2023-11-13 19:37:31,823 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:37:31,836 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:37:31,836 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:37:31,927 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+ee2e440 ------------------------------------------------------------ 2023-11-13 19:37:31,927 - mmseg - INFO - Distributed training: True 2023-11-13 19:37:31,927 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_ade20k_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'num_classes': 150, 'img_norm_cfg': {'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, 'crop_size': (512, 512), 'train_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations', 'reduce_zero_label': True}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}], 'test_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}], 'data': {'samples_per_gpu': 2, 'workers_per_gpu': 4, 'train': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/training', 'ann_dir': 'annotations/training', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations', 'reduce_zero_label': True}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}]}, 'val': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}, 'test': {'type': 'ADE20KDataset', 'data_root': 'data/ADEChallengeData2016', 'img_dir': 'images/validation', 'ann_dir': 'annotations/validation', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'img_ratios': 1.0, 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}}, 'log_config': {'interval': 50, 'hooks': [{'type': 'TextLoggerHook', 'by_epoch': False}]}, 'dist_params': {'backend': 'nccl'}, 'log_level': 'INFO', 'load_from': None, 'resume_from': None, 'workflow': [('train', 1)], 'cudnn_benchmark': True, 'optimizer': {'type': 'AdamW', 'lr': 0.001, 'weight_decay': 0.0001, 'betas': (0.9, 0.999)}, 'optimizer_config': {'type': 'DistOptimizerHook', 'update_interval': 1, 'grad_clip': None, 'coalesce': True, 'bucket_size_mb': -1, 'use_fp16': False}, 'lr_config': {'policy': 'poly', 'warmup': 'linear', 'warmup_iters': 1500, 'warmup_ratio': 1e-06, 'power': 1.0, 'min_lr': 0.0, 'by_epoch': False}, 'runner': {'type': 'IterBasedRunner', 'max_iters': 40000}, 'checkpoint_config': {'by_epoch': False, 'interval': 10000}, 'evaluation': {'interval': 10000, 'metric': 'mIoU', 'pre_eval': True}, 'fp16': None, 'find_unused_parameters': False, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'model': {'type': 'EncoderDecoder', 'pretrained': None, 'backbone': {'type': 'DinoVisionTransformer', 'out_indices': [8, 9, 10, 11]}, 'decode_head': {'type': 'BNHead', 'in_channels': [768], 'in_index': [3], 'input_transform': 'resize_concat', 'channels': 768, 'dropout_ratio': 0, 'num_classes': 150, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/vit_base_patch14_reg4_dinov2.lvd142m_ade20k'} 2023-11-13 19:37:35,039 - mmseg - INFO - Set random seed to 1338285405, deterministic: False 2023-11-13 19:37:38,453 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([150, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([150]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2023-11-13 19:37:38,460 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 150, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2023-11-13 19:37:38,690 - mmseg - INFO - Loaded 20210 images 2023-11-13 19:37:38,769 - mmseg - INFO - Loaded 2000 images 2023-11-13 19:37:38,770 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/vit_base_patch14_reg4_dinov2.lvd142m_ade20k 2023-11-13 19:37:38,770 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-13 19:37:38,770 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:37:38,773 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/vit_base_patch14_reg4_dinov2.lvd142m_ade20k by HardDiskBackend. 2023-11-13 19:38:52,184 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 2:05:12, time: 0.188, data_time: 0.010, memory: 4162, decode.loss_ce: 4.0521, decode.acc_seg: 0.9587, loss: 4.0521 2023-11-13 19:38:57,570 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:38:20, time: 0.108, data_time: 0.003, memory: 4162, decode.loss_ce: 3.8855, decode.acc_seg: 7.2635, loss: 3.8855 2023-11-13 19:39:02,963 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:29:21, time: 0.108, data_time: 0.003, memory: 4162, decode.loss_ce: 3.6384, decode.acc_seg: 36.1141, loss: 3.6384 2023-11-13 19:39:08,358 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:24:49, time: 0.108, data_time: 0.003, memory: 4162, decode.loss_ce: 3.1976, decode.acc_seg: 57.3310, loss: 3.1976 2023-11-13 19:39:13,704 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:21:56, time: 0.107, data_time: 0.004, memory: 4162, decode.loss_ce: 2.5869, decode.acc_seg: 64.1400, loss: 2.5869 2023-11-13 19:39:18,979 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:19:49, time: 0.105, data_time: 0.003, memory: 4162, decode.loss_ce: 2.1283, decode.acc_seg: 63.3703, loss: 2.1283 2023-11-13 19:39:24,293 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:18:22, time: 0.106, data_time: 0.004, memory: 4162, decode.loss_ce: 1.5865, decode.acc_seg: 68.0565, loss: 1.5865 2023-11-13 19:39:29,644 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:17:18, time: 0.107, data_time: 0.003, memory: 4162, decode.loss_ce: 1.3581, decode.acc_seg: 68.4652, loss: 1.3581 2023-11-13 19:39:35,029 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:16:31, time: 0.108, data_time: 0.004, memory: 4162, decode.loss_ce: 1.1769, decode.acc_seg: 69.6631, loss: 1.1769 2023-11-13 19:39:40,442 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:15:54, time: 0.108, data_time: 0.004, memory: 4162, decode.loss_ce: 1.0851, decode.acc_seg: 70.3650, loss: 1.0851 2023-11-13 19:39:45,870 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:15:25, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.9992, decode.acc_seg: 70.6530, loss: 0.9992 2023-11-13 19:39:51,316 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:15:00, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.8842, decode.acc_seg: 71.7372, loss: 0.8842 2023-11-13 19:39:56,785 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:14:39, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.8738, decode.acc_seg: 71.9682, loss: 0.8738 2023-11-13 19:40:02,252 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:14:21, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.8463, decode.acc_seg: 72.6962, loss: 0.8463 2023-11-13 19:40:07,717 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:14:04, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.8422, decode.acc_seg: 72.4585, loss: 0.8422 2023-11-13 19:40:13,187 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:13:49, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7950, decode.acc_seg: 73.0610, loss: 0.7950 2023-11-13 19:40:18,649 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:13:35, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.8162, decode.acc_seg: 73.3586, loss: 0.8162 2023-11-13 19:40:24,111 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:13:22, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7937, decode.acc_seg: 72.4114, loss: 0.7937 2023-11-13 19:40:29,588 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:13:09, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.7883, decode.acc_seg: 72.7659, loss: 0.7883 2023-11-13 19:40:35,054 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:40:35,054 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:12:58, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7525, decode.acc_seg: 74.9611, loss: 0.7525 2023-11-13 19:40:40,604 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:12:50, time: 0.111, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7457, decode.acc_seg: 73.9563, loss: 0.7457 2023-11-13 19:40:46,078 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:12:40, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7426, decode.acc_seg: 74.2883, loss: 0.7426 2023-11-13 19:40:51,544 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:12:29, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7298, decode.acc_seg: 74.7807, loss: 0.7298 2023-11-13 19:40:57,008 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:12:19, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7316, decode.acc_seg: 74.9318, loss: 0.7316 2023-11-13 19:41:02,473 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:12:10, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.7134, decode.acc_seg: 74.5183, loss: 0.7134 2023-11-13 19:41:10,293 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:13:11, time: 0.156, data_time: 0.046, memory: 4162, decode.loss_ce: 0.6980, decode.acc_seg: 74.5331, loss: 0.6980 2023-11-13 19:41:15,750 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:12:59, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6583, decode.acc_seg: 75.6891, loss: 0.6583 2023-11-13 19:41:21,210 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:12:47, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6989, decode.acc_seg: 75.2180, loss: 0.6989 2023-11-13 19:41:26,676 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:12:37, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6712, decode.acc_seg: 75.4999, loss: 0.6712 2023-11-13 19:41:32,154 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:12:27, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6282, decode.acc_seg: 77.1518, loss: 0.6282 2023-11-13 19:41:37,613 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:12:16, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6701, decode.acc_seg: 76.2029, loss: 0.6701 2023-11-13 19:41:43,079 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:12:07, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6604, decode.acc_seg: 76.0444, loss: 0.6604 2023-11-13 19:41:48,538 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:11:57, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6654, decode.acc_seg: 75.8138, loss: 0.6654 2023-11-13 19:41:53,994 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:11:47, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6989, decode.acc_seg: 74.6305, loss: 0.6989 2023-11-13 19:41:59,467 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:11:38, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6904, decode.acc_seg: 75.3431, loss: 0.6904 2023-11-13 19:42:04,928 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:11:29, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6820, decode.acc_seg: 75.7606, loss: 0.6820 2023-11-13 19:42:10,380 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:11:20, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6874, decode.acc_seg: 75.6257, loss: 0.6874 2023-11-13 19:42:15,836 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:11:12, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6936, decode.acc_seg: 75.3668, loss: 0.6936 2023-11-13 19:42:21,297 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:11:03, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6296, decode.acc_seg: 76.8921, loss: 0.6296 2023-11-13 19:42:26,757 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:42:26,758 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:10:55, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6321, decode.acc_seg: 76.9494, loss: 0.6321 2023-11-13 19:42:32,222 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:10:47, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6714, decode.acc_seg: 74.9448, loss: 0.6714 2023-11-13 19:42:37,684 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:10:39, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6664, decode.acc_seg: 75.7019, loss: 0.6664 2023-11-13 19:42:43,139 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:10:31, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6294, decode.acc_seg: 77.2310, loss: 0.6294 2023-11-13 19:42:48,602 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:10:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6414, decode.acc_seg: 76.1708, loss: 0.6414 2023-11-13 19:42:54,064 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:10:15, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6608, decode.acc_seg: 76.1147, loss: 0.6608 2023-11-13 19:42:59,524 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:10:08, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6850, decode.acc_seg: 75.2937, loss: 0.6850 2023-11-13 19:43:04,987 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:10:00, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6235, decode.acc_seg: 76.1428, loss: 0.6235 2023-11-13 19:43:10,452 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:09:53, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6627, decode.acc_seg: 75.7871, loss: 0.6627 2023-11-13 19:43:15,908 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:09:45, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6871, decode.acc_seg: 74.5922, loss: 0.6871 2023-11-13 19:43:21,363 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:09:38, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6301, decode.acc_seg: 76.4900, loss: 0.6301 2023-11-13 19:43:29,194 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:10:06, time: 0.157, data_time: 0.047, memory: 4162, decode.loss_ce: 0.6236, decode.acc_seg: 77.3812, loss: 0.6236 2023-11-13 19:43:34,655 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:09:58, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6156, decode.acc_seg: 76.4311, loss: 0.6156 2023-11-13 19:43:40,110 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:09:50, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6133, decode.acc_seg: 76.9095, loss: 0.6133 2023-11-13 19:43:45,568 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:09:42, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6077, decode.acc_seg: 77.3246, loss: 0.6077 2023-11-13 19:43:51,038 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:09:35, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5878, decode.acc_seg: 77.5659, loss: 0.5878 2023-11-13 19:43:56,522 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:09:28, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5972, decode.acc_seg: 77.3110, loss: 0.5972 2023-11-13 19:44:01,979 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:09:20, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6022, decode.acc_seg: 77.2436, loss: 0.6022 2023-11-13 19:44:07,432 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:09:13, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6144, decode.acc_seg: 77.2262, loss: 0.6144 2023-11-13 19:44:12,923 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:09:06, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6064, decode.acc_seg: 77.4861, loss: 0.6064 2023-11-13 19:44:18,380 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:44:18,380 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:08:58, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5947, decode.acc_seg: 77.6604, loss: 0.5947 2023-11-13 19:44:23,832 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:08:51, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6014, decode.acc_seg: 77.2973, loss: 0.6014 2023-11-13 19:44:29,298 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:08:44, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5791, decode.acc_seg: 77.2978, loss: 0.5791 2023-11-13 19:44:34,746 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:08:37, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6023, decode.acc_seg: 77.4042, loss: 0.6023 2023-11-13 19:44:40,202 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:08:30, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5822, decode.acc_seg: 78.0181, loss: 0.5822 2023-11-13 19:44:45,648 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:08:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6369, decode.acc_seg: 76.5617, loss: 0.6369 2023-11-13 19:44:51,115 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:08:16, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6118, decode.acc_seg: 76.9868, loss: 0.6118 2023-11-13 19:44:56,567 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:08:09, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6406, decode.acc_seg: 77.3505, loss: 0.6406 2023-11-13 19:45:02,020 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:08:02, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6290, decode.acc_seg: 76.5948, loss: 0.6290 2023-11-13 19:45:07,476 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:07:55, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5800, decode.acc_seg: 77.8404, loss: 0.5800 2023-11-13 19:45:12,934 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:07:48, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6186, decode.acc_seg: 76.9079, loss: 0.6186 2023-11-13 19:45:18,384 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:07:41, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6380, decode.acc_seg: 76.5829, loss: 0.6380 2023-11-13 19:45:23,837 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:07:34, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6103, decode.acc_seg: 76.3842, loss: 0.6103 2023-11-13 19:45:29,290 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:07:28, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6319, decode.acc_seg: 76.9641, loss: 0.6319 2023-11-13 19:45:34,744 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:07:21, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6120, decode.acc_seg: 77.0586, loss: 0.6120 2023-11-13 19:45:40,196 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:07:14, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6228, decode.acc_seg: 77.0779, loss: 0.6228 2023-11-13 19:45:47,842 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:07:29, time: 0.153, data_time: 0.046, memory: 4162, decode.loss_ce: 0.5947, decode.acc_seg: 77.7076, loss: 0.5947 2023-11-13 19:45:53,303 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:07:22, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5660, decode.acc_seg: 79.4058, loss: 0.5660 2023-11-13 19:45:58,750 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:07:15, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5680, decode.acc_seg: 77.6228, loss: 0.5680 2023-11-13 19:46:04,217 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:07:08, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5961, decode.acc_seg: 77.9965, loss: 0.5961 2023-11-13 19:46:09,669 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:46:09,669 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:07:01, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5653, decode.acc_seg: 78.5200, loss: 0.5653 2023-11-13 19:46:15,126 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:06:55, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5771, decode.acc_seg: 77.5726, loss: 0.5771 2023-11-13 19:46:20,573 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:06:48, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5672, decode.acc_seg: 78.5363, loss: 0.5672 2023-11-13 19:46:26,028 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:06:41, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5936, decode.acc_seg: 77.6182, loss: 0.5936 2023-11-13 19:46:31,480 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:06:34, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5869, decode.acc_seg: 77.6535, loss: 0.5869 2023-11-13 19:46:36,932 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:06:28, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6292, decode.acc_seg: 77.0638, loss: 0.6292 2023-11-13 19:46:42,387 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:06:21, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5896, decode.acc_seg: 77.6558, loss: 0.5896 2023-11-13 19:46:47,842 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:06:15, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6079, decode.acc_seg: 77.5459, loss: 0.6079 2023-11-13 19:46:53,293 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:06:08, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6214, decode.acc_seg: 76.8939, loss: 0.6214 2023-11-13 19:46:58,742 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:06:02, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5925, decode.acc_seg: 77.3733, loss: 0.5925 2023-11-13 19:47:04,193 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:05:55, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6201, decode.acc_seg: 76.7430, loss: 0.6201 2023-11-13 19:47:09,652 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:05:49, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5826, decode.acc_seg: 77.1357, loss: 0.5826 2023-11-13 19:47:15,105 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:05:42, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6136, decode.acc_seg: 77.0300, loss: 0.6136 2023-11-13 19:47:20,554 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:05:36, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5719, decode.acc_seg: 78.1371, loss: 0.5719 2023-11-13 19:47:26,005 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:05:29, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5983, decode.acc_seg: 77.4547, loss: 0.5983 2023-11-13 19:47:31,461 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:05:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6219, decode.acc_seg: 76.7943, loss: 0.6219 2023-11-13 19:47:36,917 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:05:16, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5975, decode.acc_seg: 77.9736, loss: 0.5975 2023-11-13 19:47:42,372 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:05:10, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6114, decode.acc_seg: 77.3107, loss: 0.6114 2023-11-13 19:47:47,821 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:05:04, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5978, decode.acc_seg: 77.6859, loss: 0.5978 2023-11-13 19:47:53,277 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:04:57, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5634, decode.acc_seg: 78.4550, loss: 0.5634 2023-11-13 19:47:58,738 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:47:58,738 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:04:51, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5864, decode.acc_seg: 77.9667, loss: 0.5864 2023-11-13 19:48:04,190 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:04:45, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6019, decode.acc_seg: 76.8920, loss: 0.6019 2023-11-13 19:48:11,962 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:04:54, time: 0.155, data_time: 0.046, memory: 4162, decode.loss_ce: 0.5772, decode.acc_seg: 78.6586, loss: 0.5772 2023-11-13 19:48:17,416 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:04:48, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5471, decode.acc_seg: 79.0160, loss: 0.5471 2023-11-13 19:48:22,964 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:04:42, time: 0.111, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5555, decode.acc_seg: 78.7047, loss: 0.5555 2023-11-13 19:48:28,416 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:04:36, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5775, decode.acc_seg: 77.9053, loss: 0.5775 2023-11-13 19:48:33,866 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:04:29, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5729, decode.acc_seg: 78.3912, loss: 0.5729 2023-11-13 19:48:39,313 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:04:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5931, decode.acc_seg: 78.0078, loss: 0.5931 2023-11-13 19:48:44,770 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:04:17, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5698, decode.acc_seg: 78.3339, loss: 0.5698 2023-11-13 19:48:50,218 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:04:10, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5769, decode.acc_seg: 78.5468, loss: 0.5769 2023-11-13 19:48:55,675 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:04:04, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5923, decode.acc_seg: 77.6442, loss: 0.5923 2023-11-13 19:49:01,128 