:35,238 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:11:15, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1595, decode.acc_seg: 61.5194, loss: 1.1595 2023-11-13 20:36:40,167 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:11:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1552, decode.acc_seg: 61.4819, loss: 1.1552 2023-11-13 20:36:45,090 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:11:05, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1171, decode.acc_seg: 62.5008, loss: 1.1171 2023-11-13 20:36:50,015 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:10:59, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1019, decode.acc_seg: 62.4689, loss: 1.1019 2023-11-13 20:36:54,934 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:10:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2232, decode.acc_seg: 60.0450, loss: 1.2232 2023-11-13 20:36:59,860 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:10:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1308, decode.acc_seg: 61.9014, loss: 1.1308 2023-11-13 20:37:04,784 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:10:44, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1785, decode.acc_seg: 61.0409, loss: 1.1785 2023-11-13 20:37:09,711 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:10:39, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1296, decode.acc_seg: 62.2040, loss: 1.1296 2023-11-13 20:37:14,643 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:10:34, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1552, decode.acc_seg: 61.3296, loss: 1.1552 2023-11-13 20:37:19,566 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:10:28, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1618, decode.acc_seg: 61.4442, loss: 1.1618 2023-11-13 20:37:24,488 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:10:23, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2062, decode.acc_seg: 60.0014, loss: 1.2062 2023-11-13 20:37:29,418 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:37:29,418 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:10:18, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1711, decode.acc_seg: 61.6326, loss: 1.1711 2023-11-13 20:37:34,344 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:10:13, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.2032, decode.acc_seg: 61.6573, loss: 1.2032 2023-11-13 20:37:39,265 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:10:08, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1334, decode.acc_seg: 62.4882, loss: 1.1334 2023-11-13 20:37:46,476 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:10:03, time: 0.144, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1574, decode.acc_seg: 61.9241, loss: 1.1574 2023-11-13 20:37:51,420 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:09:58, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1651, decode.acc_seg: 61.2190, loss: 1.1651 2023-11-13 20:37:56,345 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:09:52, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1291, decode.acc_seg: 61.7297, loss: 1.1291 2023-11-13 20:38:01,270 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:09:47, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1728, decode.acc_seg: 61.1855, loss: 1.1728 2023-11-13 20:38:06,203 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:09:42, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.0936, decode.acc_seg: 63.6799, loss: 1.0936 2023-11-13 20:38:11,132 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:09:37, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1452, decode.acc_seg: 61.1560, loss: 1.1452 2023-11-13 20:38:16,058 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:09:32, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1795, decode.acc_seg: 61.8599, loss: 1.1795 2023-11-13 20:38:20,985 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:09:26, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1529, decode.acc_seg: 61.3050, loss: 1.1529 2023-11-13 20:38:25,907 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:09:21, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1799, decode.acc_seg: 61.3569, loss: 1.1799 2023-11-13 20:38:30,830 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:09:16, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1434, decode.acc_seg: 