2024-01-03 10:37:05,432 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 10:37:05,441 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 10:37:05,441 - mmseg - INFO - OMP num threads is 1 2024-01-03 10:37:05,537 - 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+0c8cdc4 ------------------------------------------------------------ 2024-01-03 10:37:05,537 - mmseg - INFO - Distributed training: True 2024-01-03 10:37:05,537 - 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/ade20k/voc10k_distilled/eva02_base_patch16_clip_224.merged2b'} 2024-01-03 10:37:08,707 - mmseg - INFO - Set random seed to 1271755925, deterministic: False 2024-01-03 10:37:11,308 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.q_proj.weight', 'vit.model.blocks.0.attn.q_proj.bias', 'vit.model.blocks.0.attn.k_proj.weight', 'vit.model.blocks.0.attn.v_proj.weight', 'vit.model.blocks.0.attn.v_proj.bias', 'vit.model.blocks.0.attn.norm.weight', 'vit.model.blocks.0.attn.norm.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1_g.weight', 'vit.model.blocks.0.mlp.fc1_g.bias', 'vit.model.blocks.0.mlp.fc1_x.weight', 'vit.model.blocks.0.mlp.fc1_x.bias', 'vit.model.blocks.0.mlp.norm.weight', 'vit.model.blocks.0.mlp.norm.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.q_proj.weight', 'vit.model.blocks.1.attn.q_proj.bias', 'vit.model.blocks.1.attn.k_proj.weight', 'vit.model.blocks.1.attn.v_proj.weight', 'vit.model.blocks.1.attn.v_proj.bias', 'vit.model.blocks.1.attn.norm.weight', 'vit.model.blocks.1.attn.norm.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1_g.weight', 'vit.model.blocks.1.mlp.fc1_g.bias', 'vit.model.blocks.1.mlp.fc1_x.weight', 'vit.model.blocks.1.mlp.fc1_x.bias', 'vit.model.blocks.1.mlp.norm.weight', 'vit.model.blocks.1.mlp.norm.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.q_proj.weight', 'vit.model.blocks.2.attn.q_proj.bias', 'vit.model.blocks.2.attn.k_proj.weight', 'vit.model.blocks.2.attn.v_proj.weight', 'vit.model.blocks.2.attn.v_proj.bias', 'vit.model.blocks.2.attn.norm.weight', 'vit.model.blocks.2.attn.norm.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1_g.weight', 'vit.model.blocks.2.mlp.fc1_g.bias', 'vit.model.blocks.2.mlp.fc1_x.weight', 'vit.model.blocks.2.mlp.fc1_x.bias', 'vit.model.blocks.2.mlp.norm.weight', 'vit.model.blocks.2.mlp.norm.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.q_proj.weight', 'vit.model.blocks.3.attn.q_proj.bias', 'vit.model.blocks.3.attn.k_proj.weight', 'vit.model.blocks.3.attn.v_proj.weight', 'vit.model.blocks.3.attn.v_proj.bias', 'vit.model.blocks.3.attn.norm.weight', 'vit.model.blocks.3.attn.norm.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1_g.weight', 'vit.model.blocks.3.mlp.fc1_g.bias', 'vit.model.blocks.3.mlp.fc1_x.weight', 'vit.model.blocks.3.mlp.fc1_x.bias', 'vit.model.blocks.3.mlp.norm.weight', 'vit.model.blocks.3.mlp.norm.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.q_proj.weight', 'vit.model.blocks.4.attn.q_proj.bias', 'vit.model.blocks.4.attn.k_proj.weight', 'vit.model.blocks.4.attn.v_proj.weight', 'vit.model.blocks.4.attn.v_proj.bias', 'vit.model.blocks.4.attn.norm.weight', 'vit.model.blocks.4.attn.norm.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1_g.weight', 'vit.model.blocks.4.mlp.fc1_g.bias', 'vit.model.blocks.4.mlp.fc1_x.weight', 'vit.model.blocks.4.mlp.fc1_x.bias', 'vit.model.blocks.4.mlp.norm.weight', 'vit.model.blocks.4.mlp.norm.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.q_proj.weight', 'vit.model.blocks.5.attn.q_proj.bias', 'vit.model.blocks.5.attn.k_proj.weight', 'vit.model.blocks.5.attn.v_proj.weight', 'vit.model.blocks.5.attn.v_proj.bias', 'vit.model.blocks.5.attn.norm.weight', 'vit.model.blocks.5.attn.norm.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1_g.weight', 'vit.model.blocks.5.mlp.fc1_g.bias', 'vit.model.blocks.5.mlp.fc1_x.weight', 'vit.model.blocks.5.mlp.fc1_x.bias', 'vit.model.blocks.5.mlp.norm.weight', 'vit.model.blocks.5.mlp.norm.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.q_proj.weight', 'vit.model.blocks.6.attn.q_proj.bias', 'vit.model.blocks.6.attn.k_proj.weight', 'vit.model.blocks.6.attn.v_proj.weight', 'vit.model.blocks.6.attn.v_proj.bias', 'vit.model.blocks.6.attn.norm.weight', 'vit.model.blocks.6.attn.norm.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1_g.weight', 'vit.model.blocks.6.mlp.fc1_g.bias', 'vit.model.blocks.6.mlp.fc1_x.weight', 'vit.model.blocks.6.mlp.fc1_x.bias', 'vit.model.blocks.6.mlp.norm.weight', 'vit.model.blocks.6.mlp.norm.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.q_proj.weight', 'vit.model.blocks.7.attn.q_proj.bias', 'vit.model.blocks.7.attn.k_proj.weight', 'vit.model.blocks.7.attn.v_proj.weight', 'vit.model.blocks.7.attn.v_proj.bias', 'vit.model.blocks.7.attn.norm.weight', 'vit.model.blocks.7.attn.norm.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1_g.weight', 'vit.model.blocks.7.mlp.fc1_g.bias', 'vit.model.blocks.7.mlp.fc1_x.weight', 'vit.model.blocks.7.mlp.fc1_x.bias', 'vit.model.blocks.7.mlp.norm.weight', 'vit.model.blocks.7.mlp.norm.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.q_proj.weight', 'vit.model.blocks.8.attn.q_proj.bias', 'vit.model.blocks.8.attn.k_proj.weight', 'vit.model.blocks.8.attn.v_proj.weight', 'vit.model.blocks.8.attn.v_proj.bias', 'vit.model.blocks.8.attn.norm.weight', 'vit.model.blocks.8.attn.norm.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1_g.weight', 'vit.model.blocks.8.mlp.fc1_g.bias', 'vit.model.blocks.8.mlp.fc1_x.weight', 'vit.model.blocks.8.mlp.fc1_x.bias', 'vit.model.blocks.8.mlp.norm.weight', 'vit.model.blocks.8.mlp.norm.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.q_proj.weight', 'vit.model.blocks.9.attn.q_proj.bias', 'vit.model.blocks.9.attn.k_proj.weight', 'vit.model.blocks.9.attn.v_proj.weight', 'vit.model.blocks.9.attn.v_proj.bias', 'vit.model.blocks.9.attn.norm.weight', 'vit.model.blocks.9.attn.norm.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1_g.weight', 'vit.model.blocks.9.mlp.fc1_g.bias', 'vit.model.blocks.9.mlp.fc1_x.weight', 'vit.model.blocks.9.mlp.fc1_x.bias', 'vit.model.blocks.9.mlp.norm.weight', 'vit.model.blocks.9.mlp.norm.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.q_proj.weight', 'vit.model.blocks.10.attn.q_proj.bias', 'vit.model.blocks.10.attn.k_proj.weight', 'vit.model.blocks.10.attn.v_proj.weight', 'vit.model.blocks.10.attn.v_proj.bias', 'vit.model.blocks.10.attn.norm.weight', 'vit.model.blocks.10.attn.norm.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1_g.weight', 'vit.model.blocks.10.mlp.fc1_g.bias', 'vit.model.blocks.10.mlp.fc1_x.weight', 'vit.model.blocks.10.mlp.fc1_x.bias', 'vit.model.blocks.10.mlp.norm.weight', 'vit.model.blocks.10.mlp.norm.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.q_proj.weight', 'vit.model.blocks.11.attn.q_proj.bias', 'vit.model.blocks.11.attn.k_proj.weight', 'vit.model.blocks.11.attn.v_proj.weight', 'vit.model.blocks.11.attn.v_proj.bias', 'vit.model.blocks.11.attn.norm.weight', 'vit.model.blocks.11.attn.norm.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1_g.weight', 'vit.model.blocks.11.mlp.fc1_g.bias', 'vit.model.blocks.11.mlp.fc1_x.weight', 'vit.model.blocks.11.mlp.fc1_x.bias', 'vit.model.blocks.11.mlp.norm.weight', 'vit.model.blocks.11.mlp.norm.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-03 10:37:11,310 - mmseg - INFO - pos_embed loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 10:37:11,310 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 10:37:11,329 - 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 2024-01-03 10:37:11,335 - 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'}} ) 2024-01-03 10:37:11,562 - mmseg - INFO - Loaded 20210 images 2024-01-03 10:37:14,818 - mmseg - INFO - Loaded 2000 images 2024-01-03 10:37:14,820 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/eva02_base_patch16_clip_224.merged2b 2024-01-03 10:37:14,820 - 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 -------------------- 2024-01-03 10:37:14,820 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 10:37:14,823 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/ade20k/voc10k_distilled/eva02_base_patch16_clip_224.merged2b by HardDiskBackend. 2024-01-03 10:37:45,743 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:57:10, time: 0.176, data_time: 0.004, memory: 1397, decode.loss_ce: 4.0449, decode.acc_seg: 1.2463, loss: 4.0449 2024-01-03 10:37:51,004 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:33:30, time: 0.105, data_time: 0.003, memory: 1397, decode.loss_ce: 3.9876, decode.acc_seg: 7.6853, loss: 3.9876 2024-01-03 10:37:56,285 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:25:38, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 3.6849, decode.acc_seg: 30.5352, loss: 3.6849 2024-01-03 10:38:01,560 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:21:38, time: 0.105, data_time: 0.003, memory: 1397, decode.loss_ce: 3.3635, decode.acc_seg: 48.0362, loss: 3.3635 2024-01-03 10:38:06,787 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 1:19:05, time: 0.105, data_time: 0.003, memory: 1397, decode.loss_ce: 2.8985, decode.acc_seg: 53.6445, loss: 2.8985 2024-01-03 10:38:11,973 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:17:15, time: 0.104, data_time: 0.003, memory: 1397, decode.loss_ce: 2.3940, decode.acc_seg: 56.4210, loss: 2.3940 2024-01-03 10:38:17,185 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 1:15:58, time: 0.104, data_time: 0.003, memory: 1397, decode.loss_ce: 2.0608, decode.acc_seg: 57.4234, loss: 2.0608 2024-01-03 10:38:22,448 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 1:15:04, time: 0.105, data_time: 0.003, memory: 1397, decode.loss_ce: 1.7731, decode.acc_seg: 58.9541, loss: 1.7731 2024-01-03 10:38:27,749 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 1:14:25, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 1.5641, decode.acc_seg: 59.9618, loss: 1.5641 2024-01-03 10:38:33,095 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 1:13:55, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.4281, decode.acc_seg: 61.0411, loss: 1.4281 2024-01-03 10:38:38,428 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 1:13:30, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.3494, decode.acc_seg: 61.9314, loss: 1.3494 2024-01-03 10:38:43,800 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 1:13:10, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.2244, decode.acc_seg: 63.4893, loss: 1.2244 2024-01-03 10:38:49,165 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 1:12:52, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.1350, decode.acc_seg: 64.5651, loss: 1.1350 2024-01-03 10:38:54,524 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 1:12:35, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.1393, decode.acc_seg: 64.0961, loss: 1.1393 2024-01-03 10:38:59,882 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 1:12:20, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.1101, decode.acc_seg: 64.0020, loss: 1.1101 2024-01-03 10:39:05,240 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 1:12:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0958, decode.acc_seg: 64.4180, loss: 1.0958 2024-01-03 10:39:10,588 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 1:11:53, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0494, decode.acc_seg: 66.6274, loss: 1.0494 2024-01-03 10:39:15,940 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 1:11:40, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0302, decode.acc_seg: 65.1645, loss: 1.0302 2024-01-03 10:39:21,525 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 1:11:38, time: 0.112, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0405, decode.acc_seg: 65.3937, loss: 1.0405 2024-01-03 10:39:26,882 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:39:26,882 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 1:11:27, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0183, decode.acc_seg: 65.9438, loss: 1.0183 2024-01-03 10:39:32,225 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 1:11:16, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0054, decode.acc_seg: 67.1952, loss: 1.0054 2024-01-03 10:39:37,577 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 1:11:05, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9960, decode.acc_seg: 66.1978, loss: 0.9960 2024-01-03 10:39:42,923 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 1:10:55, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0103, decode.acc_seg: 65.6746, loss: 1.0103 2024-01-03 10:39:48,269 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 1:10:46, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 1.0052, decode.acc_seg: 65.6486, loss: 1.0052 2024-01-03 10:39:53,612 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 1:10:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9888, decode.acc_seg: 65.9078, loss: 0.9888 2024-01-03 10:40:01,220 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 1:11:34, time: 0.152, data_time: 0.045, memory: 1397, decode.loss_ce: 0.9648, decode.acc_seg: 66.3579, loss: 0.9648 2024-01-03 10:40:06,562 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 1:11:23, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9592, decode.acc_seg: 67.7083, loss: 0.9592 2024-01-03 10:40:11,906 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 1:11:12, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9735, decode.acc_seg: 66.6364, loss: 0.9735 2024-01-03 10:40:17,358 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 1:11:04, time: 0.109, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9062, decode.acc_seg: 68.3495, loss: 0.9062 2024-01-03 10:40:22,705 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 1:10:54, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9841, decode.acc_seg: 65.9688, loss: 0.9841 2024-01-03 10:40:28,046 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 1:10:44, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9912, decode.acc_seg: 66.2786, loss: 0.9912 2024-01-03 10:40:33,382 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 1:10:34, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9187, decode.acc_seg: 68.4395, loss: 0.9187 2024-01-03 10:40:38,727 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 1:10:24, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9322, decode.acc_seg: 68.0887, loss: 0.9322 2024-01-03 10:40:44,062 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 1:10:15, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9278, decode.acc_seg: 67.9355, loss: 0.9278 2024-01-03 10:40:49,397 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 1:10:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9262, decode.acc_seg: 67.5795, loss: 0.9262 2024-01-03 10:40:54,731 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 1:09:57, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9583, decode.acc_seg: 67.7167, loss: 0.9583 2024-01-03 10:41:00,068 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 1:09:48, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9418, decode.acc_seg: 68.1565, loss: 0.9418 2024-01-03 10:41:05,401 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 1:09:40, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9422, decode.acc_seg: 67.0040, loss: 0.9422 2024-01-03 10:41:10,742 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 1:09:31, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9678, decode.acc_seg: 66.7050, loss: 0.9678 2024-01-03 10:41:16,070 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:41:16,070 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 1:09:23, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9349, decode.acc_seg: 67.6366, loss: 0.9349 2024-01-03 10:41:21,401 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 1:09:15, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9401, decode.acc_seg: 67.7338, loss: 0.9401 2024-01-03 10:41:26,729 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 1:09:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9395, decode.acc_seg: 67.8691, loss: 0.9395 2024-01-03 10:41:32,072 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 1:08:59, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8993, decode.acc_seg: 69.0805, loss: 0.8993 2024-01-03 10:41:37,405 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 1:08:51, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9552, decode.acc_seg: 66.3684, loss: 0.9552 2024-01-03 10:41:42,749 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 