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:03:58, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6029, decode.acc_seg: 77.2408, loss: 0.6029 2023-11-13 19:49:06,574 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:03:51, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5917, decode.acc_seg: 77.6120, loss: 0.5917 2023-11-13 19:49:12,030 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:03:45, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.6101, decode.acc_seg: 77.2722, loss: 0.6101 2023-11-13 19:49:17,482 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:03:39, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5883, decode.acc_seg: 77.1811, loss: 0.5883 2023-11-13 19:49:22,941 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:03:33, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5485, decode.acc_seg: 79.4501, loss: 0.5485 2023-11-13 19:49:28,392 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:03:26, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5646, decode.acc_seg: 78.0397, loss: 0.5646 2023-11-13 19:49:33,841 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:03:20, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.6211, decode.acc_seg: 77.2516, loss: 0.6211 2023-11-13 19:49:39,290 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:03:14, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5688, decode.acc_seg: 77.9652, loss: 0.5688 2023-11-13 19:49:44,813 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:03:08, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5740, decode.acc_seg: 78.5100, loss: 0.5740 2023-11-13 19:49:50,265 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:49:50,266 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:03:02, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5709, decode.acc_seg: 78.3508, loss: 0.5709 2023-11-13 19:49:55,718 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:02:56, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5897, decode.acc_seg: 78.0707, loss: 0.5897 2023-11-13 19:50:01,171 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 1:02:49, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5841, decode.acc_seg: 77.7832, loss: 0.5841 2023-11-13 19:50:06,638 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 1:02:43, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5918, decode.acc_seg: 77.9061, loss: 0.5918 2023-11-13 19:50:12,087 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 1:02:37, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5815, decode.acc_seg: 78.0711, loss: 0.5815 2023-11-13 19:50:17,534 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 1:02:31, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5960, decode.acc_seg: 78.1839, loss: 0.5960 2023-11-13 19:50:22,987 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 1:02:25, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5985, decode.acc_seg: 77.4849, loss: 0.5985 2023-11-13 19:50:30,698 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 1:02:31, time: 0.154, data_time: 0.047, memory: 4162, decode.loss_ce: 0.5502, decode.acc_seg: 79.0410, loss: 0.5502 2023-11-13 19:50:36,155 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 1:02:25, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5923, decode.acc_seg: 77.5071, loss: 0.5923 2023-11-13 19:50:41,597 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 1:02:18, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5169, decode.acc_seg: 80.0011, loss: 0.5169 2023-11-13 19:50:47,047 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 1:02:12, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5589, decode.acc_seg: 78.8019, loss: 0.5589 2023-11-13 19:50:52,494 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 1:02:06, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5315, decode.acc_seg: 79.4402, loss: 0.5315 2023-11-13 19:50:57,942 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 1:02:00, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5747, decode.acc_seg: 78.6234, loss: 0.5747 2023-11-13 19:51:03,398 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 1:01:54, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5789, decode.acc_seg: 77.8979, loss: 0.5789 2023-11-13 19:51:08,891 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 1:01:48, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5971, decode.acc_seg: 77.4911, loss: 0.5971 2023-11-13 19:51:14,340 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 1:01:42, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5593, decode.acc_seg: 78.3896, loss: 0.5593 2023-11-13 19:51:19,793 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 1:01:35, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5542, decode.acc_seg: 78.9027, loss: 0.5542 2023-11-13 19:51:25,301 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 1:01:30, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5610, decode.acc_seg: 78.4205, loss: 0.5610 2023-11-13 19:51:30,763 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 1:01:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5717, decode.acc_seg: 78.4688, loss: 0.5717 2023-11-13 19:51:36,217 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 1:01:17, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5880, decode.acc_seg: 77.1196, loss: 0.5880 2023-11-13 19:51:41,674 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:51:41,674 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 1:01:11, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5948, decode.acc_seg: 77.5585, loss: 0.5948 2023-11-13 19:51:47,151 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 1:01:05, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5465, decode.acc_seg: 79.7657, loss: 0.5465 2023-11-13 19:51:52,608 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 1:00:59, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5876, decode.acc_seg: 77.6112, loss: 0.5876 2023-11-13 19:51:58,059 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 1:00:53, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5850, decode.acc_seg: 77.5718, loss: 0.5850 2023-11-13 19:52:03,509 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 1:00:47, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5673, decode.acc_seg: 78.9182, loss: 0.5673 2023-11-13 19:52:08,961 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 1:00:41, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5619, decode.acc_seg: 78.7742, loss: 0.5619 2023-11-13 19:52:14,417 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 1:00:35, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5807, decode.acc_seg: 77.4784, loss: 0.5807 2023-11-13 19:52:19,871 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 1:00:29, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5775, decode.acc_seg: 77.8676, loss: 0.5775 2023-11-13 19:52:25,323 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 1:00:23, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5603, decode.acc_seg: 78.0569, loss: 0.5603 2023-11-13 19:52:30,776 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 1:00:17, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5596, decode.acc_seg: 78.6607, loss: 0.5596 2023-11-13 19:52:36,230 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 1:00:11, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5699, decode.acc_seg: 78.0446, loss: 0.5699 2023-11-13 19:52:41,688 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 1:00:05, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5695, decode.acc_seg: 78.1199, loss: 0.5695 2023-11-13 19:52:49,331 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 1:00:08, time: 0.153, data_time: 0.047, memory: 4162, decode.loss_ce: 0.5614, decode.acc_seg: 78.7898, loss: 0.5614 2023-11-13 19:52:54,777 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 1:00:02, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5846, decode.acc_seg: 77.5042, loss: 0.5846 2023-11-13 19:53:00,233 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:59:56, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5539, decode.acc_seg: 78.6142, loss: 0.5539 2023-11-13 19:53:05,698 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:59:50, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5887, decode.acc_seg: 78.2739, loss: 0.5887 2023-11-13 19:53:11,155 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:59:44, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5548, decode.acc_seg: 78.9812, loss: 0.5548 2023-11-13 19:53:16,611 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:59:38, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5672, decode.acc_seg: 78.6806, loss: 0.5672 2023-11-13 19:53:22,057 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:59:32, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5504, decode.acc_seg: 78.5397, loss: 0.5504 2023-11-13 19:53:27,509 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:59:26, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5660, decode.acc_seg: 78.1917, loss: 0.5660 2023-11-13 19:53:32,957 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:53:32,957 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:59:20, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5459, decode.acc_seg: 79.2196, loss: 0.5459 2023-11-13 19:53:38,407 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:59:14, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5815, decode.acc_seg: 77.6603, loss: 0.5815 2023-11-13 19:53:43,857 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:59:08, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5828, decode.acc_seg: 78.3208, loss: 0.5828 2023-11-13 19:53:49,303 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:59:02, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5196, decode.acc_seg: 80.2397, loss: 0.5196 2023-11-13 19:53:54,801 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:58:56, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5640, decode.acc_seg: 78.4276, loss: 0.5640 2023-11-13 19:54:00,329 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:58:51, time: 0.111, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5716, decode.acc_seg: 78.0570, loss: 0.5716 2023-11-13 19:54:05,788 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:58:45, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5429, decode.acc_seg: 78.7330, loss: 0.5429 2023-11-13 19:54:11,243 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:58:39, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5642, decode.acc_seg: 77.9176, loss: 0.5642 2023-11-13 19:54:16,713 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:58:33, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5679, decode.acc_seg: 78.9751, loss: 0.5679 2023-11-13 19:54:22,168 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:58:27, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5366, decode.acc_seg: 79.2973, loss: 0.5366 2023-11-13 19:54:27,616 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:58:21, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5643, decode.acc_seg: 78.7822, loss: 0.5643 2023-11-13 19:54:33,075 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:58:15, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5412, decode.acc_seg: 78.9260, loss: 0.5412 2023-11-13 19:54:38,530 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:58:09, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5652, decode.acc_seg: 78.1244, loss: 0.5652 2023-11-13 19:54:44,096 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:58:03, time: 0.111, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5441, decode.acc_seg: 79.0945, loss: 0.5441 2023-11-13 19:54:49,538 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:57:58, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5842, decode.acc_seg: 77.6126, loss: 0.5842 2023-11-13 19:54:54,979 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:57:52, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5716, decode.acc_seg: 78.1303, loss: 0.5716 2023-11-13 19:55:00,427 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:57:46, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5620, decode.acc_seg: 78.5921, loss: 0.5620 2023-11-13 19:55:08,165 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:57:48, time: 0.155, data_time: 0.046, memory: 4162, decode.loss_ce: 0.5388, decode.acc_seg: 79.5589, loss: 0.5388 2023-11-13 19:55:13,603 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:57:42, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5448, decode.acc_seg: 79.3805, loss: 0.5448 2023-11-13 19:55:19,050 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:57:36, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5167, decode.acc_seg: 80.1634, loss: 0.5167 2023-11-13 19:55:24,492 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:55:24,492 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:57:30, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5585, decode.acc_seg: 78.8998, loss: 0.5585 2023-11-13 19:55:29,940 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:57:24, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5549, decode.acc_seg: 79.0612, loss: 0.5549 2023-11-13 19:55:35,387 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:57:18, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5430, decode.acc_seg: 78.8798, loss: 0.5430 2023-11-13 19:55:40,832 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:57:12, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5660, decode.acc_seg: 78.1997, loss: 0.5660 2023-11-13 19:55:46,280 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:57:06, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5285, decode.acc_seg: 79.3485, loss: 0.5285 2023-11-13 19:55:51,718 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:57:00, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5644, decode.acc_seg: 78.5583, loss: 0.5644 2023-11-13 19:55:57,163 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:56:54, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5661, decode.acc_seg: 78.0862, loss: 0.5661 2023-11-13 19:56:02,603 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:56:48, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5553, decode.acc_seg: 78.2123, loss: 0.5553 2023-11-13 19:56:08,046 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:56:42, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5167, decode.acc_seg: 80.2026, loss: 0.5167 2023-11-13 19:56:13,491 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:56:36, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5541, decode.acc_seg: 78.9498, loss: 0.5541 2023-11-13 19:56:18,933 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:56:30, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5641, decode.acc_seg: 78.0843, loss: 0.5641 2023-11-13 19:56:24,375 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:56:24, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5535, decode.acc_seg: 78.3852, loss: 0.5535 2023-11-13 19:56:29,814 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:56:18, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5512, decode.acc_seg: 79.4939, loss: 0.5512 2023-11-13 19:56:35,259 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:56:12, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5582, decode.acc_seg: 78.7867, loss: 0.5582 2023-11-13 19:56:40,706 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:56:07, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5729, decode.acc_seg: 78.1800, loss: 0.5729 2023-11-13 19:56:46,148 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:56:01, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5574, decode.acc_seg: 78.8094, loss: 0.5574 2023-11-13 19:56:51,596 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:55:55, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5676, decode.acc_seg: 78.2425, loss: 0.5676 2023-11-13 19:56:57,041 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:55:49, time: 0.109, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5748, decode.acc_seg: 77.9999, loss: 0.5748 2023-11-13 19:57:02,492 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:55:43, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5943, decode.acc_seg: 77.6966, loss: 0.5943 2023-11-13 19:57:07,940 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:55:37, time: 0.109, data_time: 0.004, memory: 4162, decode.loss_ce: 0.5718, decode.acc_seg: 78.2865, loss: 0.5718 2023-11-13 19:57:13,346 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:57:13,401 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:57:13,401 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:55:31, time: 0.110, data_time: 0.003, memory: 4162, decode.loss_ce: 0.5638, decode.acc_seg: 78.4882, loss: 0.5638 2023-11-13 19:58:23,590 - mmseg - INFO - per class results: 2023-11-13 19:58:23,596 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.99 | 85.15 | | building | 78.37 | 91.35 | | sky | 90.39 | 95.91 | | floor | 77.26 | 89.19 | | tree | 68.41 | 82.3 | | ceiling | 78.83 | 91.18 | | road | 80.2 | 90.49 | | bed | 87.11 | 92.53 | | windowpane | 55.55 | 67.71 | | grass | 61.52 | 70.09 | | cabinet | 58.68 | 71.32 | | sidewalk | 59.93 | 74.34 | | person | 77.53 | 91.08 | | earth | 36.61 | 51.23 | | door | 47.55 | 64.32 | | table | 54.81 | 69.83 | | mountain | 54.84 | 77.95 | | plant | 48.16 | 57.07 | | curtain | 66.24 | 84.5 | | chair | 51.89 | 61.34 | | car | 78.74 | 92.96 | | water | 53.79 | 69.15 | | painting | 62.93 | 80.49 | | sofa | 65.23 | 85.23 | | shelf | 32.58 | 43.23 | | house | 25.4 | 31.8 | | sea | 57.12 | 76.79 | | mirror | 53.96 | 63.56 | | rug | 54.74 | 61.35 | | field | 35.54 | 72.22 | | armchair | 38.97 | 51.91 | | seat | 61.91 | 81.92 | | fence | 37.08 | 47.07 | | desk | 40.24 | 60.63 | | rock | 48.84 | 60.0 | | wardrobe | 47.85 | 65.92 | | lamp | 55.6 | 70.05 | | bathtub | 74.66 | 82.8 | | railing | 35.43 | 56.81 | | cushion | 59.69 | 77.24 | | base | 25.96 | 43.87 | | box | 27.68 | 34.65 | | column | 43.2 | 53.76 | | signboard | 30.96 | 37.99 | | chest of drawers | 41.86 | 63.63 | | counter | 25.35 | 34.11 | | sand | 48.44 | 64.83 | | sink | 64.73 | 70.01 | | skyscraper | 38.47 | 69.09 | | fireplace | 69.16 | 84.41 | | refrigerator | 68.51 | 78.89 | | grandstand | 51.3 | 71.79 | | path | 13.21 | 16.45 | | stairs | 32.28 | 37.55 | | runway | 68.03 | 88.98 | | case | 47.69 | 59.48 | | pool table | 88.04 | 94.69 | | pillow | 61.98 | 80.46 | | screen door | 57.6 | 70.44 | | stairway | 36.88 | 48.25 | | river | 11.79 | 17.22 | | bridge | 50.34 | 57.95 | | bookcase | 28.55 | 58.65 | | blind | 20.25 | 21.86 | | coffee table | 55.88 | 80.36 | | toilet | 79.61 | 89.01 | | flower | 37.01 | 58.76 | | book | 37.95 | 48.43 | | hill | 1.21 | 1.42 | | bench | 48.49 | 55.29 | | countertop | 50.87 | 72.1 | | stove | 73.82 | 80.87 | | palm | 49.24 | 69.6 | | kitchen island | 38.6 | 61.57 | | computer | 67.34 | 77.37 | | swivel chair | 43.77 | 56.16 | | boat | 63.3 | 88.97 | | bar | 43.49 | 54.38 | | arcade machine | 57.63 | 66.06 | | hovel | 17.55 | 19.36 | | bus | 85.74 | 93.15 | | towel | 64.03 | 83.0 | | light | 29.0 | 31.35 | | truck | 40.6 | 53.83 | | tower | 8.87 | 14.2 | | chandelier | 53.57 | 59.05 | | awning | 21.06 | 22.67 | | streetlight | 21.64 | 26.46 | | booth | 17.09 | 23.32 | | television receiver | 67.97 | 74.66 | | airplane | 56.29 | 68.88 | | dirt track | 1.44 | 4.15 | | apparel | 43.53 | 54.75 | | pole | 15.54 | 19.95 | | land | 5.44 | 12.19 | | bannister | 18.43 | 26.18 | | escalator | 54.85 | 77.77 | | ottoman | 44.82 | 67.12 | | bottle | 36.6 | 51.4 | | buffet | 38.57 | 49.1 | | poster | 9.6 | 10.97 | | stage | 9.96 | 19.17 | | van | 21.13 | 30.43 | | ship | 17.2 | 20.37 | | fountain | 35.37 | 38.84 | | conveyer belt | 76.39 | 92.64 | | canopy | 37.95 | 45.8 | | washer | 73.04 | 77.46 | | plaything | 30.49 | 42.27 | | swimming pool | 47.83 | 81.6 | | stool | 36.13 | 70.47 | | barrel | 62.23 | 87.25 | | basket | 37.14 | 52.03 | | waterfall | 56.76 | 78.22 | | tent | 84.98 | 97.16 | | bag | 19.5 | 22.77 | | minibike | 65.64 | 85.6 | | cradle | 77.48 | 93.88 | | oven | 47.37 | 63.34 | | ball | 6.4 | 6.52 | | food | 51.6 | 58.31 | | step | 6.39 | 6.97 | | tank | 47.85 | 65.67 | | trade name | 12.25 | 13.3 | | microwave | 80.79 | 90.94 | | pot | 46.12 | 54.81 | | animal | 59.48 | 68.87 | | bicycle | 54.16 | 67.92 | | lake | 37.11 | 39.67 | | dishwasher | 52.4 | 61.24 | | screen | 56.41 | 78.66 | | blanket | 29.87 | 37.34 | | sculpture | 49.49 | 55.77 | | hood | 62.45 | 79.32 | | sconce | 38.68 | 50.86 | | vase | 38.84 | 53.32 | | traffic light | 30.18 | 48.12 | | tray | 16.08 | 23.51 | | ashcan | 44.51 | 57.32 | | fan | 55.11 | 80.78 | | pier | 32.14 | 42.51 | | crt screen | 1.79 | 4.86 | | plate | 52.24 | 64.56 | | monitor | 11.95 | 14.14 | | bulletin board | 49.69 | 60.28 | | shower | 0.1 | 0.16 | | radiator | 55.8 | 66.12 | | glass | 15.51 | 16.36 | | clock | 37.8 | 46.51 | | flag | 51.32 | 58.31 | +---------------------+-------+-------+ 2023-11-13 19:58:23,596 - mmseg - INFO - Summary: 2023-11-13 19:58:23,596 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.18 | 46.0 | 58.17 | +-------+------+-------+ 2023-11-13 19:58:23,597 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:58:23,597 - mmseg - INFO - Iter(val) [250] aAcc: 0.8018, mIoU: 0.4600, mAcc: 0.5817, IoU.wall: 0.7199, IoU.building: 0.7837, IoU.sky: 0.9039, IoU.floor: 0.7726, IoU.tree: 0.6841, IoU.ceiling: 0.7883, IoU.road: 0.8020, IoU.bed : 0.8711, IoU.windowpane: 0.5555, IoU.grass: 0.6152, IoU.cabinet: 0.5868, IoU.sidewalk: 0.5993, IoU.person: 0.7753, IoU.earth: 0.3661, IoU.door: 0.4755, IoU.table: 0.5481, IoU.mountain: 0.5484, IoU.plant: 0.4816, IoU.curtain: 0.6624, IoU.chair: 0.5189, IoU.car: 0.7874, IoU.water: 0.5379, IoU.painting: 0.6293, IoU.sofa: 0.6523, IoU.shelf: 0.3258, IoU.house: 0.2540, IoU.sea: 0.5712, IoU.mirror: 0.5396, IoU.rug: 0.5474, IoU.field: 0.3554, IoU.armchair: 0.3897, IoU.seat: 0.6191, IoU.fence: 0.3708, IoU.desk: 0.4024, IoU.rock: 0.4884, IoU.wardrobe: 0.4785, IoU.lamp: 0.5560, IoU.bathtub: 0.7466, IoU.railing: 0.3543, IoU.cushion: 0.5969, IoU.base: 0.2596, IoU.box: 0.2768, IoU.column: 0.4320, IoU.signboard: 0.3096, IoU.chest of drawers: 0.4186, IoU.counter: 0.2535, IoU.sand: 0.4844, IoU.sink: 0.6473, IoU.skyscraper: 0.3847, IoU.fireplace: 0.6916, IoU.refrigerator: 0.6851, IoU.grandstand: 0.5130, IoU.path: 0.1321, IoU.stairs: 0.3228, IoU.runway: 0.6803, IoU.case: 0.4769, IoU.pool table: 0.8804, IoU.pillow: 0.6198, IoU.screen door: 0.5760, IoU.stairway: 0.3688, IoU.river: 0.1179, IoU.bridge: 0.5034, IoU.bookcase: 0.2855, IoU.blind: 0.2025, IoU.coffee table: 0.5588, IoU.toilet: 0.7961, IoU.flower: 0.3701, IoU.book: 0.3795, IoU.hill: 0.0121, IoU.bench: 0.4849, IoU.countertop: 0.5087, IoU.stove: 0.7382, IoU.palm: 0.4924, IoU.kitchen island: 0.3860, IoU.computer: 0.6734, IoU.swivel chair: 0.4377, IoU.boat: 0.6330, IoU.bar: 0.4349, IoU.arcade machine: 0.5763, IoU.hovel: 0.1755, IoU.bus: 0.8574, IoU.towel: 0.6403, IoU.light: 0.2900, IoU.truck: 0.4060, IoU.tower: 0.0887, IoU.chandelier: 0.5357, IoU.awning: 0.2106, IoU.streetlight: 0.2164, IoU.booth: 0.1709, IoU.television receiver: 0.6797, IoU.airplane: 0.5629, IoU.dirt track: 0.0144, IoU.apparel: 0.4353, IoU.pole: 0.1554, IoU.land: 0.0544, IoU.bannister: 0.1843, IoU.escalator: 0.5485, IoU.ottoman: 0.4482, IoU.bottle: 0.3660, IoU.buffet: 0.3857, IoU.poster: 0.0960, IoU.stage: 0.0996, IoU.van: 0.2113, IoU.ship: 0.1720, IoU.fountain: 0.3537, IoU.conveyer belt: 0.7639, IoU.canopy: 0.3795, IoU.washer: 0.7304, IoU.plaything: 0.3049, IoU.swimming pool: 0.4783, IoU.stool: 0.3613, IoU.barrel: 0.6223, IoU.basket: 0.3714, IoU.waterfall: 0.5676, IoU.tent: 0.8498, IoU.bag: 0.1950, IoU.minibike: 0.6564, IoU.cradle: 0.7748, IoU.oven: 0.4737, IoU.ball: 0.0640, IoU.food: 0.5160, IoU.step: 0.0639, IoU.tank: 0.4785, IoU.trade name: 0.1225, IoU.microwave: 0.8079, IoU.pot: 0.4612, IoU.animal: 0.5948, IoU.bicycle: 0.5416, IoU.lake: 0.3711, IoU.dishwasher: 0.5240, IoU.screen: 0.5641, IoU.blanket: 0.2987, IoU.sculpture: 0.4949, IoU.hood: 0.6245, IoU.sconce: 0.3868, IoU.vase: 0.3884, IoU.traffic light: 0.3018, IoU.tray: 0.1608, IoU.ashcan: 