2023-11-13 19:38:32,998 - mmseg - INFO - Multi-processing start method is `None` 2023-11-13 19:38:33,017 - mmseg - INFO - OpenCV num_threads is `112 2023-11-13 19:38:33,017 - mmseg - INFO - OMP num threads is 1 2023-11-13 19:38:33,089 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+ee2e440 ------------------------------------------------------------ 2023-11-13 19:38:33,090 - mmseg - INFO - Distributed training: True 2023-11-13 19:38:33,090 - 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/eva02_base_patch16_clip_224.merged2b_ade20k'} 2023-11-13 19:38:36,222 - mmseg - INFO - Set random seed to 623252284, deterministic: False 2023-11-13 19:38:39,246 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([150, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([150]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2023-11-13 19:38:39,254 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 150, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2023-11-13 19:38:39,489 - mmseg - INFO - Loaded 20210 images 2023-11-13 19:38:39,559 - mmseg - INFO - Loaded 2000 images 2023-11-13 19:38:39,560 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/eva02_base_patch16_clip_224.merged2b_ade20k 2023-11-13 19:38:39,560 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-13 19:38:39,560 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2023-11-13 19:38:39,563 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/eva02_base_patch16_clip_224.merged2b_ade20k by HardDiskBackend. 2023-11-13 19:39:46,838 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:58:56, time: 0.179, data_time: 0.009, memory: 1355, decode.loss_ce: 4.0556, decode.acc_seg: 0.9867, loss: 4.0556 2023-11-13 19:39:51,964 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:33:28, time: 0.103, data_time: 0.003, memory: 1355, decode.loss_ce: 4.0777, decode.acc_seg: 3.2846, loss: 4.0777 2023-11-13 19:39:57,125 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:25:05, time: 0.103, data_time: 0.003, memory: 1355, decode.loss_ce: 3.8392, decode.acc_seg: 15.9778, loss: 3.8392 2023-11-13 19:40:02,271 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:20:48, time: 0.103, data_time: 0.004, memory: 1355, decode.loss_ce: 3.6442, decode.acc_seg: 34.0732, loss: 3.6442 2023-11-13 19:40:07,405 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:18:10, time: 0.103, data_time: 0.004, memory: 1355, decode.loss_ce: 3.2608, decode.acc_seg: 46.2761, loss: 3.2608 2023-11-13 19:40:12,490 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:16:16, time: 0.102, data_time: 0.004, memory: 1355, decode.loss_ce: 2.9575, decode.acc_seg: 50.8362, loss: 2.9575 2023-11-13 19:40:17,536 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:14:49, time: 0.101, data_time: 0.004, memory: 1355, decode.loss_ce: 2.5507, decode.acc_seg: 52.1055, loss: 2.5507 2023-11-13 19:40:22,577 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:13:42, time: 0.101, data_time: 0.004, memory: 1355, decode.loss_ce: 2.1546, decode.acc_seg: 54.1054, loss: 2.1546 2023-11-13 19:40:27,661 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:12:52, time: 0.102, data_time: 0.004, memory: 1355, decode.loss_ce: 1.8825, decode.acc_seg: 56.1754, loss: 1.8825 2023-11-13 19:40:32,806 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:12:16, time: 0.103, data_time: 0.004, memory: 1355, decode.loss_ce: 1.6410, decode.acc_seg: 57.7798, loss: 1.6410 2023-11-13 19:40:37,989 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:11:49, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.5085, decode.acc_seg: 58.3114, loss: 1.5085 2023-11-13 19:40:43,196 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:11:27, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.3969, decode.acc_seg: 58.8992, loss: 1.3969 2023-11-13 19:40:48,406 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:11:07, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.3895, decode.acc_seg: 58.0909, loss: 1.3895 2023-11-13 19:40:53,626 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:10:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.2392, decode.acc_seg: 61.7293, loss: 1.2392 2023-11-13 19:40:58,848 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:10:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.2202, decode.acc_seg: 61.7659, loss: 1.2202 2023-11-13 19:41:04,079 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:10:22, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1964, decode.acc_seg: 61.9047, loss: 1.1964 2023-11-13 19:41:09,308 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:10:09, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1624, decode.acc_seg: 62.7359, loss: 1.1624 2023-11-13 19:41:14,545 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:09:58, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1640, decode.acc_seg: 62.5075, loss: 1.1640 2023-11-13 19:41:19,771 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:09:47, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1678, decode.acc_seg: 63.0900, loss: 1.1678 2023-11-13 19:41:25,000 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:41:25,000 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:09:36, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1343, decode.acc_seg: 63.2822, loss: 1.1343 2023-11-13 19:41:30,232 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:09:26, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1359, decode.acc_seg: 62.9565, loss: 1.1359 2023-11-13 19:41:35,464 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:09:17, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1602, decode.acc_seg: 62.5727, loss: 1.1602 2023-11-13 19:41:40,694 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:09:07, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.1023, decode.acc_seg: 63.3657, loss: 1.1023 2023-11-13 19:41:45,925 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:08:59, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0883, decode.acc_seg: 63.9556, loss: 1.0883 2023-11-13 19:41:51,150 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:08:50, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0877, decode.acc_seg: 63.9279, loss: 1.0877 2023-11-13 19:41:58,585 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:09:47, time: 0.149, data_time: 0.048, memory: 1355, decode.loss_ce: 1.0487, decode.acc_seg: 64.8491, loss: 1.0487 2023-11-13 19:42:03,806 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:09:36, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0599, decode.acc_seg: 64.5033, loss: 1.0599 2023-11-13 19:42:09,049 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:09:27, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0858, decode.acc_seg: 63.0661, loss: 1.0858 2023-11-13 19:42:14,279 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:09:17, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0335, decode.acc_seg: 64.8546, loss: 1.0335 2023-11-13 19:42:19,520 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:09:07, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0591, decode.acc_seg: 64.5746, loss: 1.0591 2023-11-13 19:42:24,738 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:08:58, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0098, decode.acc_seg: 65.9154, loss: 1.0098 2023-11-13 19:42:29,966 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:08:49, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0309, decode.acc_seg: 64.6439, loss: 1.0309 2023-11-13 19:42:35,198 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:08:40, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0347, decode.acc_seg: 65.1821, loss: 1.0347 2023-11-13 19:42:40,426 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:08:31, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0415, decode.acc_seg: 64.5081, loss: 1.0415 2023-11-13 19:42:45,640 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:08:23, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0581, decode.acc_seg: 63.9162, loss: 1.0581 2023-11-13 19:42:50,858 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:08:14, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0367, decode.acc_seg: 65.6754, loss: 1.0367 2023-11-13 19:42:56,088 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:08:06, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9992, decode.acc_seg: 66.8252, loss: 0.9992 2023-11-13 19:43:01,305 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:07:58, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0357, decode.acc_seg: 65.4086, loss: 1.0357 2023-11-13 19:43:06,515 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:07:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0344, decode.acc_seg: 65.1727, loss: 1.0344 2023-11-13 19:43:11,731 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:43:11,731 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:07:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9691, decode.acc_seg: 66.1854, loss: 0.9691 2023-11-13 19:43:16,933 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:07:34, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0269, decode.acc_seg: 65.0496, loss: 1.0269 2023-11-13 19:43:22,146 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:07:26, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9682, decode.acc_seg: 66.4932, loss: 0.9682 2023-11-13 19:43:27,353 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:07:19, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9877, decode.acc_seg: 66.3862, loss: 0.9877 2023-11-13 19:43:32,569 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:07:11, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0224, decode.acc_seg: 65.0363, loss: 1.0224 2023-11-13 19:43:37,780 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:07:04, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9882, decode.acc_seg: 66.2461, loss: 0.9882 2023-11-13 19:43:42,986 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:06:57, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9762, decode.acc_seg: 66.8033, loss: 0.9762 2023-11-13 19:43:48,210 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:06:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9634, decode.acc_seg: 66.4747, loss: 0.9634 2023-11-13 19:43:53,415 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:06:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9858, decode.acc_seg: 66.7076, loss: 0.9858 2023-11-13 19:43:58,622 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:06:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9490, decode.acc_seg: 67.4216, loss: 0.9490 2023-11-13 19:44:03,828 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:06:28, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9810, decode.acc_seg: 66.3546, loss: 0.9810 2023-11-13 19:44:11,267 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:06:54, time: 0.149, data_time: 0.049, memory: 1355, decode.loss_ce: 0.9605, decode.acc_seg: 66.7422, loss: 0.9605 2023-11-13 19:44:16,478 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:06:47, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9581, decode.acc_seg: 67.0142, loss: 0.9581 2023-11-13 19:44:21,688 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:06:39, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9727, decode.acc_seg: 66.3346, loss: 0.9727 2023-11-13 19:44:26,894 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:06:32, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9348, decode.acc_seg: 67.8546, loss: 0.9348 2023-11-13 19:44:32,111 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:06:25, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9558, decode.acc_seg: 66.7972, loss: 0.9558 2023-11-13 19:44:37,321 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:06:17, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9924, decode.acc_seg: 65.9044, loss: 0.9924 2023-11-13 19:44:42,544 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:06:10, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9367, decode.acc_seg: 66.6028, loss: 0.9367 2023-11-13 19:44:47,749 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:06:03, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9439, decode.acc_seg: 67.1378, loss: 0.9439 2023-11-13 19:44:52,957 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:05:56, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9794, decode.acc_seg: 65.9699, loss: 0.9794 2023-11-13 19:44:58,179 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:44:58,179 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:05:49, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0496, decode.acc_seg: 64.0463, loss: 1.0496 2023-11-13 19:45:03,384 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:05:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9410, decode.acc_seg: 66.7838, loss: 0.9410 2023-11-13 19:45:08,598 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:05:36, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9459, decode.acc_seg: 67.1755, loss: 0.9459 2023-11-13 19:45:13,810 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:05:29, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9344, decode.acc_seg: 66.5163, loss: 0.9344 2023-11-13 19:45:19,043 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:05:22, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9379, decode.acc_seg: 66.5428, loss: 0.9379 2023-11-13 19:45:24,258 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:05:16, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9190, decode.acc_seg: 68.2421, loss: 0.9190 2023-11-13 19:45:29,461 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:05:09, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9758, decode.acc_seg: 66.6417, loss: 0.9758 2023-11-13 19:45:34,668 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:05:02, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9567, decode.acc_seg: 67.2077, loss: 0.9567 2023-11-13 19:45:39,877 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:04:56, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9572, decode.acc_seg: 66.1032, loss: 0.9572 2023-11-13 19:45:45,104 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:04:50, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9750, decode.acc_seg: 66.0116, loss: 0.9750 2023-11-13 19:45:50,329 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:04:43, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9705, decode.acc_seg: 66.4610, loss: 0.9705 2023-11-13 19:45:55,534 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:04:37, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9660, decode.acc_seg: 66.9266, loss: 0.9660 2023-11-13 19:46:00,741 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:04:30, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9436, decode.acc_seg: 66.6837, loss: 0.9436 2023-11-13 19:46:05,958 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:04:24, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9470, decode.acc_seg: 66.6213, loss: 0.9470 2023-11-13 19:46:11,185 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:04:18, time: 0.105, data_time: 0.004, memory: 1355, decode.loss_ce: 1.0070, decode.acc_seg: 66.0301, loss: 1.0070 2023-11-13 19:46:16,394 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:04:11, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9531, decode.acc_seg: 67.2841, loss: 0.9531 2023-11-13 19:46:23,871 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:04:27, time: 0.150, data_time: 0.048, memory: 1355, decode.loss_ce: 0.9382, decode.acc_seg: 67.2946, loss: 0.9382 2023-11-13 19:46:29,083 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:04:20, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8825, decode.acc_seg: 68.8255, loss: 0.8825 2023-11-13 19:46:34,289 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:04:14, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8693, decode.acc_seg: 68.9832, loss: 0.8693 2023-11-13 19:46:39,493 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:04:07, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9331, decode.acc_seg: 67.9083, loss: 0.9331 2023-11-13 19:46:44,698 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:46:44,698 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:04:01, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9297, decode.acc_seg: 67.0867, loss: 0.9297 2023-11-13 19:46:49,903 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:03:54, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9982, decode.acc_seg: 65.6798, loss: 0.9982 2023-11-13 19:46:55,108 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:03:48, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9223, decode.acc_seg: 67.8490, loss: 0.9223 2023-11-13 19:47:00,311 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:03:41, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9289, decode.acc_seg: 67.0443, loss: 0.9289 2023-11-13 19:47:05,527 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:03:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9038, decode.acc_seg: 67.7924, loss: 0.9038 2023-11-13 19:47:10,731 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:03:28, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9288, decode.acc_seg: 67.8630, loss: 0.9288 2023-11-13 19:47:15,934 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:03:22, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9332, decode.acc_seg: 67.3481, loss: 0.9332 2023-11-13 19:47:21,137 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:03:16, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9767, decode.acc_seg: 65.5380, loss: 0.9767 2023-11-13 19:47:26,345 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:03:09, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9409, decode.acc_seg: 66.7982, loss: 0.9409 2023-11-13 19:47:31,549 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:03:03, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9840, decode.acc_seg: 66.1448, loss: 0.9840 2023-11-13 19:47:36,759 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:02:57, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9819, decode.acc_seg: 65.6475, loss: 0.9819 2023-11-13 19:47:41,965 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:02:51, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9482, decode.acc_seg: 67.2524, loss: 0.9482 2023-11-13 19:47:47,167 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:02:45, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8854, decode.acc_seg: 67.7021, loss: 0.8854 2023-11-13 19:47:52,391 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:02:39, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9632, decode.acc_seg: 65.8444, loss: 0.9632 2023-11-13 19:47:57,598 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:02:32, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9388, decode.acc_seg: 67.4837, loss: 0.9388 2023-11-13 19:48:02,814 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:02:26, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9423, decode.acc_seg: 67.0340, loss: 0.9423 2023-11-13 19:48:08,026 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:02:20, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9671, decode.acc_seg: 66.0584, loss: 0.9671 2023-11-13 19:48:13,236 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:02:14, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9196, decode.acc_seg: 67.5376, loss: 0.9196 2023-11-13 19:48:18,455 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:02:08, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8897, decode.acc_seg: 68.7209, loss: 0.8897 2023-11-13 19:48:23,652 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:02:02, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9455, decode.acc_seg: 66.7277, loss: 0.9455 2023-11-13 19:48:28,860 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:48:28,860 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:01:56, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9527, decode.acc_seg: 67.1780, loss: 0.9527 2023-11-13 19:48:34,078 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:01:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9909, decode.acc_seg: 65.6997, loss: 0.9909 2023-11-13 19:48:41,486 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:01:59, time: 0.148, data_time: 0.048, memory: 1355, decode.loss_ce: 0.8864, decode.acc_seg: 68.1585, loss: 0.8864 2023-11-13 19:48:46,686 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:01:53, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9260, decode.acc_seg: 66.7459, loss: 0.9260 2023-11-13 19:48:51,893 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:01:47, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9185, decode.acc_seg: 67.6940, loss: 0.9185 2023-11-13 19:48:57,101 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:01:41, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9184, decode.acc_seg: 68.0353, loss: 0.9184 2023-11-13 19:49:02,299 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:01:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9030, decode.acc_seg: 67.6109, loss: 0.9030 2023-11-13 19:49:07,499 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:01:28, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8873, decode.acc_seg: 68.6483, loss: 0.8873 2023-11-13 19:49:12,703 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:01:22, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9219, decode.acc_seg: 67.2270, loss: 0.9219 2023-11-13 19:49:17,911 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:01:16, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9302, decode.acc_seg: 67.0486, loss: 0.9302 2023-11-13 19:49:23,108 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:01:10, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9571, decode.acc_seg: 66.8758, loss: 0.9571 2023-11-13 19:49:28,312 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:01:04, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9072, decode.acc_seg: 67.5975, loss: 0.9072 2023-11-13 19:49:33,513 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:00:58, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8881, decode.acc_seg: 68.9058, loss: 0.8881 2023-11-13 19:49:38,716 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:00:52, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9458, decode.acc_seg: 66.9210, loss: 0.9458 2023-11-13 19:49:43,924 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:00:46, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9416, decode.acc_seg: 66.2523, loss: 0.9416 2023-11-13 19:49:49,130 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:00:40, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9387, decode.acc_seg: 67.9290, loss: 0.9387 2023-11-13 19:49:54,337 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:00:34, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9225, decode.acc_seg: 67.9335, loss: 0.9225 2023-11-13 19:49:59,546 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:00:28, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9567, decode.acc_seg: 67.0475, loss: 0.9567 2023-11-13 19:50:04,741 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:00:22, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9463, decode.acc_seg: 66.5031, loss: 0.9463 2023-11-13 19:50:09,936 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:00:16, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9643, decode.acc_seg: 