61.8238, loss: 1.1434 2023-11-13 20:38:35,763 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:09:11, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1559, decode.acc_seg: 60.7673, loss: 1.1559 2023-11-13 20:38:40,688 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:09:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1016, decode.acc_seg: 62.6032, loss: 1.1016 2023-11-13 20:38:45,620 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:00, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1470, decode.acc_seg: 61.5982, loss: 1.1470 2023-11-13 20:38:50,545 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:08:55, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1182, decode.acc_seg: 62.7355, loss: 1.1182 2023-11-13 20:38:55,465 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:08:50, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1955, decode.acc_seg: 60.9847, loss: 1.1955 2023-11-13 20:39:00,406 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:08:45, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1427, decode.acc_seg: 61.7737, loss: 1.1427 2023-11-13 20:39:05,327 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:08:40, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1507, decode.acc_seg: 62.6630, loss: 1.1507 2023-11-13 20:39:10,256 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:39:10,256 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:08:35, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1626, decode.acc_seg: 61.2950, loss: 1.1626 2023-11-13 20:39:15,183 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:08:29, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1966, decode.acc_seg: 60.3819, loss: 1.1966 2023-11-13 20:39:20,113 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:08:24, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1641, decode.acc_seg: 61.1508, loss: 1.1641 2023-11-13 20:39:25,038 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:08:19, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1623, decode.acc_seg: 61.5561, loss: 1.1623 2023-11-13 20:39:29,963 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:08:14, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1213, decode.acc_seg: 62.6044, loss: 1.1213 2023-11-13 20:39:34,896 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:08:09, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2166, decode.acc_seg: 60.5615, loss: 1.2166 2023-11-13 20:39:39,822 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:03, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1943, decode.acc_seg: 61.3879, loss: 1.1943 2023-11-13 20:39:44,747 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:07:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1992, decode.acc_seg: 60.7135, loss: 1.1992 2023-11-13 20:39:51,893 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:07:53, time: 0.143, data_time: 0.048, memory: 3269, decode.loss_ce: 1.1528, decode.acc_seg: 61.0728, loss: 1.1528 2023-11-13 20:39:56,819 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:07:48, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1958, decode.acc_seg: 60.2568, loss: 1.1958 2023-11-13 20:40:01,748 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:07:43, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2025, decode.acc_seg: 61.0723, loss: 1.2025 2023-11-13 20:40:06,677 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:07:38, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1374, decode.acc_seg: 62.1170, loss: 1.1374 2023-11-13 20:40:11,597 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:07:33, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1653, decode.acc_seg: 61.5281, loss: 1.1653 2023-11-13 20:40:16,516 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:07:27, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2024, decode.acc_seg: 60.1351, loss: 1.2024 2023-11-13 20:40:21,443 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:07:22, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2045, decode.acc_seg: 60.3495, loss: 1.2045 2023-11-13 20:40:26,359 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:07:17, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1995, decode.acc_seg: 61.3642, loss: 1.1995 2023-11-13 20:40:31,279 