0.4451, IoU.fan: 0.5511, IoU.pier: 0.3214, IoU.crt screen: 0.0179, IoU.plate: 0.5224, IoU.monitor: 0.1195, IoU.bulletin board: 0.4969, IoU.shower: 0.0010, IoU.radiator: 0.5580, IoU.glass: 0.1551, IoU.clock: 0.3780, IoU.flag: 0.5132, Acc.wall: 0.8515, Acc.building: 0.9135, Acc.sky: 0.9591, Acc.floor: 0.8919, Acc.tree: 0.8230, Acc.ceiling: 0.9118, Acc.road: 0.9049, Acc.bed : 0.9253, Acc.windowpane: 0.6771, Acc.grass: 0.7009, Acc.cabinet: 0.7132, Acc.sidewalk: 0.7434, Acc.person: 0.9108, Acc.earth: 0.5123, Acc.door: 0.6432, Acc.table: 0.6983, Acc.mountain: 0.7795, Acc.plant: 0.5707, Acc.curtain: 0.8450, Acc.chair: 0.6134, Acc.car: 0.9296, Acc.water: 0.6915, Acc.painting: 0.8049, Acc.sofa: 0.8523, Acc.shelf: 0.4323, Acc.house: 0.3180, Acc.sea: 0.7679, Acc.mirror: 0.6356, Acc.rug: 0.6135, Acc.field: 0.7222, Acc.armchair: 0.5191, Acc.seat: 0.8192, Acc.fence: 0.4707, Acc.desk: 0.6063, Acc.rock: 0.6000, Acc.wardrobe: 0.6592, Acc.lamp: 0.7005, Acc.bathtub: 0.8280, Acc.railing: 0.5681, Acc.cushion: 0.7724, Acc.base: 0.4387, Acc.box: 0.3465, Acc.column: 0.5376, Acc.signboard: 0.3799, Acc.chest of drawers: 0.6363, Acc.counter: 0.3411, Acc.sand: 0.6483, Acc.sink: 0.7001, Acc.skyscraper: 0.6909, Acc.fireplace: 0.8441, Acc.refrigerator: 0.7889, Acc.grandstand: 0.7179, Acc.path: 0.1645, Acc.stairs: 0.3755, Acc.runway: 0.8898, Acc.case: 0.5948, Acc.pool table: 0.9469, Acc.pillow: 0.8046, Acc.screen door: 0.7044, Acc.stairway: 0.4825, Acc.river: 0.1722, Acc.bridge: 0.5795, Acc.bookcase: 0.5865, Acc.blind: 0.2186, Acc.coffee table: 0.8036, Acc.toilet: 0.8901, Acc.flower: 0.5876, Acc.book: 0.4843, Acc.hill: 0.0142, Acc.bench: 0.5529, Acc.countertop: 0.7210, Acc.stove: 0.8087, Acc.palm: 0.6960, Acc.kitchen island: 0.6157, Acc.computer: 0.7737, Acc.swivel chair: 0.5616, Acc.boat: 0.8897, Acc.bar: 0.5438, Acc.arcade machine: 0.6606, Acc.hovel: 0.1936, Acc.bus: 0.9315, Acc.towel: 0.8300, Acc.light: 0.3135, Acc.truck: 0.5383, Acc.tower: 0.1420, Acc.chandelier: 0.5905, Acc.awning: 0.2267, Acc.streetlight: 0.2646, Acc.booth: 0.2332, Acc.television receiver: 0.7466, Acc.airplane: 0.6888, Acc.dirt track: 0.0415, Acc.apparel: 0.5475, Acc.pole: 0.1995, Acc.land: 0.1219, Acc.bannister: 0.2618, Acc.escalator: 0.7777, Acc.ottoman: 0.6712, Acc.bottle: 0.5140, Acc.buffet: 0.4910, Acc.poster: 0.1097, Acc.stage: 0.1917, Acc.van: 0.3043, Acc.ship: 0.2037, Acc.fountain: 0.3884, Acc.conveyer belt: 0.9264, Acc.canopy: 0.4580, Acc.washer: 0.7746, Acc.plaything: 0.4227, Acc.swimming pool: 0.8160, Acc.stool: 0.7047, Acc.barrel: 0.8725, Acc.basket: 0.5203, Acc.waterfall: 0.7822, Acc.tent: 0.9716, Acc.bag: 0.2277, Acc.minibike: 0.8560, Acc.cradle: 0.9388, Acc.oven: 0.6334, Acc.ball: 0.0652, Acc.food: 0.5831, Acc.step: 0.0697, Acc.tank: 0.6567, Acc.trade name: 0.1330, Acc.microwave: 0.9094, Acc.pot: 0.5481, Acc.animal: 0.6887, Acc.bicycle: 0.6792, Acc.lake: 0.3967, Acc.dishwasher: 0.6124, Acc.screen: 0.7866, Acc.blanket: 0.3734, Acc.sculpture: 0.5577, Acc.hood: 0.7932, Acc.sconce: 0.5086, Acc.vase: 0.5332, Acc.traffic light: 0.4812, Acc.tray: 0.2351, Acc.ashcan: 0.5732, Acc.fan: 0.8078, Acc.pier: 0.4251, Acc.crt screen: 0.0486, Acc.plate: 0.6456, Acc.monitor: 0.1414, Acc.bulletin board: 0.6028, Acc.shower: 0.0016, Acc.radiator: 0.6612, Acc.glass: 0.1636, Acc.clock: 0.4651, Acc.flag: 0.5831 2023-11-13 19:58:29,032 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:58:55, time: 1.512, data_time: 1.406, memory: 4325, decode.loss_ce: 0.5739, decode.acc_seg: 78.1539, loss: 0.5739 2023-11-13 19:58:34,456 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:58:47, time: 0.108, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5910, decode.acc_seg: 77.3453, loss: 0.5910 2023-11-13 19:58:42,161 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:58:47, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5219, decode.acc_seg: 79.3732, loss: 0.5219 2023-11-13 19:58:47,598 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:58:39, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5692, decode.acc_seg: 78.1963, loss: 0.5692 2023-11-13 19:58:53,027 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:58:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5433, decode.acc_seg: 79.4835, loss: 0.5433 2023-11-13 19:58:58,456 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:58:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5556, decode.acc_seg: 78.3484, loss: 0.5556 2023-11-13 19:59:03,889 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:58:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5630, decode.acc_seg: 78.9026, loss: 0.5630 2023-11-13 19:59:09,323 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:58:10, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5725, decode.acc_seg: 77.6013, loss: 0.5725 2023-11-13 19:59:14,758 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:58:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5257, decode.acc_seg: 79.6820, loss: 0.5257 2023-11-13 19:59:20,198 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:57:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5456, decode.acc_seg: 79.0596, loss: 0.5456 2023-11-13 19:59:25,628 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:57:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5725, decode.acc_seg: 78.4119, loss: 0.5725 2023-11-13 19:59:31,079 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:57:42, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5418, decode.acc_seg: 79.2965, loss: 0.5418 2023-11-13 19:59:36,522 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:57:35, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5647, decode.acc_seg: 78.3714, loss: 0.5647 2023-11-13 19:59:41,963 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:57:27, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5430, decode.acc_seg: 78.5120, loss: 0.5430 2023-11-13 19:59:47,402 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:57:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5499, decode.acc_seg: 78.9405, loss: 0.5499 2023-11-13 19:59:52,848 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:57:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5819, decode.acc_seg: 77.8120, loss: 0.5819 2023-11-13 19:59:58,283 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:57:06, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5608, decode.acc_seg: 78.8340, loss: 0.5608 2023-11-13 20:00:03,725 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:56:59, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5461, decode.acc_seg: 79.1551, loss: 0.5461 2023-11-13 20:00:09,179 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:56:52, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5620, decode.acc_seg: 78.7584, loss: 0.5620 2023-11-13 20:00:14,626 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:00:14,626 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:56:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5377, decode.acc_seg: 79.3428, loss: 0.5377 2023-11-13 20:00:20,070 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:56:38, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5577, decode.acc_seg: 79.0548, loss: 0.5577 2023-11-13 20:00:25,595 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:56:31, time: 0.111, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5492, decode.acc_seg: 79.1571, loss: 0.5492 2023-11-13 20:00:31,045 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:56:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5372, decode.acc_seg: 79.2627, loss: 0.5372 2023-11-13 20:00:36,491 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:56:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5485, decode.acc_seg: 79.0836, loss: 0.5485 2023-11-13 20:00:41,945 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:56:11, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5707, decode.acc_seg: 78.4559, loss: 0.5707 2023-11-13 20:00:47,394 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:56:04, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5623, decode.acc_seg: 78.1996, loss: 0.5623 2023-11-13 20:00:52,843 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:55:57, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5443, decode.acc_seg: 78.9877, loss: 0.5443 2023-11-13 20:01:00,603 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:55:56, time: 0.155, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5663, decode.acc_seg: 77.9613, loss: 0.5663 2023-11-13 20:01:06,054 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:55:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5286, decode.acc_seg: 79.2765, loss: 0.5286 2023-11-13 20:01:11,504 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:55:42, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5270, decode.acc_seg: 79.5345, loss: 0.5270 2023-11-13 20:01:16,948 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:55:35, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5450, decode.acc_seg: 78.9424, loss: 0.5450 2023-11-13 20:01:22,397 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:55:28, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5570, decode.acc_seg: 78.3687, loss: 0.5570 2023-11-13 20:01:27,846 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:55:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5389, decode.acc_seg: 79.2450, loss: 0.5389 2023-11-13 20:01:33,299 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:55:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5521, decode.acc_seg: 78.8013, loss: 0.5521 2023-11-13 20:01:38,749 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:55:08, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5399, decode.acc_seg: 79.3762, loss: 0.5399 2023-11-13 20:01:44,211 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:55:01, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5319, decode.acc_seg: 79.6911, loss: 0.5319 2023-11-13 20:01:49,666 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:54:54, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5405, decode.acc_seg: 78.7913, loss: 0.5405 2023-11-13 20:01:55,116 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:54:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5905, decode.acc_seg: 77.5549, loss: 0.5905 2023-11-13 20:02:00,571 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:54:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5628, decode.acc_seg: 78.6956, loss: 0.5628 2023-11-13 20:02:06,019 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:02:06,019 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:54:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5504, decode.acc_seg: 78.5046, loss: 0.5504 2023-11-13 20:02:11,466 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:54:27, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5696, decode.acc_seg: 77.9572, loss: 0.5696 2023-11-13 20:02:16,925 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:54:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5405, decode.acc_seg: 78.7866, loss: 0.5405 2023-11-13 20:02:22,373 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:54:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5555, decode.acc_seg: 78.6947, loss: 0.5555 2023-11-13 20:02:27,875 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:54:07, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5622, decode.acc_seg: 79.0895, loss: 0.5622 2023-11-13 20:02:33,329 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:54:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5022, decode.acc_seg: 80.2089, loss: 0.5022 2023-11-13 20:02:38,787 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:53:53, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5491, decode.acc_seg: 78.3171, loss: 0.5491 2023-11-13 20:02:44,240 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:53:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5248, decode.acc_seg: 80.2012, loss: 0.5248 2023-11-13 20:02:49,692 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:53:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5536, decode.acc_seg: 78.9814, loss: 0.5536 2023-11-13 20:02:55,140 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:53:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5560, decode.acc_seg: 78.9564, loss: 0.5560 2023-11-13 20:03:00,595 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:53:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5796, decode.acc_seg: 77.8485, loss: 0.5796 2023-11-13 20:03:06,039 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:53:20, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5372, decode.acc_seg: 79.7695, loss: 0.5372 2023-11-13 20:03:11,488 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:53:13, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5348, decode.acc_seg: 79.2150, loss: 0.5348 2023-11-13 20:03:19,207 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:53:12, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5397, decode.acc_seg: 79.0953, loss: 0.5397 2023-11-13 20:03:24,654 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:53:05, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5348, decode.acc_seg: 79.7233, loss: 0.5348 2023-11-13 20:03:30,098 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:52:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5253, decode.acc_seg: 79.2230, loss: 0.5253 2023-11-13 20:03:35,543 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:52:52, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5442, decode.acc_seg: 78.8231, loss: 0.5442 2023-11-13 20:03:40,986 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:52:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4968, decode.acc_seg: 81.1396, loss: 0.4968 2023-11-13 20:03:46,435 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:52:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5510, decode.acc_seg: 78.8178, loss: 0.5510 2023-11-13 20:03:51,879 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:52:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5598, decode.acc_seg: 78.6213, loss: 0.5598 2023-11-13 20:03:57,321 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:03:57,321 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:52:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5375, decode.acc_seg: 79.4836, loss: 0.5375 2023-11-13 20:04:02,770 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:52:18, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5424, decode.acc_seg: 79.0364, loss: 0.5424 2023-11-13 20:04:08,221 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:52:12, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5041, decode.acc_seg: 80.8141, loss: 0.5041 2023-11-13 20:04:13,673 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:52:05, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5226, decode.acc_seg: 79.8337, loss: 0.5226 2023-11-13 20:04:19,121 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:51:59, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5444, decode.acc_seg: 79.3746, loss: 0.5444 2023-11-13 20:04:24,562 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:51:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5361, decode.acc_seg: 78.9530, loss: 0.5361 2023-11-13 20:04:30,010 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:51:46, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5632, decode.acc_seg: 78.1690, loss: 0.5632 2023-11-13 20:04:35,473 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:51:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5681, decode.acc_seg: 77.9933, loss: 0.5681 2023-11-13 20:04:40,923 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:51:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5268, decode.acc_seg: 79.5773, loss: 0.5268 2023-11-13 20:04:46,369 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:51:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5549, decode.acc_seg: 78.8722, loss: 0.5549 2023-11-13 20:04:51,811 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:51:19, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5322, decode.acc_seg: 79.4496, loss: 0.5322 2023-11-13 20:04:57,254 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:51:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5398, decode.acc_seg: 79.0472, loss: 0.5398 2023-11-13 20:05:02,707 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:51:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5765, decode.acc_seg: 78.2558, loss: 0.5765 2023-11-13 20:05:08,168 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:51:00, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5278, decode.acc_seg: 79.8926, loss: 0.5278 2023-11-13 20:05:13,671 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:50:53, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5270, decode.acc_seg: 79.8273, loss: 0.5270 2023-11-13 20:05:19,118 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:50:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5603, decode.acc_seg: 78.6488, loss: 0.5603 2023-11-13 20:05:24,567 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:50:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5411, decode.acc_seg: 79.4410, loss: 0.5411 2023-11-13 20:05:30,018 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:50:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5492, decode.acc_seg: 79.0505, loss: 0.5492 2023-11-13 20:05:37,714 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:50:32, time: 0.154, data_time: 0.046, memory: 4325, decode.loss_ce: 0.5591, decode.acc_seg: 79.0132, loss: 0.5591 2023-11-13 20:05:43,189 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:50:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5353, decode.acc_seg: 79.5273, loss: 0.5353 2023-11-13 20:05:48,637 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:05:48,637 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:50:19, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5213, decode.acc_seg: 79.0945, loss: 0.5213 2023-11-13 20:05:54,174 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:50:13, time: 0.111, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5190, decode.acc_seg: 79.4497, loss: 0.5190 2023-11-13 20:05:59,621 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:50:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5525, decode.acc_seg: 79.1810, loss: 0.5525 2023-11-13 20:06:05,089 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:50:00, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5456, decode.acc_seg: 78.7244, loss: 0.5456 2023-11-13 20:06:10,538 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:49:53, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5086, decode.acc_seg: 80.0300, loss: 0.5086 2023-11-13 20:06:15,991 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:49:47, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5394, decode.acc_seg: 78.6811, loss: 0.5394 2023-11-13 20:06:21,437 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:49:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5151, decode.acc_seg: 79.6162, loss: 0.5151 2023-11-13 20:06:26,894 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:49:34, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5572, decode.acc_seg: 78.4963, loss: 0.5572 2023-11-13 20:06:32,348 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:49:28, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5570, decode.acc_seg: 77.9660, loss: 0.5570 2023-11-13 20:06:37,799 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:49:21, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5516, decode.acc_seg: 78.3909, loss: 0.5516 2023-11-13 20:06:43,251 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:49:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5115, decode.acc_seg: 79.7042, loss: 0.5115 2023-11-13 20:06:48,708 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:49:08, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5498, decode.acc_seg: 79.0131, loss: 0.5498 2023-11-13 20:06:54,162 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:49:02, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5560, decode.acc_seg: 78.7983, loss: 0.5560 2023-11-13 20:06:59,618 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:48:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5500, decode.acc_seg: 78.4064, loss: 0.5500 2023-11-13 20:07:05,068 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:48:49, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5418, decode.acc_seg: 79.0867, loss: 0.5418 2023-11-13 20:07:10,524 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:48:43, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5427, decode.acc_seg: 79.0227, loss: 0.5427 2023-11-13 20:07:15,976 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:48:36, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5549, decode.acc_seg: 79.0740, loss: 0.5549 2023-11-13 20:07:21,433 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:48:30, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5429, decode.acc_seg: 79.1486, loss: 0.5429 2023-11-13 20:07:26,884 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:48:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5566, decode.acc_seg: 78.9791, loss: 0.5566 2023-11-13 20:07:32,341 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:48:17, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5292, decode.acc_seg: 79.6380, loss: 0.5292 2023-11-13 20:07:37,790 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:07:37,791 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:48:11, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5516, decode.acc_seg: 78.7690, loss: 0.5516 2023-11-13 20:07:43,250 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:48:05, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5274, decode.acc_seg: 80.3209, loss: 0.5274 2023-11-13 20:07:48,703 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:47:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5582, decode.acc_seg: 78.8659, loss: 0.5582 2023-11-13 20:07:54,157 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:47:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5506, decode.acc_seg: 78.9360, loss: 0.5506 2023-11-13 20:08:01,839 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:47:49, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5223, decode.acc_seg: 80.2152, loss: 0.5223 2023-11-13 20:08:07,289 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:47:43, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5215, decode.acc_seg: 80.0298, loss: 0.5215 2023-11-13 20:08:12,745 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:47:37, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5280, decode.acc_seg: 79.7412, loss: 0.5280 2023-11-13 20:08:18,270 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:47:31, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5333, decode.acc_seg: 78.7951, loss: 0.5333 2023-11-13 20:08:23,742 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:47:24, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5536, decode.acc_seg: 78.7618, loss: 0.5536 2023-11-13 20:08:29,192 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:47:18, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5357, decode.acc_seg: 79.2254, loss: 0.5357 2023-11-13 20:08:34,643 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:47:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5230, decode.acc_seg: 79.7739, loss: 0.5230 2023-11-13 20:08:40,094 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:47:05, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5420, decode.acc_seg: 78.7384, loss: 0.5420 2023-11-13 20:08:45,544 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:46:59, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5456, decode.acc_seg: 79.0822, loss: 0.5456 2023-11-13 20:08:50,994 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:46:53, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5144, decode.acc_seg: 79.8622, loss: 0.5144 2023-11-13 20:08:56,443 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:46:47, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5203, decode.acc_seg: 79.5923, loss: 0.5203 2023-11-13 