66.6365, loss: 0.9643 2023-11-13 19:50:15,141 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:50:15,141 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:00:10, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9384, decode.acc_seg: 66.7885, loss: 0.9384 2023-11-13 19:50:20,355 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:00:05, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9135, decode.acc_seg: 67.9018, loss: 0.9135 2023-11-13 19:50:25,561 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:59:59, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9463, decode.acc_seg: 67.0679, loss: 0.9463 2023-11-13 19:50:30,769 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:59:53, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9376, decode.acc_seg: 67.2530, loss: 0.9376 2023-11-13 19:50:35,973 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:59:47, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9514, decode.acc_seg: 67.0668, loss: 0.9514 2023-11-13 19:50:41,169 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:59:41, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9550, decode.acc_seg: 66.7836, loss: 0.9550 2023-11-13 19:50:46,374 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:59:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9451, decode.acc_seg: 67.2493, loss: 0.9451 2023-11-13 19:50:53,829 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:59:41, time: 0.149, data_time: 0.048, memory: 1355, decode.loss_ce: 0.9276, decode.acc_seg: 67.2029, loss: 0.9276 2023-11-13 19:50:59,038 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:59:35, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9171, decode.acc_seg: 67.4744, loss: 0.9171 2023-11-13 19:51:04,242 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:59:29, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9237, decode.acc_seg: 67.5641, loss: 0.9237 2023-11-13 19:51:09,437 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:59:23, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9095, decode.acc_seg: 67.4582, loss: 0.9095 2023-11-13 19:51:14,644 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:59:18, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9713, decode.acc_seg: 67.0700, loss: 0.9713 2023-11-13 19:51:19,847 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:59:12, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9030, decode.acc_seg: 67.7931, loss: 0.9030 2023-11-13 19:51:25,048 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:59:06, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9384, decode.acc_seg: 67.2903, loss: 0.9384 2023-11-13 19:51:30,256 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:59:00, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9372, decode.acc_seg: 66.8582, loss: 0.9372 2023-11-13 19:51:35,452 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:58:54, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9124, decode.acc_seg: 68.1303, loss: 0.9124 2023-11-13 19:51:40,661 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:58:48, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9290, decode.acc_seg: 66.9112, loss: 0.9290 2023-11-13 19:51:45,870 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:58:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9453, decode.acc_seg: 66.0730, loss: 0.9453 2023-11-13 19:51:51,084 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:58:37, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8823, decode.acc_seg: 68.4823, loss: 0.8823 2023-11-13 19:51:56,290 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:58:31, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8944, decode.acc_seg: 68.2054, loss: 0.8944 2023-11-13 19:52:01,488 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:52:01,488 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:58:25, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9293, decode.acc_seg: 67.8970, loss: 0.9293 2023-11-13 19:52:06,690 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:58:19, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9459, decode.acc_seg: 67.3022, loss: 0.9459 2023-11-13 19:52:11,883 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:58:13, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9710, decode.acc_seg: 66.4166, loss: 0.9710 2023-11-13 19:52:17,085 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:58:07, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9266, decode.acc_seg: 66.8990, loss: 0.9266 2023-11-13 19:52:22,278 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:58:02, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9193, decode.acc_seg: 68.3129, loss: 0.9193 2023-11-13 19:52:27,485 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:57:56, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9138, decode.acc_seg: 67.1505, loss: 0.9138 2023-11-13 19:52:32,691 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:57:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8804, decode.acc_seg: 68.4988, loss: 0.8804 2023-11-13 19:52:37,891 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:57:44, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8607, decode.acc_seg: 68.9796, loss: 0.8607 2023-11-13 19:52:43,098 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:57:38, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9463, decode.acc_seg: 66.8116, loss: 0.9463 2023-11-13 19:52:48,298 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:57:33, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9129, decode.acc_seg: 67.9365, loss: 0.9129 2023-11-13 19:52:53,503 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:57:27, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9275, decode.acc_seg: 67.6464, loss: 0.9275 2023-11-13 19:52:58,698 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:57:21, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9186, decode.acc_seg: 68.0361, loss: 0.9186 2023-11-13 19:53:06,195 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:57:25, time: 0.150, data_time: 0.049, memory: 1355, decode.loss_ce: 0.9338, decode.acc_seg: 67.1674, loss: 0.9338 2023-11-13 19:53:11,393 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:57:19, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9252, decode.acc_seg: 67.7973, loss: 0.9252 2023-11-13 19:53:16,599 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:57:14, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9056, decode.acc_seg: 68.0545, loss: 0.9056 2023-11-13 19:53:21,798 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:57:08, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8591, decode.acc_seg: 68.6985, loss: 0.8591 2023-11-13 19:53:27,002 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:57:02, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8831, decode.acc_seg: 68.0734, loss: 0.8831 2023-11-13 19:53:32,202 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:56:56, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8819, decode.acc_seg: 68.6501, loss: 0.8819 2023-11-13 19:53:37,397 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:56:50, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8827, decode.acc_seg: 68.5426, loss: 0.8827 2023-11-13 19:53:42,602 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:56:45, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9047, decode.acc_seg: 67.8850, loss: 0.9047 2023-11-13 19:53:47,799 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:53:47,799 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:56:39, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9281, decode.acc_seg: 66.7681, loss: 0.9281 2023-11-13 19:53:52,995 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:56:33, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8872, decode.acc_seg: 68.3052, loss: 0.8872 2023-11-13 19:53:58,212 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:56:28, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9434, decode.acc_seg: 67.4149, loss: 0.9434 2023-11-13 19:54:03,424 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:56:22, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9404, decode.acc_seg: 67.6499, loss: 0.9404 2023-11-13 19:54:08,623 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:56:16, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9117, decode.acc_seg: 67.9820, loss: 0.9117 2023-11-13 19:54:13,829 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:56:10, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8907, decode.acc_seg: 67.8301, loss: 0.8907 2023-11-13 19:54:19,035 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:56:05, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9043, decode.acc_seg: 68.0812, loss: 0.9043 2023-11-13 19:54:24,239 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:55:59, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9372, decode.acc_seg: 66.9277, loss: 0.9372 2023-11-13 19:54:29,437 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:55:53, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8926, decode.acc_seg: 68.0345, loss: 0.8926 2023-11-13 19:54:34,640 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:55:48, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8764, decode.acc_seg: 68.5982, loss: 0.8764 2023-11-13 19:54:39,838 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:55:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9314, decode.acc_seg: 67.0258, loss: 0.9314 2023-11-13 19:54:45,043 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:55:36, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8971, decode.acc_seg: 68.4600, loss: 0.8971 2023-11-13 19:54:50,247 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:55:31, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9363, decode.acc_seg: 67.2673, loss: 0.9363 2023-11-13 19:54:55,452 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:55:25, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8887, decode.acc_seg: 68.7549, loss: 0.8887 2023-11-13 19:55:00,646 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:55:19, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8856, decode.acc_seg: 68.6831, loss: 0.8856 2023-11-13 19:55:05,848 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:55:13, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9344, decode.acc_seg: 67.6750, loss: 0.9344 2023-11-13 19:55:11,043 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:55:08, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9336, decode.acc_seg: 66.8621, loss: 0.9336 2023-11-13 19:55:18,581 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:55:10, time: 0.151, data_time: 0.047, memory: 1355, decode.loss_ce: 0.9503, decode.acc_seg: 66.9521, loss: 0.9503 2023-11-13 19:55:23,787 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:55:05, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8671, decode.acc_seg: 69.6654, loss: 0.8671 2023-11-13 19:55:28,993 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:54:59, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9082, decode.acc_seg: 67.9128, loss: 0.9082 2023-11-13 19:55:34,189 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:55:34,197 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:54:53, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9432, decode.acc_seg: 67.3768, loss: 0.9432 2023-11-13 19:55:39,395 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:54:48, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9281, decode.acc_seg: 67.2033, loss: 0.9281 2023-11-13 19:55:44,599 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:54:42, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8905, decode.acc_seg: 67.8569, loss: 0.8905 2023-11-13 19:55:49,796 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:54:36, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9209, decode.acc_seg: 67.6386, loss: 0.9209 2023-11-13 19:55:54,995 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:54:31, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8407, decode.acc_seg: 69.4642, loss: 0.8407 2023-11-13 19:56:00,202 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:54:25, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8790, decode.acc_seg: 67.8904, loss: 0.8790 2023-11-13 19:56:05,408 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:54:19, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9012, decode.acc_seg: 67.8029, loss: 0.9012 2023-11-13 19:56:10,615 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:54:14, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9516, decode.acc_seg: 67.0998, loss: 0.9516 2023-11-13 19:56:15,825 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:54:08, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9458, decode.acc_seg: 66.2627, loss: 0.9458 2023-11-13 19:56:21,025 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:54:02, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8950, decode.acc_seg: 68.5370, loss: 0.8950 2023-11-13 19:56:26,234 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:53:57, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9315, decode.acc_seg: 67.7493, loss: 0.9315 2023-11-13 19:56:31,436 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:53:51, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8740, decode.acc_seg: 68.3866, loss: 0.8740 2023-11-13 19:56:36,640 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:53:45, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9291, decode.acc_seg: 67.6824, loss: 0.9291 2023-11-13 19:56:41,850 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:53:40, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9151, decode.acc_seg: 67.8042, loss: 0.9151 2023-11-13 19:56:47,051 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:53:34, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9243, decode.acc_seg: 67.4157, loss: 0.9243 2023-11-13 19:56:52,245 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:53:29, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9059, decode.acc_seg: 68.0982, loss: 0.9059 2023-11-13 19:56:57,449 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:53:23, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9123, decode.acc_seg: 68.0710, loss: 0.9123 2023-11-13 19:57:02,651 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:53:17, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8956, decode.acc_seg: 68.1732, loss: 0.8956 2023-11-13 19:57:07,855 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:53:12, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9278, decode.acc_seg: 67.5184, loss: 0.9278 2023-11-13 19:57:13,051 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:53:06, time: 0.104, data_time: 0.004, memory: 1355, decode.loss_ce: 0.8938, decode.acc_seg: 68.8681, loss: 0.8938 2023-11-13 19:57:18,213 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-13 19:57:18,311 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:57:18,311 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:53:01, time: 0.106, data_time: 0.004, memory: 1355, decode.loss_ce: 0.9391, decode.acc_seg: 66.4129, loss: 0.9391 2023-11-13 19:58:22,901 - mmseg - INFO - per class results: 2023-11-13 19:58:22,906 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.09 | 77.74 | | building | 72.23 | 87.66 | | sky | 77.16 | 87.43 | | floor | 61.73 | 77.91 | | tree | 60.15 | 74.65 | | ceiling | 62.44 | 75.63 | | road | 70.58 | 83.23 | | bed | 74.0 | 89.32 | | windowpane | 47.37 | 67.63 | | grass | 59.71 | 76.95 | | cabinet | 47.31 | 59.55 | | sidewalk | 45.61 | 58.81 | | person | 68.5 | 88.2 | | earth | 29.36 | 43.07 | | door | 28.93 | 34.89 | | table | 41.59 | 55.4 | | mountain | 48.12 | 67.32 | | plant | 42.19 | 54.9 | | curtain | 52.7 | 62.93 | | chair | 42.25 | 60.28 | | car | 72.09 | 86.67 | | water | 46.65 | 54.51 | | painting | 53.83 | 69.87 | | sofa | 50.72 | 82.61 | | shelf | 31.96 | 48.56 | | house | 47.28 | 71.71 | | sea | 48.34 | 80.39 | | mirror | 36.59 | 42.54 | | rug | 42.51 | 46.3 | | field | 30.8 | 49.46 | | armchair | 21.54 | 25.41 | | seat | 45.85 | 67.33 | | fence | 28.65 | 41.75 | | desk | 30.18 | 59.74 | | rock | 40.1 | 55.64 | | wardrobe | 38.7 | 49.54 | | lamp | 40.96 | 52.0 | | bathtub | 57.66 | 78.13 | | railing | 22.83 | 29.4 | | cushion | 36.02 | 41.67 | | base | 18.22 | 29.71 | | box | 15.26 | 18.66 | | column | 21.53 | 25.13 | | signboard | 21.93 | 29.47 | | chest of drawers | 31.8 | 36.11 | | counter | 24.36 | 35.43 | | sand | 49.19 | 65.84 | | sink | 54.36 | 63.64 | | skyscraper | 41.54 | 57.19 | | fireplace | 53.8 | 69.15 | | refrigerator | 47.91 | 56.45 | | grandstand | 33.22 | 78.1 | | path | 11.01 | 13.83 | | stairs | 22.88 | 25.58 | | runway | 58.96 | 85.98 | | case | 47.16 | 65.5 | | pool table | 74.9 | 94.26 | | pillow | 44.11 | 58.61 | | screen door | 39.65 | 43.51 | | stairway | 24.17 | 28.06 | | river | 10.42 | 16.87 | | bridge | 32.28 | 49.32 | | bookcase | 30.81 | 52.0 | | blind | 9.91 | 10.31 | | coffee table | 46.48 | 71.89 | | toilet | 66.45 | 79.59 | | flower | 29.16 | 43.36 | | book | 37.35 | 55.13 | | hill | 2.39 | 3.09 | | bench | 37.75 | 50.59 | | countertop | 40.74 | 57.92 | | stove | 52.96 | 71.75 | | palm | 41.82 | 59.01 | | kitchen island | 21.27 | 50.02 | | computer | 62.06 | 76.71 | | swivel chair | 26.03 | 31.61 | | boat | 42.05 | 60.42 | | bar | 28.35 | 31.0 | | arcade machine | 51.73 | 69.33 | | hovel | 39.62 | 50.49 | | bus | 77.27 | 87.06 | | towel | 51.13 | 64.11 | | light | 21.6 | 25.44 | | truck | 24.12 | 30.31 | | tower | 17.18 | 27.42 | | chandelier | 51.23 | 74.19 | | awning | 13.65 | 15.08 | | streetlight | 12.0 | 14.06 | | booth | 27.11 | 49.76 | | television receiver | 56.86 | 67.35 | | airplane | 39.18 | 62.43 | | dirt track | 0.9 | 1.69 | | apparel | 42.39 | 61.94 | | pole | 5.43 | 6.36 | | land | 0.17 | 0.18 | | bannister | 6.47 | 9.14 | | escalator | 50.06 | 68.27 | | ottoman | 24.02 | 30.37 | | bottle | 32.35 | 41.35 | | buffet | 22.5 | 24.97 | | poster | 11.4 | 18.95 | | stage | 15.17 | 28.67 | | van | 32.86 | 63.77 | | ship | 58.39 | 92.61 | | fountain | 36.64 | 38.77 | | conveyer belt | 50.03 | 58.02 | | canopy | 17.08 | 22.0 | | washer | 63.78 | 71.11 | | plaything | 17.68 | 22.21 | | swimming pool | 41.63 | 90.22 | | stool | 18.12 | 21.74 | | barrel | 12.26 | 18.96 | | basket | 28.01 | 34.34 | | waterfall | 41.82 | 57.39 | | tent | 69.36 | 95.77 | | bag | 7.26 | 8.23 | | minibike | 56.92 | 71.63 | | cradle | 50.26 | 83.43 | | oven | 17.39 | 38.63 | | ball | 35.25 | 68.38 | | food | 49.53 | 66.09 | | step | 0.03 | 0.03 | | tank | 43.65 | 70.53 | | trade name | 17.61 | 22.29 | | microwave | 38.79 | 43.91 | | pot | 23.86 | 27.15 | | animal | 43.28 | 49.87 | | bicycle | 47.66 | 88.05 | | lake | 34.1 | 50.52 | | dishwasher | 21.81 | 24.47 | | screen | 45.28 | 63.53 | | blanket | 6.26 | 7.16 | | sculpture | 32.06 | 50.97 | | hood | 30.43 | 32.33 | | sconce | 17.13 | 20.5 | | vase | 18.25 | 21.66 | | traffic light | 22.41 | 32.48 | | tray | 2.08 | 2.53 | | ashcan | 25.33 | 32.03 | | fan | 47.1 | 59.93 | | pier | 30.78 | 38.99 | | crt screen | 1.95 | 3.89 | | plate | 40.77 | 58.02 | | monitor | 3.18 | 3.46 | | bulletin board | 31.95 | 43.99 | | shower | 0.36 | 0.62 | | radiator | 45.6 | 57.95 | | glass | 11.47 | 12.73 | | clock | 14.68 | 15.93 | | flag | 32.49 | 41.33 | +---------------------+-------+-------+ 2023-11-13 19:58:22,906 - mmseg - INFO - Summary: 2023-11-13 19:58:22,907 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 72.13 | 35.97 | 48.64 | +-------+-------+-------+ 2023-11-13 19:58:22,907 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 19:58:22,908 - mmseg - INFO - Iter(val) [250] aAcc: 0.7213, mIoU: 0.3597, mAcc: 0.4864, IoU.wall: 0.5809, IoU.building: 0.7223, IoU.sky: 0.7716, IoU.floor: 0.6173, IoU.tree: 0.6015, IoU.ceiling: 0.6244, IoU.road: 0.7058, IoU.bed : 0.7400, IoU.windowpane: 0.4737, IoU.grass: 0.5971, IoU.cabinet: 0.4731, IoU.sidewalk: 0.4561, IoU.person: 0.6850, IoU.earth: 0.2936, IoU.door: 0.2893, IoU.table: 0.4159, IoU.mountain: 0.4812, IoU.plant: 0.4219, IoU.curtain: 0.5270, IoU.chair: 0.4225, IoU.car: 0.7209, IoU.water: 0.4665, IoU.painting: 0.5383, IoU.sofa: 0.5072, IoU.shelf: 0.3196, IoU.house: 0.4728, IoU.sea: 0.4834, IoU.mirror: 0.3659, IoU.rug: 0.4251, IoU.field: 0.3080, IoU.armchair: 0.2154, IoU.seat: 0.4585, IoU.fence: 0.2865, IoU.desk: 0.3018, IoU.rock: 0.4010, IoU.wardrobe: 0.3870, IoU.lamp: 0.4096, IoU.bathtub: 0.5766, IoU.railing: 0.2283, IoU.cushion: 0.3602, IoU.base: 0.1822, IoU.box: 0.1526, IoU.column: 0.2153, IoU.signboard: 0.2193, IoU.chest of drawers: 0.3180, IoU.counter: 0.2436, IoU.sand: 0.4919, IoU.sink: 0.5436, IoU.skyscraper: 0.4154, IoU.fireplace: 0.5380, IoU.refrigerator: 0.4791, IoU.grandstand: 0.3322, IoU.path: 0.1101, IoU.stairs: 0.2288, IoU.runway: 0.5896, IoU.case: 0.4716, IoU.pool table: 0.7490, IoU.pillow: 0.4411, IoU.screen door: 0.3965, IoU.stairway: 0.2417, IoU.river: 0.1042, IoU.bridge: 0.3228, IoU.bookcase: 0.3081, IoU.blind: 0.0991, IoU.coffee table: 0.4648, IoU.toilet: 0.6645, IoU.flower: 0.2916, IoU.book: 0.3735, IoU.hill: 0.0239, IoU.bench: 0.3775, IoU.countertop: 0.4074, IoU.stove: 0.5296, IoU.palm: 0.4182, IoU.kitchen island: 0.2127, IoU.computer: 0.6206, IoU.swivel chair: 0.2603, IoU.boat: 0.4205, IoU.bar: 0.2835, IoU.arcade machine: 0.5173, IoU.hovel: 0.3962, IoU.bus: 0.7727, IoU.towel: 0.5113, IoU.light: 0.2160, IoU.truck: 0.2412, IoU.tower: 0.1718, IoU.chandelier: 0.5123, IoU.awning: 0.1365, IoU.streetlight: 0.1200, IoU.booth: 0.2711, IoU.television receiver: 0.5686, IoU.airplane: 0.3918, IoU.dirt track: 0.0090, IoU.apparel: 0.4239, IoU.pole: 0.0543, IoU.land: 0.0017, IoU.bannister: 0.0647, IoU.escalator: 0.5006, IoU.ottoman: 0.2402, IoU.bottle: 0.3235, IoU.buffet: 0.2250, IoU.poster: 0.1140, IoU.stage: 0.1517, IoU.van: 0.3286, IoU.ship: 0.5839, IoU.fountain: 0.3664, IoU.conveyer belt: 0.5003, IoU.canopy: 0.1708, IoU.washer: 0.6378, IoU.plaything: 0.1768, IoU.swimming pool: 0.4163, IoU.stool: 0.1812, IoU.barrel: 0.1226, IoU.basket: 0.2801, IoU.waterfall: 0.4182, IoU.tent: 0.6936, IoU.bag: 0.0726, IoU.minibike: 0.5692, IoU.cradle: 0.5026, IoU.oven: 0.1739, IoU.ball: 0.3525, IoU.food: 0.4953, IoU.step: 0.0003, IoU.tank: 0.4365, IoU.trade name: 0.1761, IoU.microwave: 0.3879, IoU.pot: 0.2386, IoU.animal: 0.4328, IoU.bicycle: 0.4766, IoU.lake: 0.3410, IoU.dishwasher: 0.2181, IoU.screen: 0.4528, IoU.blanket: 0.0626, IoU.sculpture: 0.3206, IoU.hood: 0.3043, IoU.sconce: 0.1713, IoU.vase: 0.1825, IoU.traffic light: 0.2241, IoU.tray: 0.0208, IoU.ashcan: 0.2533, IoU.fan: 0.4710, IoU.pier: 0.3078, IoU.crt screen: 0.0195, IoU.plate: 0.4077, IoU.monitor: 0.0318, IoU.bulletin board: 0.3195, IoU.shower: 0.0036, IoU.radiator: 0.4560, IoU.glass: 0.1147, IoU.clock: 0.1468, IoU.flag: 0.3249, Acc.wall: 0.7774, Acc.building: 0.8766, Acc.sky: 0.8743, Acc.floor: 0.7791, Acc.tree: 0.7465, Acc.ceiling: 0.7563, Acc.road: 0.8323, Acc.bed : 0.8932, Acc.windowpane: 0.6763, Acc.grass: 0.7695, Acc.cabinet: 0.5955, Acc.sidewalk: 0.5881, Acc.person: 0.8820, Acc.earth: 0.4307, Acc.door: 0.3489, Acc.table: 0.5540, Acc.mountain: 0.6732, Acc.plant: 0.5490, Acc.curtain: 0.6293, Acc.chair: 0.6028, Acc.car: 0.8667, Acc.water: 0.5451, Acc.painting: 0.6987, Acc.sofa: 0.8261, Acc.shelf: 0.4856, Acc.house: 0.7171, Acc.sea: 0.8039, Acc.mirror: 0.4254, Acc.rug: 0.4630, Acc.field: 0.4946, Acc.armchair: 0.2541, Acc.seat: 0.6733, Acc.fence: 0.4175, Acc.desk: 0.5974, Acc.rock: 0.5564, Acc.wardrobe: 0.4954, Acc.lamp: 0.5200, Acc.bathtub: 