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:12, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1340, decode.acc_seg: 61.6010, loss: 1.1340 2023-11-13 20:40:36,203 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:07, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1514, decode.acc_seg: 61.6759, loss: 1.1514 2023-11-13 20:40:41,139 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:02, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1178, decode.acc_seg: 62.1253, loss: 1.1178 2023-11-13 20:40:46,056 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:06:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1187, decode.acc_seg: 61.9891, loss: 1.1187 2023-11-13 20:40:50,992 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:40:50,992 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:06:51, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2003, decode.acc_seg: 60.3893, loss: 1.2003 2023-11-13 20:40:55,915 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:06:46, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1366, decode.acc_seg: 62.3475, loss: 1.1366 2023-11-13 20:41:00,839 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:06:41, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1701, decode.acc_seg: 61.4906, loss: 1.1701 2023-11-13 20:41:05,771 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:06:36, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1479, decode.acc_seg: 62.2983, loss: 1.1479 2023-11-13 20:41:10,693 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:06:31, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1656, decode.acc_seg: 62.2239, loss: 1.1656 2023-11-13 20:41:15,619 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:06:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1474, decode.acc_seg: 61.9134, loss: 1.1474 2023-11-13 20:41:20,542 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:06:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1160, decode.acc_seg: 62.9283, loss: 1.1160 2023-11-13 20:41:25,470 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:15, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1615, decode.acc_seg: 61.3723, loss: 1.1615 2023-11-13 20:41:30,403 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:10, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1556, decode.acc_seg: 61.3268, loss: 1.1556 2023-11-13 20:41:35,329 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:05, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1733, decode.acc_seg: 61.4666, loss: 1.1733 2023-11-13 20:41:40,265 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:00, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1298, decode.acc_seg: 62.0965, loss: 1.1298 2023-11-13 20:41:45,191 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:05:54, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1232, decode.acc_seg: 62.3417, loss: 1.1232 2023-11-13 20:41:50,117 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:05:49, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1269, decode.acc_seg: 62.2519, loss: 1.1269 2023-11-13 20:41:57,290 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:05:44, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1708, decode.acc_seg: 61.0651, loss: 1.1708 2023-11-13 20:42:02,223 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:05:39, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1448, decode.acc_seg: 62.4838, loss: 1.1448 2023-11-13 20:42:07,156 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:05:34, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1998, decode.acc_seg: 61.4720, loss: 1.1998 2023-11-13 20:42:12,082 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:05:29, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1864, decode.acc_seg: 60.8137, loss: 1.1864 2023-11-13 20:42:17,011 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:24, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1742, decode.acc_seg: 61.2898, loss: 1.1742 2023-11-13 20:42:21,930 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1744, decode.acc_seg: 60.5688, loss: 1.1744 2023-11-13 20:42:26,851 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:13, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1732, decode.acc_seg: 61.7313, loss: 1.1732 2023-11-13 20:42:31,778 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:42:31,779 