20:09:01,894 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:46:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5534, decode.acc_seg: 78.7241, loss: 0.5534 2023-11-13 20:09:07,346 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:46:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5561, decode.acc_seg: 78.4142, loss: 0.5561 2023-11-13 20:09:12,803 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:46:28, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5467, decode.acc_seg: 78.7138, loss: 0.5467 2023-11-13 20:09:18,249 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:46:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5161, decode.acc_seg: 79.7152, loss: 0.5161 2023-11-13 20:09:23,711 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:46:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5394, decode.acc_seg: 79.3074, loss: 0.5394 2023-11-13 20:09:29,162 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:09:29,163 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:46:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5281, decode.acc_seg: 80.0229, loss: 0.5281 2023-11-13 20:09:34,611 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:46:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5339, decode.acc_seg: 79.3153, loss: 0.5339 2023-11-13 20:09:40,071 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:45:57, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5547, decode.acc_seg: 79.0537, loss: 0.5547 2023-11-13 20:09:45,523 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:45:50, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5371, decode.acc_seg: 79.0453, loss: 0.5371 2023-11-13 20:09:50,968 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:45:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5182, decode.acc_seg: 80.0406, loss: 0.5182 2023-11-13 20:09:56,422 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:45:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5327, decode.acc_seg: 79.3429, loss: 0.5327 2023-11-13 20:10:01,876 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:45:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5294, decode.acc_seg: 79.6298, loss: 0.5294 2023-11-13 20:10:07,325 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:45:25, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5364, decode.acc_seg: 79.4124, loss: 0.5364 2023-11-13 20:10:12,772 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:45:19, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5598, decode.acc_seg: 78.7438, loss: 0.5598 2023-11-13 20:10:20,484 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:45:16, time: 0.154, data_time: 0.049, memory: 4325, decode.loss_ce: 0.5364, decode.acc_seg: 79.0525, loss: 0.5364 2023-11-13 20:10:25,939 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:45:10, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5343, decode.acc_seg: 79.7093, loss: 0.5343 2023-11-13 20:10:31,389 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:45:04, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5548, decode.acc_seg: 78.7304, loss: 0.5548 2023-11-13 20:10:36,832 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:44:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5333, decode.acc_seg: 79.3194, loss: 0.5333 2023-11-13 20:10:42,275 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:44:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5180, decode.acc_seg: 79.6145, loss: 0.5180 2023-11-13 20:10:47,723 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:44:45, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5194, decode.acc_seg: 80.0225, loss: 0.5194 2023-11-13 20:10:53,173 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:44:39, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5310, decode.acc_seg: 79.4773, loss: 0.5310 2023-11-13 20:10:58,624 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:44:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5192, decode.acc_seg: 79.7149, loss: 0.5192 2023-11-13 20:11:04,071 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:44:27, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5369, decode.acc_seg: 78.8725, loss: 0.5369 2023-11-13 20:11:09,521 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:44:20, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5400, decode.acc_seg: 79.0956, loss: 0.5400 2023-11-13 20:11:15,047 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:44:14, time: 0.111, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5282, decode.acc_seg: 79.6654, loss: 0.5282 2023-11-13 20:11:20,502 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:11:20,506 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:44:08, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5399, decode.acc_seg: 79.4389, loss: 0.5399 2023-11-13 20:11:25,960 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:44:02, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5301, decode.acc_seg: 79.5934, loss: 0.5301 2023-11-13 20:11:31,410 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:43:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5345, decode.acc_seg: 79.1474, loss: 0.5345 2023-11-13 20:11:36,858 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:43:50, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5209, decode.acc_seg: 79.9684, loss: 0.5209 2023-11-13 20:11:42,304 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:43:43, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5555, decode.acc_seg: 78.2018, loss: 0.5555 2023-11-13 20:11:47,758 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:43:37, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5456, decode.acc_seg: 79.1244, loss: 0.5456 2023-11-13 20:11:53,224 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:43:31, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5590, decode.acc_seg: 78.2359, loss: 0.5590 2023-11-13 20:11:58,672 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:43:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5309, decode.acc_seg: 79.3864, loss: 0.5309 2023-11-13 20:12:04,121 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:43:19, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5389, decode.acc_seg: 79.3048, loss: 0.5389 2023-11-13 20:12:09,569 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:43:13, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5102, decode.acc_seg: 79.8303, loss: 0.5102 2023-11-13 20:12:15,031 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:43:07, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5473, decode.acc_seg: 78.7071, loss: 0.5473 2023-11-13 20:12:20,482 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:43:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5363, decode.acc_seg: 79.4005, loss: 0.5363 2023-11-13 20:12:25,948 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:42:54, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5488, decode.acc_seg: 79.0268, loss: 0.5488 2023-11-13 20:12:31,401 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:42:48, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5598, decode.acc_seg: 78.3965, loss: 0.5598 2023-11-13 20:12:39,095 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:42:45, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5445, decode.acc_seg: 78.4755, loss: 0.5445 2023-11-13 20:12:44,556 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:42:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5216, decode.acc_seg: 79.9574, loss: 0.5216 2023-11-13 20:12:49,998 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:42:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5227, decode.acc_seg: 79.6229, loss: 0.5227 2023-11-13 20:12:55,451 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:42:27, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4883, decode.acc_seg: 80.4887, loss: 0.4883 2023-11-13 20:13:00,896 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:42:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5313, decode.acc_seg: 78.8789, loss: 0.5313 2023-11-13 20:13:06,345 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:42:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5042, decode.acc_seg: 80.2045, loss: 0.5042 2023-11-13 20:13:11,796 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:13:11,796 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:42:08, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5165, decode.acc_seg: 79.5496, loss: 0.5165 2023-11-13 20:13:17,238 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:42:02, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4972, decode.acc_seg: 80.4300, loss: 0.4972 2023-11-13 20:13:22,700 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:41:56, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5328, decode.acc_seg: 79.2646, loss: 0.5328 2023-11-13 20:13:28,147 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:41:50, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5191, decode.acc_seg: 79.9716, loss: 0.5191 2023-11-13 20:13:33,592 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:41:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5759, decode.acc_seg: 77.7626, loss: 0.5759 2023-11-13 20:13:39,042 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:41:38, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5169, decode.acc_seg: 79.7995, loss: 0.5169 2023-11-13 20:13:44,494 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:41:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5281, decode.acc_seg: 80.0282, loss: 0.5281 2023-11-13 20:13:49,948 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:41:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5384, decode.acc_seg: 79.3670, loss: 0.5384 2023-11-13 20:13:55,400 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:41:19, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5278, decode.acc_seg: 79.8825, loss: 0.5278 2023-11-13 20:14:00,848 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:41:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5298, decode.acc_seg: 79.3222, loss: 0.5298 2023-11-13 20:14:06,287 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:41:07, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5406, decode.acc_seg: 79.4079, loss: 0.5406 2023-11-13 20:14:11,740 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:41:01, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5314, decode.acc_seg: 79.4640, loss: 0.5314 2023-11-13 20:14:17,188 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:40:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5330, decode.acc_seg: 79.2292, loss: 0.5330 2023-11-13 20:14:22,635 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:40:49, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5127, decode.acc_seg: 80.2767, loss: 0.5127 2023-11-13 20:14:28,083 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:40:43, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5650, decode.acc_seg: 78.1200, loss: 0.5650 2023-11-13 20:14:33,543 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:40:37, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5217, decode.acc_seg: 80.1885, loss: 0.5217 2023-11-13 20:14:39,001 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:40:31, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5400, decode.acc_seg: 79.1062, loss: 0.5400 2023-11-13 20:14:44,445 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:40:25, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5487, decode.acc_seg: 79.2549, loss: 0.5487 2023-11-13 20:14:49,900 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:40:19, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5404, decode.acc_seg: 78.8554, loss: 0.5404 2023-11-13 20:14:57,629 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:40:15, time: 0.155, data_time: 0.048, memory: 4325, decode.loss_ce: 0.5383, decode.acc_seg: 79.7112, loss: 0.5383 2023-11-13 20:15:03,076 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:15:03,076 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:40:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5188, decode.acc_seg: 80.0503, loss: 0.5188 2023-11-13 20:15:08,541 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:40:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5232, decode.acc_seg: 79.2507, loss: 0.5232 2023-11-13 20:15:13,989 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:39:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5186, decode.acc_seg: 80.0669, loss: 0.5186 2023-11-13 20:15:19,443 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:39:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5251, decode.acc_seg: 79.2882, loss: 0.5251 2023-11-13 20:15:24,891 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:39:45, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5186, decode.acc_seg: 80.2321, loss: 0.5186 2023-11-13 20:15:30,346 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:39:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5289, decode.acc_seg: 79.1721, loss: 0.5289 2023-11-13 20:15:35,798 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:39:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5301, decode.acc_seg: 79.5225, loss: 0.5301 2023-11-13 20:15:41,248 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:39:27, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5525, decode.acc_seg: 78.8783, loss: 0.5525 2023-11-13 20:15:46,701 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:39:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5159, decode.acc_seg: 79.7706, loss: 0.5159 2023-11-13 20:15:52,148 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:39:15, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5328, decode.acc_seg: 79.2957, loss: 0.5328 2023-11-13 20:15:57,600 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:39:09, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5314, decode.acc_seg: 79.4297, loss: 0.5314 2023-11-13 20:16:03,053 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:39:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5200, decode.acc_seg: 79.4670, loss: 0.5200 2023-11-13 20:16:08,512 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:38:57, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5250, decode.acc_seg: 79.5541, loss: 0.5250 2023-11-13 20:16:13,956 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:38:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5642, decode.acc_seg: 78.5178, loss: 0.5642 2023-11-13 20:16:19,415 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:38:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5462, decode.acc_seg: 78.7686, loss: 0.5462 2023-11-13 20:16:24,860 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:38:39, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5396, decode.acc_seg: 79.3424, loss: 0.5396 2023-11-13 20:16:30,313 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:38:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4998, decode.acc_seg: 80.3620, loss: 0.4998 2023-11-13 20:16:35,774 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:38:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5376, decode.acc_seg: 78.8920, loss: 0.5376 2023-11-13 20:16:41,224 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:38:21, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5318, decode.acc_seg: 79.6023, loss: 0.5318 2023-11-13 20:16:46,680 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:38:15, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5306, decode.acc_seg: 79.8362, loss: 0.5306 2023-11-13 20:16:52,091 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:16:52,152 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:16:52,152 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:38:09, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5395, decode.acc_seg: 79.5154, loss: 0.5395 2023-11-13 20:17:08,147 - mmseg - INFO - per class results: 2023-11-13 20:17:08,152 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.67 | 84.29 | | building | 78.9 | 91.78 | | sky | 90.96 | 95.27 | | floor | 77.51 | 88.03 | | tree | 69.11 | 83.59 | | ceiling | 78.89 | 88.33 | | road | 80.85 | 88.15 | | bed | 86.43 | 95.15 | | windowpane | 57.72 | 72.26 | | grass | 63.52 | 78.02 | | cabinet | 59.57 | 72.8 | | sidewalk | 58.86 | 81.36 | | person | 76.82 | 91.24 | | earth | 35.79 | 48.3 | | door | 46.68 | 56.52 | | table | 54.91 | 66.52 | | mountain | 55.57 | 71.79 | | plant | 51.32 | 63.79 | | curtain | 67.78 | 81.62 | | chair | 54.48 | 69.88 | | car | 80.3 | 90.94 | | water | 57.44 | 78.91 | | painting | 64.12 | 85.29 | | sofa | 65.88 | 79.76 | | shelf | 35.2 | 46.68 | | house | 38.51 | 59.72 | | sea | 57.85 | 73.71 | | mirror | 57.61 | 70.02 | | rug | 57.12 | 65.73 | | field | 30.42 | 53.87 | | armchair | 40.51 | 59.3 | | seat | 60.99 | 82.74 | | fence | 40.81 | 50.61 | | desk | 40.09 | 70.38 | | rock | 51.4 | 70.2 | | wardrobe | 49.82 | 68.9 | | lamp | 56.44 | 69.87 | | bathtub | 74.92 | 84.36 | | railing | 35.36 | 49.26 | | cushion | 60.44 | 75.4 | | base | 28.03 | 40.15 | | box | 30.45 | 40.86 | | column | 43.82 | 55.1 | | signboard | 32.71 | 42.92 | | chest of drawers | 39.71 | 57.79 | | counter | 34.59 | 55.94 | | sand | 45.11 | 62.17 | | sink | 72.02 | 84.11 | | skyscraper | 36.79 | 42.08 | | fireplace | 68.63 | 88.68 | | refrigerator | 70.18 | 77.88 | | grandstand | 42.12 | 81.16 | | path | 14.98 | 18.42 | | stairs | 31.83 | 41.15 | | runway | 64.73 | 86.27 | | case | 47.34 | 59.52 | | pool table | 89.3 | 94.5 | | pillow | 56.98 | 66.0 | | screen door | 60.72 | 73.73 | | stairway | 43.91 | 55.43 | | river | 19.46 | 24.28 | | bridge | 55.5 | 69.91 | | bookcase | 27.52 | 53.94 | | blind | 37.29 | 45.71 | | coffee table | 55.65 | 81.63 | | toilet | 80.62 | 90.78 | | flower | 36.18 | 52.26 | | book | 41.73 | 56.06 | | hill | 6.14 | 12.45 | | bench | 44.78 | 53.86 | | countertop | 52.32 | 64.66 | | stove | 72.61 | 77.84 | | palm | 46.26 | 58.12 | | kitchen island | 40.57 | 72.14 | | computer | 69.0 | 84.95 | | swivel chair | 45.78 | 69.44 | | boat | 56.07 | 83.76 | | bar | 46.81 | 58.03 | | arcade machine | 61.6 | 66.94 | | hovel | 15.17 | 16.29 | | bus | 87.8 | 94.89 | | towel | 66.09 | 78.52 | | light | 38.91 | 47.95 | | truck | 39.79 | 52.39 | | tower | 14.69 | 30.01 | | chandelier | 62.52 | 86.71 | | awning | 25.52 | 30.21 | | streetlight | 21.76 | 25.56 | | booth | 22.48 | 24.85 | | television receiver | 69.01 | 77.52 | | airplane | 60.13 | 76.33 | | dirt track | 1.24 | 1.97 | | apparel | 43.18 | 69.23 | | pole | 15.77 | 19.3 | | land | 1.54 | 3.35 | | bannister | 17.5 | 22.62 | | escalator | 52.76 | 77.19 | | ottoman | 41.52 | 70.06 | | bottle | 43.71 | 61.61 | | buffet | 41.19 | 52.5 | | poster | 16.6 | 19.74 | | stage | 13.44 | 25.5 | | van | 36.95 | 66.11 | | ship | 25.95 | 29.56 | | fountain | 15.1 | 16.0 | | conveyer belt | 64.89 | 94.69 | | canopy | 45.94 | 50.67 | | washer | 77.72 | 83.64 | | plaything | 30.31 | 43.29 | | swimming pool | 55.72 | 80.07 | | stool | 40.2 | 51.43 | | barrel | 55.0 | 92.22 | | basket | 35.71 | 49.18 | | waterfall | 53.15 | 59.71 | | tent | 90.03 | 96.45 | | bag | 19.56 | 23.16 | | minibike | 66.63 | 84.15 | | cradle | 78.35 | 91.2 | | oven | 46.73 | 70.6 | | ball | 47.51 | 54.82 | | food | 55.12 | 65.35 | | step | 4.22 | 4.69 | | tank | 46.25 | 55.5 | | trade name | 23.28 | 28.77 | | microwave | 81.92 | 91.24 | | pot | 43.62 | 49.46 | | animal | 57.94 | 63.25 | | bicycle | 51.66 | 64.23 | | lake | 40.96 | 43.53 | | dishwasher | 52.77 | 66.97 | | screen | 54.37 | 81.4 | | blanket | 21.01 | 23.6 | | sculpture | 50.32 | 58.23 | | hood | 57.81 | 61.21 | | sconce | 37.68 | 47.01 | | vase | 38.87 | 51.67 | | traffic light | 31.91 | 52.69 | | tray | 14.16 | 18.31 | | ashcan | 42.26 | 51.34 | | fan | 56.28 | 76.02 | | pier | 33.85 | 42.31 | | crt screen | 8.55 | 25.68 | | plate | 54.32 | 72.07 | | monitor | 7.55 | 8.16 | | bulletin board | 44.5 | 51.82 | | shower | 3.4 | 5.96 | | radiator | 54.6 | 66.22 | | glass | 18.62 | 20.21 | | clock | 39.46 | 49.65 | | flag | 55.28 | 65.28 | +---------------------+-------+-------+ 2023-11-13 20:17:08,153 - mmseg - INFO - Summary: 2023-11-13 20:17:08,153 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.66 | 47.36 | 60.12 | +-------+-------+-------+ 2023-11-13 20:17:08,154 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:17:08,154 - mmseg - INFO - Iter(val) [250] aAcc: 0.8066, mIoU: 0.4736, mAcc: 0.6012, IoU.wall: 0.7267, IoU.building: 0.7890, IoU.sky: 0.9096, IoU.floor: 0.7751, IoU.tree: 0.6911, IoU.ceiling: 0.7889, IoU.road: 0.8085, IoU.bed : 0.8643, IoU.windowpane: 0.5772, IoU.grass: 0.6352, IoU.cabinet: 0.5957, IoU.sidewalk: 0.5886, IoU.person: 0.7682, IoU.earth: 0.3579, IoU.door: 0.4668, IoU.table: 0.5491, IoU.mountain: 0.5557, IoU.plant: 0.5132, IoU.curtain: 0.6778, IoU.chair: 0.5448, IoU.car: 0.8030, IoU.water: 0.5744, IoU.painting: 0.6412, IoU.sofa: 0.6588, IoU.shelf: 0.3520, IoU.house: 0.3851, IoU.sea: 0.5785, IoU.mirror: 0.5761, IoU.rug: 0.5712, IoU.field: 0.3042, IoU.armchair: 0.4051, IoU.seat: 0.6099, IoU.fence: 0.4081, IoU.desk: 0.4009, IoU.rock: 0.5140, IoU.wardrobe: 0.4982, IoU.lamp: 0.5644, IoU.bathtub: 0.7492, IoU.railing: 0.3536, IoU.cushion: 0.6044, IoU.base: 0.2803, IoU.box: 0.3045, IoU.column: 0.4382, IoU.signboard: 0.3271, IoU.chest of drawers: 0.3971, IoU.counter: 0.3459, IoU.sand: 0.4511, IoU.sink: 0.7202, IoU.skyscraper: 0.3679, IoU.fireplace: 0.6863, IoU.refrigerator: 0.7018, IoU.grandstand: 0.4212, IoU.path: 0.1498, IoU.stairs: 0.3183, IoU.runway: 0.6473, IoU.case: 0.4734, IoU.pool table: 0.8930, IoU.pillow: 0.5698, IoU.screen door: 0.6072, IoU.stairway: 0.4391, IoU.river: 0.1946, IoU.bridge: 0.5550, IoU.bookcase: 0.2752, IoU.blind: 0.3729, IoU.coffee table: 0.5565, IoU.toilet: 0.8062, IoU.flower: 0.3618, IoU.book: 0.4173, IoU.hill: 0.0614, IoU.bench: 0.4478, IoU.countertop: 0.5232, IoU.stove: 0.7261, IoU.palm: 0.4626, IoU.kitchen island: 0.4057, IoU.computer: 0.6900, IoU.swivel chair: 0.4578, IoU.boat: 0.5607, IoU.bar: 0.4681, IoU.arcade machine: 0.6160, IoU.hovel: 0.1517, IoU.bus: 0.8780, IoU.towel: 0.6609, IoU.light: 0.3891, IoU.truck: 0.3979, IoU.tower: 0.1469, IoU.chandelier: 0.6252, IoU.awning: 0.2552, IoU.streetlight: 0.2176, IoU.booth: 0.2248, IoU.television receiver: 0.6901, IoU.airplane: 0.6013, IoU.dirt track: 0.0124, IoU.apparel: 0.4318, IoU.pole: 0.1577, IoU.land: 0.0154, IoU.bannister: 0.1750, IoU.escalator: 0.5276, IoU.ottoman: 0.4152, IoU.bottle: 0.4371, IoU.buffet: 0.4119, IoU.poster: 0.1660, IoU.stage: 0.1344, IoU.van: 0.3695, IoU.ship: 0.2595, IoU.fountain: 0.1510, IoU.conveyer belt: 0.6489, IoU.canopy: 0.4594, IoU.washer: 0.7772, IoU.plaything: 0.3031, IoU.swimming pool: 0.5572, IoU.stool: 0.4020, IoU.barrel: 0.5500, IoU.basket: 0.3571, IoU.waterfall: 0.5315, IoU.tent: 0.9003, IoU.bag: 0.1956, IoU.minibike: 0.6663, IoU.cradle: 0.7835, IoU.oven: 0.4673, IoU.ball: 0.4751, IoU.food: 0.5512, IoU.step: 0.0422, IoU.tank: 0.4625, IoU.trade name: 0.2328, IoU.microwave: 0.8192, IoU.pot: 0.4362, IoU.animal: 0.5794, IoU.bicycle: 0.5166, IoU.lake: 0.4096, IoU.dishwasher: 0.5277, IoU.screen: 0.5437, IoU.blanket: 0.2101, IoU.sculpture: 0.5032, IoU.hood: 0.5781, IoU.sconce: 0.3768, IoU.vase: 0.3887, IoU.traffic light: 0.3191, IoU.tray: 0.1416, IoU.ashcan: 0.4226, IoU.fan: 0.5628, IoU.pier: 0.3385, IoU.crt screen: 0.0855, IoU.plate: 0.5432, IoU.monitor: 0.0755, IoU.bulletin board: 0.4450, IoU.shower: 0.0340, IoU.radiator: 0.5460, IoU.glass: 0.1862, IoU.clock: 0.3946, IoU.flag: 0.5528, Acc.wall: 0.8429, Acc.building: 0.9178, Acc.sky: 0.9527, Acc.floor: 0.8803, Acc.tree: 0.8359, Acc.ceiling: 0.8833, Acc.road: 0.8815, Acc.bed : 0.9515, Acc.windowpane: 0.7226, Acc.grass: 0.7802, Acc.cabinet: 0.7280, Acc.sidewalk: 0.8136, Acc.person: 0.9124, Acc.earth: 0.4830, Acc.door: 0.5652, Acc.table: 0.6652, Acc.mountain: 0.7179, Acc.plant: 0.6379, Acc.curtain: 0.8162, Acc.chair: 0.6988, Acc.car: 0.9094, Acc.water: 0.7891, Acc.painting: 0.8529, Acc.sofa: 0.7976, Acc.shelf: 0.4668, Acc.house: 0.5972, Acc.sea: 0.7371, Acc.mirror: 0.7002, Acc.rug: 0.6573, Acc.field: 0.5387, Acc.armchair: 0.5930, Acc.seat: 0.8274, Acc.fence: 0.5061, Acc.desk: 0.7038, Acc.rock: 0.7020, Acc.wardrobe: 