0.7813, Acc.railing: 0.2940, Acc.cushion: 0.4167, Acc.base: 0.2971, Acc.box: 0.1866, Acc.column: 0.2513, Acc.signboard: 0.2947, Acc.chest of drawers: 0.3611, Acc.counter: 0.3543, Acc.sand: 0.6584, Acc.sink: 0.6364, Acc.skyscraper: 0.5719, Acc.fireplace: 0.6915, Acc.refrigerator: 0.5645, Acc.grandstand: 0.7810, Acc.path: 0.1383, Acc.stairs: 0.2558, Acc.runway: 0.8598, Acc.case: 0.6550, Acc.pool table: 0.9426, Acc.pillow: 0.5861, Acc.screen door: 0.4351, Acc.stairway: 0.2806, Acc.river: 0.1687, Acc.bridge: 0.4932, Acc.bookcase: 0.5200, Acc.blind: 0.1031, Acc.coffee table: 0.7189, Acc.toilet: 0.7959, Acc.flower: 0.4336, Acc.book: 0.5513, Acc.hill: 0.0309, Acc.bench: 0.5059, Acc.countertop: 0.5792, Acc.stove: 0.7175, Acc.palm: 0.5901, Acc.kitchen island: 0.5002, Acc.computer: 0.7671, Acc.swivel chair: 0.3161, Acc.boat: 0.6042, Acc.bar: 0.3100, Acc.arcade machine: 0.6933, Acc.hovel: 0.5049, Acc.bus: 0.8706, Acc.towel: 0.6411, Acc.light: 0.2544, Acc.truck: 0.3031, Acc.tower: 0.2742, Acc.chandelier: 0.7419, Acc.awning: 0.1508, Acc.streetlight: 0.1406, Acc.booth: 0.4976, Acc.television receiver: 0.6735, Acc.airplane: 0.6243, Acc.dirt track: 0.0169, Acc.apparel: 0.6194, Acc.pole: 0.0636, Acc.land: 0.0018, Acc.bannister: 0.0914, Acc.escalator: 0.6827, Acc.ottoman: 0.3037, Acc.bottle: 0.4135, Acc.buffet: 0.2497, Acc.poster: 0.1895, Acc.stage: 0.2867, Acc.van: 0.6377, Acc.ship: 0.9261, Acc.fountain: 0.3877, Acc.conveyer belt: 0.5802, Acc.canopy: 0.2200, Acc.washer: 0.7111, Acc.plaything: 0.2221, Acc.swimming pool: 0.9022, Acc.stool: 0.2174, Acc.barrel: 0.1896, Acc.basket: 0.3434, Acc.waterfall: 0.5739, Acc.tent: 0.9577, Acc.bag: 0.0823, Acc.minibike: 0.7163, Acc.cradle: 0.8343, Acc.oven: 0.3863, Acc.ball: 0.6838, Acc.food: 0.6609, Acc.step: 0.0003, Acc.tank: 0.7053, Acc.trade name: 0.2229, Acc.microwave: 0.4391, Acc.pot: 0.2715, Acc.animal: 0.4987, Acc.bicycle: 0.8805, Acc.lake: 0.5052, Acc.dishwasher: 0.2447, Acc.screen: 0.6353, Acc.blanket: 0.0716, Acc.sculpture: 0.5097, Acc.hood: 0.3233, Acc.sconce: 0.2050, Acc.vase: 0.2166, Acc.traffic light: 0.3248, Acc.tray: 0.0253, Acc.ashcan: 0.3203, Acc.fan: 0.5993, Acc.pier: 0.3899, Acc.crt screen: 0.0389, Acc.plate: 0.5802, Acc.monitor: 0.0346, Acc.bulletin board: 0.4399, Acc.shower: 0.0062, Acc.radiator: 0.5795, Acc.glass: 0.1273, Acc.clock: 0.1593, Acc.flag: 0.4133 2023-11-13 19:58:28,084 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:56:07, time: 1.395, data_time: 1.295, memory: 3271, decode.loss_ce: 0.9182, decode.acc_seg: 66.9377, loss: 0.9182 2023-11-13 19:58:33,292 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:56:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8805, decode.acc_seg: 68.1382, loss: 0.8805 2023-11-13 19:58:40,740 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:56:00, time: 0.149, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8727, decode.acc_seg: 69.1238, loss: 0.8727 2023-11-13 19:58:45,928 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:55:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9072, decode.acc_seg: 67.3645, loss: 0.9072 2023-11-13 19:58:51,127 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:55:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8594, decode.acc_seg: 68.8072, loss: 0.8594 2023-11-13 19:58:56,321 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:55:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8490, decode.acc_seg: 69.1113, loss: 0.8490 2023-11-13 19:59:01,536 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:55:33, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8682, decode.acc_seg: 68.7874, loss: 0.8682 2023-11-13 19:59:06,724 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:55:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8768, decode.acc_seg: 69.0710, loss: 0.8768 2023-11-13 19:59:11,920 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:55:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9000, decode.acc_seg: 67.9220, loss: 0.9000 2023-11-13 19:59:17,106 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:55:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8917, decode.acc_seg: 68.5233, loss: 0.8917 2023-11-13 19:59:22,305 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:55:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9007, decode.acc_seg: 67.7137, loss: 0.9007 2023-11-13 19:59:27,487 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:54:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8933, decode.acc_seg: 68.1585, loss: 0.8933 2023-11-13 19:59:32,678 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:54:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9258, decode.acc_seg: 67.5666, loss: 0.9258 2023-11-13 19:59:37,865 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:54:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8914, decode.acc_seg: 68.8135, loss: 0.8914 2023-11-13 19:59:43,067 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:54:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8928, decode.acc_seg: 67.9210, loss: 0.8928 2023-11-13 19:59:48,267 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:54:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9295, decode.acc_seg: 67.2513, loss: 0.9295 2023-11-13 19:59:53,483 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:54:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8943, decode.acc_seg: 67.4370, loss: 0.8943 2023-11-13 19:59:58,673 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:54:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9298, decode.acc_seg: 67.2120, loss: 0.9298 2023-11-13 20:00:03,869 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:54:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9047, decode.acc_seg: 67.8266, loss: 0.9047 2023-11-13 20:00:09,062 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:00:09,063 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:54:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9162, decode.acc_seg: 67.5325, loss: 0.9162 2023-11-13 20:00:14,253 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:53:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9027, decode.acc_seg: 67.8804, loss: 0.9027 2023-11-13 20:00:19,455 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:53:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9186, decode.acc_seg: 67.2322, loss: 0.9186 2023-11-13 20:00:24,649 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:53:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9353, decode.acc_seg: 66.9165, loss: 0.9353 2023-11-13 20:00:29,847 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:53:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9279, decode.acc_seg: 67.3706, loss: 0.9279 2023-11-13 20:00:35,047 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:53:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9009, decode.acc_seg: 68.2332, loss: 0.9009 2023-11-13 20:00:40,238 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:53:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9027, decode.acc_seg: 68.6066, loss: 0.9027 2023-11-13 20:00:45,429 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:53:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9177, decode.acc_seg: 67.9036, loss: 0.9177 2023-11-13 20:00:52,846 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:53:18, time: 0.148, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8853, decode.acc_seg: 68.5596, loss: 0.8853 2023-11-13 20:00:58,039 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:53:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8761, decode.acc_seg: 68.2972, loss: 0.8761 2023-11-13 20:01:03,234 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:53:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8822, decode.acc_seg: 68.4060, loss: 0.8822 2023-11-13 20:01:08,424 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:52:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8411, decode.acc_seg: 69.3234, loss: 0.8411 2023-11-13 20:01:13,622 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:52:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9252, decode.acc_seg: 67.4278, loss: 0.9252 2023-11-13 20:01:18,826 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:52:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8833, decode.acc_seg: 68.4939, loss: 0.8833 2023-11-13 20:01:24,017 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:52:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8784, decode.acc_seg: 68.2451, loss: 0.8784 2023-11-13 20:01:29,217 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:52:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9026, decode.acc_seg: 68.1867, loss: 0.9026 2023-11-13 20:01:34,406 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:52:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9274, decode.acc_seg: 67.8176, loss: 0.9274 2023-11-13 20:01:39,603 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:52:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8961, decode.acc_seg: 68.2295, loss: 0.8961 2023-11-13 20:01:44,794 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:52:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8899, decode.acc_seg: 68.5391, loss: 0.8899 2023-11-13 20:01:49,994 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:52:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8597, decode.acc_seg: 69.1257, loss: 0.8597 2023-11-13 20:01:55,198 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:01:55,198 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:52:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9311, decode.acc_seg: 66.5774, loss: 0.9311 2023-11-13 20:02:00,400 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:51:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9001, decode.acc_seg: 68.2489, loss: 0.9001 2023-11-13 20:02:05,594 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:51:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8801, decode.acc_seg: 68.6901, loss: 0.8801 2023-11-13 20:02:10,791 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:51:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8756, decode.acc_seg: 68.0215, loss: 0.8756 2023-11-13 20:02:15,991 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:51:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9300, decode.acc_seg: 66.9150, loss: 0.9300 2023-11-13 20:02:21,188 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:51:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8839, decode.acc_seg: 68.1604, loss: 0.8839 2023-11-13 20:02:26,390 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:51:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8896, decode.acc_seg: 68.2829, loss: 0.8896 2023-11-13 20:02:31,588 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:51:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9097, decode.acc_seg: 67.3023, loss: 0.9097 2023-11-13 20:02:36,792 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:51:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9065, decode.acc_seg: 68.2476, loss: 0.9065 2023-11-13 20:02:41,992 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:51:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8993, decode.acc_seg: 67.9818, loss: 0.8993 2023-11-13 20:02:47,186 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:50:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8955, decode.acc_seg: 68.1494, loss: 0.8955 2023-11-13 20:02:52,389 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:50:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9229, decode.acc_seg: 67.3907, loss: 0.9229 2023-11-13 20:02:57,586 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:50:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9007, decode.acc_seg: 67.8784, loss: 0.9007 2023-11-13 20:03:04,992 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:50:42, time: 0.148, data_time: 0.049, memory: 3271, decode.loss_ce: 0.9344, decode.acc_seg: 66.7049, loss: 0.9344 2023-11-13 20:03:10,209 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:50:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9066, decode.acc_seg: 67.4131, loss: 0.9066 2023-11-13 20:03:15,425 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:50:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8910, decode.acc_seg: 68.1128, loss: 0.8910 2023-11-13 20:03:20,618 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:50:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9062, decode.acc_seg: 67.8144, loss: 0.9062 2023-11-13 20:03:25,820 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:50:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8474, decode.acc_seg: 68.8759, loss: 0.8474 2023-11-13 20:03:31,010 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:50:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8952, decode.acc_seg: 68.6853, loss: 0.8952 2023-11-13 20:03:36,209 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:50:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8861, decode.acc_seg: 68.3046, loss: 0.8861 2023-11-13 20:03:41,406 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:03:41,406 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:49:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8964, decode.acc_seg: 67.9165, loss: 0.8964 2023-11-13 20:03:46,601 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:49:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9122, decode.acc_seg: 67.7822, loss: 0.9122 2023-11-13 20:03:51,798 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:49:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9362, decode.acc_seg: 67.5447, loss: 0.9362 2023-11-13 20:03:56,993 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:49:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8810, decode.acc_seg: 69.1993, loss: 0.8810 2023-11-13 20:04:02,179 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:49:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8944, decode.acc_seg: 67.9869, loss: 0.8944 2023-11-13 20:04:07,384 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:49:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8922, decode.acc_seg: 68.1760, loss: 0.8922 2023-11-13 20:04:12,578 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:49:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8833, decode.acc_seg: 69.1397, loss: 0.8833 2023-11-13 20:04:17,773 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:49:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8764, decode.acc_seg: 68.4938, loss: 0.8764 2023-11-13 20:04:22,970 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:49:07, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8805, decode.acc_seg: 68.3120, loss: 0.8805 2023-11-13 20:04:28,171 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:49:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8580, decode.acc_seg: 68.8408, loss: 0.8580 2023-11-13 20:04:33,372 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:48:55, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8904, decode.acc_seg: 68.2097, loss: 0.8904 2023-11-13 20:04:38,568 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:48:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9189, decode.acc_seg: 67.1255, loss: 0.9189 2023-11-13 20:04:43,764 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:48:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9284, decode.acc_seg: 67.1897, loss: 0.9284 2023-11-13 20:04:48,959 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:48:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9072, decode.acc_seg: 68.2800, loss: 0.9072 2023-11-13 20:04:54,169 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:48:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9018, decode.acc_seg: 67.6104, loss: 0.9018 2023-11-13 20:04:59,359 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:48:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9098, decode.acc_seg: 67.8920, loss: 0.9098 2023-11-13 20:05:04,563 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:48:18, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8715, decode.acc_seg: 68.2956, loss: 0.8715 2023-11-13 20:05:09,766 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:48:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8976, decode.acc_seg: 68.2236, loss: 0.8976 2023-11-13 20:05:17,242 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:48:10, time: 0.150, data_time: 0.050, memory: 3271, decode.loss_ce: 0.8846, decode.acc_seg: 68.3847, loss: 0.8846 2023-11-13 20:05:22,467 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:48:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8655, decode.acc_seg: 69.0523, loss: 0.8655 2023-11-13 20:05:27,681 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:05:27,681 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:47:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8628, decode.acc_seg: 69.6953, loss: 0.8628 2023-11-13 20:05:32,890 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:47:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8972, decode.acc_seg: 68.1406, loss: 0.8972 2023-11-13 20:05:38,081 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:47:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8750, decode.acc_seg: 67.6112, loss: 0.8750 2023-11-13 20:05:43,298 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:47:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8961, decode.acc_seg: 68.7567, loss: 0.8961 2023-11-13 20:05:48,518 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:47:33, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8813, decode.acc_seg: 68.8037, loss: 0.8813 2023-11-13 20:05:53,727 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:47:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8778, decode.acc_seg: 68.5622, loss: 0.8778 2023-11-13 20:05:58,941 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:47:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8886, decode.acc_seg: 68.2309, loss: 0.8886 2023-11-13 20:06:04,127 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:47:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8740, decode.acc_seg: 68.7430, loss: 0.8740 2023-11-13 20:06:09,331 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:47:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9504, decode.acc_seg: 67.5384, loss: 0.9504 2023-11-13 20:06:14,525 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:47:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8820, decode.acc_seg: 68.4327, loss: 0.8820 2023-11-13 20:06:19,721 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:46:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9217, decode.acc_seg: 67.2505, loss: 0.9217 2023-11-13 20:06:24,926 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:46:50, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9203, decode.acc_seg: 67.5298, loss: 0.9203 2023-11-13 20:06:30,121 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:46:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9110, decode.acc_seg: 68.2891, loss: 0.9110 2023-11-13 20:06:35,322 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:46:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9131, decode.acc_seg: 67.1659, loss: 0.9131 2023-11-13 20:06:40,519 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:46:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8968, decode.acc_seg: 68.3620, loss: 0.8968 2023-11-13 20:06:45,731 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:46:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8932, decode.acc_seg: 68.3894, loss: 0.8932 2023-11-13 20:06:50,930 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:46:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9280, decode.acc_seg: 67.5289, loss: 0.9280 2023-11-13 20:06:56,125 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:46:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8954, decode.acc_seg: 67.8732, loss: 0.8954 2023-11-13 20:07:01,320 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:46:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9213, decode.acc_seg: 66.9367, loss: 0.9213 2023-11-13 20:07:06,521 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:46:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9020, decode.acc_seg: 67.8958, loss: 0.9020 2023-11-13 20:07:11,727 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:07:11,727 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:45:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8807, decode.acc_seg: 68.2665, loss: 0.8807 2023-11-13 20:07:16,927 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:45:50, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8749, decode.acc_seg: 68.4244, loss: 0.8749 2023-11-13 20:07:22,122 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:45:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8730, decode.acc_seg: 68.1281, loss: 0.8730 2023-11-13 20:07:27,311 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:45:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9108, decode.acc_seg: 67.9407, loss: 0.9108 2023-11-13 20:07:34,766 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:45:35, time: 0.149, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8873, decode.acc_seg: 67.9600, loss: 0.8873 2023-11-13 20:07:39,964 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:45:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8923, decode.acc_seg: 68.5426, loss: 0.8923 2023-11-13 20:07:45,165 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:45:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8699, decode.acc_seg: 68.7131, loss: 0.8699 2023-11-13 20:07:50,364 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:45:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9069, decode.acc_seg: 67.0206, loss: 0.9069 2023-11-13 20:07:55,556 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:45:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8546, decode.acc_seg: 69.1405, loss: 0.8546 2023-11-13 20:08:00,749 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:45:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9081, decode.acc_seg: 68.4462, loss: 0.9081 2023-11-13 20:08:05,944 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:44:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8614, decode.acc_seg: 68.4870, loss: 0.8614 2023-11-13 20:08:11,138 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:44:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8989, decode.acc_seg: 68.2715, loss: 0.8989 2023-11-13 20:08:16,327 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:44:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8909, decode.acc_seg: 68.7694, loss: 0.8909 2023-11-13 20:08:21,534 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:44:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8875, decode.acc_seg: 67.9172, loss: 0.8875 2023-11-13 20:08:26,729 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:44:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8758, decode.acc_seg: 69.0231, loss: 0.8758 2023-11-13 20:08:31,919 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:44:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9207, decode.acc_seg: 67.7842, loss: 0.9207 2023-11-13 20:08:37,124 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:44:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8602, decode.acc_seg: 68.7820, loss: 0.8602 2023-11-13 20:08:42,322 