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:08, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1653, decode.acc_seg: 60.7339, loss: 1.1653 2023-11-13 20:42:36,709 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:03, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2213, decode.acc_seg: 59.6521, loss: 1.2213 2023-11-13 20:42:41,634 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:58, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1753, decode.acc_seg: 61.9159, loss: 1.1753 2023-11-13 20:42:46,579 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:53, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1263, decode.acc_seg: 61.6889, loss: 1.1263 2023-11-13 20:42:51,530 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:04:48, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1627, decode.acc_seg: 61.0745, loss: 1.1627 2023-11-13 20:42:56,452 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:42, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1613, decode.acc_seg: 60.9944, loss: 1.1613 2023-11-13 20:43:01,384 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:37, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1424, decode.acc_seg: 62.2407, loss: 1.1424 2023-11-13 20:43:06,311 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:32, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1366, decode.acc_seg: 61.4348, loss: 1.1366 2023-11-13 20:43:11,249 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:27, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1057, decode.acc_seg: 62.5787, loss: 1.1057 2023-11-13 20:43:16,180 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:22, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1544, decode.acc_seg: 61.6428, loss: 1.1544 2023-11-13 20:43:21,103 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:17, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1454, decode.acc_seg: 61.8056, loss: 1.1454 2023-11-13 20:43:26,027 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:11, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1150, decode.acc_seg: 62.5090, loss: 1.1150 2023-11-13 20:43:30,956 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:06, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1465, decode.acc_seg: 62.2139, loss: 1.1465 2023-11-13 20:43:35,886 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:01, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1359, decode.acc_seg: 62.3889, loss: 1.1359 2023-11-13 20:43:40,811 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1894, decode.acc_seg: 60.7481, loss: 1.1894 2023-11-13 20:43:45,749 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:51, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1399, decode.acc_seg: 62.4253, loss: 1.1399 2023-11-13 20:43:50,677 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1756, decode.acc_seg: 61.3318, loss: 1.1756 2023-11-13 20:43:55,604 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:40, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1344, decode.acc_seg: 62.1016, loss: 1.1344 2023-11-13 20:44:02,762 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:35, time: 0.143, data_time: 0.046, memory: 3269, decode.loss_ce: 1.1420, decode.acc_seg: 62.5349, loss: 1.1420 2023-11-13 20:44:07,689 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:30, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1263, decode.acc_seg: 62.0294, loss: 1.1263 2023-11-13 20:44:12,612 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:44:12,612 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:25, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1663, decode.acc_seg: 61.5566, loss: 1.1663 2023-11-13 20:44:17,539 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:20, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1200, decode.acc_seg: 62.9083, loss: 1.1200 2023-11-13 20:44:22,466 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:15, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1371, decode.acc_seg: 62.5982, loss: 1.1371 2023-11-13 20:44:27,389 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:10, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1386, decode.acc_seg: 61.8303, loss: 1.1386 2023-11-13 20:44:32,338 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:05, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1552, decode.acc_seg: 