1:08:43, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9571, decode.acc_seg: 67.5092, loss: 0.9571 2024-01-03 10:41:48,077 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 1:08:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9389, decode.acc_seg: 66.4404, loss: 0.9389 2024-01-03 10:41:53,410 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 1:08:28, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9804, decode.acc_seg: 67.0867, loss: 0.9804 2024-01-03 10:41:58,749 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 1:08:21, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9408, decode.acc_seg: 67.7230, loss: 0.9408 2024-01-03 10:42:04,093 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 1:08:14, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9394, decode.acc_seg: 67.9519, loss: 0.9394 2024-01-03 10:42:09,425 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 1:08:07, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9247, decode.acc_seg: 68.2521, loss: 0.9247 2024-01-03 10:42:16,964 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 1:08:32, time: 0.151, data_time: 0.048, memory: 1397, decode.loss_ce: 0.9524, decode.acc_seg: 67.0702, loss: 0.9524 2024-01-03 10:42:22,295 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 1:08:24, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8899, decode.acc_seg: 68.3726, loss: 0.8899 2024-01-03 10:42:27,625 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 1:08:16, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9095, decode.acc_seg: 67.2356, loss: 0.9095 2024-01-03 10:42:32,961 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 1:08:09, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8956, decode.acc_seg: 68.7238, loss: 0.8956 2024-01-03 10:42:38,294 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 1:08:01, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8794, decode.acc_seg: 68.4306, loss: 0.8794 2024-01-03 10:42:43,620 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 1:07:54, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9051, decode.acc_seg: 69.0145, loss: 0.9051 2024-01-03 10:42:48,953 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 1:07:46, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8992, decode.acc_seg: 68.8005, loss: 0.8992 2024-01-03 10:42:54,276 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 1:07:39, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8700, decode.acc_seg: 68.9065, loss: 0.8700 2024-01-03 10:42:59,604 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 1:07:32, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9104, decode.acc_seg: 68.5710, loss: 0.9104 2024-01-03 10:43:04,936 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:43:04,936 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 1:07:25, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8902, decode.acc_seg: 68.8859, loss: 0.8902 2024-01-03 10:43:10,262 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 1:07:17, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8907, decode.acc_seg: 69.0835, loss: 0.8907 2024-01-03 10:43:15,590 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 1:07:10, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9152, decode.acc_seg: 67.3648, loss: 0.9152 2024-01-03 10:43:20,922 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 1:07:03, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9538, decode.acc_seg: 66.6130, loss: 0.9538 2024-01-03 10:43:26,254 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 1:06:56, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9344, decode.acc_seg: 67.4695, loss: 0.9344 2024-01-03 10:43:31,578 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 1:06:50, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9123, decode.acc_seg: 68.9151, loss: 0.9123 2024-01-03 10:43:36,909 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 1:06:43, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8615, decode.acc_seg: 69.2080, loss: 0.8615 2024-01-03 10:43:42,244 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 1:06:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9207, decode.acc_seg: 68.3312, loss: 0.9207 2024-01-03 10:43:47,575 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 1:06:29, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8820, decode.acc_seg: 68.3897, loss: 0.8820 2024-01-03 10:43:52,911 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 1:06:22, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8645, decode.acc_seg: 69.7441, loss: 0.8645 2024-01-03 10:43:58,240 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 1:06:16, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9138, decode.acc_seg: 68.1642, loss: 0.9138 2024-01-03 10:44:03,566 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 1:06:09, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8865, decode.acc_seg: 68.7163, loss: 0.8865 2024-01-03 10:44:08,963 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 1:06:03, time: 0.108, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9147, decode.acc_seg: 67.5111, loss: 0.9147 2024-01-03 10:44:14,286 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 1:05:57, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9038, decode.acc_seg: 68.3909, loss: 0.9038 2024-01-03 10:44:19,613 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 1:05:50, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8865, decode.acc_seg: 68.9068, loss: 0.8865 2024-01-03 10:44:24,946 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 1:05:43, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8808, decode.acc_seg: 69.1369, loss: 0.8808 2024-01-03 10:44:32,481 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 1:05:58, time: 0.151, data_time: 0.046, memory: 1397, decode.loss_ce: 0.9236, decode.acc_seg: 67.8245, loss: 0.9236 2024-01-03 10:44:37,808 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 1:05:51, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8643, decode.acc_seg: 68.9732, loss: 0.8643 2024-01-03 10:44:43,129 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 1:05:44, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8418, decode.acc_seg: 69.7737, loss: 0.8418 2024-01-03 10:44:48,472 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 1:05:38, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8905, decode.acc_seg: 68.7781, loss: 0.8905 2024-01-03 10:44:53,801 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:44:53,802 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 1:05:31, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8298, decode.acc_seg: 70.5484, loss: 0.8298 2024-01-03 10:44:59,132 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 1:05:25, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8834, decode.acc_seg: 68.8656, loss: 0.8834 2024-01-03 10:45:04,462 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 1:05:18, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8611, decode.acc_seg: 70.2162, loss: 0.8611 2024-01-03 10:45:09,829 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 1:05:12, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8444, decode.acc_seg: 70.3218, loss: 0.8444 2024-01-03 10:45:15,164 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 1:05:05, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9092, decode.acc_seg: 67.8627, loss: 0.9092 2024-01-03 10:45:20,487 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 1:04:59, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8460, decode.acc_seg: 69.9767, loss: 0.8460 2024-01-03 10:45:25,804 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 1:04:52, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8872, decode.acc_seg: 69.3652, loss: 0.8872 2024-01-03 10:45:31,324 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 1:04:47, time: 0.110, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8644, decode.acc_seg: 69.1636, loss: 0.8644 2024-01-03 10:45:36,658 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 1:04:41, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9301, decode.acc_seg: 67.2537, loss: 0.9301 2024-01-03 10:45:41,983 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 1:04:34, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8792, decode.acc_seg: 68.0048, loss: 0.8792 2024-01-03 10:45:47,308 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 1:04:28, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9340, decode.acc_seg: 68.1490, loss: 0.9340 2024-01-03 10:45:52,633 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 1:04:21, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9108, decode.acc_seg: 68.2632, loss: 0.9108 2024-01-03 10:45:57,957 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 1:04:15, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8748, decode.acc_seg: 69.4373, loss: 0.8748 2024-01-03 10:46:03,284 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 1:04:09, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9241, decode.acc_seg: 68.0020, loss: 0.9241 2024-01-03 10:46:08,608 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 1:04:02, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8798, decode.acc_seg: 69.1350, loss: 0.8798 2024-01-03 10:46:13,971 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 1:03:56, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8886, decode.acc_seg: 68.9543, loss: 0.8886 2024-01-03 10:46:19,289 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 1:03:50, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8953, decode.acc_seg: 68.6312, loss: 0.8953 2024-01-03 10:46:24,611 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 1:03:44, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8124, decode.acc_seg: 70.7062, loss: 0.8124 2024-01-03 10:46:29,936 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 1:03:37, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8751, decode.acc_seg: 69.0292, loss: 0.8751 2024-01-03 10:46:35,262 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 1:03:31, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8527, decode.acc_seg: 69.8682, loss: 0.8527 2024-01-03 10:46:40,586 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:46:40,586 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 1:03:25, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8667, decode.acc_seg: 69.7719, loss: 0.8667 2024-01-03 10:46:45,901 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 1:03:19, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8916, decode.acc_seg: 69.2350, loss: 0.8916 2024-01-03 10:46:53,430 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 1:03:28, time: 0.151, data_time: 0.046, memory: 1397, decode.loss_ce: 0.8704, decode.acc_seg: 68.6007, loss: 0.8704 2024-01-03 10:46:58,757 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 1:03:21, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8703, decode.acc_seg: 69.1996, loss: 0.8703 2024-01-03 10:47:04,081 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 1:03:15, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8576, decode.acc_seg: 69.5567, loss: 0.8576 2024-01-03 10:47:09,403 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 1:03:09, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8510, decode.acc_seg: 69.2966, loss: 0.8510 2024-01-03 10:47:14,734 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 1:03:02, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8783, decode.acc_seg: 68.6682, loss: 0.8783 2024-01-03 10:47:20,061 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 1:02:56, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8584, decode.acc_seg: 69.9080, loss: 0.8584 2024-01-03 10:47:25,385 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 1:02:50, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8538, decode.acc_seg: 69.3378, loss: 0.8538 2024-01-03 10:47:30,710 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 1:02:44, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8242, decode.acc_seg: 69.9881, loss: 0.8242 2024-01-03 10:47:36,040 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 1:02:37, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8607, decode.acc_seg: 69.4736, loss: 0.8607 2024-01-03 10:47:41,369 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 1:02:31, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8657, decode.acc_seg: 69.1726, loss: 0.8657 2024-01-03 10:47:46,698 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 1:02:25, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8795, decode.acc_seg: 69.4723, loss: 0.8795 2024-01-03 10:47:52,024 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 1:02:19, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8815, decode.acc_seg: 69.3522, loss: 0.8815 2024-01-03 10:47:57,357 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 1:02:13, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8732, decode.acc_seg: 69.0599, loss: 0.8732 2024-01-03 10:48:02,683 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 1:02:07, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8715, decode.acc_seg: 69.7350, loss: 0.8715 2024-01-03 10:48:08,007 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 1:02:00, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8538, decode.acc_seg: 69.4942, loss: 0.8538 2024-01-03 10:48:13,333 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 1:01:54, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8390, decode.acc_seg: 69.9571, loss: 0.8390 2024-01-03 10:48:18,665 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 1:01:48, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8262, decode.acc_seg: 70.3617, loss: 0.8262 2024-01-03 10:48:23,988 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 1:01:42, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8487, decode.acc_seg: 69.9673, loss: 0.8487 2024-01-03 10:48:29,309 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:48:29,309 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 1:01:36, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8298, decode.acc_seg: 69.7199, loss: 0.8298 2024-01-03 10:48:34,630 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 1:01:30, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8186, decode.acc_seg: 70.0299, loss: 0.8186 2024-01-03 10:48:39,956 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 1:01:24, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8801, decode.acc_seg: 68.2764, loss: 0.8801 2024-01-03 10:48:45,291 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 1:01:18, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8644, decode.acc_seg: 69.8377, loss: 0.8644 2024-01-03 10:48:50,627 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 1:01:12, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8733, decode.acc_seg: 69.3307, loss: 0.8733 2024-01-03 10:48:55,958 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 1:01:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8528, decode.acc_seg: 69.5734, loss: 0.8528 2024-01-03 10:49:01,292 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 1:01:00, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8480, decode.acc_seg: 70.6092, loss: 0.8480 2024-01-03 10:49:08,908 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 1:01:06, time: 0.152, data_time: 0.047, memory: 1397, decode.loss_ce: 0.8339, decode.acc_seg: 69.2848, loss: 0.8339 2024-01-03 10:49:14,238 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 1:01:00, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8705, decode.acc_seg: 69.2766, loss: 0.8705 2024-01-03 10:49:19,575 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 1:00:54, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8348, decode.acc_seg: 69.5997, loss: 0.8348 2024-01-03 10:49:24,898 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 1:00:48, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8427, decode.acc_seg: 70.9408, loss: 0.8427 2024-01-03 10:49:30,228 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 1:00:42, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8137, decode.acc_seg: 70.2865, loss: 0.8137 2024-01-03 10:49:35,556 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 1:00:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8105, decode.acc_seg: 70.3809, loss: 0.8105 2024-01-03 10:49:40,886 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 1:00:30, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8773, decode.acc_seg: 