0.6890, Acc.lamp: 0.6987, Acc.bathtub: 0.8436, Acc.railing: 0.4926, Acc.cushion: 0.7540, Acc.base: 0.4015, Acc.box: 0.4086, Acc.column: 0.5510, Acc.signboard: 0.4292, Acc.chest of drawers: 0.5779, Acc.counter: 0.5594, Acc.sand: 0.6217, Acc.sink: 0.8411, Acc.skyscraper: 0.4208, Acc.fireplace: 0.8868, Acc.refrigerator: 0.7788, Acc.grandstand: 0.8116, Acc.path: 0.1842, Acc.stairs: 0.4115, Acc.runway: 0.8627, Acc.case: 0.5952, Acc.pool table: 0.9450, Acc.pillow: 0.6600, Acc.screen door: 0.7373, Acc.stairway: 0.5543, Acc.river: 0.2428, Acc.bridge: 0.6991, Acc.bookcase: 0.5394, Acc.blind: 0.4571, Acc.coffee table: 0.8163, Acc.toilet: 0.9078, Acc.flower: 0.5226, Acc.book: 0.5606, Acc.hill: 0.1245, Acc.bench: 0.5386, Acc.countertop: 0.6466, Acc.stove: 0.7784, Acc.palm: 0.5812, Acc.kitchen island: 0.7214, Acc.computer: 0.8495, Acc.swivel chair: 0.6944, Acc.boat: 0.8376, Acc.bar: 0.5803, Acc.arcade machine: 0.6694, Acc.hovel: 0.1629, Acc.bus: 0.9489, Acc.towel: 0.7852, Acc.light: 0.4795, Acc.truck: 0.5239, Acc.tower: 0.3001, Acc.chandelier: 0.8671, Acc.awning: 0.3021, Acc.streetlight: 0.2556, Acc.booth: 0.2485, Acc.television receiver: 0.7752, Acc.airplane: 0.7633, Acc.dirt track: 0.0197, Acc.apparel: 0.6923, Acc.pole: 0.1930, Acc.land: 0.0335, Acc.bannister: 0.2262, Acc.escalator: 0.7719, Acc.ottoman: 0.7006, Acc.bottle: 0.6161, Acc.buffet: 0.5250, Acc.poster: 0.1974, Acc.stage: 0.2550, Acc.van: 0.6611, Acc.ship: 0.2956, Acc.fountain: 0.1600, Acc.conveyer belt: 0.9469, Acc.canopy: 0.5067, Acc.washer: 0.8364, Acc.plaything: 0.4329, Acc.swimming pool: 0.8007, Acc.stool: 0.5143, Acc.barrel: 0.9222, Acc.basket: 0.4918, Acc.waterfall: 0.5971, Acc.tent: 0.9645, Acc.bag: 0.2316, Acc.minibike: 0.8415, Acc.cradle: 0.9120, Acc.oven: 0.7060, Acc.ball: 0.5482, Acc.food: 0.6535, Acc.step: 0.0469, Acc.tank: 0.5550, Acc.trade name: 0.2877, Acc.microwave: 0.9124, Acc.pot: 0.4946, Acc.animal: 0.6325, Acc.bicycle: 0.6423, Acc.lake: 0.4353, Acc.dishwasher: 0.6697, Acc.screen: 0.8140, Acc.blanket: 0.2360, Acc.sculpture: 0.5823, Acc.hood: 0.6121, Acc.sconce: 0.4701, Acc.vase: 0.5167, Acc.traffic light: 0.5269, Acc.tray: 0.1831, Acc.ashcan: 0.5134, Acc.fan: 0.7602, Acc.pier: 0.4231, Acc.crt screen: 0.2568, Acc.plate: 0.7207, Acc.monitor: 0.0816, Acc.bulletin board: 0.5182, Acc.shower: 0.0596, Acc.radiator: 0.6622, Acc.glass: 0.2021, Acc.clock: 0.4965, Acc.flag: 0.6528 2023-11-13 20:17:13,612 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:38:19, time: 0.428, data_time: 0.323, memory: 4325, decode.loss_ce: 0.5578, decode.acc_seg: 78.5242, loss: 0.5578 2023-11-13 20:17:19,065 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:38:13, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5124, decode.acc_seg: 79.9570, loss: 0.5124 2023-11-13 20:17:24,519 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:38:07, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5565, decode.acc_seg: 78.7283, loss: 0.5565 2023-11-13 20:17:29,970 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:38:01, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5192, decode.acc_seg: 79.4372, loss: 0.5192 2023-11-13 20:17:37,683 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:37:57, time: 0.154, data_time: 0.048, memory: 4325, decode.loss_ce: 0.5371, decode.acc_seg: 79.5542, loss: 0.5371 2023-11-13 20:17:43,128 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:37:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5115, decode.acc_seg: 80.0971, loss: 0.5115 2023-11-13 20:17:48,584 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:37:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5173, decode.acc_seg: 80.2224, loss: 0.5173 2023-11-13 20:17:54,024 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:37:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5164, decode.acc_seg: 80.2861, loss: 0.5164 2023-11-13 20:17:59,474 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:37:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5201, decode.acc_seg: 79.7715, loss: 0.5201 2023-11-13 20:18:04,917 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:37:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5188, decode.acc_seg: 79.8354, loss: 0.5188 2023-11-13 20:18:10,363 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:37:20, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5162, decode.acc_seg: 79.6894, loss: 0.5162 2023-11-13 20:18:15,804 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:37:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5157, decode.acc_seg: 79.7840, loss: 0.5157 2023-11-13 20:18:21,253 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:37:08, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5031, decode.acc_seg: 80.0884, loss: 0.5031 2023-11-13 20:18:26,698 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:37:02, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5174, decode.acc_seg: 80.2460, loss: 0.5174 2023-11-13 20:18:32,139 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:36:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5129, decode.acc_seg: 80.5830, loss: 0.5129 2023-11-13 20:18:37,581 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:36:50, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5320, decode.acc_seg: 79.5338, loss: 0.5320 2023-11-13 20:18:43,026 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:36:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5307, decode.acc_seg: 79.3503, loss: 0.5307 2023-11-13 20:18:48,468 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:36:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5279, decode.acc_seg: 79.4153, loss: 0.5279 2023-11-13 20:18:53,906 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:36:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5450, decode.acc_seg: 79.5308, loss: 0.5450 2023-11-13 20:18:59,348 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:18:59,359 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:36:26, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5377, decode.acc_seg: 79.0927, loss: 0.5377 2023-11-13 20:19:04,799 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:36:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5272, decode.acc_seg: 79.5201, loss: 0.5272 2023-11-13 20:19:10,241 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:36:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5498, decode.acc_seg: 78.9175, loss: 0.5498 2023-11-13 20:19:15,684 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:36:08, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5019, decode.acc_seg: 80.9271, loss: 0.5019 2023-11-13 20:19:21,130 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:36:02, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5359, decode.acc_seg: 79.3031, loss: 0.5359 2023-11-13 20:19:26,573 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:35:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5418, decode.acc_seg: 79.0136, loss: 0.5418 2023-11-13 20:19:32,015 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:35:50, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5551, decode.acc_seg: 78.1560, loss: 0.5551 2023-11-13 20:19:37,452 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:35:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5400, decode.acc_seg: 79.3899, loss: 0.5400 2023-11-13 20:19:42,896 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:35:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5452, decode.acc_seg: 78.8649, loss: 0.5452 2023-11-13 20:19:48,341 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:35:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5598, decode.acc_seg: 79.3490, loss: 0.5598 2023-11-13 20:19:56,054 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:35:28, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5285, decode.acc_seg: 79.7098, loss: 0.5285 2023-11-13 20:20:01,492 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:35:22, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5279, decode.acc_seg: 79.6196, loss: 0.5279 2023-11-13 20:20:06,927 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:35:16, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5716, decode.acc_seg: 78.7657, loss: 0.5716 2023-11-13 20:20:12,371 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:35:10, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5246, decode.acc_seg: 79.5804, loss: 0.5246 2023-11-13 20:20:17,803 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:35:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5137, decode.acc_seg: 79.7759, loss: 0.5137 2023-11-13 20:20:23,239 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:34:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5404, decode.acc_seg: 79.3735, loss: 0.5404 2023-11-13 20:20:28,679 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:34:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5281, decode.acc_seg: 79.3612, loss: 0.5281 2023-11-13 20:20:34,120 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:34:46, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5425, decode.acc_seg: 79.4127, loss: 0.5425 2023-11-13 20:20:39,552 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:34:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5124, decode.acc_seg: 79.7576, loss: 0.5124 2023-11-13 20:20:44,996 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:34:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5273, decode.acc_seg: 79.6568, loss: 0.5273 2023-11-13 20:20:50,440 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:20:50,440 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:34:28, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5097, decode.acc_seg: 79.6411, loss: 0.5097 2023-11-13 20:20:55,869 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:34:22, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4952, decode.acc_seg: 80.9357, loss: 0.4952 2023-11-13 20:21:01,310 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:34:16, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5360, decode.acc_seg: 79.1548, loss: 0.5360 2023-11-13 20:21:06,752 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:34:10, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5329, decode.acc_seg: 79.1666, loss: 0.5329 2023-11-13 20:21:12,192 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:34:04, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5306, decode.acc_seg: 78.9693, loss: 0.5306 2023-11-13 20:21:17,623 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:33:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5217, decode.acc_seg: 79.8949, loss: 0.5217 2023-11-13 20:21:23,070 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:33:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5233, decode.acc_seg: 80.1876, loss: 0.5233 2023-11-13 20:21:28,506 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:33:46, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5062, decode.acc_seg: 79.4340, loss: 0.5062 2023-11-13 20:21:34,013 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:33:40, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5252, decode.acc_seg: 79.7992, loss: 0.5252 2023-11-13 20:21:39,468 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:33:34, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5080, decode.acc_seg: 80.0425, loss: 0.5080 2023-11-13 20:21:44,914 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:33:28, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5053, decode.acc_seg: 80.5138, loss: 0.5053 2023-11-13 20:21:50,366 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:33:22, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5130, decode.acc_seg: 80.1563, loss: 0.5130 2023-11-13 20:21:55,813 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:33:16, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5193, decode.acc_seg: 80.2388, loss: 0.5193 2023-11-13 20:22:01,326 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:33:10, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5452, decode.acc_seg: 78.6784, loss: 0.5452 2023-11-13 20:22:06,772 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:33:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5134, decode.acc_seg: 79.5920, loss: 0.5134 2023-11-13 20:22:14,465 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:33:00, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5335, decode.acc_seg: 79.1120, loss: 0.5335 2023-11-13 20:22:19,914 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:32:54, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5162, decode.acc_seg: 79.8316, loss: 0.5162 2023-11-13 20:22:25,366 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:32:48, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5041, decode.acc_seg: 80.2448, loss: 0.5041 2023-11-13 20:22:30,803 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:32:42, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5271, decode.acc_seg: 79.3052, loss: 0.5271 2023-11-13 20:22:36,256 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:32:36, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5046, decode.acc_seg: 80.4628, loss: 0.5046 2023-11-13 20:22:41,696 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:22:41,696 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:32:30, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5112, decode.acc_seg: 79.9909, loss: 0.5112 2023-11-13 20:22:47,137 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:32:24, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5300, decode.acc_seg: 79.9857, loss: 0.5300 2023-11-13 20:22:52,583 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:32:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5136, decode.acc_seg: 79.5949, loss: 0.5136 2023-11-13 20:22:58,032 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:32:12, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5136, decode.acc_seg: 79.4609, loss: 0.5136 2023-11-13 20:23:03,483 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:32:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5023, decode.acc_seg: 80.3431, loss: 0.5023 2023-11-13 20:23:08,929 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:32:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5275, decode.acc_seg: 78.9898, loss: 0.5275 2023-11-13 20:23:14,374 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:31:54, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5260, decode.acc_seg: 79.9569, loss: 0.5260 2023-11-13 20:23:19,821 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:31:48, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5114, decode.acc_seg: 80.5460, loss: 0.5114 2023-11-13 20:23:25,268 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:31:42, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5354, decode.acc_seg: 78.8870, loss: 0.5354 2023-11-13 20:23:30,719 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:31:36, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5341, decode.acc_seg: 78.4942, loss: 0.5341 2023-11-13 20:23:36,169 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:31:31, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5044, decode.acc_seg: 80.3095, loss: 0.5044 2023-11-13 20:23:41,637 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:31:25, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5090, decode.acc_seg: 80.3329, loss: 0.5090 2023-11-13 20:23:47,089 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:31:19, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5401, decode.acc_seg: 79.1928, loss: 0.5401 2023-11-13 20:23:52,540 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:31:13, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5313, decode.acc_seg: 79.3488, loss: 0.5313 2023-11-13 20:23:58,016 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:31:07, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5308, decode.acc_seg: 79.9834, loss: 0.5308 2023-11-13 20:24:03,464 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:31:01, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5248, decode.acc_seg: 79.7586, loss: 0.5248 2023-11-13 20:24:08,921 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:30:55, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5320, decode.acc_seg: 79.6509, loss: 0.5320 2023-11-13 20:24:14,369 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:30:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5439, decode.acc_seg: 79.1873, loss: 0.5439 2023-11-13 20:24:19,830 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:30:43, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5243, decode.acc_seg: 79.6013, loss: 0.5243 2023-11-13 20:24:25,289 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:30:37, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5041, decode.acc_seg: 80.2170, loss: 0.5041 2023-11-13 20:24:32,967 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:24:32,968 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:30:33, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5225, decode.acc_seg: 79.4813, loss: 0.5225 2023-11-13 20:24:38,399 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:30:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5033, decode.acc_seg: 80.4714, loss: 0.5033 2023-11-13 20:24:43,838 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:30:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5148, decode.acc_seg: 80.5804, loss: 0.5148 2023-11-13 20:24:49,287 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:30:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5129, decode.acc_seg: 80.1165, loss: 0.5129 2023-11-13 20:24:54,730 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:30:09, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5091, decode.acc_seg: 80.1953, loss: 0.5091 2023-11-13 20:25:00,171 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:30:03, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5335, decode.acc_seg: 79.8577, loss: 0.5335 2023-11-13 20:25:05,617 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:29:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5163, decode.acc_seg: 79.6644, loss: 0.5163 2023-11-13 20:25:11,063 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:29:52, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5208, decode.acc_seg: 79.7736, loss: 0.5208 2023-11-13 20:25:16,515 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:29:46, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5154, decode.acc_seg: 80.2292, loss: 0.5154 2023-11-13 20:25:21,962 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:29:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5114, decode.acc_seg: 80.2009, loss: 0.5114 2023-11-13 20:25:27,408 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:29:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4941, decode.acc_seg: 80.8898, loss: 0.4941 2023-11-13 20:25:32,853 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:29:28, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5270, decode.acc_seg: 79.6156, loss: 0.5270 2023-11-13 20:25:38,309 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:29:22, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5334, decode.acc_seg: 79.4797, loss: 0.5334 2023-11-13 20:25:43,765 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:29:16, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5194, decode.acc_seg: 79.5860, loss: 0.5194 2023-11-13 20:25:49,258 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:29:10, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5350, decode.acc_seg: 79.6000, loss: 0.5350 2023-11-13 20:25:54,709 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:29:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5436, decode.acc_seg: 78.9755, loss: 0.5436 2023-11-13 20:26:00,153 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:28:58, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5160, decode.acc_seg: 79.6205, loss: 0.5160 2023-11-13 20:26:05,606 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:28:53, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5366, decode.acc_seg: 79.1382, loss: 0.5366 2023-11-13 20:26:11,052 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:28:47, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5207, decode.acc_seg: 79.6471, loss: 0.5207 2023-11-13 20:26:16,507 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:28:41, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5002, decode.acc_seg: 80.1521, loss: 0.5002 2023-11-13 20:26:21,958 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:26:21,959 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:28:35, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5195, decode.acc_seg: 80.1175, loss: 0.5195 2023-11-13 20:26:27,411 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:28:29, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5287, decode.acc_seg: 79.4808, loss: 0.5287 2023-11-13 20:26:32,879 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:28:23, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5307, decode.acc_seg: 79.3918, loss: 0.5307 2023-11-13 20:26:38,336 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:28:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5174, decode.acc_seg: 80.0411, loss: 0.5174 2023-11-13 20:26:43,787 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:28:11, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5312, decode.acc_seg: 79.3541, loss: 0.5312 2023-11-13 20:26:49,237 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:28:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5103, decode.acc_seg: 79.7022, loss: 0.5103 2023-11-13 20:26:56,912 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:28:01, time: 0.153, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5089, decode.acc_seg: 80.4489, loss: 0.5089 2023-11-13 20:27:02,394 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:27:55, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4952, decode.acc_seg: 80.1994, loss: 0.4952 2023-11-13 20:27:07,845 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:27:49, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5206, decode.acc_seg: 79.8182, loss: 0.5206 2023-11-13 20:27:13,294 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:27:43, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4973, decode.acc_seg: 80.5906, loss: 0.4973 2023-11-13 20:27:18,756 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:27:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5331, decode.acc_seg: 79.6467, loss: 0.5331 2023-11-13 20:27:24,204 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:27:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5248, decode.acc_seg: 79.7341, loss: 0.5248 2023-11-13 20:27:29,654 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:27:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5062, decode.acc_seg: 79.7846, loss: 0.5062 2023-11-13 20:27:35,107 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:27:20, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5362, decode.acc_seg: 78.8763, loss: 0.5362 2023-11-13 20:27:40,564 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:27:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5102, decode.acc_seg: 80.0446, loss: 0.5102 2023-11-13 20:27:46,011 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:27:08, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5019, decode.acc_seg: 80.2786, loss: 0.5019 2023-11-13 20:27:51,463 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:27:02, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5199, decode.acc_seg: 79.4391, loss: 0.5199 2023-11-13 20:27:56,915 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:26:57, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5354, decode.acc_seg: 79.4696, loss: 0.5354 2023-11-13 20:28:02,363 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:26:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5112, decode.acc_seg: 80.1285, loss: 0.5112 2023-11-13 20:28:07,811 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:26:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4989, decode.acc_seg: 81.0229, loss: 0.4989 2023-11-13 20:28:13,261 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:28:13,263 