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:44:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8576, decode.acc_seg: 69.3181, loss: 0.8576 2023-11-13 20:08:47,510 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:44:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8659, decode.acc_seg: 68.8802, loss: 0.8659 2023-11-13 20:08:52,702 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:44:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9054, decode.acc_seg: 67.8567, loss: 0.9054 2023-11-13 20:08:57,894 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:08:57,894 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:43:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8796, decode.acc_seg: 69.3142, loss: 0.8796 2023-11-13 20:09:03,080 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:43:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9204, decode.acc_seg: 66.8992, loss: 0.9204 2023-11-13 20:09:08,312 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:43:48, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8959, decode.acc_seg: 67.6481, loss: 0.8959 2023-11-13 20:09:13,504 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:43:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8593, decode.acc_seg: 68.7766, loss: 0.8593 2023-11-13 20:09:18,696 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:43:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9054, decode.acc_seg: 68.0294, loss: 0.9054 2023-11-13 20:09:23,897 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:43:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8488, decode.acc_seg: 68.9090, loss: 0.8488 2023-11-13 20:09:29,102 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:43:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8969, decode.acc_seg: 68.5932, loss: 0.8969 2023-11-13 20:09:34,293 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:43:18, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8958, decode.acc_seg: 68.1411, loss: 0.8958 2023-11-13 20:09:39,494 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:43:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9025, decode.acc_seg: 68.1350, loss: 0.9025 2023-11-13 20:09:46,993 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:43:09, time: 0.150, data_time: 0.050, memory: 3271, decode.loss_ce: 0.8467, decode.acc_seg: 68.3135, loss: 0.8467 2023-11-13 20:09:52,177 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:43:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8297, decode.acc_seg: 69.7067, loss: 0.8297 2023-11-13 20:09:57,372 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:42:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9320, decode.acc_seg: 67.4058, loss: 0.9320 2023-11-13 20:10:02,571 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:42:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9194, decode.acc_seg: 67.5551, loss: 0.9194 2023-11-13 20:10:07,766 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:42:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9195, decode.acc_seg: 68.4135, loss: 0.9195 2023-11-13 20:10:12,959 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:42:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8530, decode.acc_seg: 69.4252, loss: 0.8530 2023-11-13 20:10:18,158 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:42:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8557, decode.acc_seg: 69.2346, loss: 0.8557 2023-11-13 20:10:23,361 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:42:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8545, decode.acc_seg: 68.7994, loss: 0.8545 2023-11-13 20:10:28,568 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:42:22, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8577, decode.acc_seg: 69.0537, loss: 0.8577 2023-11-13 20:10:33,760 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:42:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8623, decode.acc_seg: 69.7803, loss: 0.8623 2023-11-13 20:10:38,959 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:42:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8708, decode.acc_seg: 68.8825, loss: 0.8708 2023-11-13 20:10:44,159 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:10:44,159 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:42:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8850, decode.acc_seg: 67.9229, loss: 0.8850 2023-11-13 20:10:49,355 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:41:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9086, decode.acc_seg: 67.9472, loss: 0.9086 2023-11-13 20:10:54,555 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:41:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8858, decode.acc_seg: 67.9707, loss: 0.8858 2023-11-13 20:10:59,743 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:41:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8452, decode.acc_seg: 69.3718, loss: 0.8452 2023-11-13 20:11:04,943 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:41:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9001, decode.acc_seg: 67.4780, loss: 0.9001 2023-11-13 20:11:10,138 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:41:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8891, decode.acc_seg: 68.2064, loss: 0.8891 2023-11-13 20:11:15,334 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:41:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9329, decode.acc_seg: 66.8301, loss: 0.9329 2023-11-13 20:11:20,530 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:41:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9360, decode.acc_seg: 67.2270, loss: 0.9360 2023-11-13 20:11:25,725 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:41:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8639, decode.acc_seg: 69.1642, loss: 0.8639 2023-11-13 20:11:30,928 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:41:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8634, decode.acc_seg: 69.2539, loss: 0.8634 2023-11-13 20:11:36,130 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:41:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9377, decode.acc_seg: 67.2523, loss: 0.9377 2023-11-13 20:11:41,335 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:41:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8850, decode.acc_seg: 68.3505, loss: 0.8850 2023-11-13 20:11:46,558 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:40:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8925, decode.acc_seg: 68.3300, loss: 0.8925 2023-11-13 20:11:51,758 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:40:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9173, decode.acc_seg: 67.3062, loss: 0.9173 2023-11-13 20:11:59,181 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:40:45, time: 0.148, data_time: 0.048, memory: 3271, decode.loss_ce: 0.8918, decode.acc_seg: 67.8989, loss: 0.8918 2023-11-13 20:12:04,374 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:40:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8622, decode.acc_seg: 68.8909, loss: 0.8622 2023-11-13 20:12:09,565 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:40:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8777, decode.acc_seg: 68.0519, loss: 0.8777 2023-11-13 20:12:14,759 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:40:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8570, decode.acc_seg: 68.1991, loss: 0.8570 2023-11-13 20:12:19,943 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:40:22, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8849, decode.acc_seg: 68.3765, loss: 0.8849 2023-11-13 20:12:25,140 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:40:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8369, decode.acc_seg: 69.6980, loss: 0.8369 2023-11-13 20:12:30,332 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:12:30,333 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:40:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9102, decode.acc_seg: 69.0163, loss: 0.9102 2023-11-13 20:12:35,524 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:40:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8716, decode.acc_seg: 68.9351, loss: 0.8716 2023-11-13 20:12:40,724 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:39:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9012, decode.acc_seg: 67.7092, loss: 0.9012 2023-11-13 20:12:45,908 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:39:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8449, decode.acc_seg: 68.8627, loss: 0.8449 2023-11-13 20:12:51,107 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:39:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9066, decode.acc_seg: 68.3443, loss: 0.9066 2023-11-13 20:12:56,299 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:39:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8601, decode.acc_seg: 69.2619, loss: 0.8601 2023-11-13 20:13:01,493 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:39:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8618, decode.acc_seg: 69.6510, loss: 0.8618 2023-11-13 20:13:06,683 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:39:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9025, decode.acc_seg: 67.7609, loss: 0.9025 2023-11-13 20:13:11,882 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:39:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8798, decode.acc_seg: 68.7552, loss: 0.8798 2023-11-13 20:13:17,073 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:39:18, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8505, decode.acc_seg: 69.3133, loss: 0.8505 2023-11-13 20:13:22,270 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:39:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8650, decode.acc_seg: 68.8087, loss: 0.8650 2023-11-13 20:13:27,464 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:39:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8495, decode.acc_seg: 69.7853, loss: 0.8495 2023-11-13 20:13:32,652 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:39:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8558, decode.acc_seg: 69.5571, loss: 0.8558 2023-11-13 20:13:37,857 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:38:55, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9122, decode.acc_seg: 67.6032, loss: 0.9122 2023-11-13 20:13:43,056 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:38:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8957, decode.acc_seg: 68.3672, loss: 0.8957 2023-11-13 20:13:48,258 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:38:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8934, decode.acc_seg: 67.8904, loss: 0.8934 2023-11-13 20:13:53,457 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:38:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8958, decode.acc_seg: 67.7005, loss: 0.8958 2023-11-13 20:13:58,652 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:38:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8972, decode.acc_seg: 68.3368, loss: 0.8972 2023-11-13 20:14:03,849 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:38:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8831, decode.acc_seg: 68.4061, loss: 0.8831 2023-11-13 20:14:11,245 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:38:23, time: 0.148, data_time: 0.047, memory: 3271, decode.loss_ce: 0.9042, decode.acc_seg: 68.2453, loss: 0.9042 2023-11-13 20:14:16,434 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:14:16,434 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:38:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8500, decode.acc_seg: 69.8738, loss: 0.8500 2023-11-13 20:14:21,630 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:38:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8803, decode.acc_seg: 68.6045, loss: 0.8803 2023-11-13 20:14:26,833 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:38:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8742, decode.acc_seg: 68.2442, loss: 0.8742 2023-11-13 20:14:32,025 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:37:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8494, decode.acc_seg: 69.4962, loss: 0.8494 2023-11-13 20:14:37,221 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:37:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8470, decode.acc_seg: 68.8605, loss: 0.8470 2023-11-13 20:14:42,433 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:37:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8833, decode.acc_seg: 67.9171, loss: 0.8833 2023-11-13 20:14:47,642 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:37:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8913, decode.acc_seg: 68.1352, loss: 0.8913 2023-11-13 20:14:52,856 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:37:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8530, decode.acc_seg: 69.2098, loss: 0.8530 2023-11-13 20:14:58,056 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:37:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8907, decode.acc_seg: 67.9083, loss: 0.8907 2023-11-13 20:15:03,257 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:37:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8905, decode.acc_seg: 69.3181, loss: 0.8905 2023-11-13 20:15:08,453 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:37:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8870, decode.acc_seg: 68.2939, loss: 0.8870 2023-11-13 20:15:13,652 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:37:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9132, decode.acc_seg: 67.0743, loss: 0.9132 2023-11-13 20:15:18,848 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:37:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8709, decode.acc_seg: 68.4422, loss: 0.8709 2023-11-13 20:15:24,051 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:37:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8581, decode.acc_seg: 69.7453, loss: 0.8581 2023-11-13 20:15:29,259 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:36:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8705, decode.acc_seg: 68.6863, loss: 0.8705 2023-11-13 20:15:34,474 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:36:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8794, decode.acc_seg: 68.5592, loss: 0.8794 2023-11-13 20:15:39,665 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:36:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8840, decode.acc_seg: 68.4977, loss: 0.8840 2023-11-13 20:15:44,865 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:36:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8699, decode.acc_seg: 68.9864, loss: 0.8699 2023-11-13 20:15:50,060 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:36:33, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8530, decode.acc_seg: 69.1096, loss: 0.8530 2023-11-13 20:15:55,264 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:36:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8513, decode.acc_seg: 68.8292, loss: 0.8513 2023-11-13 20:16:00,416 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-13 20:16:00,477 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:16:00,478 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:36:22, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8642, decode.acc_seg: 68.8264, loss: 0.8642 2023-11-13 20:16:15,725 - mmseg - INFO - per class results: 2023-11-13 20:16:15,730 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.47 | 78.22 | | building | 71.91 | 89.52 | | sky | 77.18 | 87.0 | | floor | 61.92 | 77.38 | | tree | 60.55 | 75.42 | | ceiling | 62.68 | 75.24 | | road | 70.93 | 80.78 | | bed | 75.24 | 88.53 | | windowpane | 47.86 | 63.18 | | grass | 58.81 | 74.58 | | cabinet | 48.54 | 59.33 | | sidewalk | 47.41 | 63.08 | | person | 69.15 | 87.09 | | earth | 29.26 | 43.08 | | door | 29.79 | 37.04 | | table | 41.68 | 58.0 | | mountain | 47.47 | 66.1 | | plant | 41.49 | 55.16 | | curtain | 51.84 | 58.82 | | chair | 40.9 | 55.25 | | car | 71.38 | 89.57 | | water | 51.01 | 59.99 | | painting | 54.09 | 75.37 | | sofa | 52.55 | 75.74 | | shelf | 31.88 | 48.51 | | house | 44.05 | 56.43 | | sea | 53.44 | 76.01 | | mirror | 41.5 | 53.91 | | rug | 46.33 | 51.9 | | field | 27.79 | 47.7 | | armchair | 30.2 | 48.44 | | seat | 47.34 | 73.54 | | fence | 30.44 | 40.79 | | desk | 29.54 | 45.4 | | rock | 41.98 | 65.82 | | wardrobe | 37.53 | 47.55 | | lamp | 40.85 | 51.27 | | bathtub | 59.93 | 69.8 | | railing | 21.74 | 27.53 | | cushion | 43.26 | 61.72 | | base | 17.39 | 29.29 | | box | 18.97 | 24.9 | | column | 18.57 | 21.36 | | signboard | 20.73 | 27.52 | | chest of drawers | 34.08 | 57.32 | | counter | 22.65 | 31.64 | | sand | 44.75 | 57.29 | | sink | 56.26 | 67.52 | | skyscraper | 39.41 | 59.76 | | fireplace | 56.64 | 73.88 | | refrigerator | 48.8 | 59.33 | | grandstand | 36.7 | 68.42 | | path | 15.8 | 24.12 | | stairs | 26.94 | 33.03 | | runway | 59.54 | 80.7 | | case | 44.86 | 63.69 | | pool table | 78.92 | 91.84 | | pillow | 41.26 | 47.75 | | screen door | 36.21 | 40.94 | | stairway | 30.25 | 39.64 | | river | 12.86 | 26.45 | | bridge | 35.1 | 53.87 | | bookcase | 30.42 | 50.48 | | blind | 19.94 | 21.52 | | coffee table | 46.45 | 74.61 | | toilet | 65.42 | 82.23 | | flower | 29.12 | 46.03 | | book | 38.23 | 55.64 | | hill | 3.24 | 4.61 | | bench | 34.48 | 45.47 | | countertop | 41.53 | 53.87 | | stove | 55.95 | 73.78 | | palm | 42.36 | 69.73 | | kitchen island | 25.47 | 46.79 | | computer | 59.84 | 82.78 | | swivel chair | 19.7 | 22.52 | | boat | 38.55 | 60.84 | | bar | 31.56 | 39.14 | | arcade machine | 46.24 | 54.02 | | hovel | 40.17 | 52.24 | | bus | 75.35 | 87.52 | | towel | 53.51 | 64.65 | | light | 27.57 | 33.32 | | truck | 26.62 | 34.17 | | tower | 12.22 | 17.23 | | chandelier | 51.46 | 67.13 | | awning | 15.62 | 17.73 | | streetlight | 10.77 | 12.67 | | booth | 27.16 | 41.35 | | television receiver | 54.62 | 59.71 | | airplane | 39.4 | 62.65 | | dirt track | 0.7 | 0.87 | | apparel | 38.26 | 56.3 | | pole | 5.43 | 6.33 | | land | 0.34 | 0.38 | | bannister | 7.05 | 9.0 | | escalator | 46.95 | 82.12 | | ottoman | 24.75 | 30.41 | | bottle | 33.38 | 46.83 | | buffet | 32.85 | 42.48 | | poster | 11.21 | 16.52 | | stage | 16.03 | 35.81 | | van | 21.81 | 26.83 | | ship | 38.48 | 53.35 | | fountain | 55.49 | 66.12 | | conveyer belt | 54.69 | 72.52 | | canopy | 32.27 | 42.23 | | washer | 62.01 | 67.34 | | plaything | 24.31 | 38.6 | | swimming pool | 47.35 | 86.05 | | stool | 21.85 | 29.59 | | barrel | 13.33 | 23.98 | | basket | 22.72 | 26.43 | | waterfall | 43.15 | 59.39 | | tent | 64.26 | 98.9 | | bag | 7.08 | 8.07 | | minibike | 53.68 | 68.14 | | cradle | 51.1 | 84.24 | | oven | 11.4 | 15.91 | | ball | 41.89 | 60.08 | | food | 44.09 | 53.45 | | step | 0.27 | 0.28 | | tank | 52.31 | 61.72 | | trade name | 17.41 | 21.58 | | microwave | 49.46 | 62.0 | | pot | 26.81 | 30.6 | | animal | 40.81 | 46.89 | | bicycle | 47.99 | 87.24 | | lake | 39.73 | 50.85 | | dishwasher | 26.3 | 31.77 | | screen | 43.18 | 58.82 | | blanket | 2.22 | 2.36 | | sculpture | 33.28 | 60.57 | | hood | 44.11 | 55.61 | | sconce | 27.27 | 35.71 | | vase | 22.36 | 37.57 | | traffic light | 23.48 | 35.63 | | tray | 3.4 | 4.4 | | ashcan | 25.48 | 35.84 | | fan | 47.1 | 65.9 | | pier | 25.88 | 45.36 | | crt screen | 1.13 | 2.24 | | plate | 40.56 | 61.02 | | monitor | 5.51 | 6.4 | | bulletin board | 29.65 | 35.42 | | shower | 1.01 | 6.73 | | radiator | 47.67 | 57.13 | | glass | 10.17 | 11.25 | | clock | 17.77 | 21.56 | | flag | 28.0 | 34.24 | +---------------------+-------+-------+ 2023-11-13 20:16:15,731 - mmseg - INFO - Summary: 2023-11-13 20:16:15,731 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 72.37 | 36.79 | 49.53 | +-------+-------+-------+ 2023-11-13 20:16:15,732 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:16:15,732 - mmseg - INFO - Iter(val) [250] aAcc: 0.7237, mIoU: 0.3679, mAcc: 0.4953, IoU.wall: 0.5847, IoU.building: 0.7191, IoU.sky: 0.7718, IoU.floor: 0.6192, IoU.tree: 0.6055, IoU.ceiling: 0.6268, IoU.road: 0.7093, IoU.bed : 0.7524, IoU.windowpane: 0.4786, IoU.grass: 0.5881, IoU.cabinet: 0.4854, IoU.sidewalk: 0.4741, IoU.person: 0.6915, IoU.earth: 0.2926, IoU.door: 0.2979, IoU.table: 0.4168, IoU.mountain: 0.4747, IoU.plant: 0.4149, IoU.curtain: 0.5184, IoU.chair: 0.4090, IoU.car: 0.7138, IoU.water: 0.5101, IoU.painting: 0.5409, IoU.sofa: 0.5255, IoU.shelf: 0.3188, IoU.house: 0.4405, IoU.sea: 0.5344, IoU.mirror: 0.4150, IoU.rug: 0.4633, IoU.field: 0.2779, IoU.armchair: 0.3020, IoU.seat: 0.4734, IoU.fence: 0.3044, IoU.desk: 0.2954, IoU.rock: 0.4198, IoU.wardrobe: 0.3753, IoU.lamp: 0.4085, IoU.bathtub: 0.5993, IoU.railing: 0.2174, IoU.cushion: 0.4326, IoU.base: 0.1739, IoU.box: 0.1897, IoU.column: 0.1857, IoU.signboard: 0.2073, IoU.chest of drawers: 0.3408, IoU.counter: 0.2265, IoU.sand: 0.4475, IoU.sink: 0.5626, IoU.skyscraper: 0.3941, IoU.fireplace: 0.5664, IoU.refrigerator: 0.4880, IoU.grandstand: 0.3670, IoU.path: 0.1580, IoU.stairs: 0.2694, IoU.runway: 0.5954, IoU.case: 0.4486, IoU.pool table: 0.7892, IoU.pillow: 0.4126, IoU.screen door: 0.3621, IoU.stairway: 0.3025, IoU.river: 0.1286, IoU.bridge: 0.3510, IoU.bookcase: 0.3042, IoU.blind: 0.1994, IoU.coffee table: 0.4645, IoU.toilet: 0.6542, IoU.flower: 0.2912, IoU.book: 0.3823, IoU.hill: 0.0324, IoU.bench: 0.3448, IoU.countertop: 0.4153, IoU.stove: 0.5595, IoU.palm: 0.4236, IoU.kitchen island: 0.2547, IoU.computer: 0.5984, IoU.swivel chair: 0.1970, IoU.boat: 0.3855, IoU.bar: 0.3156, IoU.arcade machine: 0.4624, IoU.hovel: 0.4017, IoU.bus: 0.7535, IoU.towel: 0.5351, IoU.light: 0.2757, IoU.truck: 0.2662, IoU.tower: 0.1222, IoU.chandelier: 0.5146, IoU.awning: 0.1562, IoU.streetlight: 0.1077, IoU.booth: 0.2716, IoU.television receiver: 0.5462, IoU.airplane: 0.3940, IoU.dirt track: 0.0070, IoU.apparel: 0.3826, IoU.pole: 0.0543, IoU.land: 0.0034, IoU.bannister: 0.0705, IoU.escalator: 0.4695, IoU.ottoman: 0.2475, IoU.bottle: 0.3338, IoU.buffet: 0.3285, IoU.poster: 0.1121, IoU.stage: 0.1603, IoU.van: 0.2181, IoU.ship: 0.3848, IoU.fountain: 0.5549, IoU.conveyer belt: 0.5469, IoU.canopy: 0.3227, IoU.washer: 0.6201, IoU.plaything: 0.2431, IoU.swimming pool: 0.4735, IoU.stool: 0.2185, IoU.barrel: 0.1333, IoU.basket: 0.2272, IoU.waterfall: 0.4315, IoU.tent: 0.6426, IoU.bag: 0.0708, IoU.minibike: 0.5368, IoU.cradle: 0.5110, IoU.oven: 0.1140, IoU.ball: 0.4189, IoU.food: 0.4409, IoU.step: 0.0027, IoU.tank: 0.5231, IoU.trade name: 0.1741, IoU.microwave: 0.4946, IoU.pot: 0.2681, IoU.animal: 0.4081, IoU.bicycle: 0.4799, IoU.lake: 0.3973, IoU.dishwasher: 0.2630, IoU.screen: 0.4318, IoU.blanket: 0.0222, IoU.sculpture: 0.3328, IoU.hood: 0.4411, IoU.sconce: 0.2727, IoU.vase: 0.2236, IoU.traffic light: 0.2348, IoU.tray: 0.0340, IoU.ashcan: 0.2548, IoU.fan: 0.4710, IoU.pier: 0.2588, IoU.crt screen: 0.0113, IoU.plate: 0.4056, IoU.monitor: 0.0551, IoU.bulletin board: 0.2965, IoU.shower: 0.0101, IoU.radiator: 0.4767, IoU.glass: 0.1017, IoU.clock: 0.1777, IoU.flag: 0.2800, Acc.wall: 0.7822, Acc.building: 0.8952, Acc.sky: 0.8700, Acc.floor: 0.7738, Acc.tree: 0.7542, Acc.ceiling: 0.7524, Acc.road: 0.8078, Acc.bed : 0.8853, Acc.windowpane: 0.6318, Acc.grass: 0.7458, Acc.cabinet: 0.5933, Acc.sidewalk: 0.6308, Acc.person: 0.8709, Acc.earth: 0.4308, Acc.door: 0.3704, Acc.table: 0.5800, Acc.mountain: 0.6610, Acc.plant: 0.5516, Acc.curtain: 0.5882, Acc.chair: 0.5525, Acc.car: 0.8957, Acc.water: 0.5999, Acc.painting: 0.7537, Acc.sofa: 0.7574, Acc.shelf: 0.4851, Acc.house: 