69.8997, loss: 0.8773 2024-01-03 10:49:46,225 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 1:00:24, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9037, decode.acc_seg: 68.9915, loss: 0.9037 2024-01-03 10:49:51,551 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 1:00:18, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8665, decode.acc_seg: 69.0986, loss: 0.8665 2024-01-03 10:49:56,879 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 1:00:12, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8843, decode.acc_seg: 67.9798, loss: 0.8843 2024-01-03 10:50:02,206 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 1:00:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8496, decode.acc_seg: 69.2020, loss: 0.8496 2024-01-03 10:50:07,538 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 1:00:00, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8047, decode.acc_seg: 70.5896, loss: 0.8047 2024-01-03 10:50:12,863 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:59:54, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8461, decode.acc_seg: 70.0833, loss: 0.8461 2024-01-03 10:50:18,204 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:50:18,204 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:59:48, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8614, decode.acc_seg: 69.3057, loss: 0.8614 2024-01-03 10:50:23,534 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:59:42, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8257, decode.acc_seg: 70.3144, loss: 0.8257 2024-01-03 10:50:28,864 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:59:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8408, decode.acc_seg: 70.3151, loss: 0.8408 2024-01-03 10:50:34,189 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:59:30, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8250, decode.acc_seg: 70.9583, loss: 0.8250 2024-01-03 10:50:39,513 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:59:24, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8480, decode.acc_seg: 69.9948, loss: 0.8480 2024-01-03 10:50:44,848 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:59:19, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.9063, decode.acc_seg: 67.8245, loss: 0.9063 2024-01-03 10:50:50,190 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:59:13, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8879, decode.acc_seg: 68.9586, loss: 0.8879 2024-01-03 10:50:55,521 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:59:07, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8420, decode.acc_seg: 69.9207, loss: 0.8420 2024-01-03 10:51:00,846 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:59:01, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8818, decode.acc_seg: 68.5389, loss: 0.8818 2024-01-03 10:51:06,174 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:58:55, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8591, decode.acc_seg: 70.3198, loss: 0.8591 2024-01-03 10:51:11,505 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:58:49, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8323, decode.acc_seg: 69.8710, loss: 0.8323 2024-01-03 10:51:16,836 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:58:43, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8453, decode.acc_seg: 68.9792, loss: 0.8453 2024-01-03 10:51:24,346 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:58:47, time: 0.150, data_time: 0.046, memory: 1397, decode.loss_ce: 0.8369, decode.acc_seg: 69.7584, loss: 0.8369 2024-01-03 10:51:29,682 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:58:41, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8349, decode.acc_seg: 69.6869, loss: 0.8349 2024-01-03 10:51:35,011 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:58:35, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8108, decode.acc_seg: 70.9446, loss: 0.8108 2024-01-03 10:51:40,341 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:58:29, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.7744, decode.acc_seg: 71.6259, loss: 0.7744 2024-01-03 10:51:45,672 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:58:23, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8452, decode.acc_seg: 69.3272, loss: 0.8452 2024-01-03 10:51:51,004 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:58:17, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8681, decode.acc_seg: 68.3584, loss: 0.8681 2024-01-03 10:51:56,349 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:58:11, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.7987, decode.acc_seg: 70.0835, loss: 0.7987 2024-01-03 10:52:01,677 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:58:06, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8477, decode.acc_seg: 70.5484, loss: 0.8477 2024-01-03 10:52:07,005 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:52:07,005 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:58:00, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8983, decode.acc_seg: 68.6597, loss: 0.8983 2024-01-03 10:52:12,337 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:57:54, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8779, decode.acc_seg: 69.0869, loss: 0.8779 2024-01-03 10:52:17,670 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:57:48, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8593, decode.acc_seg: 70.3118, loss: 0.8593 2024-01-03 10:52:22,998 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:57:42, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8455, decode.acc_seg: 69.3482, loss: 0.8455 2024-01-03 10:52:28,332 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:57:36, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8199, decode.acc_seg: 70.8683, loss: 0.8199 2024-01-03 10:52:33,670 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:57:30, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8476, decode.acc_seg: 69.5465, loss: 0.8476 2024-01-03 10:52:39,003 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:57:25, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8758, decode.acc_seg: 69.1470, loss: 0.8758 2024-01-03 10:52:44,356 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:57:19, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8425, decode.acc_seg: 69.5530, loss: 0.8425 2024-01-03 10:52:49,692 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:57:13, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8298, decode.acc_seg: 70.6885, loss: 0.8298 2024-01-03 10:52:55,023 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:57:07, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8198, decode.acc_seg: 71.0004, loss: 0.8198 2024-01-03 10:53:00,355 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:57:01, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8667, decode.acc_seg: 69.3289, loss: 0.8667 2024-01-03 10:53:05,683 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:56:56, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8733, decode.acc_seg: 69.3851, loss: 0.8733 2024-01-03 10:53:11,017 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:56:50, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8438, decode.acc_seg: 69.5842, loss: 0.8438 2024-01-03 10:53:16,350 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:56:44, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8449, decode.acc_seg: 69.8889, loss: 0.8449 2024-01-03 10:53:21,688 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:56:38, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8391, decode.acc_seg: 69.5044, loss: 0.8391 2024-01-03 10:53:27,024 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:56:33, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8500, decode.acc_seg: 69.2553, loss: 0.8500 2024-01-03 10:53:32,358 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:56:27, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8534, decode.acc_seg: 69.5774, loss: 0.8534 2024-01-03 10:53:39,874 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:56:29, time: 0.150, data_time: 0.047, memory: 1397, decode.loss_ce: 0.8332, decode.acc_seg: 70.4267, loss: 0.8332 2024-01-03 10:53:45,209 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:56:23, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.7935, decode.acc_seg: 71.5203, loss: 0.7935 2024-01-03 10:53:50,532 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:56:17, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8280, decode.acc_seg: 70.6881, loss: 0.8280 2024-01-03 10:53:55,867 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:53:55,867 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:56:11, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8059, decode.acc_seg: 70.2200, loss: 0.8059 2024-01-03 10:54:01,206 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:56:05, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8395, decode.acc_seg: 69.7905, loss: 0.8395 2024-01-03 10:54:06,536 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:56:00, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8274, decode.acc_seg: 70.2160, loss: 0.8274 2024-01-03 10:54:12,045 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:55:54, time: 0.110, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8417, decode.acc_seg: 70.1209, loss: 0.8417 2024-01-03 10:54:17,378 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:55:49, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8205, decode.acc_seg: 70.3400, loss: 0.8205 2024-01-03 10:54:22,717 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:55:43, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8476, decode.acc_seg: 70.1663, loss: 0.8476 2024-01-03 10:54:28,052 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:55:37, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8215, decode.acc_seg: 70.3026, loss: 0.8215 2024-01-03 10:54:33,385 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:55:31, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8304, decode.acc_seg: 70.0074, loss: 0.8304 2024-01-03 10:54:38,718 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:55:26, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8968, decode.acc_seg: 68.3916, loss: 0.8968 2024-01-03 10:54:44,056 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:55:20, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8503, decode.acc_seg: 69.2600, loss: 0.8503 2024-01-03 10:54:49,383 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:55:14, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8476, decode.acc_seg: 69.3671, loss: 0.8476 2024-01-03 10:54:54,709 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:55:08, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8474, decode.acc_seg: 69.8897, loss: 0.8474 2024-01-03 10:55:00,037 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:55:03, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8130, decode.acc_seg: 70.8099, loss: 0.8130 2024-01-03 10:55:05,370 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:54:57, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8153, decode.acc_seg: 70.8372, loss: 0.8153 2024-01-03 10:55:10,701 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:54:51, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8388, decode.acc_seg: 69.8749, loss: 0.8388 2024-01-03 10:55:16,033 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:54:45, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8094, decode.acc_seg: 71.1145, loss: 0.8094 2024-01-03 10:55:21,357 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:54:40, time: 0.106, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8528, decode.acc_seg: 69.5121, loss: 0.8528 2024-01-03 10:55:26,688 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:54:34, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8384, decode.acc_seg: 69.4348, loss: 0.8384 2024-01-03 10:55:32,016 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:54:28, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8296, decode.acc_seg: 70.2618, loss: 0.8296 2024-01-03 10:55:37,348 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:54:22, time: 0.107, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8469, decode.acc_seg: 69.3067, loss: 0.8469 2024-01-03 10:55:42,639 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 10:55:42,692 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:55:42,692 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:54:17, time: 0.108, data_time: 0.003, memory: 1397, decode.loss_ce: 0.8346, decode.acc_seg: 70.6781, loss: 0.8346 2024-01-03 10:56:26,406 - mmseg - INFO - per class results: 2024-01-03 10:56:26,414 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 60.93 | 77.88 | | building | 73.9 | 91.77 | | sky | 83.33 | 89.25 | | floor | 66.45 | 82.04 | | tree | 62.74 | 75.58 | | ceiling | 68.34 | 81.75 | | road | 74.52 | 85.01 | | bed | 76.47 | 89.75 | | windowpane | 49.13 | 66.05 | | grass | 62.73 | 77.65 | | cabinet | 48.65 | 60.47 | | sidewalk | 48.43 | 62.87 | | person | 70.02 | 85.79 | | earth | 31.47 | 45.1 | | door | 32.0 | 43.46 | | table | 40.85 | 54.73 | | mountain | 48.86 | 63.58 | | plant | 43.94 | 57.83 | | curtain | 49.49 | 55.22 | | chair | 42.99 | 61.83 | | car | 73.0 | 89.29 | | water | 56.64 | 73.92 | | painting | 54.23 | 68.07 | | sofa | 50.09 | 85.76 | | shelf | 33.67 | 53.62 | | house | 48.5 | 64.31 | | sea | 59.18 | 70.93 | | mirror | 41.04 | 53.6 | | rug | 44.86 | 50.48 | | field | 30.4 | 49.84 | | armchair | 20.86 | 25.55 | | seat | 46.78 | 75.37 | | fence | 35.22 | 43.51 | | desk | 30.57 | 48.95 | | rock | 37.82 | 58.35 | | wardrobe | 39.67 | 55.74 | | lamp | 41.32 | 61.4 | | bathtub | 57.79 | 80.84 | | railing | 26.17 | 32.48 | | cushion | 40.8 | 55.54 | | base | 16.92 | 29.02 | | box | 19.02 | 27.28 | | column | 22.97 | 29.85 | | signboard | 23.35 | 36.02 | | chest of drawers | 39.04 | 47.5 | | counter | 30.06 | 50.17 | | sand | 49.56 | 68.24 | | sink | 50.85 | 56.31 | | skyscraper | 25.46 | 28.24 | | fireplace | 56.65 | 68.9 | | refrigerator | 49.43 | 61.13 | | grandstand | 31.37 | 70.27 | | path | 19.07 | 33.25 | | stairs | 17.73 | 21.63 | | runway | 64.15 | 91.19 | | case | 43.91 | 51.59 | | pool table | 78.84 | 94.59 | | pillow | 30.16 | 33.41 | | screen door | 41.57 | 51.07 | | stairway | 28.71 | 44.92 | | river | 13.2 | 32.28 | | bridge | 36.96 | 50.91 | | bookcase | 23.47 | 32.64 | | blind | 26.35 | 28.83 | | coffee table | 42.54 | 74.8 | | toilet | 61.59 | 85.49 | | flower | 29.71 | 47.47 | | book | 39.04 | 63.49 | | hill | 2.51 | 6.58 | | bench | 34.01 | 51.74 | | countertop | 40.77 | 50.74 | | stove | 50.55 | 78.1 | | palm | 40.87 | 74.35 | | kitchen island | 23.5 | 52.92 | | computer | 61.79 | 78.92 | | swivel chair | 28.69 | 41.37 | | boat | 44.96 | 57.05 | | bar | 26.96 | 31.39 | | arcade machine | 51.29 | 59.3 | | hovel | 38.04 | 44.16 | | bus | 78.8 | 91.75 | | towel | 48.99 | 67.96 | | light | 21.69 | 24.79 | | truck | 25.08 | 28.13 | | tower | 12.73 | 17.09 | | chandelier | 49.95 | 63.98 | | awning | 12.41 | 13.44 | | streetlight | 11.56 | 13.95 | | booth | 28.3 | 59.25 | | television receiver | 52.11 | 56.26 | | airplane | 43.14 | 60.76 | | dirt track | 0.57 | 1.37 | | apparel | 42.67 | 64.21 | | pole | 10.98 | 17.62 | | land | 1.07 | 1.17 | | bannister | 7.92 | 10.16 | | escalator | 49.8 | 63.46 | | ottoman | 21.57 | 26.76 | | bottle | 34.87 | 58.33 | | buffet | 38.54 | 47.16 | | poster | 15.85 | 22.68 | | stage | 19.88 | 52.71 | | van | 24.64 | 31.91 | | ship | 34.17 | 48.36 | | fountain | 32.36 | 34.42 | | conveyer belt | 49.93 | 53.57 | | canopy | 34.45 | 48.49 | | washer | 67.75 | 77.81 | | plaything | 20.1 | 26.37 | | swimming pool | 53.82 | 88.64 | | stool | 24.27 | 40.59 | | barrel | 7.05 | 8.41 | | basket | 25.87 | 31.55 | | waterfall | 38.54 | 56.91 | | tent | 64.18 | 98.6 | | bag | 5.79 | 6.31 | | minibike | 43.24 | 50.46 | | cradle | 52.37 | 84.14 | | oven | 12.07 | 17.87 | | ball | 36.09 | 43.47 | | food | 49.76 | 56.67 | | step | 0.16 | 0.16 | | tank | 57.67 | 75.63 | | trade name | 9.9 | 11.2 | | microwave | 49.1 | 62.55 | | pot | 19.02 | 21.33 | | animal | 36.2 | 38.69 | | bicycle | 49.18 | 85.06 | | lake | 0.21 | 0.22 | | dishwasher | 17.85 | 19.76 | | screen | 39.75 | 50.78 | | blanket | 4.84 | 5.33 | | sculpture | 37.31 | 51.8 | | hood | 31.22 | 33.71 | | sconce | 14.91 | 16.99 | | vase | 19.48 | 24.88 | | traffic light | 22.36 | 36.09 | | tray | 4.96 | 11.18 | | ashcan | 19.9 | 25.69 | | fan | 41.92 | 61.74 | | pier | 32.53 | 46.93 | | crt screen | 1.77 | 2.72 | | plate | 26.89 | 36.02 | | monitor | 13.85 | 16.04 | | bulletin board | 29.69 | 33.59 | | shower | 0.22 | 0.23 | | radiator | 47.54 | 52.71 | | glass | 9.04 | 9.56 | | clock | 10.68 | 12.28 | | flag | 23.25 | 28.14 | +---------------------+-------+-------+ 2024-01-03 10:56:26,414 - mmseg - INFO - Summary: 2024-01-03 10:56:26,414 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 73.98 | 36.24 | 48.54 | +-------+-------+-------+ 2024-01-03 10:56:26,415 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:56:26,415 - mmseg - INFO - Iter(val) [250] aAcc: 0.7398, mIoU: 0.3624, mAcc: 0.4854, IoU.wall: 0.6093, IoU.building: 0.7390, IoU.sky: 0.8333, IoU.floor: 0.6645, IoU.tree: 0.6274, IoU.ceiling: 0.6834, IoU.road: 0.7452, IoU.bed : 0.7647, IoU.windowpane: 0.4913, IoU.grass: 0.6273, IoU.cabinet: 0.4865, IoU.sidewalk: 0.4843, IoU.person: 0.7002, IoU.earth: 0.3147, IoU.door: 0.3200, IoU.table: 0.4085, IoU.mountain: 0.4886, IoU.plant: 0.4394, IoU.curtain: 0.4949, IoU.chair: 0.4299, IoU.car: 0.7300, IoU.water: 0.5664, IoU.painting: 0.5423, IoU.sofa: 0.5009, IoU.shelf: 0.3367, IoU.house: 0.4850, IoU.sea: 0.5918, IoU.mirror: 0.4104, IoU.rug: 0.4486, IoU.field: 0.3040, IoU.armchair: 0.2086, IoU.seat: 0.4678, IoU.fence: 0.3522, IoU.desk: 0.3057, IoU.rock: 0.3782, IoU.wardrobe: 0.3967, IoU.lamp: 0.4132, IoU.bathtub: 0.5779, IoU.railing: 0.2617, IoU.cushion: 0.4080, IoU.base: 0.1692, IoU.box: 0.1902, IoU.column: 0.2297, IoU.signboard: 0.2335, IoU.chest of drawers: 0.3904, IoU.counter: 0.3006, IoU.sand: 0.4956, IoU.sink: 0.5085, IoU.skyscraper: 0.2546, IoU.fireplace: 0.5665, IoU.refrigerator: 0.4943, IoU.grandstand: 0.3137, IoU.path: 0.1907, IoU.stairs: 0.1773, IoU.runway: 0.6415, IoU.case: 0.4391, IoU.pool table: 0.7884, IoU.pillow: 0.3016, IoU.screen door: 0.4157, IoU.stairway: 0.2871, IoU.river: 0.1320, IoU.bridge: 0.3696, IoU.bookcase: 0.2347, IoU.blind: 0.2635, IoU.coffee table: 0.4254, IoU.toilet: 0.6159, IoU.flower: 0.2971, IoU.book: 0.3904, IoU.hill: 0.0251, IoU.bench: 0.3401, IoU.countertop: 0.4077, IoU.stove: 0.5055, IoU.palm: 0.4087, IoU.kitchen island: 0.2350, IoU.computer: 0.6179, IoU.swivel chair: 0.2869, IoU.boat: 0.4496, IoU.bar: 0.2696, IoU.arcade machine: 0.5129, IoU.hovel: 0.3804, IoU.bus: 0.7880, IoU.towel: 0.4899, IoU.light: 0.2169, IoU.truck: 0.2508, IoU.tower: 0.1273, IoU.chandelier: 0.4995, IoU.awning: 0.1241, IoU.streetlight: 0.1156, IoU.booth: 0.2830, IoU.television receiver: 0.5211, IoU.airplane: 0.4314, IoU.dirt track: 0.0057, IoU.apparel: 0.4267, IoU.pole: 0.1098, IoU.land: 0.0107, IoU.bannister: 0.0792, IoU.escalator: 0.4980, IoU.ottoman: 0.2157, IoU.bottle: 0.3487, IoU.buffet: 0.3854, IoU.poster: 0.1585, IoU.stage: 0.1988, IoU.van: 0.2464, IoU.ship: 0.3417, IoU.fountain: 0.3236, IoU.conveyer belt: 0.4993, IoU.canopy: 0.3445, IoU.washer: 0.6775, IoU.plaything: 0.2010, IoU.swimming pool: 0.5382, IoU.stool: 0.2427, IoU.barrel: 0.0705, IoU.basket: 0.2587, IoU.waterfall: 0.3854, IoU.tent: 0.6418, IoU.bag: 0.0579, IoU.minibike: 0.4324, IoU.cradle: 0.5237, IoU.oven: 0.1207, IoU.ball: 0.3609, IoU.food: 0.4976, IoU.step: 0.0016, IoU.tank: 0.5767, IoU.trade name: 0.0990, IoU.microwave: 0.4910, IoU.pot: 0.1902, IoU.animal: 0.3620, IoU.bicycle: 0.4918, IoU.lake: 0.0021, IoU.dishwasher: 0.1785, IoU.screen: 0.3975, IoU.blanket: 0.0484, IoU.sculpture: 0.3731, IoU.hood: 0.3122, IoU.sconce: 0.1491, IoU.vase: 0.1948, IoU.traffic light: 0.2236, IoU.tray: 0.0496, IoU.ashcan: 0.1990, IoU.fan: 0.4192, IoU.pier: 0.3253, IoU.crt screen: 0.0177, IoU.plate: 0.2689, IoU.monitor: 0.1385, IoU.bulletin board: 0.2969, IoU.shower: 0.0022, IoU.radiator: 0.4754, IoU.glass: 0.0904, IoU.clock: 0.1068, IoU.flag: 0.2325, Acc.wall: 0.7788, Acc.building: 0.9177, Acc.sky: 0.8925, Acc.floor: 0.8204, Acc.tree: 0.7558, Acc.ceiling: 0.8175, Acc.road: 0.8501, Acc.bed : 0.8975, Acc.windowpane: 0.6605, Acc.grass: 0.7765, Acc.cabinet: 0.6047, Acc.sidewalk: 0.6287, Acc.person: 0.8579, Acc.earth: 0.4510, Acc.door: 0.4346, Acc.table: 0.5473, Acc.mountain: 0.6358, Acc.plant: 0.5783, Acc.curtain: 0.5522, Acc.chair: 0.6183, Acc.car: 0.8929, Acc.water: 0.7392, Acc.painting: 0.6807, Acc.sofa: 0.8576, Acc.shelf: 0.5362, Acc.house: 0.6431, Acc.sea: 0.7093, Acc.mirror: 0.5360, Acc.rug: 0.5048, Acc.field: 0.4984, Acc.armchair: 0.2555, Acc.seat: 0.7537, Acc.fence: 0.4351, Acc.desk: 0.4895, Acc.rock: 0.5835, Acc.wardrobe: 0.5574, Acc.lamp: 0.6140, Acc.bathtub: 0.8084, Acc.railing: 0.3248, Acc.cushion: 0.5554, Acc.base: 0.2902, Acc.box: 0.2728, Acc.column: 0.2985, Acc.signboard: 0.3602, Acc.chest of drawers: 0.4750, Acc.counter: 0.5017, Acc.sand: 0.6824, Acc.sink: 0.5631, Acc.skyscraper: 0.2824, Acc.fireplace: 0.6890, Acc.refrigerator: 0.6113, Acc.grandstand: 0.7027, Acc.path: 0.3325, Acc.stairs: 0.2163, Acc.runway: 0.9119, Acc.case: 0.5159, Acc.pool table: 0.9459, Acc.pillow: 0.3341, Acc.screen door: 0.5107, Acc.stairway: 0.4492, Acc.river: 0.3228, Acc.bridge: 0.5091, Acc.bookcase: 0.3264, Acc.blind: 0.2883, Acc.coffee table: 0.7480, Acc.toilet: 0.8549, Acc.flower: 0.4747, Acc.book: 0.6349, Acc.hill: 0.0658, Acc.bench: 0.5174, Acc.countertop: 0.5074, Acc.stove: 0.7810, Acc.palm: 0.7435, Acc.kitchen island: 0.5292, Acc.computer: 0.7892, Acc.swivel chair: 0.4137, Acc.boat: 0.5705, Acc.bar: 0.3139, Acc.arcade machine: 0.5930, Acc.hovel: 0.4416, Acc.bus: 0.9175, Acc.towel: 0.6796, Acc.light: 0.2479, Acc.truck: 0.2813, Acc.tower: 0.1709, Acc.chandelier: 0.6398, Acc.awning: 0.1344, Acc.streetlight: 0.1395, Acc.booth: 0.5925, Acc.television receiver: 0.5626, Acc.airplane: 0.6076, Acc.dirt track: 0.0137, Acc.apparel: 0.6421, Acc.pole: 0.1762, Acc.land: 0.0117, Acc.bannister: 0.1016, Acc.escalator: 0.6346, Acc.ottoman: 0.2676, Acc.bottle: 0.5833, Acc.buffet: 0.4716, Acc.poster: 0.2268, Acc.stage: 0.5271, Acc.van: 0.3191, Acc.ship: 0.4836, Acc.fountain: 0.3442, Acc.conveyer belt: 0.5357, Acc.canopy: 0.4849, Acc.washer: 0.7781, Acc.plaything: 0.2637, Acc.swimming pool: 0.8864, Acc.stool: 0.4059, Acc.barrel: 0.0841, Acc.basket: 0.3155, Acc.waterfall: 0.5691, Acc.tent: 0.9860, Acc.bag: 0.0631, Acc.minibike: 0.5046, Acc.cradle: 0.8414, Acc.oven: 0.1787, Acc.ball: 0.4347, Acc.food: 0.5667, Acc.step: 0.0016, Acc.tank: 0.7563, Acc.trade name: 0.1120, Acc.microwave: 0.6255, Acc.pot: 0.2133, Acc.animal: 0.3869, Acc.bicycle: 0.8506, Acc.lake: 0.0022, Acc.dishwasher: 0.1976, Acc.screen: 0.5078, Acc.blanket: 0.0533, Acc.sculpture: 0.5180, Acc.hood: 0.3371, Acc.sconce: 0.1699, Acc.vase: 0.2488, Acc.traffic light: 0.3609, Acc.tray: 0.1118, Acc.ashcan: 0.2569, Acc.fan: 0.6174, Acc.pier: 0.4693, Acc.crt screen: 0.0272, Acc.plate: 0.3602, Acc.monitor: 0.1604, Acc.bulletin board: 0.3359, Acc.shower: 0.0023, Acc.radiator: 0.5271, Acc.glass: 0.0956, Acc.clock: 0.1228, Acc.flag: 0.2814 2024-01-03 10:56:31,727 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:56:21, time: 0.980, data_time: 0.877, memory: 3301, decode.loss_ce: 0.8177, decode.acc_seg: 70.9941, loss: 0.8177 2024-01-03 10:56:37,036 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:56:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8365, decode.acc_seg: 69.7875, loss: 0.8365 2024-01-03 10:56:44,590 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:56:15, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.8079, decode.acc_seg: 70.8839, loss: 0.8079 2024-01-03 10:56:49,913 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:56:08, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8023, decode.acc_seg: 71.4373, loss: 0.8023 2024-01-03 10:56:55,232 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:56:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8485, decode.acc_seg: 70.3494, loss: 0.8485 2024-01-03 10:57:00,553 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:55:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8195, decode.acc_seg: 70.4594, loss: 0.8195 2024-01-03 10:57:05,874 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:55:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8193, decode.acc_seg: 70.4374, loss: 0.8193 2024-01-03 10:57:11,197 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:55:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8469, decode.acc_seg: 69.5448, loss: 0.8469 2024-01-03 10:57:16,581 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:55:35, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8102, decode.acc_seg: 70.3357, loss: 0.8102 2024-01-03 10:57:21,901 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:55:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8525, decode.acc_seg: 70.0184, loss: 0.8525 2024-01-03 10:57:27,224 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:55:22, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8035, decode.acc_seg: 70.8684, loss: 0.8035 2024-01-03 10:57:32,551 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:55:16, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8524, decode.acc_seg: 69.6603, loss: 0.8524 2024-01-03 10:57:37,875 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:55:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8672, decode.acc_seg: 69.0725, loss: 0.8672 2024-01-03 10:57:43,189 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:55:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8260, decode.acc_seg: 69.4196, loss: 0.8260 2024-01-03 10:57:48,513 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:54:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8173, decode.acc_seg: 70.8137, loss: 0.8173 2024-01-03 10:57:53,839 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:54:50, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8062, decode.acc_seg: 70.5749, loss: 0.8062 2024-01-03 10:57:59,162 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:54:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8224, decode.acc_seg: 70.4644, loss: 0.8224 2024-01-03 10:58:04,485 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:54:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8353, decode.acc_seg: 70.1427, loss: 0.8353 2024-01-03 10:58:09,808 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:54:30, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8698, decode.acc_seg: 69.4552, loss: 0.8698 2024-01-03 10:58:15,127 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 10:58:15,127 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:54:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8276, decode.acc_seg: 70.5590, loss: 0.8276 2024-01-03 10:58:20,595 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:54:18, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8549, decode.acc_seg: 70.4030, loss: 0.8549 2024-01-03 10:58:25,915 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:54:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8369, decode.acc_seg: 70.1264, loss: 0.8369 2024-01-03 10:58:31,233 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:54:05, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7971, decode.acc_seg: 70.8739, loss: 0.7971 2024-01-03 10:58:36,551 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:53:58, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8078, decode.acc_seg: 70.8058, loss: 0.8078 2024-01-03 10:58:41,878 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:53:52, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8381, decode.acc_seg: 69.3079, loss: 0.8381 2024-01-03 10:58:47,194 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:53:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8059, decode.acc_seg: 71.2715, loss: 0.8059 2024-01-03 10:58:52,516 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:53:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8372, decode.acc_seg: 70.3065, loss: 0.8372 2024-01-03 10:59:00,144 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:53:39, time: 0.153, data_time: 0.045, memory: 3301, decode.loss_ce: 0.8419, decode.acc_seg: 70.0182, loss: 0.8419 2024-01-03 10:59:05,467 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:53:32, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7972, decode.acc_seg: 71.0439, loss: 0.7972 2024-01-03 10:59:10,781 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:53:26, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7949, decode.acc_seg: 71.1788, loss: 0.7949 2024-01-03 10:59:16,112 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:53:20, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8312, decode.acc_seg: 70.0062, loss: 0.8312 2024-01-03 10:59:21,446 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:53:13, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8643, decode.acc_seg: 69.4487, loss: 0.8643 2024-01-03 10:59:26,773 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:53:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8040, decode.acc_seg: 71.2089, loss: 0.8040 2024-01-03 10:59:32,093 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:53:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8389, decode.acc_seg: 69.8373, loss: 0.8389 2024-01-03 10:59:37,414 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:52:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8265, decode.acc_seg: 70.4579, loss: 0.8265 2024-01-03 10:59:42,734 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:52:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8206, decode.acc_seg: 70.7348, loss: 0.8206 2024-01-03 10:59:48,049 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:52:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8114, decode.acc_seg: 70.9789, loss: 0.8114 2024-01-03 10:59:53,374 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:52:35, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8023, decode.acc_seg: 70.9749, loss: 0.8023 2024-01-03 10:59:58,700 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:52:29, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8198, decode.acc_seg: 70.2189, loss: 0.8198 2024-01-03 11:00:04,022 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:00:04,022 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:52:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8227, decode.acc_seg: 71.1667, loss: 0.8227 2024-01-03 11:00:09,349 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:52:16, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7973, decode.acc_seg: 71.6821, loss: 0.7973 2024-01-03 11:00:14,668 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:52:10, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8152, decode.acc_seg: 69.9769, loss: 0.8152 2024-01-03 11:00:19,986 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:52:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8458, decode.acc_seg: 70.2083, loss: 0.8458 2024-01-03 11:00:25,309 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:51:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8272, decode.acc_seg: 69.5884, loss: 0.8272 2024-01-03 11:00:30,630 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:51:51, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8107, decode.acc_seg: 70.9430, loss: 0.8107 2024-01-03 11:00:35,954 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:51:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8881, decode.acc_seg: 68.4847, loss: 0.8881 2024-01-03 11:00:41,286 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:51:39, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8114, decode.acc_seg: 70.9354, loss: 0.8114 2024-01-03 11:00:46,617 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:51:33, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8297, decode.acc_seg: 70.2401, loss: 0.8297 2024-01-03 11:00:51,963 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:51:26, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8278, decode.acc_seg: 70.2332, loss: 0.8278 2024-01-03 11:00:57,291 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:51:20, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7949, decode.acc_seg: 71.6893, loss: 0.7949 2024-01-03 11:01:02,617 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:51:14, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8463, decode.acc_seg: 69.2585, loss: 0.8463 2024-01-03 11:01:07,941 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:51:08, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8450, decode.acc_seg: 69.6741, loss: 0.8450 2024-01-03 11:01:15,474 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:51:06, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.8296, decode.acc_seg: 70.5045, loss: 0.8296 2024-01-03 11:01:20,797 