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:26:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4967, decode.acc_seg: 80.3912, loss: 0.4967 2023-11-13 20:28:18,717 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:26:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5067, decode.acc_seg: 80.1288, loss: 0.5067 2023-11-13 20:28:24,182 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:26:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5142, decode.acc_seg: 80.0231, loss: 0.5142 2023-11-13 20:28:29,630 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:26:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5342, decode.acc_seg: 79.2026, loss: 0.5342 2023-11-13 20:28:35,080 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:26:16, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5274, decode.acc_seg: 79.4451, loss: 0.5274 2023-11-13 20:28:40,539 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:26:10, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5009, decode.acc_seg: 80.3187, loss: 0.5009 2023-11-13 20:28:45,980 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:26:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5291, decode.acc_seg: 78.8699, loss: 0.5291 2023-11-13 20:28:51,433 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:25:58, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5001, decode.acc_seg: 80.3148, loss: 0.5001 2023-11-13 20:28:56,880 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:25:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5271, decode.acc_seg: 79.3668, loss: 0.5271 2023-11-13 20:29:02,328 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:25:46, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5285, decode.acc_seg: 79.5072, loss: 0.5285 2023-11-13 20:29:07,782 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:25:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5043, decode.acc_seg: 80.5689, loss: 0.5043 2023-11-13 20:29:15,444 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:25:36, time: 0.153, data_time: 0.046, memory: 4325, decode.loss_ce: 0.5104, decode.acc_seg: 80.1671, loss: 0.5104 2023-11-13 20:29:20,906 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:25:30, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4914, decode.acc_seg: 80.3722, loss: 0.4914 2023-11-13 20:29:26,359 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:25:24, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5194, decode.acc_seg: 80.1928, loss: 0.5194 2023-11-13 20:29:31,813 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:25:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4966, decode.acc_seg: 80.8985, loss: 0.4966 2023-11-13 20:29:37,273 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:25:12, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5136, decode.acc_seg: 79.9638, loss: 0.5136 2023-11-13 20:29:42,730 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:25:07, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5298, decode.acc_seg: 79.4478, loss: 0.5298 2023-11-13 20:29:48,190 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:25:01, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5245, decode.acc_seg: 79.2341, loss: 0.5245 2023-11-13 20:29:53,645 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:24:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5204, decode.acc_seg: 80.0746, loss: 0.5204 2023-11-13 20:29:59,101 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:24:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5146, decode.acc_seg: 80.4423, loss: 0.5146 2023-11-13 20:30:04,570 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:30:04,570 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:24:43, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5141, decode.acc_seg: 79.9146, loss: 0.5141 2023-11-13 20:30:10,027 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:24:37, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5117, decode.acc_seg: 80.1495, loss: 0.5117 2023-11-13 20:30:15,492 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:24:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4940, decode.acc_seg: 80.4695, loss: 0.4940 2023-11-13 20:30:20,949 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:24:26, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5110, decode.acc_seg: 79.7899, loss: 0.5110 2023-11-13 20:30:26,408 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:24:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5128, decode.acc_seg: 79.6885, loss: 0.5128 2023-11-13 20:30:31,866 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:24:14, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5446, decode.acc_seg: 79.0408, loss: 0.5446 2023-11-13 20:30:37,329 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:24:08, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5073, decode.acc_seg: 80.7726, loss: 0.5073 2023-11-13 20:30:42,786 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:24:03, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5053, decode.acc_seg: 80.3923, loss: 0.5053 2023-11-13 20:30:48,250 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:23:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5187, decode.acc_seg: 79.6053, loss: 0.5187 2023-11-13 20:30:53,705 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:23:51, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5415, decode.acc_seg: 79.2486, loss: 0.5415 2023-11-13 20:30:59,158 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:23:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5283, decode.acc_seg: 79.5046, loss: 0.5283 2023-11-13 20:31:04,621 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:23:39, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5107, decode.acc_seg: 79.9752, loss: 0.5107 2023-11-13 20:31:10,220 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:23:34, time: 0.112, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5360, decode.acc_seg: 79.4859, loss: 0.5360 2023-11-13 20:31:15,685 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:23:28, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5177, decode.acc_seg: 80.4285, loss: 0.5177 2023-11-13 20:31:21,148 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:23:22, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5032, decode.acc_seg: 79.9939, loss: 0.5032 2023-11-13 20:31:26,603 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:23:16, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5242, decode.acc_seg: 79.3382, loss: 0.5242 2023-11-13 20:31:34,370 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:23:11, time: 0.155, data_time: 0.046, memory: 4325, decode.loss_ce: 0.5179, decode.acc_seg: 79.9805, loss: 0.5179 2023-11-13 20:31:39,819 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:23:05, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4857, decode.acc_seg: 80.9279, loss: 0.4857 2023-11-13 20:31:45,267 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:23:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4884, decode.acc_seg: 80.5900, loss: 0.4884 2023-11-13 20:31:50,714 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:22:54, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5145, decode.acc_seg: 79.4581, loss: 0.5145 2023-11-13 20:31:56,158 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:31:56,158 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:22:48, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5106, decode.acc_seg: 80.4185, loss: 0.5106 2023-11-13 20:32:01,606 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:22:42, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5160, decode.acc_seg: 79.7737, loss: 0.5160 2023-11-13 20:32:07,057 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:22:36, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5340, decode.acc_seg: 79.1395, loss: 0.5340 2023-11-13 20:32:12,510 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:22:31, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5335, decode.acc_seg: 78.7135, loss: 0.5335 2023-11-13 20:32:17,956 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:22:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4977, decode.acc_seg: 80.7978, loss: 0.4977 2023-11-13 20:32:23,407 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:22:19, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5345, decode.acc_seg: 79.4218, loss: 0.5345 2023-11-13 20:32:28,856 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:22:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5003, decode.acc_seg: 80.6275, loss: 0.5003 2023-11-13 20:32:34,298 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:22:07, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5333, decode.acc_seg: 79.4940, loss: 0.5333 2023-11-13 20:32:39,744 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:22:02, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5001, decode.acc_seg: 80.4921, loss: 0.5001 2023-11-13 20:32:45,197 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:21:56, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5083, decode.acc_seg: 80.0232, loss: 0.5083 2023-11-13 20:32:50,643 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:21:50, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5225, decode.acc_seg: 79.5773, loss: 0.5225 2023-11-13 20:32:56,096 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:21:44, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5089, decode.acc_seg: 80.3426, loss: 0.5089 2023-11-13 20:33:01,547 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:21:38, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5277, decode.acc_seg: 79.6507, loss: 0.5277 2023-11-13 20:33:06,994 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:21:33, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5235, decode.acc_seg: 79.8122, loss: 0.5235 2023-11-13 20:33:12,444 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:21:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5206, decode.acc_seg: 79.5001, loss: 0.5206 2023-11-13 20:33:17,900 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:21:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5106, decode.acc_seg: 80.3962, loss: 0.5106 2023-11-13 20:33:23,349 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:21:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5116, decode.acc_seg: 80.0958, loss: 0.5116 2023-11-13 20:33:28,799 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:21:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5299, decode.acc_seg: 79.9735, loss: 0.5299 2023-11-13 20:33:34,247 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:21:04, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4934, decode.acc_seg: 81.1599, loss: 0.4934 2023-11-13 20:33:39,695 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:20:58, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5038, decode.acc_seg: 80.1728, loss: 0.5038 2023-11-13 20:33:45,145 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:33:45,146 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:20:52, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5100, decode.acc_seg: 80.2470, loss: 0.5100 2023-11-13 20:33:52,895 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:20:47, time: 0.155, data_time: 0.048, memory: 4325, decode.loss_ce: 0.5248, decode.acc_seg: 79.7832, loss: 0.5248 2023-11-13 20:33:58,352 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:20:41, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4985, decode.acc_seg: 80.3485, loss: 0.4985 2023-11-13 20:34:03,804 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:20:36, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5054, decode.acc_seg: 80.3424, loss: 0.5054 2023-11-13 20:34:09,260 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:20:30, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5208, decode.acc_seg: 79.5492, loss: 0.5208 2023-11-13 20:34:14,715 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:20:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5054, decode.acc_seg: 80.0318, loss: 0.5054 2023-11-13 20:34:20,170 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:20:18, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4818, decode.acc_seg: 81.2882, loss: 0.4818 2023-11-13 20:34:25,622 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:20:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5246, decode.acc_seg: 79.6612, loss: 0.5246 2023-11-13 20:34:31,074 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:20:07, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5123, decode.acc_seg: 80.2526, loss: 0.5123 2023-11-13 20:34:36,523 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:20:01, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5133, decode.acc_seg: 80.4685, loss: 0.5133 2023-11-13 20:34:41,975 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:19:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5138, decode.acc_seg: 80.0013, loss: 0.5138 2023-11-13 20:34:47,424 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:19:49, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5234, decode.acc_seg: 80.3163, loss: 0.5234 2023-11-13 20:34:52,879 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:19:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5192, decode.acc_seg: 79.8069, loss: 0.5192 2023-11-13 20:34:58,334 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:19:38, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5043, decode.acc_seg: 80.2016, loss: 0.5043 2023-11-13 20:35:03,783 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:19:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5114, decode.acc_seg: 79.8602, loss: 0.5114 2023-11-13 20:35:09,238 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:19:26, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5121, decode.acc_seg: 79.8740, loss: 0.5121 2023-11-13 20:35:14,708 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:19:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5019, decode.acc_seg: 80.3057, loss: 0.5019 2023-11-13 20:35:20,161 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:19:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5162, decode.acc_seg: 80.1993, loss: 0.5162 2023-11-13 20:35:25,619 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:19:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5083, decode.acc_seg: 80.1750, loss: 0.5083 2023-11-13 20:35:31,069 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:19:03, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5058, decode.acc_seg: 80.4937, loss: 0.5058 2023-11-13 20:35:36,471 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:35:36,532 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:35:36,532 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:18:57, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5314, decode.acc_seg: 79.3081, loss: 0.5314 2023-11-13 20:35:52,631 - mmseg - INFO - per class results: 2023-11-13 20:35:52,636 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 72.89 | 84.55 | | building | 78.8 | 92.3 | | sky | 90.85 | 95.93 | | floor | 77.46 | 89.49 | | tree | 69.1 | 81.87 | | ceiling | 79.1 | 89.54 | | road | 81.23 | 88.86 | | bed | 86.34 | 95.09 | | windowpane | 57.86 | 75.12 | | grass | 64.8 | 84.42 | | cabinet | 59.0 | 71.15 | | sidewalk | 60.54 | 79.09 | | person | 77.35 | 90.09 | | earth | 36.96 | 48.29 | | door | 47.96 | 59.56 | | table | 56.43 | 71.17 | | mountain | 57.11 | 73.77 | | plant | 50.44 | 62.44 | | curtain | 68.02 | 81.2 | | chair | 54.11 | 66.74 | | car | 81.26 | 91.27 | | water | 53.62 | 68.85 | | painting | 64.72 | 83.0 | | sofa | 66.93 | 78.35 | | shelf | 34.88 | 48.42 | | house | 28.89 | 34.3 | | sea | 57.99 | 78.33 | | mirror | 58.29 | 69.48 | | rug | 58.54 | 65.98 | | field | 38.03 | 55.22 | | armchair | 44.15 | 70.25 | | seat | 62.87 | 83.73 | | fence | 42.57 | 56.34 | | desk | 39.42 | 52.83 | | rock | 52.48 | 70.18 | | wardrobe | 49.01 | 64.83 | | lamp | 57.29 | 68.34 | | bathtub | 74.41 | 83.76 | | railing | 35.4 | 48.43 | | cushion | 59.6 | 68.96 | | base | 27.48 | 48.62 | | box | 27.47 | 35.7 | | column | 43.26 | 52.86 | | signboard | 35.99 | 48.0 | | chest of drawers | 39.32 | 65.94 | | counter | 30.7 | 42.35 | | sand | 49.21 | 68.91 | | sink | 71.75 | 79.93 | | skyscraper | 43.84 | 66.12 | | fireplace | 68.71 | 88.65 | | refrigerator | 68.93 | 75.46 | | grandstand | 45.94 | 78.79 | | path | 13.96 | 18.52 | | stairs | 32.56 | 39.42 | | runway | 66.38 | 88.19 | | case | 46.53 | 65.35 | | pool table | 89.09 | 95.78 | | pillow | 55.81 | 63.97 | | screen door | 59.29 | 68.45 | | stairway | 41.24 | 47.5 | | river | 21.79 | 42.24 | | bridge | 53.58 | 64.09 | | bookcase | 25.78 | 45.46 | | blind | 25.12 | 27.27 | | coffee table | 57.59 | 85.23 | | toilet | 80.55 | 91.22 | | flower | 37.69 | 52.16 | | book | 46.31 | 66.88 | | hill | 4.36 | 5.92 | | bench | 49.38 | 59.55 | | countertop | 53.83 | 73.41 | | stove | 75.65 | 85.61 | | palm | 48.39 | 64.5 | | kitchen island | 39.78 | 73.59 | | computer | 68.25 | 87.54 | | swivel chair | 45.71 | 62.83 | | boat | 65.72 | 83.16 | | bar | 48.87 | 61.12 | | arcade machine | 57.69 | 62.29 | | hovel | 32.21 | 40.22 | | bus | 88.04 | 94.77 | | towel | 67.72 | 77.76 | | light | 36.85 | 42.58 | | truck | 40.45 | 52.39 | | tower | 10.1 | 17.81 | | chandelier | 65.41 | 81.49 | | awning | 25.33 | 28.33 | | streetlight | 22.73 | 26.71 | | booth | 27.09 | 42.67 | | television receiver | 68.74 | 77.49 | | airplane | 56.15 | 69.86 | | dirt track | 5.74 | 13.62 | | apparel | 44.76 | 81.63 | | pole | 18.25 | 22.55 | | land | 0.1 | 0.15 | | bannister | 18.16 | 25.56 | | escalator | 51.77 | 70.77 | | ottoman | 42.73 | 58.35 | | bottle | 42.46 | 64.85 | | buffet | 40.96 | 51.92 | | poster | 21.06 | 27.37 | | stage | 19.31 | 50.11 | | van | 36.49 | 54.45 | | ship | 23.52 | 27.23 | | fountain | 21.75 | 22.65 | | conveyer belt | 62.53 | 96.54 | | canopy | 40.0 | 48.67 | | washer | 77.83 | 87.09 | | plaything | 29.84 | 43.98 | | swimming pool | 50.44 | 74.17 | | stool | 39.79 | 60.5 | | barrel | 58.24 | 84.53 | | basket | 35.53 | 49.12 | | waterfall | 59.48 | 69.6 | | tent | 80.7 | 98.06 | | bag | 19.49 | 23.1 | | minibike | 64.22 | 89.78 | | cradle | 75.93 | 92.01 | | oven | 53.65 | 66.27 | | ball | 32.48 | 35.03 | | food | 51.25 | 61.33 | | step | 6.45 | 7.03 | | tank | 49.86 | 60.63 | | trade name | 10.12 | 10.48 | | microwave | 81.19 | 89.81 | | pot | 44.34 | 50.19 | | animal | 60.64 | 69.18 | | bicycle | 56.03 | 72.66 | | lake | 42.18 | 49.2 | | dishwasher | 51.85 | 61.55 | | screen | 52.04 | 83.05 | | blanket | 26.73 | 33.32 | | sculpture | 52.91 | 67.76 | | hood | 67.45 | 73.15 | | sconce | 36.28 | 44.52 | | vase | 38.27 | 51.97 | | traffic light | 32.29 | 52.25 | | tray | 13.32 | 18.42 | | ashcan | 44.09 | 54.48 | | fan | 56.45 | 73.79 | | pier | 34.05 | 41.76 | | crt screen | 1.73 | 3.95 | | plate | 53.51 | 69.33 | | monitor | 18.4 | 23.11 | | bulletin board | 47.66 | 58.53 | | shower | 3.42 | 8.84 | | radiator | 55.25 | 63.15 | | glass | 16.77 | 17.86 | | clock | 41.1 | 52.23 | | flag | 54.81 | 61.97 | +---------------------+-------+-------+ 2023-11-13 20:35:52,636 - mmseg - INFO - Summary: 2023-11-13 20:35:52,636 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.91 | 47.72 | 60.54 | +-------+-------+-------+ 2023-11-13 20:35:52,637 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:35:52,637 - mmseg - INFO - Iter(val) [250] aAcc: 0.8091, mIoU: 0.4772, mAcc: 0.6054, IoU.wall: 0.7289, IoU.building: 0.7880, IoU.sky: 0.9085, IoU.floor: 0.7746, IoU.tree: 0.6910, IoU.ceiling: 0.7910, IoU.road: 0.8123, IoU.bed : 0.8634, IoU.windowpane: 0.5786, IoU.grass: 0.6480, IoU.cabinet: 0.5900, IoU.sidewalk: 0.6054, IoU.person: 0.7735, IoU.earth: 0.3696, IoU.door: 0.4796, IoU.table: 0.5643, IoU.mountain: 0.5711, IoU.plant: 0.5044, IoU.curtain: 0.6802, IoU.chair: 0.5411, IoU.car: 0.8126, IoU.water: 0.5362, IoU.painting: 0.6472, IoU.sofa: 0.6693, IoU.shelf: 0.3488, IoU.house: 0.2889, IoU.sea: 0.5799, IoU.mirror: 0.5829, IoU.rug: 0.5854, IoU.field: 0.3803, IoU.armchair: 0.4415, IoU.seat: 0.6287, IoU.fence: 0.4257, IoU.desk: 0.3942, IoU.rock: 0.5248, IoU.wardrobe: 0.4901, IoU.lamp: 0.5729, IoU.bathtub: 0.7441, IoU.railing: 0.3540, IoU.cushion: 0.5960, IoU.base: 0.2748, IoU.box: 0.2747, IoU.column: 0.4326, IoU.signboard: 0.3599, IoU.chest of drawers: 0.3932, IoU.counter: 0.3070, IoU.sand: 0.4921, IoU.sink: 0.7175, IoU.skyscraper: 0.4384, IoU.fireplace: 0.6871, IoU.refrigerator: 0.6893, IoU.grandstand: 0.4594, IoU.path: 0.1396, IoU.stairs: 0.3256, IoU.runway: 0.6638, IoU.case: 0.4653, IoU.pool table: 0.8909, IoU.pillow: 0.5581, IoU.screen door: 0.5929, IoU.stairway: 0.4124, IoU.river: 0.2179, IoU.bridge: 0.5358, IoU.bookcase: 0.2578, IoU.blind: 0.2512, IoU.coffee table: 0.5759, IoU.toilet: 0.8055, IoU.flower: 0.3769, IoU.book: 0.4631, IoU.hill: 0.0436, IoU.bench: 0.4938, IoU.countertop: 0.5383, IoU.stove: 0.7565, IoU.palm: 0.4839, IoU.kitchen island: 0.3978, IoU.computer: 0.6825, IoU.swivel chair: 0.4571, IoU.boat: 0.6572, IoU.bar: 0.4887, IoU.arcade machine: 0.5769, IoU.hovel: 0.3221, IoU.bus: 0.8804, IoU.towel: 0.6772, IoU.light: 0.3685, IoU.truck: 0.4045, IoU.tower: 0.1010, IoU.chandelier: 0.6541, IoU.awning: 0.2533, IoU.streetlight: 0.2273, IoU.booth: 0.2709, IoU.television receiver: 0.6874, IoU.airplane: 0.5615, IoU.dirt track: 0.0574, IoU.apparel: 0.4476, IoU.pole: 0.1825, IoU.land: 0.0010, IoU.bannister: 0.1816, IoU.escalator: 0.5177, IoU.ottoman: 0.4273, IoU.bottle: 0.4246, IoU.buffet: 0.4096, IoU.poster: 0.2106, IoU.stage: 0.1931, IoU.van: 0.3649, IoU.ship: 0.2352, IoU.fountain: 0.2175, IoU.conveyer belt: 0.6253, IoU.canopy: 0.4000, IoU.washer: 0.7783, IoU.plaything: 0.2984, IoU.swimming pool: 0.5044, IoU.stool: 0.3979, IoU.barrel: 0.5824, IoU.basket: 0.3553, IoU.waterfall: 0.5948, IoU.tent: 0.8070, IoU.bag: 0.1949, IoU.minibike: 0.6422, IoU.cradle: 0.7593, IoU.oven: 0.5365, IoU.ball: 0.3248, IoU.food: 0.5125, IoU.step: 0.0645, IoU.tank: 0.4986, IoU.trade name: 0.1012, IoU.microwave: 0.8119, IoU.pot: 0.4434, IoU.animal: 0.6064, IoU.bicycle: 0.5603, IoU.lake: 0.4218, IoU.dishwasher: 0.5185, IoU.screen: 0.5204, IoU.blanket: 0.2673, IoU.sculpture: 0.5291, IoU.hood: 0.6745, IoU.sconce: 0.3628, IoU.vase: 0.3827, IoU.traffic light: 0.3229, IoU.tray: 0.1332, IoU.ashcan: 0.4409, IoU.fan: 0.5645, IoU.pier: 0.3405, IoU.crt screen: 0.0173, IoU.plate: 0.5351, IoU.monitor: 0.1840, IoU.bulletin board: 0.4766, IoU.shower: 0.0342, IoU.radiator: 0.5525, IoU.glass: 0.1677, IoU.clock: 0.4110, IoU.flag: 0.5481, Acc.wall: 0.8455, Acc.building: 0.9230, Acc.sky: 0.9593, Acc.floor: 0.8949, Acc.tree: 0.8187, Acc.ceiling: 0.8954, Acc.road: 0.8886, Acc.bed : 0.9509, Acc.windowpane: 0.7512, Acc.grass: 0.8442, Acc.cabinet: 0.7115, Acc.sidewalk: 0.7909, Acc.person: 0.9009, Acc.earth: 0.4829, Acc.door: 0.5956, Acc.table: 0.7117, Acc.mountain: 0.7377, Acc.plant: 0.6244, Acc.curtain: 0.8120, Acc.chair: 0.6674, Acc.car: 0.9127, Acc.water: 0.6885, Acc.painting: 0.8300, Acc.sofa: 0.7835, Acc.shelf: 0.4842, Acc.house: 0.3430, Acc.sea: 0.7833, Acc.mirror: 0.6948, Acc.rug: 0.6598, Acc.field: 0.5522, Acc.armchair: 0.7025, Acc.seat: 0.8373, Acc.fence: 0.5634, Acc.desk: 0.5283, Acc.rock: 0.7018, Acc.wardrobe: 0.6483, Acc.lamp: 0.6834, Acc.bathtub: 0.8376, Acc.railing: 0.4843, Acc.cushion: 0.6896, Acc.base: 0.4862, Acc.box: 0.3570, Acc.column: 0.5286, Acc.signboard: 0.4800, Acc.chest of drawers: 0.6594, Acc.counter: 0.4235, Acc.sand: 0.6891, Acc.sink: 0.7993, Acc.skyscraper: 0.6612, Acc.fireplace: 0.8865, Acc.refrigerator: 0.7546, Acc.grandstand: 0.7879, Acc.path: 0.1852, Acc.stairs: 0.3942, Acc.runway: 0.8819, Acc.case: 0.6535, Acc.pool table: 0.9578, Acc.pillow: 0.6397, Acc.screen door: 0.6845, Acc.stairway: 0.4750, Acc.river: 0.4224, Acc.bridge: 0.6409, Acc.bookcase: 0.4546, Acc.blind: 0.2727, Acc.coffee table: 0.8523, Acc.toilet: 0.9122, Acc.flower: 0.5216, Acc.book: 0.6688, Acc.hill: 0.0592, Acc.bench: 0.5955, Acc.countertop: 0.7341, Acc.stove: 0.8561, Acc.palm: 0.6450, Acc.kitchen island: 0.7359, Acc.computer: 0.8754, Acc.swivel chair: 0.6283, Acc.boat: 0.8316, Acc.bar: 0.6112, Acc.arcade machine: 0.6229, Acc.hovel: 