0.5643, Acc.sea: 0.7601, Acc.mirror: 0.5391, Acc.rug: 0.5190, Acc.field: 0.4770, Acc.armchair: 0.4844, Acc.seat: 0.7354, Acc.fence: 0.4079, Acc.desk: 0.4540, Acc.rock: 0.6582, Acc.wardrobe: 0.4755, Acc.lamp: 0.5127, Acc.bathtub: 0.6980, Acc.railing: 0.2753, Acc.cushion: 0.6172, Acc.base: 0.2929, Acc.box: 0.2490, Acc.column: 0.2136, Acc.signboard: 0.2752, Acc.chest of drawers: 0.5732, Acc.counter: 0.3164, Acc.sand: 0.5729, Acc.sink: 0.6752, Acc.skyscraper: 0.5976, Acc.fireplace: 0.7388, Acc.refrigerator: 0.5933, Acc.grandstand: 0.6842, Acc.path: 0.2412, Acc.stairs: 0.3303, Acc.runway: 0.8070, Acc.case: 0.6369, Acc.pool table: 0.9184, Acc.pillow: 0.4775, Acc.screen door: 0.4094, Acc.stairway: 0.3964, Acc.river: 0.2645, Acc.bridge: 0.5387, Acc.bookcase: 0.5048, Acc.blind: 0.2152, Acc.coffee table: 0.7461, Acc.toilet: 0.8223, Acc.flower: 0.4603, Acc.book: 0.5564, Acc.hill: 0.0461, Acc.bench: 0.4547, Acc.countertop: 0.5387, Acc.stove: 0.7378, Acc.palm: 0.6973, Acc.kitchen island: 0.4679, Acc.computer: 0.8278, Acc.swivel chair: 0.2252, Acc.boat: 0.6084, Acc.bar: 0.3914, Acc.arcade machine: 0.5402, Acc.hovel: 0.5224, Acc.bus: 0.8752, Acc.towel: 0.6465, Acc.light: 0.3332, Acc.truck: 0.3417, Acc.tower: 0.1723, Acc.chandelier: 0.6713, Acc.awning: 0.1773, Acc.streetlight: 0.1267, Acc.booth: 0.4135, Acc.television receiver: 0.5971, Acc.airplane: 0.6265, Acc.dirt track: 0.0087, Acc.apparel: 0.5630, Acc.pole: 0.0633, Acc.land: 0.0038, Acc.bannister: 0.0900, Acc.escalator: 0.8212, Acc.ottoman: 0.3041, Acc.bottle: 0.4683, Acc.buffet: 0.4248, Acc.poster: 0.1652, Acc.stage: 0.3581, Acc.van: 0.2683, Acc.ship: 0.5335, Acc.fountain: 0.6612, Acc.conveyer belt: 0.7252, Acc.canopy: 0.4223, Acc.washer: 0.6734, Acc.plaything: 0.3860, Acc.swimming pool: 0.8605, Acc.stool: 0.2959, Acc.barrel: 0.2398, Acc.basket: 0.2643, Acc.waterfall: 0.5939, Acc.tent: 0.9890, Acc.bag: 0.0807, Acc.minibike: 0.6814, Acc.cradle: 0.8424, Acc.oven: 0.1591, Acc.ball: 0.6008, Acc.food: 0.5345, Acc.step: 0.0028, Acc.tank: 0.6172, Acc.trade name: 0.2158, Acc.microwave: 0.6200, Acc.pot: 0.3060, Acc.animal: 0.4689, Acc.bicycle: 0.8724, Acc.lake: 0.5085, Acc.dishwasher: 0.3177, Acc.screen: 0.5882, Acc.blanket: 0.0236, Acc.sculpture: 0.6057, Acc.hood: 0.5561, Acc.sconce: 0.3571, Acc.vase: 0.3757, Acc.traffic light: 0.3563, Acc.tray: 0.0440, Acc.ashcan: 0.3584, Acc.fan: 0.6590, Acc.pier: 0.4536, Acc.crt screen: 0.0224, Acc.plate: 0.6102, Acc.monitor: 0.0640, Acc.bulletin board: 0.3542, Acc.shower: 0.0673, Acc.radiator: 0.5713, Acc.glass: 0.1125, Acc.clock: 0.2156, Acc.flag: 0.3424 2023-11-13 20:16:20,940 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:36:31, time: 0.408, data_time: 0.308, memory: 3271, decode.loss_ce: 0.8699, decode.acc_seg: 68.7514, loss: 0.8699 2023-11-13 20:16:26,147 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:36:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8431, decode.acc_seg: 69.6236, loss: 0.8431 2023-11-13 20:16:31,368 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:36:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9208, decode.acc_seg: 67.2180, loss: 0.9208 2023-11-13 20:16:36,577 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:36:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9028, decode.acc_seg: 68.0963, loss: 0.9028 2023-11-13 20:16:44,035 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:36:11, time: 0.149, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8831, decode.acc_seg: 68.3258, loss: 0.8831 2023-11-13 20:16:49,233 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:36:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8478, decode.acc_seg: 69.4578, loss: 0.8478 2023-11-13 20:16:54,433 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:35:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8688, decode.acc_seg: 69.2956, loss: 0.8688 2023-11-13 20:16:59,624 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:35:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8744, decode.acc_seg: 68.6362, loss: 0.8744 2023-11-13 20:17:04,815 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:35:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9016, decode.acc_seg: 68.3848, loss: 0.9016 2023-11-13 20:17:10,015 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:35:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8565, decode.acc_seg: 69.1464, loss: 0.8565 2023-11-13 20:17:15,210 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:35:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9150, decode.acc_seg: 67.5555, loss: 0.9150 2023-11-13 20:17:20,416 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:35:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8569, decode.acc_seg: 68.6633, loss: 0.8569 2023-11-13 20:17:25,615 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:35:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8633, decode.acc_seg: 69.0580, loss: 0.8633 2023-11-13 20:17:30,804 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:35:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8615, decode.acc_seg: 69.5373, loss: 0.8615 2023-11-13 20:17:35,998 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:35:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9045, decode.acc_seg: 68.0958, loss: 0.9045 2023-11-13 20:17:41,201 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:35:07, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8774, decode.acc_seg: 68.9374, loss: 0.8774 2023-11-13 20:17:46,394 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:35:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8408, decode.acc_seg: 69.2714, loss: 0.8408 2023-11-13 20:17:51,593 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:34:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8768, decode.acc_seg: 68.5674, loss: 0.8768 2023-11-13 20:17:56,797 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:34:50, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8632, decode.acc_seg: 68.9661, loss: 0.8632 2023-11-13 20:18:01,993 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:18:01,993 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:34:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8715, decode.acc_seg: 68.2394, loss: 0.8715 2023-11-13 20:18:07,199 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:34:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8412, decode.acc_seg: 69.5166, loss: 0.8412 2023-11-13 20:18:12,399 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:34:33, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8539, decode.acc_seg: 69.0238, loss: 0.8539 2023-11-13 20:18:17,592 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:34:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8506, decode.acc_seg: 69.1236, loss: 0.8506 2023-11-13 20:18:22,803 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:34:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8982, decode.acc_seg: 68.1799, loss: 0.8982 2023-11-13 20:18:27,994 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:34:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8907, decode.acc_seg: 68.1694, loss: 0.8907 2023-11-13 20:18:33,187 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:34:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8593, decode.acc_seg: 69.4482, loss: 0.8593 2023-11-13 20:18:38,384 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:34:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8635, decode.acc_seg: 68.8723, loss: 0.8635 2023-11-13 20:18:43,582 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:33:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8660, decode.acc_seg: 68.6555, loss: 0.8660 2023-11-13 20:18:48,777 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:33:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8845, decode.acc_seg: 68.1592, loss: 0.8845 2023-11-13 20:18:56,302 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:33:49, time: 0.151, data_time: 0.051, memory: 3271, decode.loss_ce: 0.9002, decode.acc_seg: 68.2165, loss: 0.9002 2023-11-13 20:19:01,490 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:33:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8546, decode.acc_seg: 69.6345, loss: 0.8546 2023-11-13 20:19:06,693 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:33:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8333, decode.acc_seg: 69.2660, loss: 0.8333 2023-11-13 20:19:11,900 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:33:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8393, decode.acc_seg: 69.9008, loss: 0.8393 2023-11-13 20:19:17,096 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:33:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8915, decode.acc_seg: 68.0953, loss: 0.8915 2023-11-13 20:19:22,289 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:33:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8810, decode.acc_seg: 68.8584, loss: 0.8810 2023-11-13 20:19:27,492 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:33:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9302, decode.acc_seg: 67.1470, loss: 0.9302 2023-11-13 20:19:32,692 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:33:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8860, decode.acc_seg: 67.8484, loss: 0.8860 2023-11-13 20:19:37,893 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:33:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8611, decode.acc_seg: 69.2262, loss: 0.8611 2023-11-13 20:19:43,094 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:32:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8731, decode.acc_seg: 68.5667, loss: 0.8731 2023-11-13 20:19:48,300 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:19:48,300 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:32:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8877, decode.acc_seg: 68.8327, loss: 0.8877 2023-11-13 20:19:53,500 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:32:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9014, decode.acc_seg: 68.2594, loss: 0.9014 2023-11-13 20:19:58,700 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:32:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8738, decode.acc_seg: 68.9919, loss: 0.8738 2023-11-13 20:20:03,889 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:32:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8766, decode.acc_seg: 68.9251, loss: 0.8766 2023-11-13 20:20:09,091 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:32:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8769, decode.acc_seg: 68.8055, loss: 0.8769 2023-11-13 20:20:14,289 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:32:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8623, decode.acc_seg: 68.6863, loss: 0.8623 2023-11-13 20:20:19,505 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:32:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9182, decode.acc_seg: 67.6347, loss: 0.9182 2023-11-13 20:20:24,711 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:32:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8355, decode.acc_seg: 69.1896, loss: 0.8355 2023-11-13 20:20:29,918 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:32:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8561, decode.acc_seg: 69.1151, loss: 0.8561 2023-11-13 20:20:35,132 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:32:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8794, decode.acc_seg: 68.6643, loss: 0.8794 2023-11-13 20:20:40,337 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:31:55, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8516, decode.acc_seg: 69.2519, loss: 0.8516 2023-11-13 20:20:45,541 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:31:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9308, decode.acc_seg: 67.2954, loss: 0.9308 2023-11-13 20:20:50,736 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:31:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8403, decode.acc_seg: 69.4819, loss: 0.8403 2023-11-13 20:20:55,935 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:31:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9066, decode.acc_seg: 67.8858, loss: 0.9066 2023-11-13 20:21:01,136 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:31:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9277, decode.acc_seg: 66.9155, loss: 0.9277 2023-11-13 20:21:08,601 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:31:28, time: 0.149, data_time: 0.048, memory: 3271, decode.loss_ce: 0.8843, decode.acc_seg: 68.5138, loss: 0.8843 2023-11-13 20:21:13,794 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:31:22, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8923, decode.acc_seg: 68.8039, loss: 0.8923 2023-11-13 20:21:19,000 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:31:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8676, decode.acc_seg: 68.3293, loss: 0.8676 2023-11-13 20:21:24,199 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:31:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8329, decode.acc_seg: 70.1730, loss: 0.8329 2023-11-13 20:21:29,399 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:31:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8408, decode.acc_seg: 69.4557, loss: 0.8408 2023-11-13 20:21:34,621 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:21:34,621 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:31:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8837, decode.acc_seg: 68.3105, loss: 0.8837 2023-11-13 20:21:39,821 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:30:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8513, decode.acc_seg: 69.3052, loss: 0.8513 2023-11-13 20:21:45,031 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:30:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8787, decode.acc_seg: 68.3022, loss: 0.8787 2023-11-13 20:21:50,240 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:30:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8976, decode.acc_seg: 68.6794, loss: 0.8976 2023-11-13 20:21:55,433 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:30:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8939, decode.acc_seg: 68.5006, loss: 0.8939 2023-11-13 20:22:00,651 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:30:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8598, decode.acc_seg: 69.0223, loss: 0.8598 2023-11-13 20:22:05,865 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:30:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8730, decode.acc_seg: 68.6865, loss: 0.8730 2023-11-13 20:22:11,060 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:30:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9127, decode.acc_seg: 67.7055, loss: 0.9127 2023-11-13 20:22:16,272 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:30:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8915, decode.acc_seg: 67.8618, loss: 0.8915 2023-11-13 20:22:21,484 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:30:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9030, decode.acc_seg: 68.4979, loss: 0.9030 2023-11-13 20:22:26,688 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:30:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8686, decode.acc_seg: 69.2010, loss: 0.8686 2023-11-13 20:22:31,883 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:29:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8592, decode.acc_seg: 69.6907, loss: 0.8592 2023-11-13 20:22:37,082 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:29:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8881, decode.acc_seg: 68.9317, loss: 0.8881 2023-11-13 20:22:42,278 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:29:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8738, decode.acc_seg: 68.5151, loss: 0.8738 2023-11-13 20:22:47,482 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:29:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8767, decode.acc_seg: 68.0014, loss: 0.8767 2023-11-13 20:22:52,680 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:29:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8499, decode.acc_seg: 69.1667, loss: 0.8499 2023-11-13 20:22:57,886 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:29:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8733, decode.acc_seg: 68.7468, loss: 0.8733 2023-11-13 20:23:03,077 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:29:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8700, decode.acc_seg: 68.4578, loss: 0.8700 2023-11-13 20:23:08,272 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:29:18, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8737, decode.acc_seg: 68.6902, loss: 0.8737 2023-11-13 20:23:13,465 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:29:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8774, decode.acc_seg: 68.3910, loss: 0.8774 2023-11-13 20:23:20,861 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:23:20,861 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:29:08, time: 0.148, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8635, decode.acc_seg: 69.1625, loss: 0.8635 2023-11-13 20:23:26,046 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:29:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8560, decode.acc_seg: 69.2441, loss: 0.8560 2023-11-13 20:23:31,242 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:28:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8733, decode.acc_seg: 68.4202, loss: 0.8733 2023-11-13 20:23:36,434 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:28:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8771, decode.acc_seg: 68.8233, loss: 0.8771 2023-11-13 20:23:41,622 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:28:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8969, decode.acc_seg: 68.3877, loss: 0.8969 2023-11-13 20:23:46,812 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:28:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8829, decode.acc_seg: 68.4184, loss: 0.8829 2023-11-13 20:23:52,026 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:28:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8660, decode.acc_seg: 68.4649, loss: 0.8660 2023-11-13 20:23:57,213 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:28:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8441, decode.acc_seg: 69.1780, loss: 0.8441 2023-11-13 20:24:02,412 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:28:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8537, decode.acc_seg: 69.6125, loss: 0.8537 2023-11-13 20:24:07,604 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:28:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8849, decode.acc_seg: 68.9308, loss: 0.8849 2023-11-13 20:24:12,807 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:28:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8662, decode.acc_seg: 69.1230, loss: 0.8662 2023-11-13 20:24:18,012 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:28:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8989, decode.acc_seg: 67.5909, loss: 0.8989 2023-11-13 20:24:23,223 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:28:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8655, decode.acc_seg: 68.6127, loss: 0.8655 2023-11-13 20:24:28,420 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:27:55, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8569, decode.acc_seg: 68.5958, loss: 0.8569 2023-11-13 20:24:33,618 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:27:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8454, decode.acc_seg: 69.8446, loss: 0.8454 2023-11-13 20:24:38,817 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:27:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8537, decode.acc_seg: 69.4201, loss: 0.8537 2023-11-13 20:24:44,008 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:27:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8799, decode.acc_seg: 68.6501, loss: 0.8799 2023-11-13 20:24:49,216 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:27:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8864, decode.acc_seg: 68.3883, loss: 0.8864 2023-11-13 20:24:54,426 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:27:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8828, decode.acc_seg: 67.9033, loss: 0.8828 2023-11-13 20:24:59,619 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:27:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8760, decode.acc_seg: 68.1342, loss: 0.8760 2023-11-13 20:25:04,811 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:25:04,811 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:27:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8713, decode.acc_seg: 68.9331, loss: 0.8713 2023-11-13 20:25:10,014 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:27:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8947, decode.acc_seg: 68.3437, loss: 0.8947 2023-11-13 20:25:15,216 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:27:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8514, decode.acc_seg: 69.4260, loss: 0.8514 2023-11-13 20:25:20,416 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:26:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8272, decode.acc_seg: 70.0901, loss: 0.8272 2023-11-13 20:25:25,610 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:26:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8636, decode.acc_seg: 69.1237, loss: 0.8636 2023-11-13 20:25:30,803 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:26:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8703, decode.acc_seg: 69.0563, loss: 0.8703 2023-11-13 20:25:38,347 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:26:43, time: 0.151, data_time: 0.048, memory: 3271, decode.loss_ce: 0.8828, decode.acc_seg: 68.5491, loss: 0.8828 2023-11-13 20:25:43,557 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:26:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8018, decode.acc_seg: 70.8275, loss: 0.8018 2023-11-13 20:25:48,751 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:26:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8084, decode.acc_seg: 70.5448, loss: 0.8084 2023-11-13 20:25:53,947 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:26:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8914, decode.acc_seg: 68.4701, loss: 0.8914 2023-11-13 20:25:59,145 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:26:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8548, decode.acc_seg: 69.1248, loss: 0.8548 2023-11-13 20:26:04,343 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:26:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8754, decode.acc_seg: 68.7243, loss: 0.8754 2023-11-13 20:26:09,538 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:26:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8607, decode.acc_seg: 69.0565, loss: 0.8607 2023-11-13 20:26:14,736 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:26:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8400, decode.acc_seg: 69.5053, loss: 0.8400 2023-11-13 20:26:19,937 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:25:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8953, decode.acc_seg: 67.7129, loss: 0.8953 2023-11-13 20:26:25,144 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:25:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8350, decode.acc_seg: 69.7006, loss: 0.8350 2023-11-13 20:26:30,363 