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:51:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8262, decode.acc_seg: 70.5645, loss: 0.8262 2024-01-03 11:01:26,122 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:50:54, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8306, decode.acc_seg: 71.0147, loss: 0.8306 2024-01-03 11:01:31,449 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:50:48, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8047, decode.acc_seg: 70.8817, loss: 0.8047 2024-01-03 11:01:36,773 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:50:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8018, decode.acc_seg: 71.1305, loss: 0.8018 2024-01-03 11:01:42,098 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:50:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8207, decode.acc_seg: 69.8494, loss: 0.8207 2024-01-03 11:01:47,417 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:50:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8387, decode.acc_seg: 70.5600, loss: 0.8387 2024-01-03 11:01:52,740 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:01:52,740 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:50:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8091, decode.acc_seg: 70.9334, loss: 0.8091 2024-01-03 11:01:58,063 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:50:17, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8098, decode.acc_seg: 71.4517, loss: 0.8098 2024-01-03 11:02:03,383 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:50:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8083, decode.acc_seg: 70.7083, loss: 0.8083 2024-01-03 11:02:08,717 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:50:05, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8386, decode.acc_seg: 70.4601, loss: 0.8386 2024-01-03 11:02:14,037 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:49:58, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7981, decode.acc_seg: 70.7280, loss: 0.7981 2024-01-03 11:02:19,365 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:49:52, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8015, decode.acc_seg: 70.9946, loss: 0.8015 2024-01-03 11:02:24,698 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:49:46, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8249, decode.acc_seg: 70.3798, loss: 0.8249 2024-01-03 11:02:30,020 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:49:40, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7766, decode.acc_seg: 71.9911, loss: 0.7766 2024-01-03 11:02:35,353 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:49:34, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8201, decode.acc_seg: 70.0750, loss: 0.8201 2024-01-03 11:02:40,672 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:49:28, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7910, decode.acc_seg: 71.0485, loss: 0.7910 2024-01-03 11:02:46,006 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:49:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7807, decode.acc_seg: 71.5372, loss: 0.7807 2024-01-03 11:02:51,334 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:49:16, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8457, decode.acc_seg: 69.1351, loss: 0.8457 2024-01-03 11:02:56,659 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:49:09, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8314, decode.acc_seg: 69.8409, loss: 0.8314 2024-01-03 11:03:01,986 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:49:03, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8167, decode.acc_seg: 70.3371, loss: 0.8167 2024-01-03 11:03:07,307 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:48:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8204, decode.acc_seg: 71.0335, loss: 0.8204 2024-01-03 11:03:12,628 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:48:51, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7887, decode.acc_seg: 71.5264, loss: 0.7887 2024-01-03 11:03:17,945 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:48:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8248, decode.acc_seg: 69.2173, loss: 0.8248 2024-01-03 11:03:23,267 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:48:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7666, decode.acc_seg: 70.8968, loss: 0.7666 2024-01-03 11:03:30,864 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:48:37, time: 0.152, data_time: 0.045, memory: 3301, decode.loss_ce: 0.8251, decode.acc_seg: 71.1182, loss: 0.8251 2024-01-03 11:03:36,189 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:48:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7819, decode.acc_seg: 71.2937, loss: 0.7819 2024-01-03 11:03:41,512 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:03:41,512 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:48:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8172, decode.acc_seg: 70.1754, loss: 0.8172 2024-01-03 11:03:46,841 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:48:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7868, decode.acc_seg: 71.1061, loss: 0.7868 2024-01-03 11:03:52,172 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:48:13, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7564, decode.acc_seg: 72.3790, loss: 0.7564 2024-01-03 11:03:57,496 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:48:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8207, decode.acc_seg: 69.4439, loss: 0.8207 2024-01-03 11:04:02,817 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:48:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8047, decode.acc_seg: 71.1078, loss: 0.8047 2024-01-03 11:04:08,137 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:47:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7982, decode.acc_seg: 70.9081, loss: 0.7982 2024-01-03 11:04:13,462 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:47:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8485, decode.acc_seg: 69.8479, loss: 0.8485 2024-01-03 11:04:18,785 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:47:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8138, decode.acc_seg: 70.3632, loss: 0.8138 2024-01-03 11:04:24,105 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:47:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8089, decode.acc_seg: 70.6770, loss: 0.8089 2024-01-03 11:04:29,435 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:47:31, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8477, decode.acc_seg: 69.8851, loss: 0.8477 2024-01-03 11:04:34,765 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:47:25, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7751, decode.acc_seg: 71.3273, loss: 0.7751 2024-01-03 11:04:40,088 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:47:19, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8373, decode.acc_seg: 70.3051, loss: 0.8373 2024-01-03 11:04:45,414 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:47:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8222, decode.acc_seg: 70.4087, loss: 0.8222 2024-01-03 11:04:50,744 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:47:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8266, decode.acc_seg: 70.1814, loss: 0.8266 2024-01-03 11:04:56,070 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:47:01, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8477, decode.acc_seg: 70.6544, loss: 0.8477 2024-01-03 11:05:01,399 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:46:55, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7898, decode.acc_seg: 71.0677, loss: 0.7898 2024-01-03 11:05:06,727 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:46:49, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8056, decode.acc_seg: 71.3478, loss: 0.8056 2024-01-03 11:05:12,051 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:46:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8364, decode.acc_seg: 69.6856, loss: 0.8364 2024-01-03 11:05:17,383 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:46:37, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8090, decode.acc_seg: 70.9963, loss: 0.8090 2024-01-03 11:05:22,719 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:46:31, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8217, decode.acc_seg: 70.7299, loss: 0.8217 2024-01-03 11:05:28,046 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:05:28,046 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:46:25, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7962, decode.acc_seg: 71.5442, loss: 0.7962 2024-01-03 11:05:33,368 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:46:19, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8045, decode.acc_seg: 70.1517, loss: 0.8045 2024-01-03 11:05:38,695 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:46:13, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8154, decode.acc_seg: 71.3438, loss: 0.8154 2024-01-03 11:05:44,156 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:46:07, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8089, decode.acc_seg: 70.9111, loss: 0.8089 2024-01-03 11:05:51,711 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:46:05, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.8080, decode.acc_seg: 70.5504, loss: 0.8080 2024-01-03 11:05:57,031 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:45:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8250, decode.acc_seg: 70.4662, loss: 0.8250 2024-01-03 11:06:02,361 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:45:53, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7836, decode.acc_seg: 70.7555, loss: 0.7836 2024-01-03 11:06:07,681 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:45:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7912, decode.acc_seg: 71.6134, loss: 0.7912 2024-01-03 11:06:12,997 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:45:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8153, decode.acc_seg: 70.7253, loss: 0.8153 2024-01-03 11:06:18,320 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:45:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7942, decode.acc_seg: 70.9602, loss: 0.7942 2024-01-03 11:06:23,644 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:45:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7946, decode.acc_seg: 71.8104, loss: 0.7946 2024-01-03 11:06:28,971 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:45:23, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8166, decode.acc_seg: 70.7326, loss: 0.8166 2024-01-03 11:06:34,301 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:45:17, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7812, decode.acc_seg: 71.9129, loss: 0.7812 2024-01-03 11:06:39,627 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:45:11, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8115, decode.acc_seg: 70.0595, loss: 0.8115 2024-01-03 11:06:44,959 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:45:05, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8154, decode.acc_seg: 70.8235, loss: 0.8154 2024-01-03 11:06:50,285 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:44:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8087, decode.acc_seg: 71.0108, loss: 0.8087 2024-01-03 11:06:55,609 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:44:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7948, decode.acc_seg: 71.2390, loss: 0.7948 2024-01-03 11:07:00,931 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:44:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8211, decode.acc_seg: 70.4934, loss: 0.8211 2024-01-03 11:07:06,264 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:44:41, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8021, decode.acc_seg: 70.3345, loss: 0.8021 2024-01-03 11:07:11,596 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:44:35, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8062, decode.acc_seg: 70.8081, loss: 0.8062 2024-01-03 11:07:16,917 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:07:16,917 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:44:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8035, decode.acc_seg: 71.7288, loss: 0.8035 2024-01-03 11:07:22,249 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:44:23, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7796, decode.acc_seg: 71.4123, loss: 0.7796 2024-01-03 11:07:27,567 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:44:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8120, decode.acc_seg: 70.6698, loss: 0.8120 2024-01-03 11:07:32,890 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:44:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7889, decode.acc_seg: 70.8128, loss: 0.7889 2024-01-03 11:07:38,212 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:44:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8412, decode.acc_seg: 69.8184, loss: 0.8412 2024-01-03 11:07:43,535 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:44:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8346, decode.acc_seg: 70.1972, loss: 0.8346 2024-01-03 11:07:48,863 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:43:54, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8188, decode.acc_seg: 70.6549, loss: 0.8188 2024-01-03 11:07:54,178 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:43:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8141, decode.acc_seg: 71.3279, loss: 0.8141 2024-01-03 11:07:59,507 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:43:42, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8061, decode.acc_seg: 70.8617, loss: 0.8061 2024-01-03 11:08:07,034 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:43:39, time: 0.151, data_time: 0.047, memory: 3301, decode.loss_ce: 0.8101, decode.acc_seg: 70.1638, loss: 0.8101 2024-01-03 11:08:12,370 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:43:34, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8147, decode.acc_seg: 69.9739, loss: 0.8147 2024-01-03 11:08:17,699 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:43:28, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7913, decode.acc_seg: 71.0609, loss: 0.7913 2024-01-03 11:08:23,029 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:43:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8129, decode.acc_seg: 70.4902, loss: 0.8129 2024-01-03 11:08:28,352 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:43:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8086, decode.acc_seg: 71.1385, loss: 0.8086 2024-01-03 11:08:33,681 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:43:10, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7843, decode.acc_seg: 71.5531, loss: 0.7843 2024-01-03 11:08:39,007 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:43:04, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7911, decode.acc_seg: 70.7313, loss: 0.7911 2024-01-03 11:08:44,333 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:42:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8372, decode.acc_seg: 69.9848, loss: 0.8372 2024-01-03 11:08:49,650 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:42:52, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8019, decode.acc_seg: 70.6308, loss: 0.8019 2024-01-03 11:08:54,970 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:42:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8103, decode.acc_seg: 70.3077, loss: 0.8103 2024-01-03 11:09:00,289 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:42:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7662, decode.acc_seg: 72.4087, loss: 0.7662 2024-01-03 11:09:05,613 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:09:05,613 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:42:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7636, decode.acc_seg: 72.2043, loss: 0.7636 2024-01-03 11:09:10,935 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:42:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7915, decode.acc_seg: 71.8214, loss: 0.7915 2024-01-03 11:09:16,248 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:42:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7927, decode.acc_seg: 70.9278, loss: 0.7927 2024-01-03 11:09:21,566 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:42:17, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8203, decode.acc_seg: 70.5644, loss: 0.8203 2024-01-03 11:09:26,889 