0.4022, Acc.bus: 0.9477, Acc.towel: 0.7776, Acc.light: 0.4258, Acc.truck: 0.5239, Acc.tower: 0.1781, Acc.chandelier: 0.8149, Acc.awning: 0.2833, Acc.streetlight: 0.2671, Acc.booth: 0.4267, Acc.television receiver: 0.7749, Acc.airplane: 0.6986, Acc.dirt track: 0.1362, Acc.apparel: 0.8163, Acc.pole: 0.2255, Acc.land: 0.0015, Acc.bannister: 0.2556, Acc.escalator: 0.7077, Acc.ottoman: 0.5835, Acc.bottle: 0.6485, Acc.buffet: 0.5192, Acc.poster: 0.2737, Acc.stage: 0.5011, Acc.van: 0.5445, Acc.ship: 0.2723, Acc.fountain: 0.2265, Acc.conveyer belt: 0.9654, Acc.canopy: 0.4867, Acc.washer: 0.8709, Acc.plaything: 0.4398, Acc.swimming pool: 0.7417, Acc.stool: 0.6050, Acc.barrel: 0.8453, Acc.basket: 0.4912, Acc.waterfall: 0.6960, Acc.tent: 0.9806, Acc.bag: 0.2310, Acc.minibike: 0.8978, Acc.cradle: 0.9201, Acc.oven: 0.6627, Acc.ball: 0.3503, Acc.food: 0.6133, Acc.step: 0.0703, Acc.tank: 0.6063, Acc.trade name: 0.1048, Acc.microwave: 0.8981, Acc.pot: 0.5019, Acc.animal: 0.6918, Acc.bicycle: 0.7266, Acc.lake: 0.4920, Acc.dishwasher: 0.6155, Acc.screen: 0.8305, Acc.blanket: 0.3332, Acc.sculpture: 0.6776, Acc.hood: 0.7315, Acc.sconce: 0.4452, Acc.vase: 0.5197, Acc.traffic light: 0.5225, Acc.tray: 0.1842, Acc.ashcan: 0.5448, Acc.fan: 0.7379, Acc.pier: 0.4176, Acc.crt screen: 0.0395, Acc.plate: 0.6933, Acc.monitor: 0.2311, Acc.bulletin board: 0.5853, Acc.shower: 0.0884, Acc.radiator: 0.6315, Acc.glass: 0.1786, Acc.clock: 0.5223, Acc.flag: 0.6197 2023-11-13 20:35:58,090 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:18:57, time: 0.430, data_time: 0.325, memory: 4325, decode.loss_ce: 0.5406, decode.acc_seg: 79.3307, loss: 0.5406 2023-11-13 20:36:03,542 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:18:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5183, decode.acc_seg: 79.5871, loss: 0.5183 2023-11-13 20:36:08,994 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:18:45, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5223, decode.acc_seg: 79.6285, loss: 0.5223 2023-11-13 20:36:14,450 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:18:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5251, decode.acc_seg: 79.9641, loss: 0.5251 2023-11-13 20:36:19,901 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:18:34, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5184, decode.acc_seg: 79.8449, loss: 0.5184 2023-11-13 20:36:25,352 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:18:28, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4892, decode.acc_seg: 81.0031, loss: 0.4892 2023-11-13 20:36:33,054 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:18:23, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.4988, decode.acc_seg: 80.4993, loss: 0.4988 2023-11-13 20:36:38,522 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:18:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5079, decode.acc_seg: 79.9681, loss: 0.5079 2023-11-13 20:36:43,973 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:18:11, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5058, decode.acc_seg: 80.4908, loss: 0.5058 2023-11-13 20:36:49,419 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:18:05, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5129, decode.acc_seg: 79.8733, loss: 0.5129 2023-11-13 20:36:54,858 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:18:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5063, decode.acc_seg: 80.5462, loss: 0.5063 2023-11-13 20:37:00,319 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:17:54, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4974, decode.acc_seg: 80.0893, loss: 0.4974 2023-11-13 20:37:05,769 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:17:48, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5237, decode.acc_seg: 80.0151, loss: 0.5237 2023-11-13 20:37:11,216 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:17:42, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5223, decode.acc_seg: 79.6577, loss: 0.5223 2023-11-13 20:37:16,672 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:17:36, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4956, decode.acc_seg: 80.1991, loss: 0.4956 2023-11-13 20:37:22,116 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:17:31, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5086, decode.acc_seg: 80.1088, loss: 0.5086 2023-11-13 20:37:27,563 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:17:25, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5215, decode.acc_seg: 79.7187, loss: 0.5215 2023-11-13 20:37:33,020 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:17:19, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4868, decode.acc_seg: 80.7894, loss: 0.4868 2023-11-13 20:37:38,466 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:17:13, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5032, decode.acc_seg: 80.7247, loss: 0.5032 2023-11-13 20:37:43,921 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:37:43,927 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:17:08, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4899, decode.acc_seg: 80.6035, loss: 0.4899 2023-11-13 20:37:49,433 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:17:02, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5368, decode.acc_seg: 79.2082, loss: 0.5368 2023-11-13 20:37:54,878 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:16:56, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5158, decode.acc_seg: 80.1071, loss: 0.5158 2023-11-13 20:38:00,325 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:16:50, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5154, decode.acc_seg: 80.0382, loss: 0.5154 2023-11-13 20:38:05,776 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:16:44, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5006, decode.acc_seg: 80.9489, loss: 0.5006 2023-11-13 20:38:11,215 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:16:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4870, decode.acc_seg: 80.6819, loss: 0.4870 2023-11-13 20:38:16,660 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:16:33, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5161, decode.acc_seg: 79.6615, loss: 0.5161 2023-11-13 20:38:22,104 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:16:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5242, decode.acc_seg: 80.2937, loss: 0.5242 2023-11-13 20:38:27,551 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:16:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5372, decode.acc_seg: 79.3906, loss: 0.5372 2023-11-13 20:38:32,993 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:16:16, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5158, decode.acc_seg: 80.2535, loss: 0.5158 2023-11-13 20:38:38,438 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:16:10, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5213, decode.acc_seg: 79.9196, loss: 0.5213 2023-11-13 20:38:43,901 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:16:04, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5058, decode.acc_seg: 80.3803, loss: 0.5058 2023-11-13 20:38:51,653 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:15:59, time: 0.155, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5252, decode.acc_seg: 79.9043, loss: 0.5252 2023-11-13 20:38:57,097 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:15:53, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4960, decode.acc_seg: 80.4220, loss: 0.4960 2023-11-13 20:39:02,536 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:15:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5007, decode.acc_seg: 80.2333, loss: 0.5007 2023-11-13 20:39:07,976 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:15:41, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5065, decode.acc_seg: 80.3782, loss: 0.5065 2023-11-13 20:39:13,420 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:15:36, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4964, decode.acc_seg: 80.8306, loss: 0.4964 2023-11-13 20:39:18,869 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:15:30, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5236, decode.acc_seg: 79.1513, loss: 0.5236 2023-11-13 20:39:24,311 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:15:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5070, decode.acc_seg: 80.1375, loss: 0.5070 2023-11-13 20:39:29,754 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:15:18, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4758, decode.acc_seg: 80.9547, loss: 0.4758 2023-11-13 20:39:35,201 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:39:35,204 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:15:13, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5381, decode.acc_seg: 79.3959, loss: 0.5381 2023-11-13 20:39:40,655 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:15:07, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4927, decode.acc_seg: 80.5213, loss: 0.4927 2023-11-13 20:39:46,107 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:15:01, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4899, decode.acc_seg: 80.6760, loss: 0.4899 2023-11-13 20:39:51,552 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:14:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5230, decode.acc_seg: 79.4362, loss: 0.5230 2023-11-13 20:39:57,002 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:14:50, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5273, decode.acc_seg: 80.1345, loss: 0.5273 2023-11-13 20:40:02,471 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:14:44, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5195, decode.acc_seg: 79.9687, loss: 0.5195 2023-11-13 20:40:07,970 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:14:38, time: 0.110, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4903, decode.acc_seg: 80.9527, loss: 0.4903 2023-11-13 20:40:13,418 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:14:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4955, decode.acc_seg: 80.6870, loss: 0.4955 2023-11-13 20:40:18,866 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:14:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5110, decode.acc_seg: 80.0631, loss: 0.5110 2023-11-13 20:40:24,318 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:14:21, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5027, decode.acc_seg: 80.3126, loss: 0.5027 2023-11-13 20:40:29,767 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:14:15, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4807, decode.acc_seg: 80.6649, loss: 0.4807 2023-11-13 20:40:35,216 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:14:09, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5436, decode.acc_seg: 78.6914, loss: 0.5436 2023-11-13 20:40:40,671 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:14:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5309, decode.acc_seg: 79.4650, loss: 0.5309 2023-11-13 20:40:46,126 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:13:58, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4889, decode.acc_seg: 81.1508, loss: 0.4889 2023-11-13 20:40:51,567 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:13:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5185, decode.acc_seg: 79.6890, loss: 0.5185 2023-11-13 20:40:57,039 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:13:46, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5128, decode.acc_seg: 79.8116, loss: 0.5128 2023-11-13 20:41:02,488 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:13:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5088, decode.acc_seg: 80.3380, loss: 0.5088 2023-11-13 20:41:10,265 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:13:35, time: 0.156, data_time: 0.048, memory: 4325, decode.loss_ce: 0.4923, decode.acc_seg: 81.1494, loss: 0.4923 2023-11-13 20:41:15,717 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:13:29, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4786, decode.acc_seg: 81.2977, loss: 0.4786 2023-11-13 20:41:21,165 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:13:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5050, decode.acc_seg: 80.2301, loss: 0.5050 2023-11-13 20:41:26,637 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:41:26,638 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:13:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5115, decode.acc_seg: 79.8608, loss: 0.5115 2023-11-13 20:41:32,089 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:13:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5422, decode.acc_seg: 79.5624, loss: 0.5422 2023-11-13 20:41:37,544 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:13:06, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5189, decode.acc_seg: 79.3995, loss: 0.5189 2023-11-13 20:41:42,999 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:13:01, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4917, decode.acc_seg: 80.2903, loss: 0.4917 2023-11-13 20:41:48,453 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:12:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4976, decode.acc_seg: 80.0117, loss: 0.4976 2023-11-13 20:41:53,919 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:12:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5154, decode.acc_seg: 79.8415, loss: 0.5154 2023-11-13 20:41:59,374 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:12:43, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5189, decode.acc_seg: 80.0359, loss: 0.5189 2023-11-13 20:42:04,848 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4968, decode.acc_seg: 80.6667, loss: 0.4968 2023-11-13 20:42:10,296 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:12:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5152, decode.acc_seg: 80.1630, loss: 0.5152 2023-11-13 20:42:15,757 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:12:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5063, decode.acc_seg: 80.3587, loss: 0.5063 2023-11-13 20:42:21,217 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:12:20, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5010, decode.acc_seg: 80.0166, loss: 0.5010 2023-11-13 20:42:26,720 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:12:15, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4941, decode.acc_seg: 80.6808, loss: 0.4941 2023-11-13 20:42:32,191 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:12:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5127, decode.acc_seg: 79.8857, loss: 0.5127 2023-11-13 20:42:37,648 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:12:03, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4921, decode.acc_seg: 80.1145, loss: 0.4921 2023-11-13 20:42:43,107 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:11:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5045, decode.acc_seg: 80.4134, loss: 0.5045 2023-11-13 20:42:48,575 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:11:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5220, decode.acc_seg: 79.2792, loss: 0.5220 2023-11-13 20:42:54,042 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:11:46, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4962, decode.acc_seg: 80.3542, loss: 0.4962 2023-11-13 20:42:59,513 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:40, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5106, decode.acc_seg: 79.8382, loss: 0.5106 2023-11-13 20:43:04,971 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:34, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4889, decode.acc_seg: 80.9623, loss: 0.4889 2023-11-13 20:43:10,445 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:11:29, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4809, decode.acc_seg: 80.5490, loss: 0.4809 2023-11-13 20:43:15,904 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:43:15,904 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:11:23, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4963, decode.acc_seg: 80.6805, loss: 0.4963 2023-11-13 20:43:21,366 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:11:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5102, decode.acc_seg: 80.4438, loss: 0.5102 2023-11-13 20:43:26,822 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:11:11, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4772, decode.acc_seg: 80.9511, loss: 0.4772 2023-11-13 20:43:34,585 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:11:06, time: 0.155, data_time: 0.050, memory: 4325, decode.loss_ce: 0.5047, decode.acc_seg: 80.8822, loss: 0.5047 2023-11-13 20:43:40,047 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:11:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5076, decode.acc_seg: 80.1106, loss: 0.5076 2023-11-13 20:43:45,508 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:10:55, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4939, decode.acc_seg: 80.6768, loss: 0.4939 2023-11-13 20:43:50,961 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:10:49, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4807, decode.acc_seg: 80.8878, loss: 0.4807 2023-11-13 20:43:56,422 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:43, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4990, decode.acc_seg: 80.6693, loss: 0.4990 2023-11-13 20:44:01,884 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:37, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5189, decode.acc_seg: 79.9784, loss: 0.5189 2023-11-13 20:44:07,339 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5040, decode.acc_seg: 79.9408, loss: 0.5040 2023-11-13 20:44:12,792 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:10:26, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4947, decode.acc_seg: 80.4919, loss: 0.4947 2023-11-13 20:44:18,247 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:10:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5000, decode.acc_seg: 80.2614, loss: 0.5000 2023-11-13 20:44:23,704 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:10:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4870, decode.acc_seg: 81.1992, loss: 0.4870 2023-11-13 20:44:29,178 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:10:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5070, decode.acc_seg: 80.3698, loss: 0.5070 2023-11-13 20:44:34,634 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:10:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5135, decode.acc_seg: 80.3320, loss: 0.5135 2023-11-13 20:44:40,092 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5140, decode.acc_seg: 79.7214, loss: 0.5140 2023-11-13 20:44:45,547 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:09:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5175, decode.acc_seg: 80.0826, loss: 0.5175 2023-11-13 20:44:51,005 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:46, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4894, decode.acc_seg: 80.8765, loss: 0.4894 2023-11-13 20:44:56,464 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5035, decode.acc_seg: 80.2650, loss: 0.5035 2023-11-13 20:45:01,930 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:34, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4805, decode.acc_seg: 80.5808, loss: 0.4805 2023-11-13 20:45:07,392 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:45:07,392 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:29, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5092, decode.acc_seg: 80.0282, loss: 0.5092 2023-11-13 20:45:12,858 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:09:23, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5101, decode.acc_seg: 79.7540, loss: 0.5101 2023-11-13 20:45:18,323 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:09:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5022, decode.acc_seg: 80.5016, loss: 0.5022 2023-11-13 20:45:23,793 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:09:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4996, decode.acc_seg: 80.3275, loss: 0.4996 2023-11-13 20:45:29,250 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:09:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5092, decode.acc_seg: 80.0004, loss: 0.5092 2023-11-13 20:45:34,707 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:09:00, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5142, decode.acc_seg: 79.5902, loss: 0.5142 2023-11-13 20:45:40,175 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:54, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4927, decode.acc_seg: 81.4223, loss: 0.4927 2023-11-13 20:45:45,704 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:49, time: 0.111, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5176, decode.acc_seg: 80.3020, loss: 0.5176 2023-11-13 20:45:53,409 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:43, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.4888, decode.acc_seg: 80.5680, loss: 0.4888 2023-11-13 20:45:58,867 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:38, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4858, decode.acc_seg: 80.8946, loss: 0.4858 2023-11-13 20:46:04,322 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:32, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5210, decode.acc_seg: 80.0227, loss: 0.5210 2023-11-13 20:46:09,774 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:26, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5143, decode.acc_seg: 80.2212, loss: 0.5143 2023-11-13 20:46:15,233 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:08:20, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4879, decode.acc_seg: 80.9363, loss: 0.4879 2023-11-13 20:46:20,701 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:08:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5055, decode.acc_seg: 80.3521, loss: 0.5055 2023-11-13 20:46:26,155 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:08:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4826, decode.acc_seg: 80.7695, loss: 0.4826 2023-11-13 20:46:31,606 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:08:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5143, decode.acc_seg: 79.8354, loss: 0.5143 2023-11-13 20:46:37,057 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:57, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4869, decode.acc_seg: 81.0518, loss: 0.4869 2023-11-13 20:46:42,513 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:52, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4640, decode.acc_seg: 81.5465, loss: 0.4640 2023-11-13 20:46:47,965 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:46, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5104, decode.acc_seg: 79.6295, loss: 0.5104 2023-11-13 20:46:53,419 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:40, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4851, decode.acc_seg: 81.6188, loss: 0.4851 2023-11-13 20:46:58,883 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:46:58,883 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:35, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4793, decode.acc_seg: 80.8720, loss: 0.4793 2023-11-13 20:47:04,334 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:29, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4688, decode.acc_seg: 81.1353, loss: 0.4688 2023-11-13 20:47:09,786 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:23, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4873, decode.acc_seg: 80.6898, loss: 0.4873 2023-11-13 20:47:15,242 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:07:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4907, decode.acc_seg: 80.8675, loss: 0.4907 2023-11-13 20:47:20,696 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:07:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5200, decode.acc_seg: 80.0102, loss: 0.5200 2023-11-13 20:47:26,155 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:07:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5274, decode.acc_seg: 79.0949, loss: 0.5274 2023-11-13 20:47:31,616 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:07:00, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5142, decode.acc_seg: 