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:25:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8658, decode.acc_seg: 68.7269, loss: 0.8658 2023-11-13 20:26:35,568 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:25:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8775, decode.acc_seg: 68.5452, loss: 0.8775 2023-11-13 20:26:40,763 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:25:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8755, decode.acc_seg: 68.8965, loss: 0.8755 2023-11-13 20:26:45,967 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:25:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8522, decode.acc_seg: 70.4266, loss: 0.8522 2023-11-13 20:26:51,163 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:26:51,163 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:25:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8854, decode.acc_seg: 69.4150, loss: 0.8854 2023-11-13 20:26:56,361 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:25:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8570, decode.acc_seg: 69.2663, loss: 0.8570 2023-11-13 20:27:01,566 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:25:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8786, decode.acc_seg: 68.5190, loss: 0.8786 2023-11-13 20:27:06,777 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:25:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8675, decode.acc_seg: 69.0348, loss: 0.8675 2023-11-13 20:27:11,996 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:25:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8887, decode.acc_seg: 68.5318, loss: 0.8887 2023-11-13 20:27:17,193 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:24:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8530, decode.acc_seg: 69.2523, loss: 0.8530 2023-11-13 20:27:22,399 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:24:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8740, decode.acc_seg: 68.1878, loss: 0.8740 2023-11-13 20:27:27,600 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:24:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8923, decode.acc_seg: 68.2573, loss: 0.8923 2023-11-13 20:27:32,805 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:24:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8686, decode.acc_seg: 68.5513, loss: 0.8686 2023-11-13 20:27:38,003 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:24:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8826, decode.acc_seg: 67.9018, loss: 0.8826 2023-11-13 20:27:43,215 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:24:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8442, decode.acc_seg: 69.9999, loss: 0.8442 2023-11-13 20:27:50,627 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:24:25, time: 0.148, data_time: 0.048, memory: 3271, decode.loss_ce: 0.8682, decode.acc_seg: 69.5292, loss: 0.8682 2023-11-13 20:27:55,823 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:24:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8480, decode.acc_seg: 69.5456, loss: 0.8480 2023-11-13 20:28:01,037 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:24:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8425, decode.acc_seg: 69.5003, loss: 0.8425 2023-11-13 20:28:06,254 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:24:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8404, decode.acc_seg: 70.0605, loss: 0.8404 2023-11-13 20:28:11,456 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:24:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8831, decode.acc_seg: 68.8598, loss: 0.8831 2023-11-13 20:28:16,652 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:23:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8754, decode.acc_seg: 68.3649, loss: 0.8754 2023-11-13 20:28:21,853 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:23:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8799, decode.acc_seg: 69.2201, loss: 0.8799 2023-11-13 20:28:27,048 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:23:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8531, decode.acc_seg: 68.7944, loss: 0.8531 2023-11-13 20:28:32,241 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:23:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8734, decode.acc_seg: 68.6963, loss: 0.8734 2023-11-13 20:28:37,446 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:28:37,447 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:23:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8880, decode.acc_seg: 68.4245, loss: 0.8880 2023-11-13 20:28:42,652 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:23:29, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8312, decode.acc_seg: 69.6979, loss: 0.8312 2023-11-13 20:28:47,856 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:23:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8554, decode.acc_seg: 69.4981, loss: 0.8554 2023-11-13 20:28:53,053 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:23:18, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8336, decode.acc_seg: 69.8732, loss: 0.8336 2023-11-13 20:28:58,246 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:23:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8426, decode.acc_seg: 69.6948, loss: 0.8426 2023-11-13 20:29:03,451 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:23:07, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8891, decode.acc_seg: 68.0703, loss: 0.8891 2023-11-13 20:29:08,658 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:23:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8630, decode.acc_seg: 69.1228, loss: 0.8630 2023-11-13 20:29:13,854 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:22:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8478, decode.acc_seg: 68.9045, loss: 0.8478 2023-11-13 20:29:19,060 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:22:50, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8853, decode.acc_seg: 68.0975, loss: 0.8853 2023-11-13 20:29:24,262 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:22:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8440, decode.acc_seg: 69.4077, loss: 0.8440 2023-11-13 20:29:29,462 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:22:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8669, decode.acc_seg: 68.4831, loss: 0.8669 2023-11-13 20:29:34,658 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:22:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8470, decode.acc_seg: 69.8873, loss: 0.8470 2023-11-13 20:29:39,852 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:22:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8866, decode.acc_seg: 68.3159, loss: 0.8866 2023-11-13 20:29:45,051 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:22:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8598, decode.acc_seg: 68.8707, loss: 0.8598 2023-11-13 20:29:50,252 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:22:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8401, decode.acc_seg: 69.4225, loss: 0.8401 2023-11-13 20:29:55,455 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:22:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8749, decode.acc_seg: 69.6882, loss: 0.8749 2023-11-13 20:30:02,876 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:22:07, time: 0.148, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8764, decode.acc_seg: 68.3705, loss: 0.8764 2023-11-13 20:30:08,069 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:22:01, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8658, decode.acc_seg: 69.1554, loss: 0.8658 2023-11-13 20:30:13,259 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:21:56, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8495, decode.acc_seg: 69.5933, loss: 0.8495 2023-11-13 20:30:18,453 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:21:50, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8192, decode.acc_seg: 70.4326, loss: 0.8192 2023-11-13 20:30:23,649 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:30:23,649 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:21:45, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8087, decode.acc_seg: 70.2034, loss: 0.8087 2023-11-13 20:30:28,837 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:21:39, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8798, decode.acc_seg: 69.0969, loss: 0.8798 2023-11-13 20:30:34,025 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:21:34, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8434, decode.acc_seg: 69.9726, loss: 0.8434 2023-11-13 20:30:39,216 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:21:28, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8301, decode.acc_seg: 69.2280, loss: 0.8301 2023-11-13 20:30:44,415 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:21:23, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8809, decode.acc_seg: 68.7082, loss: 0.8809 2023-11-13 20:30:49,611 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:21:17, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8650, decode.acc_seg: 68.4033, loss: 0.8650 2023-11-13 20:30:54,800 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:21:12, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8621, decode.acc_seg: 69.5679, loss: 0.8621 2023-11-13 20:30:59,993 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:21:06, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8366, decode.acc_seg: 69.9569, loss: 0.8366 2023-11-13 20:31:05,191 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:21:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8291, decode.acc_seg: 70.1229, loss: 0.8291 2023-11-13 20:31:10,393 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:20:55, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8791, decode.acc_seg: 69.0167, loss: 0.8791 2023-11-13 20:31:15,591 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:20:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8545, decode.acc_seg: 69.0295, loss: 0.8545 2023-11-13 20:31:20,797 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:20:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9134, decode.acc_seg: 67.4975, loss: 0.9134 2023-11-13 20:31:25,993 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:20:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8758, decode.acc_seg: 68.8484, loss: 0.8758 2023-11-13 20:31:31,221 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:20:33, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8660, decode.acc_seg: 69.2796, loss: 0.8660 2023-11-13 20:31:36,435 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:20:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8690, decode.acc_seg: 69.1323, loss: 0.8690 2023-11-13 20:31:41,633 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:20:22, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8626, decode.acc_seg: 68.9466, loss: 0.8626 2023-11-13 20:31:46,856 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:20:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8980, decode.acc_seg: 68.1431, loss: 0.8980 2023-11-13 20:31:52,075 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:20:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8295, decode.acc_seg: 70.0794, loss: 0.8295 2023-11-13 20:31:57,291 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:20:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8863, decode.acc_seg: 68.0012, loss: 0.8863 2023-11-13 20:32:02,492 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:20:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8565, decode.acc_seg: 68.6966, loss: 0.8565 2023-11-13 20:32:07,701 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:32:07,701 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:19:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8822, decode.acc_seg: 68.5426, loss: 0.8822 2023-11-13 20:32:15,124 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:19:50, time: 0.148, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8897, decode.acc_seg: 68.7578, loss: 0.8897 2023-11-13 20:32:20,312 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:19:44, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8637, decode.acc_seg: 69.8553, loss: 0.8637 2023-11-13 20:32:25,512 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:19:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8687, decode.acc_seg: 69.2446, loss: 0.8687 2023-11-13 20:32:30,716 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:19:33, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8702, decode.acc_seg: 69.3278, loss: 0.8702 2023-11-13 20:32:35,907 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:19:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8481, decode.acc_seg: 68.9295, loss: 0.8481 2023-11-13 20:32:41,100 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:19:22, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8627, decode.acc_seg: 68.7140, loss: 0.8627 2023-11-13 20:32:46,292 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:19:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8972, decode.acc_seg: 67.6759, loss: 0.8972 2023-11-13 20:32:51,485 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:19:11, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8570, decode.acc_seg: 68.5060, loss: 0.8570 2023-11-13 20:32:56,678 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:19:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8757, decode.acc_seg: 68.4123, loss: 0.8757 2023-11-13 20:33:01,873 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:19:00, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8566, decode.acc_seg: 69.4437, loss: 0.8566 2023-11-13 20:33:07,067 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:18:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8530, decode.acc_seg: 69.5921, loss: 0.8530 2023-11-13 20:33:12,258 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:18:49, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8435, decode.acc_seg: 69.8227, loss: 0.8435 2023-11-13 20:33:17,455 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:18:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8738, decode.acc_seg: 69.3094, loss: 0.8738 2023-11-13 20:33:22,654 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:18:38, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8528, decode.acc_seg: 69.1955, loss: 0.8528 2023-11-13 20:33:27,862 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:18:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8672, decode.acc_seg: 68.9578, loss: 0.8672 2023-11-13 20:33:33,054 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:18:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8881, decode.acc_seg: 68.7878, loss: 0.8881 2023-11-13 20:33:38,249 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:18:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8743, decode.acc_seg: 68.0409, loss: 0.8743 2023-11-13 20:33:43,453 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:18:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8959, decode.acc_seg: 68.5205, loss: 0.8959 2023-11-13 20:33:48,651 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:18:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8659, decode.acc_seg: 68.6362, loss: 0.8659 2023-11-13 20:33:53,808 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-13 20:33:53,871 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:33:53,871 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:18:05, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8712, decode.acc_seg: 69.1409, loss: 0.8712 2023-11-13 20:34:09,348 - mmseg - INFO - per class results: 2023-11-13 20:34:09,354 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.53 | 78.65 | | building | 72.32 | 89.78 | | sky | 77.77 | 86.09 | | floor | 62.17 | 74.63 | | tree | 61.24 | 78.29 | | ceiling | 62.12 | 73.09 | | road | 71.78 | 82.32 | | bed | 74.09 | 90.28 | | windowpane | 48.54 | 66.29 | | grass | 58.24 | 72.65 | | cabinet | 48.5 | 61.59 | | sidewalk | 48.04 | 64.18 | | person | 68.38 | 89.18 | | earth | 28.12 | 37.89 | | door | 29.19 | 34.74 | | table | 42.1 | 58.55 | | mountain | 48.33 | 62.21 | | plant | 40.22 | 49.8 | | curtain | 54.02 | 67.17 | | chair | 41.98 | 58.89 | | car | 72.41 | 88.84 | | water | 53.4 | 71.2 | | painting | 55.15 | 71.16 | | sofa | 51.87 | 81.93 | | shelf | 31.32 | 45.71 | | house | 46.36 | 58.88 | | sea | 53.83 | 71.75 | | mirror | 41.94 | 53.47 | | rug | 48.58 | 57.12 | | field | 26.01 | 48.76 | | armchair | 26.16 | 35.41 | | seat | 46.97 | 72.07 | | fence | 27.84 | 34.45 | | desk | 30.29 | 49.59 | | rock | 42.41 | 65.18 | | wardrobe | 40.65 | 55.63 | | lamp | 42.17 | 55.12 | | bathtub | 60.0 | 74.11 | | railing | 24.54 | 34.6 | | cushion | 41.89 | 51.96 | | base | 19.54 | 32.72 | | box | 17.53 | 23.52 | | column | 22.96 | 28.64 | | signboard | 22.73 | 31.9 | | chest of drawers | 36.37 | 47.96 | | counter | 25.3 | 35.42 | | sand | 43.89 | 60.96 | | sink | 56.4 | 67.47 | | skyscraper | 41.89 | 56.87 | | fireplace | 55.28 | 75.43 | | refrigerator | 48.29 | 57.82 | | grandstand | 33.99 | 72.22 | | path | 12.07 | 15.81 | | stairs | 24.5 | 31.06 | | runway | 62.39 | 84.34 | | case | 42.7 | 63.75 | | pool table | 77.22 | 93.54 | | pillow | 42.75 | 52.28 | | screen door | 45.5 | 62.05 | | stairway | 27.42 | 36.06 | | river | 10.08 | 20.83 | | bridge | 36.58 | 54.67 | | bookcase | 27.62 | 41.75 | | blind | 26.39 | 29.66 | | coffee table | 46.41 | 74.19 | | toilet | 65.44 | 82.79 | | flower | 31.3 | 45.83 | | book | 39.24 | 66.35 | | hill | 3.4 | 6.73 | | bench | 35.07 | 48.67 | | countertop | 42.38 | 59.29 | | stove | 56.2 | 70.56 | | palm | 45.17 | 69.66 | | kitchen island | 23.29 | 49.67 | | computer | 60.74 | 80.19 | | swivel chair | 34.57 | 53.96 | | boat | 40.0 | 57.98 | | bar | 32.63 | 37.99 | | arcade machine | 48.08 | 58.52 | | hovel | 40.43 | 48.95 | | bus | 76.08 | 84.97 | | towel | 53.75 | 66.43 | | light | 27.96 | 33.65 | | truck | 25.3 | 33.63 | | tower | 14.59 | 20.29 | | chandelier | 52.49 | 70.99 | | awning | 17.78 | 22.82 | | streetlight | 13.43 | 17.28 | | booth | 35.11 | 49.99 | | television receiver | 57.37 | 69.17 | | airplane | 41.24 | 61.2 | | dirt track | 0.83 | 1.37 | | apparel | 40.38 | 61.9 | | pole | 7.64 | 9.61 | | land | 2.91 | 3.69 | | bannister | 6.85 | 8.23 | | escalator | 49.27 | 70.54 | | ottoman | 25.55 | 30.64 | | bottle | 33.25 | 46.11 | | buffet | 28.44 | 33.37 | | poster | 12.3 | 18.22 | | stage | 13.19 | 23.36 | | van | 31.88 | 44.29 | | ship | 45.84 | 61.84 | | fountain | 47.41 | 53.43 | | conveyer belt | 56.57 | 68.91 | | canopy | 29.16 | 39.05 | | washer | 63.47 | 71.81 | | plaything | 21.13 | 41.67 | | swimming pool | 51.07 | 82.21 | | stool | 21.28 | 26.75 | | barrel | 14.88 | 17.72 | | basket | 27.6 | 34.17 | | waterfall | 43.36 | 53.2 | | tent | 63.66 | 99.06 | | bag | 6.9 | 7.93 | | minibike | 52.68 | 67.05 | | cradle | 49.18 | 84.37 | | oven | 20.21 | 37.28 | | ball | 30.54 | 35.25 | | food | 41.03 | 53.63 | | step | 1.59 | 1.66 | | tank | 54.07 | 66.1 | | trade name | 19.17 | 23.6 | | microwave | 48.6 | 57.37 | | pot | 24.67 | 28.4 | | animal | 40.59 | 45.87 | | bicycle | 51.24 | 80.37 | | lake | 25.71 | 28.95 | | dishwasher | 28.3 | 33.89 | | screen | 43.77 | 54.56 | | blanket | 2.04 | 2.18 | | sculpture | 33.76 | 53.55 | | hood | 43.28 | 50.65 | | sconce | 25.42 | 33.49 | | vase | 22.85 | 34.48 | | traffic light | 23.02 | 34.82 | | tray | 3.66 | 5.13 | | ashcan | 24.93 | 30.43 | | fan | 46.68 | 79.28 | | pier | 24.43 | 45.25 | | crt screen | 4.33 | 9.35 | | plate | 38.19 | 57.43 | | monitor | 4.14 | 4.72 | | bulletin board | 33.5 | 41.24 | | shower | 0.06 | 0.06 | | radiator | 49.81 | 58.36 | | glass | 9.65 | 10.87 | | clock | 15.11 | 17.97 | | flag | 29.45 | 36.39 | +---------------------+-------+-------+ 2023-11-13 20:34:09,354 - mmseg - INFO - Summary: 2023-11-13 20:34:09,354 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 72.58 | 37.26 | 49.9 | +-------+-------+------+ 2023-11-13 20:34:09,355 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:34:09,355 - mmseg - INFO - Iter(val) [250] aAcc: 0.7258, mIoU: 0.3726, mAcc: 0.4990, IoU.wall: 0.5853, IoU.building: 0.7232, IoU.sky: 0.7777, IoU.floor: 0.6217, IoU.tree: 0.6124, IoU.ceiling: 0.6212, IoU.road: 0.7178, IoU.bed : 0.7409, IoU.windowpane: 0.4854, IoU.grass: 0.5824, IoU.cabinet: 0.4850, IoU.sidewalk: 0.4804, IoU.person: 0.6838, IoU.earth: 0.2812, IoU.door: 0.2919, IoU.table: 0.4210, IoU.mountain: 0.4833, IoU.plant: 0.4022, IoU.curtain: 0.5402, IoU.chair: 0.4198, IoU.car: 0.7241, IoU.water: 0.5340, IoU.painting: 0.5515, IoU.sofa: 0.5187, IoU.shelf: 0.3132, IoU.house: 0.4636, IoU.sea: 0.5383, IoU.mirror: 0.4194, IoU.rug: 0.4858, IoU.field: 0.2601, IoU.armchair: 0.2616, IoU.seat: 0.4697, IoU.fence: 0.2784, IoU.desk: 0.3029, IoU.rock: 0.4241, IoU.wardrobe: 0.4065, IoU.lamp: 0.4217, IoU.bathtub: 0.6000, IoU.railing: 0.2454, IoU.cushion: 0.4189, IoU.base: 0.1954, IoU.box: 0.1753, IoU.column: 0.2296, IoU.signboard: 0.2273, IoU.chest of drawers: 0.3637, IoU.counter: 0.2530, IoU.sand: 0.4389, IoU.sink: 0.5640, IoU.skyscraper: 0.4189, IoU.fireplace: 0.5528, IoU.refrigerator: 0.4829, IoU.grandstand: 0.3399, IoU.path: 0.1207, IoU.stairs: 0.2450, IoU.runway: 0.6239, IoU.case: 0.4270, IoU.pool table: 0.7722, IoU.pillow: 0.4275, IoU.screen door: 0.4550, IoU.stairway: 0.2742, IoU.river: 0.1008, IoU.bridge: 0.3658, IoU.bookcase: 0.2762, IoU.blind: 0.2639, IoU.coffee table: 0.4641, IoU.toilet: 0.6544, IoU.flower: 0.3130, IoU.book: 0.3924, IoU.hill: 0.0340, IoU.bench: 0.3507, IoU.countertop: 0.4238, IoU.stove: 0.5620, IoU.palm: 0.4517, IoU.kitchen island: 0.2329, IoU.computer: 0.6074, IoU.swivel chair: 0.3457, IoU.boat: 0.4000, IoU.bar: 0.3263, IoU.arcade machine: 0.4808, IoU.hovel: 0.4043, IoU.bus: 0.7608, IoU.towel: 0.5375, IoU.light: 0.2796, IoU.truck: 0.2530, IoU.tower: 0.1459, IoU.chandelier: 0.5249, IoU.awning: 0.1778, IoU.streetlight: 0.1343, IoU.booth: 0.3511, IoU.television receiver: 0.5737, IoU.airplane: 0.4124, IoU.dirt track: 0.0083, IoU.apparel: 0.4038, IoU.pole: 0.0764, IoU.land: 0.0291, IoU.bannister: 0.0685, IoU.escalator: 0.4927, IoU.ottoman: 0.2555, IoU.bottle: 0.3325, IoU.buffet: 0.2844, IoU.poster: 0.1230, IoU.stage: 0.1319, IoU.van: 0.3188, IoU.ship: 0.4584, IoU.fountain: 0.4741, IoU.conveyer belt: 0.5657, IoU.canopy: 0.2916, IoU.washer: 0.6347, IoU.plaything: 0.2113, IoU.swimming pool: 0.5107, IoU.stool: 0.2128, IoU.barrel: 0.1488, IoU.basket: 0.2760, IoU.waterfall: 0.4336, IoU.tent: 0.6366, IoU.bag: 0.0690, IoU.minibike: 0.5268, IoU.cradle: 0.4918, IoU.oven: 0.2021, IoU.ball: 0.3054, IoU.food: 0.4103, IoU.step: 0.0159, IoU.tank: 0.5407, IoU.trade name: 0.1917, IoU.microwave: 0.4860, IoU.pot: 0.2467, IoU.animal: 0.4059, IoU.bicycle: 0.5124, IoU.lake: 0.2571, IoU.dishwasher: 0.2830, IoU.screen: 0.4377, IoU.blanket: 0.0204, IoU.sculpture: 0.3376, IoU.hood: 0.4328, IoU.sconce: 0.2542, IoU.vase: 0.2285, IoU.traffic light: 0.2302, IoU.tray: 0.0366, IoU.ashcan: 0.2493, IoU.fan: 0.4668, IoU.pier: 0.2443, IoU.crt screen: 0.0433, IoU.plate: 0.3819, IoU.monitor: 0.0414, IoU.bulletin board: 0.3350, IoU.shower: 0.0006, IoU.radiator: 0.4981, IoU.glass: 0.0965, IoU.clock: 0.1511, IoU.flag: 0.2945, Acc.wall: 0.7865, Acc.building: 0.8978, Acc.sky: 0.8609, Acc.floor: 0.7463, Acc.tree: 0.7829, Acc.ceiling: 0.7309, Acc.road: 0.8232, Acc.bed : 0.9028, Acc.windowpane: 0.6629, Acc.grass: 0.7265, Acc.cabinet: 0.6159, Acc.sidewalk: 