62.4739, loss: 1.1552 2023-11-13 20:44:37,271 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:59, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1668, decode.acc_seg: 62.0323, loss: 1.1668 2023-11-13 20:44:42,190 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:54, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1116, decode.acc_seg: 62.4044, loss: 1.1116 2023-11-13 20:44:47,120 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:49, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1369, decode.acc_seg: 61.0336, loss: 1.1369 2023-11-13 20:44:52,044 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:44, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.2122, decode.acc_seg: 60.6022, loss: 1.2122 2023-11-13 20:44:56,970 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:39, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1206, decode.acc_seg: 61.6977, loss: 1.1206 2023-11-13 20:45:01,898 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:34, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.0870, decode.acc_seg: 62.9497, loss: 1.0870 2023-11-13 20:45:06,827 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:29, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1157, decode.acc_seg: 62.1291, loss: 1.1157 2023-11-13 20:45:11,752 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:23, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1690, decode.acc_seg: 60.6957, loss: 1.1690 2023-11-13 20:45:16,671 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:18, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1376, decode.acc_seg: 61.7058, loss: 1.1376 2023-11-13 20:45:21,605 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:13, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1300, decode.acc_seg: 61.8421, loss: 1.1300 2023-11-13 20:45:26,531 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:08, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1060, decode.acc_seg: 62.1732, loss: 1.1060 2023-11-13 20:45:31,451 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:03, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1663, decode.acc_seg: 61.3519, loss: 1.1663 2023-11-13 20:45:36,371 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:58, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1252, decode.acc_seg: 62.8182, loss: 1.1252 2023-11-13 20:45:41,291 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:53, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1448, decode.acc_seg: 61.3311, loss: 1.1448 2023-11-13 20:45:46,212 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:47, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1391, decode.acc_seg: 61.7990, loss: 1.1391 2023-11-13 20:45:51,143 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:45:51,143 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:42, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1714, decode.acc_seg: 61.2896, loss: 1.1714 2023-11-13 20:45:56,071 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:37, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1792, decode.acc_seg: 61.3808, loss: 1.1792 2023-11-13 20:46:01,000 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:32, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1409, decode.acc_seg: 62.4380, loss: 1.1409 2023-11-13 20:46:05,923 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:27, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1645, decode.acc_seg: 60.9216, loss: 1.1645 2023-11-13 20:46:13,082 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:22, time: 0.143, data_time: 0.047, memory: 3269, decode.loss_ce: 1.1713, decode.acc_seg: 60.8683, loss: 1.1713 2023-11-13 20:46:18,009 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:17, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1264, decode.acc_seg: 62.7861, loss: 1.1264 2023-11-13 20:46:22,927 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:11, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1388, decode.acc_seg: 62.7373, loss: 1.1388 2023-11-13 20:46:27,849 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:06, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1365, decode.acc_seg: 62.1496, loss: 1.1365 2023-11-13 20:46:32,773 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:01, time: 