80.0900, loss: 0.5142 2023-11-13 20:47:37,084 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:55, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5345, decode.acc_seg: 79.2948, loss: 0.5345 2023-11-13 20:47:42,536 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4812, decode.acc_seg: 81.4548, loss: 0.4812 2023-11-13 20:47:47,994 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:43, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5069, decode.acc_seg: 79.8975, loss: 0.5069 2023-11-13 20:47:53,452 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:37, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5014, decode.acc_seg: 80.0680, loss: 0.5014 2023-11-13 20:47:59,009 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:32, time: 0.111, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5305, decode.acc_seg: 79.6350, loss: 0.5305 2023-11-13 20:48:04,467 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:26, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4929, decode.acc_seg: 80.9839, loss: 0.4929 2023-11-13 20:48:12,158 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:21, time: 0.154, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5096, decode.acc_seg: 80.2409, loss: 0.5096 2023-11-13 20:48:17,616 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:06:15, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4754, decode.acc_seg: 81.2106, loss: 0.4754 2023-11-13 20:48:23,076 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:06:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5001, decode.acc_seg: 80.5935, loss: 0.5001 2023-11-13 20:48:28,529 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:06:03, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5019, decode.acc_seg: 80.7689, loss: 0.5019 2023-11-13 20:48:33,984 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:58, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5059, decode.acc_seg: 80.4884, loss: 0.5059 2023-11-13 20:48:39,441 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:52, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5209, decode.acc_seg: 79.6973, loss: 0.5209 2023-11-13 20:48:44,898 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:46, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4936, decode.acc_seg: 80.0086, loss: 0.4936 2023-11-13 20:48:50,361 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:48:50,363 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:41, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5033, decode.acc_seg: 80.8769, loss: 0.5033 2023-11-13 20:48:55,815 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:35, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5015, decode.acc_seg: 79.7166, loss: 0.5015 2023-11-13 20:49:01,367 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:29, time: 0.111, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4807, decode.acc_seg: 80.6406, loss: 0.4807 2023-11-13 20:49:06,818 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:24, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4917, decode.acc_seg: 80.7922, loss: 0.4917 2023-11-13 20:49:12,274 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5063, decode.acc_seg: 80.4417, loss: 0.5063 2023-11-13 20:49:17,731 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:05:12, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5102, decode.acc_seg: 80.2216, loss: 0.5102 2023-11-13 20:49:23,190 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:05:06, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4820, decode.acc_seg: 81.2247, loss: 0.4820 2023-11-13 20:49:28,662 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:05:01, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5034, decode.acc_seg: 79.9868, loss: 0.5034 2023-11-13 20:49:34,121 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:55, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4952, decode.acc_seg: 80.2015, loss: 0.4952 2023-11-13 20:49:39,579 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:49, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5001, decode.acc_seg: 80.2888, loss: 0.5001 2023-11-13 20:49:45,055 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:44, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5350, decode.acc_seg: 79.1190, loss: 0.5350 2023-11-13 20:49:50,521 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:38, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4953, decode.acc_seg: 80.5995, loss: 0.4953 2023-11-13 20:49:55,980 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:32, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4787, decode.acc_seg: 81.1527, loss: 0.4787 2023-11-13 20:50:01,433 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4894, decode.acc_seg: 80.6808, loss: 0.4894 2023-11-13 20:50:06,891 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:21, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4985, decode.acc_seg: 80.7769, loss: 0.4985 2023-11-13 20:50:12,391 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:15, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5056, decode.acc_seg: 80.4658, loss: 0.5056 2023-11-13 20:50:17,857 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:04:09, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4780, decode.acc_seg: 80.8625, loss: 0.4780 2023-11-13 20:50:23,323 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:04:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5273, decode.acc_seg: 79.9997, loss: 0.5273 2023-11-13 20:50:31,069 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:58, time: 0.155, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5117, decode.acc_seg: 80.1750, loss: 0.5117 2023-11-13 20:50:36,524 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:53, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5102, decode.acc_seg: 80.0083, loss: 0.5102 2023-11-13 20:50:41,977 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:50:41,977 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4937, decode.acc_seg: 80.2530, loss: 0.4937 2023-11-13 20:50:47,437 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:41, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4851, decode.acc_seg: 81.2759, loss: 0.4851 2023-11-13 20:50:52,976 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:35, time: 0.111, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4976, decode.acc_seg: 80.7524, loss: 0.4976 2023-11-13 20:50:58,439 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:30, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4950, decode.acc_seg: 80.6201, loss: 0.4950 2023-11-13 20:51:03,890 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:24, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5034, decode.acc_seg: 80.4521, loss: 0.5034 2023-11-13 20:51:09,356 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:18, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5006, decode.acc_seg: 80.4469, loss: 0.5006 2023-11-13 20:51:14,852 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:13, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4856, decode.acc_seg: 80.4574, loss: 0.4856 2023-11-13 20:51:20,308 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:03:07, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5039, decode.acc_seg: 80.2676, loss: 0.5039 2023-11-13 20:51:25,771 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:03:01, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4763, decode.acc_seg: 81.6745, loss: 0.4763 2023-11-13 20:51:31,225 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:56, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5087, decode.acc_seg: 80.2856, loss: 0.5087 2023-11-13 20:51:36,685 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:50, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4920, decode.acc_seg: 81.0832, loss: 0.4920 2023-11-13 20:51:42,157 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:44, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5233, decode.acc_seg: 79.7824, loss: 0.5233 2023-11-13 20:51:47,612 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:39, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5084, decode.acc_seg: 80.0576, loss: 0.5084 2023-11-13 20:51:53,070 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:33, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4899, decode.acc_seg: 80.9010, loss: 0.4899 2023-11-13 20:51:58,529 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:27, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5096, decode.acc_seg: 80.2792, loss: 0.5096 2023-11-13 20:52:03,988 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:21, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4832, decode.acc_seg: 81.1213, loss: 0.4832 2023-11-13 20:52:09,443 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:16, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4947, decode.acc_seg: 81.0335, loss: 0.4947 2023-11-13 20:52:14,902 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:10, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5116, decode.acc_seg: 80.6356, loss: 0.5116 2023-11-13 20:52:20,360 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:02:04, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4985, decode.acc_seg: 80.0761, loss: 0.4985 2023-11-13 20:52:25,817 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:59, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4869, decode.acc_seg: 80.4722, loss: 0.4869 2023-11-13 20:52:31,273 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:52:31,274 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:53, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5087, decode.acc_seg: 80.2595, loss: 0.5087 2023-11-13 20:52:36,733 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:47, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5084, decode.acc_seg: 80.2707, loss: 0.5084 2023-11-13 20:52:42,188 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:42, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4951, decode.acc_seg: 80.3057, loss: 0.4951 2023-11-13 20:52:47,641 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:36, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5160, decode.acc_seg: 80.0894, loss: 0.5160 2023-11-13 20:52:55,367 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:30, time: 0.155, data_time: 0.047, memory: 4325, decode.loss_ce: 0.5007, decode.acc_seg: 80.1917, loss: 0.5007 2023-11-13 20:53:00,828 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:25, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4839, decode.acc_seg: 81.0328, loss: 0.4839 2023-11-13 20:53:06,279 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:19, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4915, decode.acc_seg: 80.4389, loss: 0.4915 2023-11-13 20:53:11,758 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:13, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5129, decode.acc_seg: 79.7706, loss: 0.5129 2023-11-13 20:53:17,219 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:08, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4838, decode.acc_seg: 80.8593, loss: 0.4838 2023-11-13 20:53:22,684 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:01:02, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5068, decode.acc_seg: 80.5531, loss: 0.5068 2023-11-13 20:53:28,149 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:56, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5073, decode.acc_seg: 81.0087, loss: 0.5073 2023-11-13 20:53:33,604 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:51, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4978, decode.acc_seg: 80.4771, loss: 0.4978 2023-11-13 20:53:39,140 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:45, time: 0.111, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5133, decode.acc_seg: 80.0738, loss: 0.5133 2023-11-13 20:53:44,594 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:39, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5221, decode.acc_seg: 80.1032, loss: 0.5221 2023-11-13 20:53:50,063 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:34, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5172, decode.acc_seg: 79.9602, loss: 0.5172 2023-11-13 20:53:55,521 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:28, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.5031, decode.acc_seg: 80.8947, loss: 0.5031 2023-11-13 20:54:00,977 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:22, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.5084, decode.acc_seg: 79.7167, loss: 0.5084 2023-11-13 20:54:06,443 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:17, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4914, decode.acc_seg: 80.3446, loss: 0.4914 2023-11-13 20:54:11,901 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:11, time: 0.109, data_time: 0.003, memory: 4325, decode.loss_ce: 0.4939, decode.acc_seg: 80.8272, loss: 0.4939 2023-11-13 20:54:17,351 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.109, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4881, decode.acc_seg: 80.8516, loss: 0.4881 2023-11-13 20:54:22,762 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:54:22,827 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:54:22,828 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.110, data_time: 0.004, memory: 4325, decode.loss_ce: 0.4753, decode.acc_seg: 81.4244, loss: 0.4753 2023-11-13 20:54:38,696 - mmseg - INFO - per class results: 2023-11-13 20:54:38,703 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 73.02 | 85.59 | | building | 79.57 | 91.48 | | sky | 91.06 | 95.7 | | floor | 77.91 | 88.63 | | tree | 69.08 | 83.22 | | ceiling | 79.07 | 89.58 | | road | 80.95 | 89.89 | | bed | 86.43 | 95.22 | | windowpane | 57.97 | 75.17 | | grass | 65.12 | 81.04 | | cabinet | 58.87 | 71.36 | | sidewalk | 60.41 | 76.96 | | person | 77.43 | 90.25 | | earth | 37.9 | 51.6 | | door | 47.88 | 59.31 | | table | 56.78 | 71.71 | | mountain | 55.91 | 70.11 | | plant | 49.64 | 58.66 | | curtain | 68.18 | 80.59 | | chair | 55.21 | 70.47 | | car | 80.88 | 92.91 | | water | 55.72 | 72.12 | | painting | 65.03 | 82.14 | | sofa | 67.53 | 81.43 | | shelf | 36.48 | 50.47 | | house | 37.86 | 49.79 | | sea | 58.34 | 77.09 | | mirror | 58.62 | 72.6 | | rug | 58.01 | 64.98 | | field | 37.07 | 58.49 | | armchair | 43.83 | 64.27 | | seat | 62.48 | 83.52 | | fence | 42.17 | 55.07 | | desk | 40.87 | 62.15 | | rock | 53.3 | 74.09 | | wardrobe | 49.7 | 68.59 | | lamp | 57.63 | 70.32 | | bathtub | 74.92 | 83.09 | | railing | 35.6 | 50.4 | | cushion | 60.86 | 71.62 | | base | 28.67 | 43.3 | | box | 29.38 | 37.95 | | column | 42.69 | 51.6 | | signboard | 35.4 | 48.73 | | chest of drawers | 41.49 | 63.36 | | counter | 32.63 | 43.82 | | sand | 48.78 | 67.45 | | sink | 71.39 | 80.21 | | skyscraper | 42.48 | 60.41 | | fireplace | 69.74 | 86.73 | | refrigerator | 70.01 | 77.94 | | grandstand | 45.56 | 80.38 | | path | 15.39 | 21.62 | | stairs | 32.76 | 39.05 | | runway | 64.43 | 84.13 | | case | 49.24 | 64.77 | | pool table | 89.19 | 96.32 | | pillow | 59.51 | 71.12 | | screen door | 61.31 | 73.11 | | stairway | 41.6 | 50.8 | | river | 20.13 | 33.83 | | bridge | 52.87 | 65.46 | | bookcase | 25.68 | 38.49 | | blind | 30.22 | 33.62 | | coffee table | 58.65 | 81.69 | | toilet | 81.08 | 90.11 | | flower | 37.39 | 53.71 | | book | 47.83 | 69.75 | | hill | 5.46 | 7.31 | | bench | 47.13 | 56.84 | | countertop | 54.37 | 68.35 | | stove | 75.36 | 85.77 | | palm | 49.2 | 64.94 | | kitchen island | 37.72 | 70.9 | | computer | 68.93 | 82.17 | | swivel chair | 46.42 | 63.16 | | boat | 62.02 | 84.24 | | bar | 49.77 | 59.09 | | arcade machine | 61.78 | 67.02 | | hovel | 24.08 | 26.97 | | bus | 87.08 | 95.82 | | towel | 67.04 | 78.43 | | light | 36.06 | 41.41 | | truck | 41.41 | 55.91 | | tower | 11.78 | 21.23 | | chandelier | 65.7 | 80.7 | | awning | 27.54 | 32.65 | | streetlight | 24.62 | 30.9 | | booth | 26.49 | 32.47 | | television receiver | 68.78 | 77.83 | | airplane | 57.09 | 67.84 | | dirt track | 5.36 | 13.75 | | apparel | 43.14 | 63.67 | | pole | 18.51 | 23.95 | | land | 0.05 | 0.08 | | bannister | 18.34 | 26.35 | | escalator | 53.56 | 75.55 | | ottoman | 44.04 | 64.61 | | bottle | 43.92 | 66.81 | | buffet | 39.48 | 49.54 | | poster | 19.62 | 24.49 | | stage | 16.77 | 38.95 | | van | 36.76 | 50.82 | | ship | 20.0 | 22.55 | | fountain | 20.69 | 21.72 | | conveyer belt | 71.96 | 94.58 | | canopy | 39.17 | 48.99 | | washer | 77.8 | 84.49 | | plaything | 28.98 | 39.55 | | swimming pool | 51.31 | 74.87 | | stool | 40.72 | 55.88 | | barrel | 62.35 | 87.59 | | basket | 35.47 | 47.59 | | waterfall | 56.89 | 71.31 | | tent | 83.77 | 98.07 | | bag | 18.57 | 21.46 | | minibike | 66.96 | 88.1 | | cradle | 76.32 | 91.14 | | oven | 53.65 | 67.47 | | ball | 53.13 | 62.28 | | food | 54.15 | 65.58 | | step | 7.12 | 7.89 | | tank | 50.49 | 60.7 | | trade name | 16.32 | 17.74 | | microwave | 81.93 | 89.25 | | pot | 43.73 | 49.11 | | animal | 54.67 | 59.79 | | bicycle | 56.91 | 73.65 | | lake | 44.78 | 53.13 | | dishwasher | 51.37 | 56.38 | | screen | 54.39 | 80.77 | | blanket | 23.31 | 26.79 | | sculpture | 53.46 | 67.41 | | hood | 67.93 | 76.16 | | sconce | 37.32 | 45.68 | | vase | 38.92 | 53.77 | | traffic light | 32.85 | 51.99 | | tray | 13.86 | 19.7 | | ashcan | 42.95 | 52.37 | | fan | 56.03 | 70.71 | | pier | 33.8 | 43.44 | | crt screen | 6.44 | 17.02 | | plate | 53.82 | 69.9 | | monitor | 13.77 | 15.84 | | bulletin board | 45.28 | 52.54 | | shower | 4.6 | 6.73 | | radiator | 57.5 | 64.6 | | glass | 18.8 | 20.43 | | clock | 38.99 | 47.32 | | flag | 54.13 | 61.9 | +---------------------+-------+-------+ 2023-11-13 20:54:38,703 - mmseg - INFO - Summary: 2023-11-13 20:54:38,703 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 81.11 | 48.22 | 60.52 | +-------+-------+-------+ 2023-11-13 20:54:38,704 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:54:38,704 - mmseg - INFO - Iter(val) [250] aAcc: 0.8111, mIoU: 0.4822, mAcc: 0.6052, IoU.wall: 0.7302, IoU.building: 0.7957, IoU.sky: 0.9106, IoU.floor: 0.7791, IoU.tree: 0.6908, IoU.ceiling: 0.7907, IoU.road: 0.8095, IoU.bed : 0.8643, IoU.windowpane: 0.5797, IoU.grass: 0.6512, IoU.cabinet: 0.5887, IoU.sidewalk: 0.6041, IoU.person: 0.7743, IoU.earth: 0.3790, IoU.door: 0.4788, IoU.table: 0.5678, IoU.mountain: 0.5591, IoU.plant: 0.4964, IoU.curtain: 0.6818, IoU.chair: 0.5521, IoU.car: 0.8088, IoU.water: 0.5572, IoU.painting: 0.6503, IoU.sofa: 0.6753, IoU.shelf: 0.3648, IoU.house: 0.3786, IoU.sea: 0.5834, IoU.mirror: 0.5862, IoU.rug: 0.5801, IoU.field: 0.3707, IoU.armchair: 0.4383, IoU.seat: 0.6248, IoU.fence: 0.4217, IoU.desk: 0.4087, IoU.rock: 0.5330, IoU.wardrobe: 0.4970, IoU.lamp: 0.5763, IoU.bathtub: 0.7492, IoU.railing: 0.3560, IoU.cushion: 0.6086, IoU.base: 0.2867, IoU.box: 0.2938, IoU.column: 0.4269, IoU.signboard: 0.3540, IoU.chest of drawers: 0.4149, IoU.counter: 0.3263, IoU.sand: 0.4878, IoU.sink: 0.7139, IoU.skyscraper: 0.4248, IoU.fireplace: 0.6974, IoU.refrigerator: 0.7001, IoU.grandstand: 0.4556, IoU.path: 0.1539, IoU.stairs: 0.3276, IoU.runway: 0.6443, IoU.case: 0.4924, IoU.pool table: 0.8919, IoU.pillow: 0.5951, IoU.screen door: 0.6131, IoU.stairway: 0.4160, IoU.river: 0.2013, IoU.bridge: 0.5287, IoU.bookcase: 0.2568, IoU.blind: 0.3022, IoU.coffee table: 0.5865, IoU.toilet: 0.8108, IoU.flower: 0.3739, IoU.book: 0.4783, IoU.hill: 0.0546, IoU.bench: 0.4713, IoU.countertop: 0.5437, IoU.stove: 0.7536, IoU.palm: 0.4920, IoU.kitchen island: 0.3772, IoU.computer: 0.6893, IoU.swivel chair: 0.4642, IoU.boat: 0.6202, IoU.bar: 0.4977, IoU.arcade machine: 0.6178, IoU.hovel: 0.2408, IoU.bus: 0.8708, IoU.towel: 0.6704, IoU.light: 0.3606, IoU.truck: 0.4141, IoU.tower: 0.1178, IoU.chandelier: 0.6570, IoU.awning: 0.2754, IoU.streetlight: 0.2462, IoU.booth: 0.2649, IoU.television receiver: 0.6878, IoU.airplane: 0.5709, IoU.dirt track: 0.0536, IoU.apparel: 0.4314, IoU.pole: 0.1851, IoU.land: 0.0005, IoU.bannister: 0.1834, IoU.escalator: 0.5356, IoU.ottoman: 0.4404, IoU.bottle: 0.4392, IoU.buffet: 0.3948, IoU.poster: 0.1962, IoU.stage: 0.1677, IoU.van: 0.3676, IoU.ship: 0.2000, IoU.fountain: 0.2069, IoU.conveyer belt: 0.7196, IoU.canopy: 0.3917, IoU.washer: 0.7780, IoU.plaything: 0.2898, IoU.swimming pool: 0.5131, IoU.stool: 0.4072, IoU.barrel: 0.6235, IoU.basket: 0.3547, IoU.waterfall: 0.5689, IoU.tent: 0.8377, IoU.bag: 0.1857, IoU.minibike: 0.6696, IoU.cradle: 0.7632, IoU.oven: 0.5365, IoU.ball: 0.5313, IoU.food: 0.5415, IoU.step: 0.0712, IoU.tank: 0.5049, IoU.trade name: 0.1632, IoU.microwave: 0.8193, IoU.pot: 0.4373, IoU.animal: 0.5467, IoU.bicycle: 0.5691, IoU.lake: 0.4478, IoU.dishwasher: 0.5137, IoU.screen: 0.5439, IoU.blanket: 0.2331, IoU.sculpture: 0.5346, IoU.hood: 0.6793, IoU.sconce: 0.3732, IoU.vase: 0.3892, IoU.traffic light: 0.3285, IoU.tray: 0.1386, IoU.ashcan: 0.4295, IoU.fan: 0.5603, IoU.pier: 0.3380, IoU.crt screen: 0.0644, IoU.plate: 0.5382, IoU.monitor: 0.1377, IoU.bulletin board: 0.4528, IoU.shower: 0.0460, IoU.radiator: 0.5750, IoU.glass: 0.1880, IoU.clock: 0.3899, IoU.flag: 0.5413, Acc.wall: 0.8559, Acc.building: 0.9148, Acc.sky: 0.9570, Acc.floor: 0.8863, Acc.tree: 0.8322, Acc.ceiling: 0.8958, Acc.road: 0.8989, Acc.bed : 0.9522, Acc.windowpane: 0.7517, Acc.grass: 0.8104, Acc.cabinet: 0.7136, Acc.sidewalk: 0.7696, Acc.person: 0.9025, Acc.earth: 0.5160, Acc.door: 0.5931, Acc.table: 0.7171, Acc.mountain: 0.7011, Acc.plant: 0.5866, Acc.curtain: 0.8059, Acc.chair: 0.7047, Acc.car: 0.9291, Acc.water: 0.7212, Acc.painting: 0.8214, Acc.sofa: 0.8143, Acc.shelf: 0.5047, Acc.house: 0.4979, Acc.sea: 0.7709, Acc.mirror: 0.7260, Acc.rug: 0.6498, Acc.field: 0.5849, Acc.armchair: 0.6427, Acc.seat: 0.8352, Acc.fence: 0.5507, Acc.desk: 0.6215, Acc.rock: 0.7409, Acc.wardrobe: 0.6859, Acc.lamp: 0.7032, Acc.bathtub: 0.8309, Acc.railing: 0.5040, Acc.cushion: 0.7162, Acc.base: 0.4330, Acc.box: 0.3795, Acc.column: 0.5160, Acc.signboard: 0.4873, Acc.chest of drawers: 0.6336, Acc.counter: 0.4382, Acc.sand: 0.6745, Acc.sink: 0.8021, Acc.skyscraper: 0.6041, Acc.fireplace: 0.8673, Acc.refrigerator: 0.7794, Acc.grandstand: 0.8038, Acc.path: 0.2162, Acc.stairs: 0.3905, Acc.runway: 0.8413, Acc.case: 0.6477, Acc.pool table: 0.9632, Acc.pillow: 0.7112, Acc.screen door: 0.7311, Acc.stairway: 0.5080, Acc.river: 0.3383, Acc.bridge: 0.6546, Acc.bookcase: 0.3849, Acc.blind: 0.3362, Acc.coffee table: 0.8169, Acc.toilet: 0.9011, Acc.flower: 0.5371, Acc.book: 0.6975, Acc.hill: 0.0731, Acc.bench: 0.5684, Acc.countertop: 0.6835, Acc.stove: 0.8577, Acc.palm: 0.6494, Acc.kitchen island: 0.7090, Acc.computer: 0.8217, Acc.swivel chair: 0.6316, Acc.boat: 0.8424, Acc.bar: 0.5909, Acc.arcade machine: 0.6702, Acc.hovel: 0.2697, Acc.bus: 0.9582, Acc.towel: 0.7843, Acc.light: 0.4141, Acc.truck: 0.5591, Acc.tower: 0.2123, Acc.chandelier: 0.8070, Acc.awning: 0.3265, Acc.streetlight: 0.3090, Acc.booth: 0.3247, Acc.television receiver: 0.7783, Acc.airplane: 0.6784, Acc.dirt track: 0.1375, Acc.apparel: 0.6367, Acc.pole: 0.2395, Acc.land: 0.0008, Acc.bannister: 0.2635, Acc.escalator: 0.7555, Acc.ottoman: 0.6461, Acc.bottle: 0.6681, Acc.buffet: 0.4954, Acc.poster: 0.2449, Acc.stage: 0.3895, Acc.van: 0.5082, Acc.ship: 0.2255, Acc.fountain: 0.2172, Acc.conveyer belt: 0.9458, Acc.canopy: 0.4899, Acc.washer: 0.8449, Acc.plaything: 0.3955, Acc.swimming pool: 0.7487, Acc.stool: 0.5588, Acc.barrel: 0.8759, Acc.basket: 0.4759, Acc.waterfall: 0.7131, Acc.tent: 0.9807, Acc.bag: 0.2146, Acc.minibike: 0.8810, Acc.cradle: 0.9114, Acc.oven: 0.6747, Acc.ball: 0.6228, Acc.food: 0.6558, Acc.step: 0.0789, Acc.tank: 0.6070, Acc.trade name: 0.1774, Acc.microwave: 0.8925, Acc.pot: 0.4911, Acc.animal: 0.5979, Acc.bicycle: 0.7365, Acc.lake: 0.5313, Acc.dishwasher: 0.5638, Acc.screen: 0.8077, Acc.blanket: 0.2679, Acc.sculpture: 0.6741, Acc.hood: 0.7616, Acc.sconce: 0.4568, Acc.vase: 0.5377, Acc.traffic light: 0.5199, Acc.tray: 0.1970, Acc.ashcan: 0.5237, Acc.fan: 0.7071, Acc.pier: 0.4344, Acc.crt screen: 0.1702, Acc.plate: 0.6990, Acc.monitor: 0.1584, Acc.bulletin board: 0.5254, Acc.shower: 0.0673, Acc.radiator: 0.6460, Acc.glass: 0.2043, Acc.clock: 0.4732, Acc.flag: 0.6190