0.6418, Acc.person: 0.8918, Acc.earth: 0.3789, Acc.door: 0.3474, Acc.table: 0.5855, Acc.mountain: 0.6221, Acc.plant: 0.4980, Acc.curtain: 0.6717, Acc.chair: 0.5889, Acc.car: 0.8884, Acc.water: 0.7120, Acc.painting: 0.7116, Acc.sofa: 0.8193, Acc.shelf: 0.4571, Acc.house: 0.5888, Acc.sea: 0.7175, Acc.mirror: 0.5347, Acc.rug: 0.5712, Acc.field: 0.4876, Acc.armchair: 0.3541, Acc.seat: 0.7207, Acc.fence: 0.3445, Acc.desk: 0.4959, Acc.rock: 0.6518, Acc.wardrobe: 0.5563, Acc.lamp: 0.5512, Acc.bathtub: 0.7411, Acc.railing: 0.3460, Acc.cushion: 0.5196, Acc.base: 0.3272, Acc.box: 0.2352, Acc.column: 0.2864, Acc.signboard: 0.3190, Acc.chest of drawers: 0.4796, Acc.counter: 0.3542, Acc.sand: 0.6096, Acc.sink: 0.6747, Acc.skyscraper: 0.5687, Acc.fireplace: 0.7543, Acc.refrigerator: 0.5782, Acc.grandstand: 0.7222, Acc.path: 0.1581, Acc.stairs: 0.3106, Acc.runway: 0.8434, Acc.case: 0.6375, Acc.pool table: 0.9354, Acc.pillow: 0.5228, Acc.screen door: 0.6205, Acc.stairway: 0.3606, Acc.river: 0.2083, Acc.bridge: 0.5467, Acc.bookcase: 0.4175, Acc.blind: 0.2966, Acc.coffee table: 0.7419, Acc.toilet: 0.8279, Acc.flower: 0.4583, Acc.book: 0.6635, Acc.hill: 0.0673, Acc.bench: 0.4867, Acc.countertop: 0.5929, Acc.stove: 0.7056, Acc.palm: 0.6966, Acc.kitchen island: 0.4967, Acc.computer: 0.8019, Acc.swivel chair: 0.5396, Acc.boat: 0.5798, Acc.bar: 0.3799, Acc.arcade machine: 0.5852, Acc.hovel: 0.4895, Acc.bus: 0.8497, Acc.towel: 0.6643, Acc.light: 0.3365, Acc.truck: 0.3363, Acc.tower: 0.2029, Acc.chandelier: 0.7099, Acc.awning: 0.2282, Acc.streetlight: 0.1728, Acc.booth: 0.4999, Acc.television receiver: 0.6917, Acc.airplane: 0.6120, Acc.dirt track: 0.0137, Acc.apparel: 0.6190, Acc.pole: 0.0961, Acc.land: 0.0369, Acc.bannister: 0.0823, Acc.escalator: 0.7054, Acc.ottoman: 0.3064, Acc.bottle: 0.4611, Acc.buffet: 0.3337, Acc.poster: 0.1822, Acc.stage: 0.2336, Acc.van: 0.4429, Acc.ship: 0.6184, Acc.fountain: 0.5343, Acc.conveyer belt: 0.6891, Acc.canopy: 0.3905, Acc.washer: 0.7181, Acc.plaything: 0.4167, Acc.swimming pool: 0.8221, Acc.stool: 0.2675, Acc.barrel: 0.1772, Acc.basket: 0.3417, Acc.waterfall: 0.5320, Acc.tent: 0.9906, Acc.bag: 0.0793, Acc.minibike: 0.6705, Acc.cradle: 0.8437, Acc.oven: 0.3728, Acc.ball: 0.3525, Acc.food: 0.5363, Acc.step: 0.0166, Acc.tank: 0.6610, Acc.trade name: 0.2360, Acc.microwave: 0.5737, Acc.pot: 0.2840, Acc.animal: 0.4587, Acc.bicycle: 0.8037, Acc.lake: 0.2895, Acc.dishwasher: 0.3389, Acc.screen: 0.5456, Acc.blanket: 0.0218, Acc.sculpture: 0.5355, Acc.hood: 0.5065, Acc.sconce: 0.3349, Acc.vase: 0.3448, Acc.traffic light: 0.3482, Acc.tray: 0.0513, Acc.ashcan: 0.3043, Acc.fan: 0.7928, Acc.pier: 0.4525, Acc.crt screen: 0.0935, Acc.plate: 0.5743, Acc.monitor: 0.0472, Acc.bulletin board: 0.4124, Acc.shower: 0.0006, Acc.radiator: 0.5836, Acc.glass: 0.1087, Acc.clock: 0.1797, Acc.flag: 0.3639 2023-11-13 20:34:14,559 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:18:04, time: 0.413, data_time: 0.313, memory: 3271, decode.loss_ce: 0.8528, decode.acc_seg: 69.6084, loss: 0.8528 2023-11-13 20:34:19,753 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:17:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8532, decode.acc_seg: 69.0089, loss: 0.8532 2023-11-13 20:34:24,983 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:17:53, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8740, decode.acc_seg: 68.8742, loss: 0.8740 2023-11-13 20:34:30,204 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:17:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8691, decode.acc_seg: 69.3682, loss: 0.8691 2023-11-13 20:34:35,409 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:17:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8644, decode.acc_seg: 69.4967, loss: 0.8644 2023-11-13 20:34:40,625 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:17:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8838, decode.acc_seg: 68.4440, loss: 0.8838 2023-11-13 20:34:48,067 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:17:32, time: 0.149, data_time: 0.048, memory: 3271, decode.loss_ce: 0.8859, decode.acc_seg: 68.3370, loss: 0.8859 2023-11-13 20:34:53,261 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:17:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8026, decode.acc_seg: 70.4151, loss: 0.8026 2023-11-13 20:34:58,450 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:17:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8437, decode.acc_seg: 69.0540, loss: 0.8437 2023-11-13 20:35:03,650 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:17:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8858, decode.acc_seg: 68.6432, loss: 0.8858 2023-11-13 20:35:08,847 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:17:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8710, decode.acc_seg: 68.3532, loss: 0.8710 2023-11-13 20:35:14,043 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:17:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8599, decode.acc_seg: 69.4182, loss: 0.8599 2023-11-13 20:35:19,236 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:16:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8592, decode.acc_seg: 69.1125, loss: 0.8592 2023-11-13 20:35:24,432 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:16:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8607, decode.acc_seg: 69.4354, loss: 0.8607 2023-11-13 20:35:29,643 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:16:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8764, decode.acc_seg: 68.8143, loss: 0.8764 2023-11-13 20:35:34,830 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:16:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8838, decode.acc_seg: 69.0541, loss: 0.8838 2023-11-13 20:35:40,027 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:16:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8580, decode.acc_seg: 69.3442, loss: 0.8580 2023-11-13 20:35:45,230 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:16:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8336, decode.acc_seg: 69.5339, loss: 0.8336 2023-11-13 20:35:50,433 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:16:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8878, decode.acc_seg: 68.6107, loss: 0.8878 2023-11-13 20:35:55,638 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:35:55,638 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:16:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8512, decode.acc_seg: 69.7533, loss: 0.8512 2023-11-13 20:36:00,834 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:16:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8514, decode.acc_seg: 69.8204, loss: 0.8514 2023-11-13 20:36:06,037 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:16:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8486, decode.acc_seg: 69.6926, loss: 0.8486 2023-11-13 20:36:11,236 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:16:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8873, decode.acc_seg: 68.9156, loss: 0.8873 2023-11-13 20:36:16,432 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:15:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8566, decode.acc_seg: 69.9290, loss: 0.8566 2023-11-13 20:36:21,661 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:15:53, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9069, decode.acc_seg: 67.6778, loss: 0.9069 2023-11-13 20:36:26,861 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:15:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8801, decode.acc_seg: 68.0552, loss: 0.8801 2023-11-13 20:36:32,062 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:15:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8705, decode.acc_seg: 68.3695, loss: 0.8705 2023-11-13 20:36:37,256 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:15:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8671, decode.acc_seg: 68.3442, loss: 0.8671 2023-11-13 20:36:42,460 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:15:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.7936, decode.acc_seg: 70.9240, loss: 0.7936 2023-11-13 20:36:47,654 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:15:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8453, decode.acc_seg: 69.2421, loss: 0.8453 2023-11-13 20:36:52,863 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:15:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8810, decode.acc_seg: 68.1956, loss: 0.8810 2023-11-13 20:37:00,331 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:15:15, time: 0.149, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8483, decode.acc_seg: 69.4655, loss: 0.8483 2023-11-13 20:37:05,521 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:15:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8062, decode.acc_seg: 70.3687, loss: 0.8062 2023-11-13 20:37:10,720 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:15:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8317, decode.acc_seg: 70.0908, loss: 0.8317 2023-11-13 20:37:15,916 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:14:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8477, decode.acc_seg: 69.3168, loss: 0.8477 2023-11-13 20:37:21,111 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:14:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8428, decode.acc_seg: 69.7835, loss: 0.8428 2023-11-13 20:37:26,308 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:14:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8679, decode.acc_seg: 68.4002, loss: 0.8679 2023-11-13 20:37:31,503 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:14:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8670, decode.acc_seg: 68.6550, loss: 0.8670 2023-11-13 20:37:36,697 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:14:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8391, decode.acc_seg: 69.5005, loss: 0.8391 2023-11-13 20:37:41,895 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:37:41,896 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:14:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8280, decode.acc_seg: 70.0335, loss: 0.8280 2023-11-13 20:37:47,096 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:14:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8392, decode.acc_seg: 69.2430, loss: 0.8392 2023-11-13 20:37:52,299 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:14:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8094, decode.acc_seg: 70.8041, loss: 0.8094 2023-11-13 20:37:57,499 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:14:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8513, decode.acc_seg: 69.9249, loss: 0.8513 2023-11-13 20:38:02,684 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:14:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8844, decode.acc_seg: 68.5869, loss: 0.8844 2023-11-13 20:38:07,885 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:14:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9026, decode.acc_seg: 68.4735, loss: 0.9026 2023-11-13 20:38:13,081 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:13:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8788, decode.acc_seg: 68.0218, loss: 0.8788 2023-11-13 20:38:18,271 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:13:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8447, decode.acc_seg: 69.8069, loss: 0.8447 2023-11-13 20:38:23,469 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:13:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8459, decode.acc_seg: 68.7842, loss: 0.8459 2023-11-13 20:38:28,659 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:13:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8994, decode.acc_seg: 68.6358, loss: 0.8994 2023-11-13 20:38:33,857 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:13:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8564, decode.acc_seg: 68.7988, loss: 0.8564 2023-11-13 20:38:39,042 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:13:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8725, decode.acc_seg: 68.6955, loss: 0.8725 2023-11-13 20:38:44,239 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:13:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8656, decode.acc_seg: 68.9722, loss: 0.8656 2023-11-13 20:38:49,438 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:13:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8929, decode.acc_seg: 68.0553, loss: 0.8929 2023-11-13 20:38:54,630 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:13:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8259, decode.acc_seg: 70.5760, loss: 0.8259 2023-11-13 20:38:59,864 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:13:08, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8615, decode.acc_seg: 68.9352, loss: 0.8615 2023-11-13 20:39:05,056 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:13:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8205, decode.acc_seg: 70.1314, loss: 0.8205 2023-11-13 20:39:12,454 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:12:57, time: 0.148, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8977, decode.acc_seg: 68.4907, loss: 0.8977 2023-11-13 20:39:17,644 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:12:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8305, decode.acc_seg: 70.0517, loss: 0.8305 2023-11-13 20:39:22,850 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:12:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8862, decode.acc_seg: 68.3106, loss: 0.8862 2023-11-13 20:39:28,049 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:39:28,049 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:12:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8364, decode.acc_seg: 70.0210, loss: 0.8364 2023-11-13 20:39:33,261 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:12:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8407, decode.acc_seg: 69.7482, loss: 0.8407 2023-11-13 20:39:38,469 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:12:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8101, decode.acc_seg: 70.1478, loss: 0.8101 2023-11-13 20:39:43,663 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:12:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8824, decode.acc_seg: 68.7587, loss: 0.8824 2023-11-13 20:39:48,852 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:12:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8415, decode.acc_seg: 70.0080, loss: 0.8415 2023-11-13 20:39:54,046 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:12:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8333, decode.acc_seg: 69.8076, loss: 0.8333 2023-11-13 20:39:59,247 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:12:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8717, decode.acc_seg: 69.5951, loss: 0.8717 2023-11-13 20:40:04,445 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8971, decode.acc_seg: 67.6966, loss: 0.8971 2023-11-13 20:40:09,637 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:11:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8239, decode.acc_seg: 69.2639, loss: 0.8239 2023-11-13 20:40:14,836 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:11:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9010, decode.acc_seg: 68.0895, loss: 0.9010 2023-11-13 20:40:20,034 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:11:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8688, decode.acc_seg: 69.3459, loss: 0.8688 2023-11-13 20:40:25,240 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:11:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8262, decode.acc_seg: 70.0553, loss: 0.8262 2023-11-13 20:40:30,438 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:11:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8364, decode.acc_seg: 69.8668, loss: 0.8364 2023-11-13 20:40:35,634 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:11:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8391, decode.acc_seg: 69.8585, loss: 0.8391 2023-11-13 20:40:40,837 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:11:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8583, decode.acc_seg: 68.0583, loss: 0.8583 2023-11-13 20:40:46,041 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:11:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8294, decode.acc_seg: 69.9782, loss: 0.8294 2023-11-13 20:40:51,250 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:11:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8534, decode.acc_seg: 69.5054, loss: 0.8534 2023-11-13 20:40:56,450 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8881, decode.acc_seg: 68.8037, loss: 0.8881 2023-11-13 20:41:01,669 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8860, decode.acc_seg: 68.3341, loss: 0.8860 2023-11-13 20:41:06,859 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:10:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8553, decode.acc_seg: 69.0618, loss: 0.8553 2023-11-13 20:41:12,046 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:41:12,047 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:10:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8713, decode.acc_seg: 68.4331, loss: 0.8713 2023-11-13 20:41:17,243 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:10:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8448, decode.acc_seg: 69.1170, loss: 0.8448 2023-11-13 20:41:22,435 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:10:40, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8518, decode.acc_seg: 69.3676, loss: 0.8518 2023-11-13 20:41:29,886 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:10:35, time: 0.149, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8612, decode.acc_seg: 68.9311, loss: 0.8612 2023-11-13 20:41:35,072 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:10:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8575, decode.acc_seg: 69.2745, loss: 0.8575 2023-11-13 20:41:40,269 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:10:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8562, decode.acc_seg: 69.4050, loss: 0.8562 2023-11-13 20:41:45,470 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:10:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8478, decode.acc_seg: 69.4919, loss: 0.8478 2023-11-13 20:41:50,666 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8316, decode.acc_seg: 69.6359, loss: 0.8316 2023-11-13 20:41:55,858 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8652, decode.acc_seg: 68.9125, loss: 0.8652 2023-11-13 20:42:01,061 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8673, decode.acc_seg: 68.5309, loss: 0.8673 2023-11-13 20:42:06,252 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:09:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8274, decode.acc_seg: 70.2219, loss: 0.8274 2023-11-13 20:42:11,450 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:09:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8235, decode.acc_seg: 70.1649, loss: 0.8235 2023-11-13 20:42:16,656 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:09:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8524, decode.acc_seg: 69.2954, loss: 0.8524 2023-11-13 20:42:21,839 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:09:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8684, decode.acc_seg: 68.5453, loss: 0.8684 2023-11-13 20:42:27,037 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:09:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8879, decode.acc_seg: 68.3761, loss: 0.8879 2023-11-13 20:42:32,232 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8375, decode.acc_seg: 68.5186, loss: 0.8375 2023-11-13 20:42:37,428 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:09:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8675, decode.acc_seg: 68.9649, loss: 0.8675 2023-11-13 20:42:42,635 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8600, decode.acc_seg: 68.8216, loss: 0.8600 2023-11-13 20:42:47,826 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:13, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8585, decode.acc_seg: 69.5592, loss: 0.8585 2023-11-13 20:42:53,020 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8349, decode.acc_seg: 70.0248, loss: 0.8349 2023-11-13 20:42:58,216 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:42:58,216 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:02, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8847, decode.acc_seg: 68.0244, loss: 0.8847 2023-11-13 20:43:03,412 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:08:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8828, decode.acc_seg: 68.7145, loss: 0.8828 2023-11-13 20:43:08,607 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:08:51, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8375, decode.acc_seg: 69.9261, loss: 0.8375 2023-11-13 20:43:13,799 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:08:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8603, decode.acc_seg: 69.4918, loss: 0.8603 2023-11-13 20:43:19,007 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:08:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8357, decode.acc_seg: 69.9136, loss: 0.8357 2023-11-13 20:43:24,253 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:08:35, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8506, decode.acc_seg: 69.4446, loss: 0.8506 2023-11-13 20:43:29,455 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8585, decode.acc_seg: 68.7012, loss: 0.8585 2023-11-13 20:43:34,669 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8247, decode.acc_seg: 70.5618, loss: 0.8247 2023-11-13 20:43:42,101 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:19, time: 0.149, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8579, decode.acc_seg: 69.6591, loss: 0.8579 2023-11-13 20:43:47,300 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8574, decode.acc_seg: 69.2416, loss: 0.8574 2023-11-13 20:43:52,501 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8353, decode.acc_seg: 69.4465, loss: 0.8353 2023-11-13 20:43:57,692 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8390, decode.acc_seg: 69.6760, loss: 0.8390 2023-11-13 20:44:02,887 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:07:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8863, decode.acc_seg: 68.1292, loss: 0.8863 2023-11-13 20:44:08,073 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:07:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8489, decode.acc_seg: 69.8230, loss: 0.8489 2023-11-13 20:44:13,281 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:07:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8269, decode.acc_seg: 69.9090, loss: 0.8269 2023-11-13 20:44:18,471 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:07:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8291, decode.acc_seg: 69.8051, loss: 0.8291 2023-11-13 20:44:23,667 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8536, decode.acc_seg: 69.1139, loss: 0.8536 2023-11-13 20:44:28,859 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8885, decode.acc_seg: 68.7188, loss: 0.8885 2023-11-13 20:44:34,065 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:24, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8240, decode.acc_seg: 70.3698, loss: 0.8240 2023-11-13 20:44:39,270 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8352, decode.acc_seg: 69.3113, loss: 0.8352 