0.098, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1373, decode.acc_seg: 62.3062, loss: 1.1373 2023-11-13 20:46:37,696 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:56, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1732, decode.acc_seg: 61.6197, loss: 1.1732 2023-11-13 20:46:42,618 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:51, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1042, decode.acc_seg: 63.3589, loss: 1.1042 2023-11-13 20:46:47,544 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:46, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1099, decode.acc_seg: 62.5860, loss: 1.1099 2023-11-13 20:46:52,468 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:41, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1254, decode.acc_seg: 62.1757, loss: 1.1254 2023-11-13 20:46:57,386 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:35, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1219, decode.acc_seg: 63.1996, loss: 1.1219 2023-11-13 20:47:02,324 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:30, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1540, decode.acc_seg: 62.0264, loss: 1.1540 2023-11-13 20:47:07,253 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:25, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1482, decode.acc_seg: 61.8573, loss: 1.1482 2023-11-13 20:47:12,176 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:20, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1737, decode.acc_seg: 60.5118, loss: 1.1737 2023-11-13 20:47:17,099 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:15, time: 0.098, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1781, decode.acc_seg: 60.6469, loss: 1.1781 2023-11-13 20:47:22,026 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:10, time: 0.099, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1619, decode.acc_seg: 60.6122, loss: 1.1619 2023-11-13 20:47:26,971 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.099, data_time: 0.004, memory: 3269, decode.loss_ce: 1.1320, decode.acc_seg: 62.2744, loss: 1.1320 2023-11-13 20:47:31,854 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:47:31,931 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:47:31,931 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.100, data_time: 0.003, memory: 3269, decode.loss_ce: 1.1183, decode.acc_seg: 62.2425, loss: 1.1183 2023-11-13 20:47:45,457 - mmseg - INFO - per class results: 2023-11-13 20:47:45,463 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.4 | 80.9 | | building | 66.5 | 84.22 | | sky | 89.67 | 96.17 | | floor | 63.76 | 82.73 | | tree | 60.66 | 82.56 | | ceiling | 68.92 | 82.12 | | road | 63.71 | 81.63 | | bed | 59.98 | 78.25 | | windowpane | 44.05 | 60.93 | | grass | 58.54 | 73.29 | | cabinet | 34.11 | 49.7 | | sidewalk | 39.48 | 54.0 | | person | 60.68 | 82.51 | | earth | 26.95 | 40.05 | | door | 11.17 | 14.66 | | table | 23.41 | 39.55 | | mountain | 38.72 | 56.46 | | plant | 34.17 | 42.81 | | curtain | 46.15 | 56.37 | | chair | 32.99 | 54.29 | | car | 64.08 | 83.42 | | water | 34.69 | 49.32 | | painting | 43.46 | 60.47 | | sofa | 33.18 | 49.61 | | shelf | 16.82 | 26.92 | | house | 27.09 | 35.56 | | sea | 35.23 | 58.84 | | mirror | 19.62 | 23.96 | | rug | 34.49 | 39.95 | | field | 18.24 | 37.39 | | armchair | 15.02 | 20.85 | | seat | 24.86 | 33.04 | | fence | 15.84 | 19.99 | | desk | 13.78 | 17.71 | | rock | 18.29 | 27.19 | | wardrobe | 7.14 | 7.56 | | lamp | 34.6 | 49.3 | | bathtub | 36.8 | 47.97 | | railing | 10.95 | 13.38 | | cushion | 27.41 | 39.68 | | base | 3.74 | 4.31 | | box | 7.48 | 9.75 | | column | 19.05 | 21.69 | | signboard | 23.59 | 31.18 | | chest of drawers | 21.21 | 28.92 | | counter | 6.57 | 7.74 | | sand | 18.23 | 27.68 | | sink | 34.4 | 51.05 | | skyscraper | 35.08 | 42.0 | | fireplace | 26.86 | 35.49 | | refrigerator | 30.47 | 42.05 | | grandstand | 21.83 | 43.08 | | path | 10.14 | 14.05 | | stairs | 21.64 | 24.52 | | runway | 38.8 | 44.95 | | case | 30.45 | 46.98 | | pool table | 64.67 | 84.36 | | pillow | 30.43 | 37.97 | | screen door | 20.23 | 23.46 | | stairway | 8.27 | 10.55 | | river | 6.84 | 9.35 | | bridge | 14.74 | 21.79 | | bookcase | 11.48 | 13.6 | | blind | 20.62 | 23.22 | | coffee table | 24.17 | 34.14 | | toilet | 52.17 | 70.28 | | flower | 21.71 | 35.39 | | book | 20.18 | 30.13 | | hill | 3.15 | 4.27 | | bench | 23.71 | 28.3 | | countertop | 28.56 | 37.03 | | stove | 27.54 | 41.49 | | palm | 31.06 | 36.81 | | kitchen island | 17.97 | 38.21 | | computer | 30.01 | 39.48 | | swivel chair | 19.4 | 26.06 | | boat | 18.53 | 24.61 | | bar | 5.68 | 6.19 | | arcade machine | 6.0 | 9.96 | | hovel | 10.46 | 11.68 | | bus | 48.39 | 56.38 | | towel | 25.13 | 30.93 | | light | 28.22 | 32.73 | | truck | 0.86 | 1.0 | | tower | 18.58 | 23.8 | | chandelier | 48.38 | 62.9 | | awning | 7.19 | 8.71 | | streetlight | 7.51 | 8.72 | | booth | 0.2 | 0.21 | | television receiver | 32.98 | 45.09 | | airplane | 41.53 | 57.06 | | dirt track | 1.2 | 3.9 | | apparel | 16.97 | 23.26 | | pole | 7.72 | 9.64 | | land | 7.34 | 9.84 | | bannister | 0.94 | 1.12 | | escalator | 0.48 | 0.7 | | ottoman | 9.36 | 13.06 | | bottle | 5.8 | 8.7 | | buffet | 13.04 | 16.83 | | poster | 6.31 | 7.02 | | stage | 4.05 | 6.84 | | van | 5.85 | 6.46 | | ship | 6.46 | 9.58 | | fountain | 9.32 | 10.51 | | conveyer belt | 6.59 | 7.46 | | canopy | 6.3 | 8.07 | | washer | 20.54 | 21.55 | | plaything | 10.39 | 19.78 | | swimming pool | 15.71 | 24.12 | | stool | 7.55 | 10.27 | | barrel | 0.0 | 0.0 | | basket | 11.56 | 14.77 | | waterfall | 35.95 | 50.33 | | tent | 69.87 | 94.35 | | bag | 1.9 | 2.04 | | minibike | 26.21 | 34.33 | | cradle | 64.64 | 85.15 | | oven | 5.19 | 8.64 | | ball | 29.74 | 46.79 | | food | 47.95 | 63.06 | | step | 0.01 | 0.01 | | tank | 14.91 | 16.48 | | trade name | 12.23 | 13.77 | | microwave | 19.49 | 23.42 | | pot | 11.55 | 13.51 | | animal | 37.21 | 39.99 | | bicycle | 35.11 | 53.93 | | lake | 1.5 | 1.98 | | dishwasher | 18.54 | 27.89 | | screen | 51.14 | 66.99 | | blanket | 1.18 | 1.25 | | sculpture | 0.72 | 0.8 | | hood | 25.93 | 32.84 | | sconce | 11.11 | 13.88 | | vase | 17.86 | 28.74 | | traffic light | 13.37 | 19.08 | | tray | 1.44 | 1.74 | | ashcan | 12.14 | 15.6 | | fan | 33.71 | 45.96 | | pier | 8.22 | 11.67 | | crt screen | 1.67 | 2.14 | | plate | 32.65 | 43.9 | | monitor | 1.01 | 1.11 | | bulletin board | 18.17 | 21.32 | | shower | 0.0 | 0.0 | | radiator | 30.42 | 31.86 | | glass | 7.66 | 8.35 | | clock | 7.28 | 9.46 | | flag | 19.53 | 21.74 | +---------------------+-------+-------+ 2023-11-13 20:47:45,463 - mmseg - INFO - Summary: 2023-11-13 20:47:45,463 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 68.54 | 23.6 | 31.49 | +-------+------+-------+ 2023-11-13 20:47:45,464 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:47:45,464 - mmseg - INFO - Iter(val) [250] aAcc: 0.6854, mIoU: 0.2360, mAcc: 0.3149, IoU.wall: 0.5840, IoU.building: 0.6650, IoU.sky: 0.8967, IoU.floor: 0.6376, IoU.tree: 0.6066, IoU.ceiling: 0.6892, IoU.road: 0.6371, IoU.bed : 0.5998, IoU.windowpane: 0.4405, IoU.grass: 0.5854, IoU.cabinet: 0.3411, IoU.sidewalk: 0.3948, IoU.person: 0.6068, IoU.earth: 0.2695, IoU.door: 0.1117, IoU.table: 0.2341, IoU.mountain: 0.3872, IoU.plant: 0.3417, IoU.curtain: 0.4615, IoU.chair: 0.3299, IoU.car: 0.6408, IoU.water: 0.3469, IoU.painting: 0.4346, IoU.sofa: 0.3318, IoU.shelf: 0.1682, IoU.house: 0.2709, IoU.sea: 0.3523, IoU.mirror: 0.1962, IoU.rug: 0.3449, IoU.field: 0.1824, IoU.armchair: 0.1502, IoU.seat: 0.2486, IoU.fence: 0.1584, IoU.desk: 0.1378, IoU.rock: 0.1829, IoU.wardrobe: 0.0714, IoU.lamp: 0.3460, IoU.bathtub: 0.3680, IoU.railing: 0.1095, IoU.cushion: 0.2741, IoU.base: 0.0374, IoU.box: 0.0748, IoU.column: 0.1905, IoU.signboard: 0.2359, IoU.chest of drawers: 0.2121, IoU.counter: 0.0657, IoU.sand: 0.1823, IoU.sink: 0.3440, IoU.skyscraper: 0.3508, IoU.fireplace: 0.2686, IoU.refrigerator: 0.3047, IoU.grandstand: 0.2183, IoU.path: 0.1014, IoU.stairs: 0.2164, IoU.runway: 0.3880, IoU.case: 0.3045, IoU.pool table: 0.6467, IoU.pillow: 0.3043, IoU.screen door: 0.2023, IoU.stairway: 0.0827, IoU.river: 0.0684, IoU.bridge: 0.1474, IoU.bookcase: 0.1148, IoU.blind: 0.2062, IoU.coffee table: 0.2417, IoU.toilet: 0.5217, IoU.flower: 0.2171, IoU.book: 0.2018, IoU.hill: 0.0315, IoU.bench: 0.2371, IoU.countertop: 0.2856, IoU.stove: 0.2754, IoU.palm: 0.3106, IoU.kitchen island: 0.1797, IoU.computer: 0.3001, IoU.swivel chair: 0.1940, IoU.boat: 0.1853, IoU.bar: 0.0568, IoU.arcade machine: 0.0600, IoU.hovel: 0.1046, IoU.bus: 0.4839, IoU.towel: 0.2513, IoU.light: 0.2822, IoU.truck: 0.0086, IoU.tower: 0.1858, IoU.chandelier: 0.4838, IoU.awning: 0.0719, IoU.streetlight: 0.0751, IoU.booth: 