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:42:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8249, decode.acc_seg: 70.5641, loss: 0.8249 2024-01-03 11:09:32,211 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:42:05, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7617, decode.acc_seg: 71.4864, loss: 0.7617 2024-01-03 11:09:37,533 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:42:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8195, decode.acc_seg: 70.3647, loss: 0.8195 2024-01-03 11:09:42,857 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:41:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8253, decode.acc_seg: 70.3394, loss: 0.8253 2024-01-03 11:09:48,192 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:41:48, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8166, decode.acc_seg: 70.9000, loss: 0.8166 2024-01-03 11:09:53,514 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:41:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8147, decode.acc_seg: 71.2474, loss: 0.8147 2024-01-03 11:09:58,979 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:41:36, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7864, decode.acc_seg: 71.0815, loss: 0.7864 2024-01-03 11:10:04,298 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:41:30, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7913, decode.acc_seg: 70.8913, loss: 0.7913 2024-01-03 11:10:09,877 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:41:25, time: 0.112, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8447, decode.acc_seg: 69.2052, loss: 0.8447 2024-01-03 11:10:15,205 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:41:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7867, decode.acc_seg: 71.2259, loss: 0.7867 2024-01-03 11:10:22,742 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:41:16, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.8036, decode.acc_seg: 70.9216, loss: 0.8036 2024-01-03 11:10:28,074 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:41:10, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7869, decode.acc_seg: 71.5044, loss: 0.7869 2024-01-03 11:10:33,393 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:41:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7871, decode.acc_seg: 71.7737, loss: 0.7871 2024-01-03 11:10:38,712 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:40:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7802, decode.acc_seg: 71.1528, loss: 0.7802 2024-01-03 11:10:44,041 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:40:53, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7808, decode.acc_seg: 71.9030, loss: 0.7808 2024-01-03 11:10:49,359 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:40:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8361, decode.acc_seg: 70.8029, loss: 0.8361 2024-01-03 11:10:54,676 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:10:54,677 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:40:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7545, decode.acc_seg: 72.0856, loss: 0.7545 2024-01-03 11:10:59,998 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:40:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7983, decode.acc_seg: 70.7828, loss: 0.7983 2024-01-03 11:11:05,316 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:40:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8013, decode.acc_seg: 71.1316, loss: 0.8013 2024-01-03 11:11:10,641 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:40:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7928, decode.acc_seg: 71.0340, loss: 0.7928 2024-01-03 11:11:15,963 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:40:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7773, decode.acc_seg: 71.3210, loss: 0.7773 2024-01-03 11:11:21,289 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:40:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8235, decode.acc_seg: 70.1729, loss: 0.8235 2024-01-03 11:11:26,601 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:40:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7980, decode.acc_seg: 71.6343, loss: 0.7980 2024-01-03 11:11:31,916 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:40:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7895, decode.acc_seg: 71.2827, loss: 0.7895 2024-01-03 11:11:37,238 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:39:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8074, decode.acc_seg: 70.2497, loss: 0.8074 2024-01-03 11:11:42,557 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:39:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8544, decode.acc_seg: 69.2767, loss: 0.8544 2024-01-03 11:11:47,881 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:39:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7921, decode.acc_seg: 71.1484, loss: 0.7921 2024-01-03 11:11:53,382 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:39:37, time: 0.110, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7840, decode.acc_seg: 71.8093, loss: 0.7840 2024-01-03 11:11:58,712 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:39:32, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7957, decode.acc_seg: 70.9827, loss: 0.7957 2024-01-03 11:12:04,169 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:39:26, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8078, decode.acc_seg: 70.4039, loss: 0.8078 2024-01-03 11:12:09,489 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:39:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7973, decode.acc_seg: 71.2934, loss: 0.7973 2024-01-03 11:12:14,823 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:39:14, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8168, decode.acc_seg: 70.6123, loss: 0.8168 2024-01-03 11:12:20,150 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:39:09, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7812, decode.acc_seg: 70.7446, loss: 0.7812 2024-01-03 11:12:25,467 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:39:03, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7877, decode.acc_seg: 72.0982, loss: 0.7877 2024-01-03 11:12:30,781 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:38:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7851, decode.acc_seg: 71.5256, loss: 0.7851 2024-01-03 11:12:38,391 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:38:54, time: 0.152, data_time: 0.049, memory: 3301, decode.loss_ce: 0.8066, decode.acc_seg: 70.6844, loss: 0.8066 2024-01-03 11:12:43,712 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:12:43,712 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:38:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7587, decode.acc_seg: 72.1058, loss: 0.7587 2024-01-03 11:12:49,045 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:38:42, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7790, decode.acc_seg: 72.0473, loss: 0.7790 2024-01-03 11:12:54,373 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:38:36, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8220, decode.acc_seg: 70.5891, loss: 0.8220 2024-01-03 11:12:59,694 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:38:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7997, decode.acc_seg: 70.6804, loss: 0.7997 2024-01-03 11:13:05,013 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:38:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7837, decode.acc_seg: 72.2078, loss: 0.7837 2024-01-03 11:13:10,347 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:38:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7982, decode.acc_seg: 70.9503, loss: 0.7982 2024-01-03 11:13:15,671 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:38:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8062, decode.acc_seg: 70.1597, loss: 0.8062 2024-01-03 11:13:21,006 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:38:08, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7910, decode.acc_seg: 71.3779, loss: 0.7910 2024-01-03 11:13:26,329 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:38:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7785, decode.acc_seg: 71.5000, loss: 0.7785 2024-01-03 11:13:31,651 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:37:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8051, decode.acc_seg: 70.8221, loss: 0.8051 2024-01-03 11:13:36,977 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:37:50, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7930, decode.acc_seg: 71.8811, loss: 0.7930 2024-01-03 11:13:42,303 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:37:44, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8117, decode.acc_seg: 70.5350, loss: 0.8117 2024-01-03 11:13:47,636 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:37:39, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7778, decode.acc_seg: 71.6659, loss: 0.7778 2024-01-03 11:13:52,962 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:37:33, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7739, decode.acc_seg: 71.7791, loss: 0.7739 2024-01-03 11:13:58,276 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:37:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8032, decode.acc_seg: 71.2758, loss: 0.8032 2024-01-03 11:14:03,597 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:37:21, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8010, decode.acc_seg: 70.5621, loss: 0.8010 2024-01-03 11:14:08,923 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:37:16, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8033, decode.acc_seg: 70.9974, loss: 0.8033 2024-01-03 11:14:14,235 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:37:10, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7460, decode.acc_seg: 72.3890, loss: 0.7460 2024-01-03 11:14:19,567 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:37:04, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8018, decode.acc_seg: 70.3646, loss: 0.8018 2024-01-03 11:14:24,894 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:36:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8118, decode.acc_seg: 70.8011, loss: 0.8118 2024-01-03 11:14:30,171 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 11:14:30,232 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:14:30,233 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:36:53, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8169, decode.acc_seg: 70.4081, loss: 0.8169 2024-01-03 11:14:46,139 - mmseg - INFO - per class results: 2024-01-03 11:14:46,145 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 61.84 | 79.38 | | building | 75.41 | 89.02 | | sky | 83.46 | 90.99 | | floor | 66.91 | 82.61 | | tree | 62.6 | 75.79 | | ceiling | 69.06 | 81.83 | | road | 74.46 | 82.52 | | bed | 76.61 | 92.34 | | windowpane | 49.7 | 67.2 | | grass | 60.92 | 74.0 | | cabinet | 50.49 | 62.32 | | sidewalk | 48.92 | 71.54 | | person | 70.04 | 86.81 | | earth | 31.0 | 42.36 | | door | 27.13 | 31.45 | | table | 41.71 | 59.78 | | mountain | 52.37 | 74.96 | | plant | 42.76 | 53.12 | | curtain | 55.55 | 66.79 | | chair | 38.9 | 48.81 | | car | 73.36 | 90.12 | | water | 57.85 | 75.79 | | painting | 54.57 | 66.61 | | sofa | 54.64 | 78.24 | | shelf | 33.21 | 49.92 | | house | 46.86 | 74.0 | | sea | 58.99 | 75.54 | | mirror | 42.72 | 56.6 | | rug | 47.75 | 56.46 | | field | 31.33 | 67.58 | | armchair | 30.26 | 49.15 | | seat | 48.52 | 76.43 | | fence | 35.94 | 51.65 | | desk | 31.17 | 57.44 | | rock | 41.61 | 56.19 | | wardrobe | 41.12 | 51.65 | | lamp | 42.93 | 58.37 | | bathtub | 59.29 | 69.61 | | railing | 24.88 | 32.1 | | cushion | 40.8 | 52.49 | | base | 18.19 | 28.27 | | box | 18.73 | 27.66 | | column | 23.79 | 28.64 | | signboard | 22.79 | 33.82 | | chest of drawers | 37.73 | 59.34 | | counter | 28.43 | 39.66 | | sand | 52.99 | 67.45 | | sink | 53.14 | 61.39 | | skyscraper | 32.48 | 36.1 | | fireplace | 58.18 | 79.29 | | refrigerator | 50.16 | 58.97 | | grandstand | 30.47 | 68.69 | | path | 10.26 | 12.9 | | stairs | 18.56 | 22.55 | | runway | 63.61 | 91.45 | | case | 40.69 | 53.11 | | pool table | 78.75 | 91.58 | | pillow | 30.03 | 33.42 | | screen door | 44.08 | 62.71 | | stairway | 26.22 | 40.74 | | river | 14.85 | 33.83 | | bridge | 36.16 | 59.75 | | bookcase | 26.49 | 40.76 | | blind | 27.76 | 30.62 | | coffee table | 46.57 | 74.59 | | toilet | 63.0 | 83.69 | | flower | 29.92 | 47.59 | | book | 38.66 | 60.31 | | hill | 3.24 | 5.04 | | bench | 35.03 | 49.41 | | countertop | 41.59 | 65.28 | | stove | 54.98 | 73.08 | | palm | 36.56 | 49.01 | | kitchen island | 26.35 | 48.23 | | computer | 60.83 | 85.89 | | swivel chair | 28.25 | 36.59 | | boat | 41.62 | 58.3 | | bar | 17.26 | 20.63 | | arcade machine | 58.71 | 69.4 | | hovel | 36.12 | 46.89 | | bus | 78.46 | 92.53 | | towel | 45.69 | 69.28 | | light | 19.73 | 22.06 | | truck | 24.75 | 29.11 | | tower | 17.75 | 23.72 | | chandelier | 48.73 | 61.88 | | awning | 15.04 | 17.26 | | streetlight | 13.87 | 18.53 | | booth | 27.17 | 35.57 | | television receiver | 57.48 | 66.11 | | airplane | 42.05 | 58.49 | | dirt track | 0.01 | 0.02 | | apparel | 37.4 | 69.44 | | pole | 4.6 | 5.1 | | land | 9.54 | 20.73 | | bannister | 14.76 | 24.2 | | escalator | 52.65 | 75.21 | | ottoman | 25.33 | 29.44 | | bottle | 34.11 | 51.84 | | buffet | 34.62 | 40.9 | | poster | 16.09 | 22.56 | | stage | 14.77 | 26.3 | | van | 37.19 | 51.64 | | ship | 55.64 | 91.05 | | fountain | 49.58 | 62.17 | | conveyer belt | 54.66 | 74.38 | | canopy | 25.6 | 36.42 | | washer | 65.12 | 71.01 | | plaything | 16.32 | 20.22 | | swimming pool | 52.63 | 91.45 | | stool | 20.17 | 27.0 | | barrel | 18.38 | 24.8 | | basket | 27.97 | 38.97 | | waterfall | 41.62 | 53.33 | | tent | 54.64 | 99.23 | | bag | 7.23 | 8.37 | | minibike | 41.23 | 44.31 | | cradle | 55.42 | 83.26 | | oven | 14.36 | 24.9 | | ball | 43.27 | 60.09 | | food | 44.56 | 51.44 | | step | 0.22 | 0.22 | | tank | 59.7 | 69.58 | | trade name | 7.54 | 8.09 | | microwave | 52.92 | 64.16 | | pot | 23.73 | 26.29 | | animal | 44.28 | 53.91 | | bicycle | 50.15 | 82.12 | | lake | 18.78 | 21.57 | | dishwasher | 27.4 | 34.48 | | screen | 44.09 | 53.25 | | blanket | 7.03 | 7.94 | | sculpture | 41.44 | 60.82 | | hood | 41.6 | 55.89 | | sconce | 24.03 | 29.34 | | vase | 18.4 | 22.64 | | traffic light | 20.98 | 32.7 | | tray | 3.93 | 7.5 | | ashcan | 24.94 | 32.43 | | fan | 41.61 | 60.71 | | pier | 39.24 | 62.58 | | crt screen | 0.05 | 0.09 | | plate | 21.99 | 27.37 | | monitor | 5.8 | 6.39 | | bulletin board | 29.9 | 36.66 | | shower | 0.16 | 0.19 | | radiator | 46.3 | 50.7 | | glass | 5.95 | 6.08 | | clock | 13.51 | 16.27 | | flag | 21.6 | 26.73 | +---------------------+-------+-------+ 2024-01-03 11:14:46,145 - mmseg - INFO - Summary: 2024-01-03 11:14:46,145 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 74.5 | 37.32 | 50.18 | +------+-------+-------+ 2024-01-03 11:14:46,146 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:14:46,146 - mmseg - INFO - Iter(val) [250] aAcc: 0.7450, mIoU: 0.3732, mAcc: 0.5018, IoU.wall: 0.6184, IoU.building: 0.7541, IoU.sky: 0.8346, IoU.floor: 0.6691, IoU.tree: 0.6260, IoU.ceiling: 0.6906, IoU.road: 0.7446, IoU.bed : 0.7661, IoU.windowpane: 0.4970, IoU.grass: 0.6092, IoU.cabinet: 0.5049, IoU.sidewalk: 0.4892, IoU.person: 0.7004, IoU.earth: 0.3100, IoU.door: 0.2713, IoU.table: 0.4171, IoU.mountain: 0.5237, IoU.plant: 0.4276, IoU.curtain: 0.5555, IoU.chair: 0.3890, IoU.car: 0.7336, IoU.water: 0.5785, IoU.painting: 0.5457, IoU.sofa: 0.5464, IoU.shelf: 0.3321, IoU.house: 0.4686, IoU.sea: 0.5899, IoU.mirror: 0.4272, IoU.rug: 0.4775, IoU.field: 0.3133, IoU.armchair: 0.3026, IoU.seat: 0.4852, IoU.fence: 0.3594, IoU.desk: 0.3117, IoU.rock: 0.4161, IoU.wardrobe: 0.4112, IoU.lamp: 0.4293, IoU.bathtub: 0.5929, IoU.railing: 0.2488, IoU.cushion: 0.4080, IoU.base: 0.1819, IoU.box: 0.1873, IoU.column: 0.2379, IoU.signboard: 0.2279, IoU.chest of drawers: 0.3773, IoU.counter: 0.2843, IoU.sand: 0.5299, IoU.sink: 0.5314, IoU.skyscraper: 0.3248, IoU.fireplace: 0.5818, IoU.refrigerator: 0.5016, IoU.grandstand: 0.3047, IoU.path: 0.1026, IoU.stairs: 0.1856, IoU.runway: 0.6361, IoU.case: 0.4069, IoU.pool table: 0.7875, IoU.pillow: 0.3003, IoU.screen door: 0.4408, IoU.stairway: 0.2622, IoU.river: 0.1485, IoU.bridge: 0.3616, IoU.bookcase: 0.2649, IoU.blind: 0.2776, IoU.coffee table: 0.4657, IoU.toilet: 0.6300, IoU.flower: 0.2992, IoU.book: 0.3866, IoU.hill: 0.0324, IoU.bench: 0.3503, IoU.countertop: 0.4159, IoU.stove: 0.5498, IoU.palm: 0.3656, IoU.kitchen