2023-11-13 20:44:44,470 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:44:44,470 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8120, decode.acc_seg: 70.1328, loss: 0.8120 2023-11-13 20:44:49,665 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8508, decode.acc_seg: 68.8201, loss: 0.8508 2023-11-13 20:44:54,858 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8889, decode.acc_seg: 68.2325, loss: 0.8889 2023-11-13 20:45:00,047 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:06:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8517, decode.acc_seg: 69.2231, loss: 0.8517 2023-11-13 20:45:05,238 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:06:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8667, decode.acc_seg: 69.1465, loss: 0.8667 2023-11-13 20:45:10,428 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:06:46, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8259, decode.acc_seg: 69.9233, loss: 0.8259 2023-11-13 20:45:15,639 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:06:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8821, decode.acc_seg: 68.5626, loss: 0.8821 2023-11-13 20:45:20,839 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:35, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.9100, decode.acc_seg: 68.2234, loss: 0.9100 2023-11-13 20:45:26,029 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8321, decode.acc_seg: 70.1836, loss: 0.8321 2023-11-13 20:45:31,223 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8335, decode.acc_seg: 70.0977, loss: 0.8335 2023-11-13 20:45:36,418 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8404, decode.acc_seg: 69.8054, loss: 0.8404 2023-11-13 20:45:41,608 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8406, decode.acc_seg: 69.7965, loss: 0.8406 2023-11-13 20:45:46,809 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:08, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8273, decode.acc_seg: 69.5897, loss: 0.8273 2023-11-13 20:45:54,152 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:03, time: 0.147, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8870, decode.acc_seg: 68.1346, loss: 0.8870 2023-11-13 20:45:59,350 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:05:57, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8382, decode.acc_seg: 70.0731, loss: 0.8382 2023-11-13 20:46:04,538 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:05:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8153, decode.acc_seg: 70.3939, loss: 0.8153 2023-11-13 20:46:09,730 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:05:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8611, decode.acc_seg: 68.6672, loss: 0.8611 2023-11-13 20:46:14,926 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8430, decode.acc_seg: 69.3272, loss: 0.8430 2023-11-13 20:46:20,121 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8683, decode.acc_seg: 69.0634, loss: 0.8683 2023-11-13 20:46:25,320 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8340, decode.acc_seg: 69.6488, loss: 0.8340 2023-11-13 20:46:30,524 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:46:30,524 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8501, decode.acc_seg: 68.9823, loss: 0.8501 2023-11-13 20:46:35,725 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:19, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8905, decode.acc_seg: 68.7073, loss: 0.8905 2023-11-13 20:46:40,928 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8972, decode.acc_seg: 68.4990, loss: 0.8972 2023-11-13 20:46:46,142 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8618, decode.acc_seg: 69.1790, loss: 0.8618 2023-11-13 20:46:51,345 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8471, decode.acc_seg: 69.6027, loss: 0.8471 2023-11-13 20:46:56,545 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:04:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8426, decode.acc_seg: 69.0038, loss: 0.8426 2023-11-13 20:47:01,757 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8464, decode.acc_seg: 70.0146, loss: 0.8464 2023-11-13 20:47:06,951 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8146, decode.acc_seg: 70.1118, loss: 0.8146 2023-11-13 20:47:12,143 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:41, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8071, decode.acc_seg: 70.1901, loss: 0.8071 2023-11-13 20:47:17,333 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8312, decode.acc_seg: 69.4603, loss: 0.8312 2023-11-13 20:47:22,531 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:30, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8764, decode.acc_seg: 69.4532, loss: 0.8764 2023-11-13 20:47:27,726 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8060, decode.acc_seg: 70.4551, loss: 0.8060 2023-11-13 20:47:32,925 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8648, decode.acc_seg: 68.8826, loss: 0.8648 2023-11-13 20:47:38,119 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:14, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8466, decode.acc_seg: 69.6213, loss: 0.8466 2023-11-13 20:47:43,316 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8527, decode.acc_seg: 69.4836, loss: 0.8527 2023-11-13 20:47:48,522 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:03, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8349, decode.acc_seg: 69.9571, loss: 0.8349 2023-11-13 20:47:53,723 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8703, decode.acc_seg: 68.6473, loss: 0.8703 2023-11-13 20:47:58,915 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:52, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8748, decode.acc_seg: 69.0865, loss: 0.8748 2023-11-13 20:48:06,388 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:47, time: 0.149, data_time: 0.049, memory: 3271, decode.loss_ce: 0.8262, decode.acc_seg: 70.2040, loss: 0.8262 2023-11-13 20:48:11,573 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8690, decode.acc_seg: 68.8922, loss: 0.8690 2023-11-13 20:48:16,765 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:48:16,765 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:36, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8098, decode.acc_seg: 70.1448, loss: 0.8098 2023-11-13 20:48:21,956 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8681, decode.acc_seg: 69.0392, loss: 0.8681 2023-11-13 20:48:27,151 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:25, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8346, decode.acc_seg: 69.7891, loss: 0.8346 2023-11-13 20:48:32,348 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8715, decode.acc_seg: 69.1320, loss: 0.8715 2023-11-13 20:48:37,544 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8679, decode.acc_seg: 68.7179, loss: 0.8679 2023-11-13 20:48:42,820 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:09, time: 0.106, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8694, decode.acc_seg: 69.7650, loss: 0.8694 2023-11-13 20:48:48,026 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.7969, decode.acc_seg: 70.3555, loss: 0.7969 2023-11-13 20:48:53,237 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:58, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8849, decode.acc_seg: 68.4729, loss: 0.8849 2023-11-13 20:48:58,435 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8630, decode.acc_seg: 68.9380, loss: 0.8630 2023-11-13 20:49:03,643 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:47, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8663, decode.acc_seg: 69.3476, loss: 0.8663 2023-11-13 20:49:08,842 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8205, decode.acc_seg: 69.9872, loss: 0.8205 2023-11-13 20:49:14,038 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8475, decode.acc_seg: 69.9077, loss: 0.8475 2023-11-13 20:49:19,235 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:31, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8253, decode.acc_seg: 69.8789, loss: 0.8253 2023-11-13 20:49:24,451 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:26, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8642, decode.acc_seg: 69.0356, loss: 0.8642 2023-11-13 20:49:29,661 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:20, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8453, decode.acc_seg: 69.5957, loss: 0.8453 2023-11-13 20:49:34,859 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8595, decode.acc_seg: 69.2100, loss: 0.8595 2023-11-13 20:49:40,066 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:09, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8761, decode.acc_seg: 68.7125, loss: 0.8761 2023-11-13 20:49:45,265 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8475, decode.acc_seg: 69.7750, loss: 0.8475 2023-11-13 20:49:50,459 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8303, decode.acc_seg: 70.2767, loss: 0.8303 2023-11-13 20:49:55,662 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:53, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8371, decode.acc_seg: 69.6071, loss: 0.8371 2023-11-13 20:50:00,873 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:50:00,874 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8544, decode.acc_seg: 69.4333, loss: 0.8544 2023-11-13 20:50:06,069 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:42, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8973, decode.acc_seg: 67.3488, loss: 0.8973 2023-11-13 20:50:11,266 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8089, decode.acc_seg: 70.3753, loss: 0.8089 2023-11-13 20:50:16,458 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8631, decode.acc_seg: 68.8453, loss: 0.8631 2023-11-13 20:50:23,860 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:26, time: 0.148, data_time: 0.047, memory: 3271, decode.loss_ce: 0.8056, decode.acc_seg: 71.0146, loss: 0.8056 2023-11-13 20:50:29,047 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8693, decode.acc_seg: 68.8812, loss: 0.8693 2023-11-13 20:50:34,235 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:15, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8616, decode.acc_seg: 69.2122, loss: 0.8616 2023-11-13 20:50:39,426 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8832, decode.acc_seg: 67.9715, loss: 0.8832 2023-11-13 20:50:44,621 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:04, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8423, decode.acc_seg: 69.2705, loss: 0.8423 2023-11-13 20:50:49,816 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:59, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8466, decode.acc_seg: 69.6452, loss: 0.8466 2023-11-13 20:50:55,014 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:54, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8663, decode.acc_seg: 69.3124, loss: 0.8663 2023-11-13 20:51:00,200 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:48, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8176, decode.acc_seg: 70.3812, loss: 0.8176 2023-11-13 20:51:05,398 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:43, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8610, decode.acc_seg: 69.0995, loss: 0.8610 2023-11-13 20:51:10,598 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:37, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8163, decode.acc_seg: 70.8393, loss: 0.8163 2023-11-13 20:51:15,815 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:32, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8516, decode.acc_seg: 69.2618, loss: 0.8516 2023-11-13 20:51:21,009 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:27, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8671, decode.acc_seg: 68.6366, loss: 0.8671 2023-11-13 20:51:26,213 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:21, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8473, decode.acc_seg: 69.6077, loss: 0.8473 2023-11-13 20:51:31,414 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:16, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8276, decode.acc_seg: 69.8683, loss: 0.8276 2023-11-13 20:51:36,612 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:10, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8714, decode.acc_seg: 69.5377, loss: 0.8714 2023-11-13 20:51:41,813 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.104, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8236, decode.acc_seg: 70.1329, loss: 0.8236 2023-11-13 20:51:46,964 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-13 20:51:47,027 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:51:47,027 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.105, data_time: 0.004, memory: 3271, decode.loss_ce: 0.8564, decode.acc_seg: 69.9379, loss: 0.8564 2023-11-13 20:52:02,249 - mmseg - INFO - per class results: 2023-11-13 20:52:02,254 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 58.79 | 77.25 | | building | 72.61 | 88.77 | | sky | 76.59 | 89.71 | | floor | 62.39 | 77.49 | | tree | 60.45 | 75.05 | | ceiling | 63.42 | 78.89 | | road | 71.65 | 81.53 | | bed | 74.91 | 89.2 | | windowpane | 48.53 | 65.22 | | grass | 58.67 | 72.87 | | cabinet | 48.75 | 61.4 | | sidewalk | 47.95 | 64.22 | | person | 68.54 | 88.97 | | earth | 28.39 | 39.27 | | door | 30.0 | 36.32 | | table | 42.15 | 57.21 | | mountain | 49.47 | 68.04 | | plant | 41.12 | 51.65 | | curtain | 53.9 | 63.17 | | chair | 41.76 | 56.09 | | car | 72.05 | 89.09 | | water | 53.67 | 69.45 | | painting | 55.38 | 73.65 | | sofa | 53.55 | 76.06 | | shelf | 32.84 | 49.84 | | house | 47.13 | 63.15 | | sea | 54.2 | 73.9 | | mirror | 41.55 | 52.11 | | rug | 45.38 | 49.74 | | field | 28.08 | 51.58 | | armchair | 30.87 | 44.53 | | seat | 47.41 | 70.71 | | fence | 29.79 | 39.39 | | desk | 31.13 | 52.74 | | rock | 41.42 | 59.38 | | wardrobe | 40.9 | 56.35 | | lamp | 43.05 | 57.18 | | bathtub | 60.07 | 72.39 | | railing | 21.52 | 27.12 | | cushion | 43.15 | 54.06 | | base | 18.71 | 30.05 | | box | 18.46 | 25.0 | | column | 21.72 | 25.77 | | signboard | 22.92 | 32.95 | | chest of drawers | 35.24 | 48.55 | | counter | 26.33 | 40.4 | | sand | 46.26 | 64.91 | | sink | 56.12 | 65.99 | | skyscraper | 42.9 | 58.54 | | fireplace | 55.62 | 70.81 | | refrigerator | 48.79 | 59.17 | | grandstand | 35.21 | 71.0 | | path | 11.58 | 15.27 | | stairs | 19.55 | 21.96 | | runway | 62.46 | 84.63 | | case | 45.34 | 61.17 | | pool table | 76.82 | 93.02 | | pillow | 45.07 | 55.35 | | screen door | 45.81 | 57.46 | | stairway | 27.28 | 36.11 | | river | 10.41 | 19.54 | | bridge | 33.95 | 53.21 | | bookcase | 30.7 | 49.12 | | blind | 23.03 | 25.17 | | coffee table | 47.33 | 72.18 | | toilet | 65.78 | 82.19 | | flower | 31.17 | 46.71 | | book | 39.48 | 59.7 | | hill | 2.57 | 4.02 | | bench | 35.49 | 47.17 | | countertop | 43.05 | 60.46 | | stove | 56.9 | 70.52 | | palm | 44.12 | 64.66 | | kitchen island | 23.11 | 46.35 | | computer | 60.81 | 82.09 | | swivel chair | 32.6 | 45.93 | | boat | 39.97 | 56.08 | | bar | 30.01 | 34.14 | | arcade machine | 48.8 | 59.09 | | hovel | 38.38 | 45.53 | | bus | 76.32 | 87.56 | | towel | 54.92 | 70.49 | | light | 28.08 | 34.38 | | truck | 25.96 | 32.32 | | tower | 15.04 | 20.66 | | chandelier | 52.08 | 68.43 | | awning | 16.5 | 20.04 | | streetlight | 14.17 | 18.54 | | booth | 35.46 | 48.58 | | television receiver | 56.96 | 68.96 | | airplane | 42.17 | 59.52 | | dirt track | 1.8 | 4.73 | | apparel | 40.15 | 59.94 | | pole | 6.97 | 8.7 | | land | 2.68 | 3.36 | | bannister | 7.14 | 8.63 | | escalator | 48.31 | 70.47 | | ottoman | 27.37 | 34.95 | | bottle | 35.26 | 49.23 | | buffet | 31.64 | 38.46 | | poster | 12.92 | 18.56 | | stage | 14.88 | 32.83 | | van | 27.72 | 36.6 | | ship | 49.82 | 70.3 | | fountain | 48.07 | 54.54 | | conveyer belt | 56.58 | 79.19 | | canopy | 27.13 | 35.38 | | washer | 63.63 | 71.59 | | plaything | 22.62 | 37.6 | | swimming pool | 50.97 | 85.64 | | stool | 21.04 | 26.4 | | barrel | 14.57 | 21.27 | | basket | 27.41 | 34.63 | | waterfall | 43.84 | 56.44 | | tent | 69.87 | 98.16 | | bag | 7.26 | 8.34 | | minibike | 51.26 | 64.52 | | cradle | 51.8 | 84.07 | | oven | 19.12 | 34.06 | | ball | 31.94 | 36.83 | | food | 40.85 | 51.03 | | step | 0.49 | 0.5 | | tank | 51.58 | 64.67 | | trade name | 15.79 | 18.22 | | microwave | 46.95 | 54.77 | | pot | 23.99 | 27.12 | | animal | 43.09 | 48.73 | | bicycle | 51.26 | 80.34 | | lake | 29.25 | 34.99 | | dishwasher | 29.54 | 38.21 | | screen | 43.68 | 56.89 | | blanket | 3.67 | 4.04 | | sculpture | 32.44 | 50.96 | | hood | 44.59 | 54.29 | | sconce | 22.49 | 28.0 | | vase | 22.02 | 30.99 | | traffic light | 22.95 | 37.57 | | tray | 3.41 | 4.89 | | ashcan | 25.64 | 33.18 | | fan | 48.14 | 64.5 | | pier | 25.8 | 44.37 | | crt screen | 2.32 | 4.72 | | plate | 40.03 | 56.34 | | monitor | 4.85 | 5.71 | | bulletin board | 33.2 | 43.26 | | shower | 1.01 | 1.51 | | radiator | 48.26 | 55.08 | | glass | 10.95 | 12.69 | | clock | 16.96 | 20.05 | | flag | 27.22 | 32.01 | +---------------------+-------+-------+ 2023-11-13 20:52:02,254 - mmseg - INFO - Summary: 2023-11-13 20:52:02,255 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 72.78 | 37.45 | 49.74 | +-------+-------+-------+ 2023-11-13 20:52:02,255 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2023-11-13 20:52:02,256 - mmseg - INFO - Iter(val) [250] aAcc: 0.7278, mIoU: 0.3745, mAcc: 0.4974, IoU.wall: 0.5879, IoU.building: 0.7261, IoU.sky: 0.7659, IoU.floor: 0.6239, IoU.tree: 0.6045, IoU.ceiling: 0.6342, IoU.road: 0.7165, IoU.bed : 0.7491, IoU.windowpane: 0.4853, IoU.grass: 0.5867, IoU.cabinet: 0.4875, IoU.sidewalk: 0.4795, IoU.person: 0.6854, IoU.earth: 0.2839, IoU.door: 0.3000, IoU.table: 0.4215, IoU.mountain: 0.4947, IoU.plant: 0.4112, IoU.curtain: 0.5390, IoU.chair: 0.4176, IoU.car: 0.7205, IoU.water: 0.5367, IoU.painting: 0.5538, IoU.sofa: 0.5355, IoU.shelf: 0.3284, IoU.house: 0.4713, IoU.sea: 0.5420, IoU.mirror: 0.4155, IoU.rug: 0.4538, IoU.field: 0.2808, IoU.armchair: 0.3087, IoU.seat: 0.4741, IoU.fence: 0.2979, IoU.desk: 0.3113, IoU.rock: 0.4142, IoU.wardrobe: 0.4090, IoU.lamp: 0.4305, IoU.bathtub: 0.6007, IoU.railing: 0.2152, IoU.cushion: 0.4315, IoU.base: 0.1871, IoU.box: 0.1846, IoU.column: 0.2172, IoU.signboard: 0.2292, IoU.chest of drawers: 0.3524, IoU.counter: 0.2633, IoU.sand: 0.4626, IoU.sink: 0.5612, IoU.skyscraper: 0.4290, IoU.fireplace: 0.5562, IoU.refrigerator: 0.4879, IoU.grandstand: 0.3521, IoU.path: 0.1158, IoU.stairs: 0.1955, IoU.runway: 0.6246, IoU.case: 0.4534, IoU.pool table: 0.7682, IoU.pillow: 0.4507, IoU.screen door: 0.4581, IoU.stairway: 0.2728, IoU.river: 0.1041, IoU.bridge: 0.3395, IoU.bookcase: 0.3070, IoU.blind: 0.2303, IoU.coffee table: 0.4733, IoU.toilet: 0.6578, IoU.flower: 0.3117, IoU.book: 0.3948, IoU.hill: 0.0257, IoU.bench: 0.3549, IoU.countertop: 0.4305, IoU.stove: 0.5690, IoU.palm: 0.4412, IoU.kitchen island: 0.2311, IoU.computer: 0.6081, IoU.swivel chair: 0.3260, IoU.boat: 0.3997, IoU.bar: 0.3001, IoU.arcade machine: 0.4880, IoU.hovel: 0.3838, IoU.bus: 0.7632, IoU.towel: 0.5492, IoU.light: 0.2808, IoU.truck: 0.2596, IoU.tower: 0.1504, IoU.chandelier: 0.5208, IoU.awning: 0.1650, IoU.streetlight: 0.1417, IoU.booth: 0.3546, IoU.television receiver: 0.5696, IoU.airplane: 0.4217, IoU.dirt track: 0.0180, IoU.apparel: 0.4015, IoU.pole: 0.0697, IoU.land: 0.0268, IoU.bannister: 0.0714, IoU.escalator: 0.4831, IoU.ottoman: 0.2737, IoU.bottle: 0.3526, IoU.buffet: 0.3164, IoU.poster: 0.1292, IoU.stage: 0.1488, IoU.van: 0.2772, IoU.ship: 0.4982, IoU.fountain: 0.4807, IoU.conveyer belt: 0.5658, IoU.canopy: 0.2713, IoU.washer: 0.6363, IoU.plaything: 0.2262, IoU.swimming pool: 0.5097, IoU.stool: 0.2104, IoU.barrel: 0.1457, IoU.basket: 0.2741, IoU.waterfall: 0.4384, IoU.tent: 0.6987, IoU.bag: 0.0726, IoU.minibike: 0.5126, IoU.cradle: 0.5180, IoU.oven: 0.1912, IoU.ball: 0.3194, IoU.food: 0.4085, IoU.step: 0.0049, IoU.tank: 0.5158, IoU.trade name: 0.1579, IoU.microwave: 0.4695, IoU.pot: 0.2399, IoU.animal: 0.4309, IoU.bicycle: 0.5126, IoU.lake: 0.2925, IoU.dishwasher: 0.2954, IoU.screen: 0.4368, IoU.blanket: 0.0367, IoU.sculpture: 0.3244, IoU.hood: 0.4459, IoU.sconce: 0.2249, IoU.vase: 0.2202, IoU.traffic light: 0.2295, IoU.tray: 0.0341, IoU.ashcan: 0.2564, IoU.fan: 0.4814, IoU.pier: 0.2580, IoU.crt screen: 0.0232, IoU.plate: 0.4003, IoU.monitor: 0.0485, IoU.bulletin board: 0.3320, IoU.shower: 0.0101, IoU.radiator: 0.4826, IoU.glass: 0.1095, IoU.clock: 0.1696, IoU.flag: 0.2722, Acc.wall: 0.7725, Acc.building: 0.8877, Acc.sky: 0.8971, Acc.floor: 0.7749, Acc.tree: 0.7505, Acc.ceiling: 0.7889, Acc.road: 0.8153, Acc.bed : 0.8920, Acc.windowpane: 0.6522, Acc.grass: 0.7287, Acc.cabinet: 0.6140, Acc.sidewalk: 0.6422, Acc.person: 0.8897, Acc.earth: 0.3927, Acc.door: 0.3632, Acc.table: 0.5721, Acc.mountain: 0.6804, Acc.plant: 0.5165, Acc.curtain: 0.6317, Acc.chair: 0.5609, Acc.car: 0.8909, Acc.water: 0.6945, Acc.painting: 0.7365, Acc.sofa: 0.7606, Acc.shelf: 0.4984, Acc.house: 0.6315, Acc.sea: 0.7390, Acc.mirror: 0.5211, Acc.rug: 0.4974, Acc.field: 0.5158, Acc.armchair: 0.4453, Acc.seat: 0.7071, Acc.fence: 0.3939, Acc.desk: 0.5274, Acc.rock: 0.5938, Acc.wardrobe: 0.5635, Acc.lamp: 0.5718, Acc.bathtub: 0.7239, Acc.railing: 0.2712, Acc.cushion: 0.5406, Acc.base: 0.3005, Acc.box: 0.2500, Acc.column: 0.2577, Acc.signboard: 0.3295, Acc.chest of drawers: 0.4855, Acc.counter: 0.4040, Acc.sand: 0.6491, Acc.sink: 0.6599, Acc.skyscraper: 0.5854, Acc.fireplace: 0.7081, Acc.refrigerator: 0.5917, Acc.grandstand: 0.7100, Acc.path: 0.1527, Acc.stairs: 0.2196, Acc.runway: 0.8463, Acc.case: 0.6117, Acc.pool table: 0.9302, Acc.pillow: 0.5535, Acc.screen door: 0.5746, Acc.stairway: 0.3611, Acc.river: 0.1954, Acc.bridge: 0.5321, Acc.bookcase: 0.4912, Acc.blind: 0.2517, Acc.coffee table: 0.7218, Acc.toilet: 0.8219, Acc.flower: 0.4671, Acc.book: 0.5970, Acc.hill: 0.0402, Acc.bench: 0.4717, Acc.countertop: 0.6046, Acc.stove: 0.7052, Acc.palm: 0.6466, Acc.kitchen island: 0.4635, Acc.computer: 0.8209, Acc.swivel chair: 0.4593, Acc.boat: 0.5608, Acc.bar: 0.3414, Acc.arcade machine: 0.5909, Acc.hovel: 0.4553, Acc.bus: 0.8756, Acc.towel: 0.7049, Acc.light: 0.3438, Acc.truck: 0.3232, Acc.tower: 0.2066, Acc.chandelier: 0.6843, Acc.awning: 0.2004, Acc.streetlight: 0.1854, Acc.booth: 0.4858, Acc.television receiver: 0.6896, Acc.airplane: 0.5952, Acc.dirt track: 0.0473, Acc.apparel: 0.5994, Acc.pole: 0.0870, Acc.land: 0.0336, Acc.bannister: 0.0863, Acc.escalator: 0.7047, Acc.ottoman: 0.3495, Acc.bottle: 0.4923, Acc.buffet: 0.3846, Acc.poster: 0.1856, Acc.stage: 0.3283, Acc.van: 0.3660, Acc.ship: 0.7030, Acc.fountain: 0.5454, Acc.conveyer belt: 0.7919, Acc.canopy: 0.3538, Acc.washer: 0.7159, Acc.plaything: 0.3760, Acc.swimming pool: 0.8564, Acc.stool: 0.2640, Acc.barrel: 0.2127, Acc.basket: 0.3463, Acc.waterfall: 0.5644, Acc.tent: 0.9816, Acc.bag: 0.0834, Acc.minibike: 0.6452, Acc.cradle: 0.8407, Acc.oven: 0.3406, Acc.ball: 0.3683, Acc.food: 0.5103, Acc.step: 0.0050, Acc.tank: 0.6467, Acc.trade name: 0.1822, Acc.microwave: 0.5477, Acc.pot: 0.2712, Acc.animal: 0.4873, Acc.bicycle: 0.8034, Acc.lake: 0.3499, Acc.dishwasher: 0.3821, Acc.screen: 0.5689, Acc.blanket: 0.0404, Acc.sculpture: 0.5096, Acc.hood: 0.5429, Acc.sconce: 0.2800, Acc.vase: 0.3099, Acc.traffic light: 0.3757, Acc.tray: 0.0489, Acc.ashcan: 0.3318, Acc.fan: 0.6450, Acc.pier: 0.4437, Acc.crt screen: 0.0472, Acc.plate: 0.5634, Acc.monitor: 0.0571, Acc.bulletin board: 0.4326, Acc.shower: 0.0151, Acc.radiator: 0.5508, Acc.glass: 0.1269, Acc.clock: 0.2005, Acc.flag: 0.3201