0.0020, IoU.television receiver: 0.3298, IoU.airplane: 0.4153, IoU.dirt track: 0.0120, IoU.apparel: 0.1697, IoU.pole: 0.0772, IoU.land: 0.0734, IoU.bannister: 0.0094, IoU.escalator: 0.0048, IoU.ottoman: 0.0936, IoU.bottle: 0.0580, IoU.buffet: 0.1304, IoU.poster: 0.0631, IoU.stage: 0.0405, IoU.van: 0.0585, IoU.ship: 0.0646, IoU.fountain: 0.0932, IoU.conveyer belt: 0.0659, IoU.canopy: 0.0630, IoU.washer: 0.2054, IoU.plaything: 0.1039, IoU.swimming pool: 0.1571, IoU.stool: 0.0755, IoU.barrel: 0.0000, IoU.basket: 0.1156, IoU.waterfall: 0.3595, IoU.tent: 0.6987, IoU.bag: 0.0190, IoU.minibike: 0.2621, IoU.cradle: 0.6464, IoU.oven: 0.0519, IoU.ball: 0.2974, IoU.food: 0.4795, IoU.step: 0.0001, IoU.tank: 0.1491, IoU.trade name: 0.1223, IoU.microwave: 0.1949, IoU.pot: 0.1155, IoU.animal: 0.3721, IoU.bicycle: 0.3511, IoU.lake: 0.0150, IoU.dishwasher: 0.1854, IoU.screen: 0.5114, IoU.blanket: 0.0118, IoU.sculpture: 0.0072, IoU.hood: 0.2593, IoU.sconce: 0.1111, IoU.vase: 0.1786, IoU.traffic light: 0.1337, IoU.tray: 0.0144, IoU.ashcan: 0.1214, IoU.fan: 0.3371, IoU.pier: 0.0822, IoU.crt screen: 0.0167, IoU.plate: 0.3265, IoU.monitor: 0.0101, IoU.bulletin board: 0.1817, IoU.shower: 0.0000, IoU.radiator: 0.3042, IoU.glass: 0.0766, IoU.clock: 0.0728, IoU.flag: 0.1953, Acc.wall: 0.8090, Acc.building: 0.8422, Acc.sky: 0.9617, Acc.floor: 0.8273, Acc.tree: 0.8256, Acc.ceiling: 0.8212, Acc.road: 0.8163, Acc.bed : 0.7825, Acc.windowpane: 0.6093, Acc.grass: 0.7329, Acc.cabinet: 0.4970, Acc.sidewalk: 0.5400, Acc.person: 0.8251, Acc.earth: 0.4005, Acc.door: 0.1466, Acc.table: 0.3955, Acc.mountain: 0.5646, Acc.plant: 0.4281, Acc.curtain: 0.5637, Acc.chair: 0.5429, Acc.car: 0.8342, Acc.water: 0.4932, Acc.painting: 0.6047, Acc.sofa: 0.4961, Acc.shelf: 0.2692, Acc.house: 0.3556, Acc.sea: 0.5884, Acc.mirror: 0.2396, Acc.rug: 0.3995, Acc.field: 0.3739, Acc.armchair: 0.2085, Acc.seat: 0.3304, Acc.fence: 0.1999, Acc.desk: 0.1771, Acc.rock: 0.2719, Acc.wardrobe: 0.0756, Acc.lamp: 0.4930, Acc.bathtub: 0.4797, Acc.railing: 0.1338, Acc.cushion: 0.3968, Acc.base: 0.0431, Acc.box: 0.0975, Acc.column: 0.2169, Acc.signboard: 0.3118, Acc.chest of drawers: 0.2892, Acc.counter: 0.0774, Acc.sand: 0.2768, Acc.sink: 0.5105, Acc.skyscraper: 0.4200, Acc.fireplace: 0.3549, Acc.refrigerator: 0.4205, Acc.grandstand: 0.4308, Acc.path: 0.1405, Acc.stairs: 0.2452, Acc.runway: 0.4495, Acc.case: 0.4698, Acc.pool table: 0.8436, Acc.pillow: 0.3797, Acc.screen door: 0.2346, Acc.stairway: 0.1055, Acc.river: 0.0935, Acc.bridge: 0.2179, Acc.bookcase: 0.1360, Acc.blind: 0.2322, Acc.coffee table: 0.3414, Acc.toilet: 0.7028, Acc.flower: 0.3539, Acc.book: 0.3013, Acc.hill: 0.0427, Acc.bench: 0.2830, Acc.countertop: 0.3703, Acc.stove: 0.4149, Acc.palm: 0.3681, Acc.kitchen island: 0.3821, Acc.computer: 0.3948, Acc.swivel chair: 0.2606, Acc.boat: 0.2461, Acc.bar: 0.0619, Acc.arcade machine: 0.0996, Acc.hovel: 0.1168, Acc.bus: 0.5638, Acc.towel: 0.3093, Acc.light: 0.3273, Acc.truck: 0.0100, Acc.tower: 0.2380, Acc.chandelier: 0.6290, Acc.awning: 0.0871, Acc.streetlight: 0.0872, Acc.booth: 0.0021, Acc.television receiver: 0.4509, Acc.airplane: 0.5706, Acc.dirt track: 0.0390, Acc.apparel: 0.2326, Acc.pole: 0.0964, Acc.land: 0.0984, Acc.bannister: 0.0112, Acc.escalator: 0.0070, Acc.ottoman: 0.1306, Acc.bottle: 0.0870, Acc.buffet: 0.1683, Acc.poster: 0.0702, Acc.stage: 0.0684, Acc.van: 0.0646, Acc.ship: 0.0958, Acc.fountain: 0.1051, Acc.conveyer belt: 0.0746, Acc.canopy: 0.0807, Acc.washer: 0.2155, Acc.plaything: 0.1978, Acc.swimming pool: 0.2412, Acc.stool: 0.1027, Acc.barrel: 0.0000, Acc.basket: 0.1477, Acc.waterfall: 0.5033, Acc.tent: 0.9435, Acc.bag: 0.0204, Acc.minibike: 0.3433, Acc.cradle: 0.8515, Acc.oven: 0.0864, Acc.ball: 0.4679, Acc.food: 0.6306, Acc.step: 0.0001, Acc.tank: 0.1648, Acc.trade name: 0.1377, Acc.microwave: 0.2342, Acc.pot: 0.1351, Acc.animal: 0.3999, Acc.bicycle: 0.5393, Acc.lake: 0.0198, Acc.dishwasher: 0.2789, Acc.screen: 0.6699, Acc.blanket: 0.0125, Acc.sculpture: 0.0080, Acc.hood: 0.3284, Acc.sconce: 0.1388, Acc.vase: 0.2874, Acc.traffic light: 0.1908, Acc.tray: 0.0174, Acc.ashcan: 0.1560, Acc.fan: 0.4596, Acc.pier: 0.1167, Acc.crt screen: 0.0214, Acc.plate: 0.4390, Acc.monitor: 0.0111, Acc.bulletin board: 0.2132, Acc.shower: 0.0000, Acc.radiator: 0.3186, Acc.glass: 0.0835, Acc.clock: 0.0946, Acc.flag: 0.2174