island: 0.2635, IoU.computer: 0.6083, IoU.swivel chair: 0.2825, IoU.boat: 0.4162, IoU.bar: 0.1726, IoU.arcade machine: 0.5871, IoU.hovel: 0.3612, IoU.bus: 0.7846, IoU.towel: 0.4569, IoU.light: 0.1973, IoU.truck: 0.2475, IoU.tower: 0.1775, IoU.chandelier: 0.4873, IoU.awning: 0.1504, IoU.streetlight: 0.1387, IoU.booth: 0.2717, IoU.television receiver: 0.5748, IoU.airplane: 0.4205, IoU.dirt track: 0.0001, IoU.apparel: 0.3740, IoU.pole: 0.0460, IoU.land: 0.0954, IoU.bannister: 0.1476, IoU.escalator: 0.5265, IoU.ottoman: 0.2533, IoU.bottle: 0.3411, IoU.buffet: 0.3462, IoU.poster: 0.1609, IoU.stage: 0.1477, IoU.van: 0.3719, IoU.ship: 0.5564, IoU.fountain: 0.4958, IoU.conveyer belt: 0.5466, IoU.canopy: 0.2560, IoU.washer: 0.6512, IoU.plaything: 0.1632, IoU.swimming pool: 0.5263, IoU.stool: 0.2017, IoU.barrel: 0.1838, IoU.basket: 0.2797, IoU.waterfall: 0.4162, IoU.tent: 0.5464, IoU.bag: 0.0723, IoU.minibike: 0.4123, IoU.cradle: 0.5542, IoU.oven: 0.1436, IoU.ball: 0.4327, IoU.food: 0.4456, IoU.step: 0.0022, IoU.tank: 0.5970, IoU.trade name: 0.0754, IoU.microwave: 0.5292, IoU.pot: 0.2373, IoU.animal: 0.4428, IoU.bicycle: 0.5015, IoU.lake: 0.1878, IoU.dishwasher: 0.2740, IoU.screen: 0.4409, IoU.blanket: 0.0703, IoU.sculpture: 0.4144, IoU.hood: 0.4160, IoU.sconce: 0.2403, IoU.vase: 0.1840, IoU.traffic light: 0.2098, IoU.tray: 0.0393, IoU.ashcan: 0.2494, IoU.fan: 0.4161, IoU.pier: 0.3924, IoU.crt screen: 0.0005, IoU.plate: 0.2199, IoU.monitor: 0.0580, IoU.bulletin board: 0.2990, IoU.shower: 0.0016, IoU.radiator: 0.4630, IoU.glass: 0.0595, IoU.clock: 0.1351, IoU.flag: 0.2160, Acc.wall: 0.7938, Acc.building: 0.8902, Acc.sky: 0.9099, Acc.floor: 0.8261, Acc.tree: 0.7579, Acc.ceiling: 0.8183, Acc.road: 0.8252, Acc.bed : 0.9234, Acc.windowpane: 0.6720, Acc.grass: 0.7400, Acc.cabinet: 0.6232, Acc.sidewalk: 0.7154, Acc.person: 0.8681, Acc.earth: 0.4236, Acc.door: 0.3145, Acc.table: 0.5978, Acc.mountain: 0.7496, Acc.plant: 0.5312, Acc.curtain: 0.6679, Acc.chair: 0.4881, Acc.car: 0.9012, Acc.water: 0.7579, Acc.painting: 0.6661, Acc.sofa: 0.7824, Acc.shelf: 0.4992, Acc.house: 0.7400, Acc.sea: 0.7554, Acc.mirror: 0.5660, Acc.rug: 0.5646, Acc.field: 0.6758, Acc.armchair: 0.4915, Acc.seat: 0.7643, Acc.fence: 0.5165, Acc.desk: 0.5744, Acc.rock: 0.5619, Acc.wardrobe: 0.5165, Acc.lamp: 0.5837, Acc.bathtub: 0.6961, Acc.railing: 0.3210, Acc.cushion: 0.5249, Acc.base: 0.2827, Acc.box: 0.2766, Acc.column: 0.2864, Acc.signboard: 0.3382, Acc.chest of drawers: 0.5934, Acc.counter: 0.3966, Acc.sand: 0.6745, Acc.sink: 0.6139, Acc.skyscraper: 0.3610, Acc.fireplace: 0.7929, Acc.refrigerator: 0.5897, Acc.grandstand: 0.6869, Acc.path: 0.1290, Acc.stairs: 0.2255, Acc.runway: 0.9145, Acc.case: 0.5311, Acc.pool table: 0.9158, Acc.pillow: 0.3342, Acc.screen door: 0.6271, Acc.stairway: 0.4074, Acc.river: 0.3383, Acc.bridge: 0.5975, Acc.bookcase: 0.4076, Acc.blind: 0.3062, Acc.coffee table: 0.7459, Acc.toilet: 0.8369, Acc.flower: 0.4759, Acc.book: 0.6031, Acc.hill: 0.0504, Acc.bench: 0.4941, Acc.countertop: 0.6528, Acc.stove: 0.7308, Acc.palm: 0.4901, Acc.kitchen island: 0.4823, Acc.computer: 0.8589, Acc.swivel chair: 0.3659, Acc.boat: 0.5830, Acc.bar: 0.2063, Acc.arcade machine: 0.6940, Acc.hovel: 0.4689, Acc.bus: 0.9253, Acc.towel: 0.6928, Acc.light: 0.2206, Acc.truck: 0.2911, Acc.tower: 0.2372, Acc.chandelier: 0.6188, Acc.awning: 0.1726, Acc.streetlight: 0.1853, Acc.booth: 0.3557, Acc.television receiver: 0.6611, Acc.airplane: 0.5849, Acc.dirt track: 0.0002, Acc.apparel: 0.6944, Acc.pole: 0.0510, Acc.land: 0.2073, Acc.bannister: 0.2420, Acc.escalator: 0.7521, Acc.ottoman: 0.2944, Acc.bottle: 0.5184, Acc.buffet: 0.4090, Acc.poster: 0.2256, Acc.stage: 0.2630, Acc.van: 0.5164, Acc.ship: 0.9105, Acc.fountain: 0.6217, Acc.conveyer belt: 0.7438, Acc.canopy: 0.3642, Acc.washer: 0.7101, Acc.plaything: 0.2022, Acc.swimming pool: 0.9145, Acc.stool: 0.2700, Acc.barrel: 0.2480, Acc.basket: 0.3897, Acc.waterfall: 0.5333, Acc.tent: 0.9923, Acc.bag: 0.0837, Acc.minibike: 0.4431, Acc.cradle: 0.8326, Acc.oven: 0.2490, Acc.ball: 0.6009, Acc.food: 0.5144, Acc.step: 0.0022, Acc.tank: 0.6958, Acc.trade name: 0.0809, Acc.microwave: 0.6416, Acc.pot: 0.2629, Acc.animal: 0.5391, Acc.bicycle: 0.8212, Acc.lake: 0.2157, Acc.dishwasher: 0.3448, Acc.screen: 0.5325, Acc.blanket: 0.0794, Acc.sculpture: 0.6082, Acc.hood: 0.5589, Acc.sconce: 0.2934, Acc.vase: 0.2264, Acc.traffic light: 0.3270, Acc.tray: 0.0750, Acc.ashcan: 0.3243, Acc.fan: 0.6071, Acc.pier: 0.6258, Acc.crt screen: 0.0009, Acc.plate: 0.2737, Acc.monitor: 0.0639, Acc.bulletin board: 0.3666, Acc.shower: 0.0019, Acc.radiator: 0.5070, Acc.glass: 0.0608, Acc.clock: 0.1627, Acc.flag: 0.2673 2024-01-03 11:14:51,466 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:37:03, time: 0.424, data_time: 0.320, memory: 3301, decode.loss_ce: 0.8304, decode.acc_seg: 69.9187, loss: 0.8304 2024-01-03 11:14:56,791 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:36:57, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8061, decode.acc_seg: 70.9630, loss: 0.8061 2024-01-03 11:15:02,121 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:36:51, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8365, decode.acc_seg: 69.5594, loss: 0.8365 2024-01-03 11:15:07,445 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:36:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7838, decode.acc_seg: 71.0866, loss: 0.7838 2024-01-03 11:15:15,058 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:36:42, time: 0.152, data_time: 0.045, memory: 3301, decode.loss_ce: 0.8626, decode.acc_seg: 69.2140, loss: 0.8626 2024-01-03 11:15:20,381 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:36:36, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7594, decode.acc_seg: 71.8741, loss: 0.7594 2024-01-03 11:15:25,708 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:36:30, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7970, decode.acc_seg: 71.2981, loss: 0.7970 2024-01-03 11:15:31,031 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:36:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7650, decode.acc_seg: 71.6401, loss: 0.7650 2024-01-03 11:15:36,357 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:36:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7795, decode.acc_seg: 71.6271, loss: 0.7795 2024-01-03 11:15:41,670 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:36:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8076, decode.acc_seg: 70.9060, loss: 0.8076 2024-01-03 11:15:46,998 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:36:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8045, decode.acc_seg: 71.5728, loss: 0.8045 2024-01-03 11:15:52,327 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:36:01, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8315, decode.acc_seg: 70.5869, loss: 0.8315 2024-01-03 11:15:57,651 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:35:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7619, decode.acc_seg: 71.7585, loss: 0.7619 2024-01-03 11:16:02,974 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:35:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7816, decode.acc_seg: 72.1044, loss: 0.7816 2024-01-03 11:16:08,292 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:35:44, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7729, decode.acc_seg: 71.2032, loss: 0.7729 2024-01-03 11:16:13,621 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:35:38, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7922, decode.acc_seg: 70.6315, loss: 0.7922 2024-01-03 11:16:18,951 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:35:32, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7988, decode.acc_seg: 69.2563, loss: 0.7988 2024-01-03 11:16:24,276 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:35:26, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7922, decode.acc_seg: 71.8507, loss: 0.7922 2024-01-03 11:16:29,597 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:35:21, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7692, decode.acc_seg: 71.8488, loss: 0.7692 2024-01-03 11:16:34,918 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:16:34,918 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:35:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7831, decode.acc_seg: 71.9765, loss: 0.7831 2024-01-03 11:16:40,392 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:35:09, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7995, decode.acc_seg: 70.2932, loss: 0.7995 2024-01-03 11:16:45,719 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:35:03, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8193, decode.acc_seg: 70.8206, loss: 0.8193 2024-01-03 11:16:51,047 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:34:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7918, decode.acc_seg: 71.4561, loss: 0.7918 2024-01-03 11:16:56,368 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:34:52, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8019, decode.acc_seg: 70.8114, loss: 0.8019 2024-01-03 11:17:01,690 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:34:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7977, decode.acc_seg: 70.8106, loss: 0.7977 2024-01-03 11:17:07,013 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:34:40, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8032, decode.acc_seg: 70.9130, loss: 0.8032 2024-01-03 11:17:12,337 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:34:34, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7965, decode.acc_seg: 71.3052, loss: 0.7965 2024-01-03 11:17:17,660 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:34:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7700, decode.acc_seg: 71.6935, loss: 0.7700 2024-01-03 11:17:22,980 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:34:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8143, decode.acc_seg: 70.4627, loss: 0.8143 2024-01-03 11:17:30,729 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:34:19, time: 0.155, data_time: 0.047, memory: 3301, decode.loss_ce: 0.7697, decode.acc_seg: 71.5860, loss: 0.7697 2024-01-03 11:17:36,052 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:34:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7730, decode.acc_seg: 72.1559, loss: 0.7730 2024-01-03 11:17:41,378 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:34:08, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7769, decode.acc_seg: 71.7131, loss: 0.7769 2024-01-03 11:17:46,710 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:34:02, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7845, decode.acc_seg: 71.2293, loss: 0.7845 2024-01-03 11:17:52,031 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:33:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7853, decode.acc_seg: 71.5327, loss: 0.7853 2024-01-03 11:17:57,356 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:33:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7882, decode.acc_seg: 71.3753, loss: 0.7882 2024-01-03 11:18:02,676 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:33:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7804, decode.acc_seg: 71.5654, loss: 0.7804 2024-01-03 11:18:08,001 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:33:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8324, decode.acc_seg: 70.4255, loss: 0.8324 2024-01-03 11:18:13,326 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:33:33, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8003, decode.acc_seg: 71.0237, loss: 0.8003 2024-01-03 11:18:18,650 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:33:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7869, decode.acc_seg: 71.0437, loss: 0.7869 2024-01-03 11:18:24,008 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:18:24,008 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:33:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7647, decode.acc_seg: 72.2229, loss: 0.7647 2024-01-03 11:18:29,333 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:33:16, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7999, decode.acc_seg: 70.6470, loss: 0.7999 2024-01-03 11:18:34,659 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:33:10, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7941, decode.acc_seg: 71.1538, loss: 0.7941 2024-01-03 11:18:39,976 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:33:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8007, decode.acc_seg: 70.8467, loss: 0.8007 2024-01-03 11:18:45,301 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:32:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7928, decode.acc_seg: 71.0371, loss: 0.7928 2024-01-03 11:18:50,626 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:32:53, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7660, decode.acc_seg: 72.1957, loss: 0.7660 2024-01-03 11:18:55,998 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:32:47, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7756, decode.acc_seg: 71.6106, loss: 0.7756 2024-01-03 11:19:01,322 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:32:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7731, decode.acc_seg: 71.4766, loss: 0.7731 2024-01-03 11:19:06,644 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:32:36, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8471, decode.acc_seg: 70.0350, loss: 0.8471 2024-01-03 11:19:11,968 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:32:30, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7627, decode.acc_seg: 72.1547, loss: 0.7627 2024-01-03 11:19:17,291 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:32:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8114, decode.acc_seg: 70.7367, loss: 0.8114 2024-01-03 11:19:22,614 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:32:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8245, decode.acc_seg: 70.6595, loss: 0.8245 2024-01-03 11:19:27,942 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:32:13, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8229, decode.acc_seg: 70.6997, loss: 0.8229 2024-01-03 11:19:33,265 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:32:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8401, decode.acc_seg: 70.5714, loss: 0.8401 2024-01-03 11:19:38,588 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:32:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7494, decode.acc_seg: 72.4334, loss: 0.7494 2024-01-03 11:19:46,184 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:31:57, time: 0.152, data_time: 0.047, memory: 3301, decode.loss_ce: 0.7973, decode.acc_seg: 71.6545, loss: 0.7973 2024-01-03 11:19:51,514 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:31:51, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8183, decode.acc_seg: 70.9889, loss: 0.8183 2024-01-03 11:19:56,841 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:31:46, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7650, decode.acc_seg: 72.6191, loss: 0.7650 2024-01-03 11:20:02,162 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:31:40, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7997, decode.acc_seg: 70.7362, loss: 0.7997 2024-01-03 11:20:07,490 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:31:34, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7850, decode.acc_seg: 71.0683, loss: 0.7850 2024-01-03 11:20:12,816 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:20:12,816 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:31:29, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7981, decode.acc_seg: 71.5476, loss: 0.7981 2024-01-03 11:20:18,139 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:31:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7144, decode.acc_seg: 73.3395, loss: 0.7144 2024-01-03 11:20:23,457 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:31:17, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7851, decode.acc_seg: 71.4537, loss: 0.7851 2024-01-03 11:20:28,780 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:31:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7611, decode.acc_seg: 72.6786, loss: 0.7611 2024-01-03 11:20:34,101 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:31:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8252, decode.acc_seg: 70.5863, loss: 0.8252 2024-01-03 11:20:39,425 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:31:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8123, decode.acc_seg: 70.6418, loss: 0.8123 2024-01-03 11:20:44,748 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:30:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7572, decode.acc_seg: 72.3233, loss: 0.7572 2024-01-03 11:20:50,070 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:30:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7661, decode.acc_seg: 71.7824, loss: 0.7661 2024-01-03 11:20:55,393 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:30:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7976, decode.acc_seg: 71.1041, loss: 0.7976 2024-01-03 11:21:00,723 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:30:37, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7496, decode.acc_seg: 72.0822, loss: 0.7496 2024-01-03 11:21:06,043 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:30:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8207, decode.acc_seg: 70.3401, loss: 0.8207 2024-01-03 11:21:11,369 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:30:26, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8146, decode.acc_seg: 71.0156, loss: 0.8146 2024-01-03 11:21:16,692 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:30:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7838, decode.acc_seg: 71.5347, loss: 0.7838 2024-01-03 11:21:22,011 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:30:14, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7757, decode.acc_seg: 70.9824, loss: 0.7757 2024-01-03 11:21:27,334 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:30:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8046, decode.acc_seg: 71.1468, loss: 0.8046 2024-01-03 11:21:32,664 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:30:03, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7849, decode.acc_seg: 71.0575, loss: 0.7849 2024-01-03 11:21:37,995 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:29:57, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8137, decode.acc_seg: 71.0999, loss: 0.8137 2024-01-03 11:21:43,319 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:29:51, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7693, decode.acc_seg: 72.2679, loss: 0.7693 2024-01-03 11:21:48,645 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:29:46, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7661, decode.acc_seg: 71.1233, loss: 0.7661 2024-01-03 11:21:54,039 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:29:40, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7982, decode.acc_seg: 70.0566, loss: 0.7982 2024-01-03 11:22:01,604 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:22:01,604 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:29:36, time: 0.151, data_time: 0.047, memory: 3301, decode.loss_ce: 0.8314, decode.acc_seg: 69.8149, loss: 0.8314 2024-01-03 11:22:07,000 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:29:30, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7793, decode.acc_seg: 71.6820, loss: 0.7793 2024-01-03 11:22:12,326 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:29:25, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7481, decode.acc_seg: 72.7936, loss: 0.7481 2024-01-03 11:22:17,640 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:29:19, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7910, decode.acc_seg: 71.6121, loss: 0.7910 2024-01-03 11:22:22,953 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:29:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7514, decode.acc_seg: 72.1332, loss: 0.7514 2024-01-03 11:22:28,280 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:29:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7690, decode.acc_seg: 72.4071, loss: 0.7690 2024-01-03 11:22:33,605 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:29:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8103, decode.acc_seg: 70.7322, loss: 0.8103 2024-01-03 11:22:39,072 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:28:56, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7782, decode.acc_seg: 71.3197, loss: 0.7782 2024-01-03 11:22:44,393 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:28:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7972, decode.acc_seg: 71.1300, loss: 0.7972 2024-01-03 11:22:49,713 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:28:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7797, decode.acc_seg: 71.2698, loss: 0.7797 2024-01-03 11:22:55,038 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:28:39, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8056, decode.acc_seg: 70.2765, loss: 0.8056 2024-01-03 11:23:00,368 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:28:33, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7732, decode.acc_seg: 72.2087, loss: 0.7732 2024-01-03 11:23:05,694 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:28:28, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7585, decode.acc_seg: 72.8116, loss: 0.7585 2024-01-03 11:23:11,011 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:28:22, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7659, decode.acc_seg: 72.5157, loss: 0.7659 2024-01-03 11:23:16,334 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:28:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8010, decode.acc_seg: 71.2054, loss: 0.8010 2024-01-03 11:23:21,658 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:28:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7951, decode.acc_seg: 71.4764, loss: 0.7951 2024-01-03 11:23:26,994 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:28:05, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8354, decode.acc_seg: 69.3566, loss: 0.8354 2024-01-03 11:23:32,328 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:27:59, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7983, decode.acc_seg: 71.5247, loss: 0.7983 2024-01-03 11:23:37,649 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:27:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7680, decode.acc_seg: 71.8152, loss: 0.7680 2024-01-03 11:23:42,971 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:27:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7933, decode.acc_seg: 71.3404, loss: 0.7933 2024-01-03 11:23:48,295 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:23:48,295 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:27:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7765, decode.acc_seg: 71.7853, loss: 0.7765 2024-01-03 11:23:53,614 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:27:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8029, decode.acc_seg: 70.3487, loss: 0.8029 2024-01-03 11:23:58,927 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:27:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7708, decode.acc_seg: 71.8724, loss: 0.7708 2024-01-03 11:24:04,248 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:27:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7842, decode.acc_seg: 71.3512, loss: 0.7842 2024-01-03 11:24:09,573 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:27:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8020, decode.acc_seg: 71.0885, loss: 0.8020 2024-01-03 11:24:14,894 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:27:14, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7939, decode.acc_seg: 70.8612, loss: 0.7939 2024-01-03 11:24:22,404 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:27:10, time: 0.150, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7285, decode.acc_seg: 73.4323, loss: 0.7285 2024-01-03 11:24:27,721 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:27:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8026, decode.acc_seg: 71.0821, loss: 0.8026 2024-01-03 11:24:33,048 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:26:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7828, decode.acc_seg: 72.0617, loss: 0.7828 2024-01-03 11:24:38,380 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:26:52, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7576, decode.acc_seg: 72.8128, loss: 0.7576 2024-01-03 11:24:43,710 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:26:47, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7516, decode.acc_seg: 72.4466, loss: 0.7516 2024-01-03 11:24:49,028 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:26:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7858, decode.acc_seg: 71.4017, loss: 0.7858 2024-01-03 11:24:54,348 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:26:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8206, decode.acc_seg: 70.4802, loss: 0.8206 2024-01-03 11:24:59,660 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:26:30, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7512, decode.acc_seg: 72.4863, loss: 0.7512 2024-01-03 11:25:04,972 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:26:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8205, decode.acc_seg: 70.6069, loss: 0.8205 2024-01-03 11:25:10,293 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:26:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7605, decode.acc_seg: 71.7613, loss: 0.7605 2024-01-03 11:25:15,606 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:26:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7680, decode.acc_seg: 71.8946, loss: 0.7680 2024-01-03 11:25:20,924 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:26:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7712, decode.acc_seg: 71.6183, loss: 0.7712 2024-01-03 11:25:26,241 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:26:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7845, decode.acc_seg: 71.5688, loss: 0.7845 2024-01-03 11:25:31,556 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:25:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7797, decode.acc_seg: 71.3232, loss: 0.7797 2024-01-03 11:25:36,872 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:25:36,872 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:25:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7781, decode.acc_seg: 71.3737, loss: 0.7781 2024-01-03 11:25:42,201 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:25:45, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7953, decode.acc_seg: 70.8990, loss: 0.7953 2024-01-03 11:25:47,524 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:25:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7673, decode.acc_seg: 72.4701, loss: 0.7673 2024-01-03 11:25:52,841 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:25:33, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8205, decode.acc_seg: 70.8684, loss: 0.8205 2024-01-03 11:25:58,202 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:25:28, time: 0.107, data_time: 0.005, memory: 3301, decode.loss_ce: 0.7753, decode.acc_seg: 71.4399, loss: 0.7753 2024-01-03 11:26:03,528 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:25:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7884, decode.acc_seg: 71.1068, loss: 0.7884 2024-01-03 11:26:08,851 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:25:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7954, decode.acc_seg: 70.9041, loss: 0.7954 2024-01-03 11:26:14,174 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:25:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8032, decode.acc_seg: 70.6745, loss: 0.8032 2024-01-03 11:26:19,497 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:25:05, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8055, decode.acc_seg: 70.4716, loss: 0.8055 2024-01-03 11:26:24,815 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:24:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7829, decode.acc_seg: 71.0727, loss: 0.7829 2024-01-03 11:26:30,146 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:24:54, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7800, decode.acc_seg: 71.8419, loss: 0.7800 2024-01-03 11:26:37,684 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:24:49, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.8059, decode.acc_seg: 70.8960, loss: 0.8059 2024-01-03 11:26:43,017 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:24:44, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8003, decode.acc_seg: 70.9797, loss: 0.8003 2024-01-03 11:26:48,347 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:24:38, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8146, decode.acc_seg: 70.7016, loss: 0.8146 2024-01-03 11:26:53,676 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:24:32, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7657, decode.acc_seg: 71.8234, loss: 0.7657 2024-01-03 11:26:59,000 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:24:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7841, decode.acc_seg: 71.4565, loss: 0.7841 2024-01-03 11:27:04,331 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:24:21, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7533, decode.acc_seg: 72.4882, loss: 0.7533 2024-01-03 11:27:09,649 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:24:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7487, decode.acc_seg: 72.4687, loss: 0.7487 2024-01-03 11:27:14,976 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:24:10, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7695, decode.acc_seg: 72.2213, loss: 0.7695 2024-01-03 11:27:20,296 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:24:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7894, decode.acc_seg: 71.2376, loss: 0.7894 2024-01-03 11:27:25,626 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:27:25,626 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:23:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7641, decode.acc_seg: 71.6040, loss: 0.7641 2024-01-03 11:27:30,951 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:23:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7693, decode.acc_seg: 72.2209, loss: 0.7693 2024-01-03 11:27:36,270 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:23:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7642, decode.acc_seg: 71.6879, loss: 0.7642 2024-01-03 11:27:41,587 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:23:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7631, decode.acc_seg: 72.0118, loss: 0.7631 2024-01-03 11:27:46,913 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:23:36, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7793, decode.acc_seg: 70.9609, loss: 0.7793 2024-01-03 11:27:52,241 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:23:30, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8261, decode.acc_seg: 69.9065, loss: 0.8261 2024-01-03 11:27:57,567 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:23:25, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7888, decode.acc_seg: 71.3664, loss: 0.7888 2024-01-03 11:28:02,895 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:23:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7753, decode.acc_seg: 71.9365, loss: 0.7753 2024-01-03 11:28:08,226 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:23:13, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7869, decode.acc_seg: 72.0825, loss: 0.7869 2024-01-03 11:28:13,566 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:23:08, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7513, decode.acc_seg: 72.4648, loss: 0.7513 2024-01-03 11:28:18,895 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:23:02, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7561, decode.acc_seg: 71.9397, loss: 0.7561 2024-01-03 11:28:24,226 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:22:57, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7925, decode.acc_seg: 71.2648, loss: 0.7925 2024-01-03 11:28:29,554 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:22:51, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7837, decode.acc_seg: 71.1687, loss: 0.7837 2024-01-03 11:28:35,004 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:22:45, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7862, decode.acc_seg: 71.8372, loss: 0.7862 2024-01-03 11:28:40,336 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:22:40, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7925, decode.acc_seg: 70.9336, loss: 0.7925 2024-01-03 11:28:45,672 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:22:34, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7706, decode.acc_seg: 71.6837, loss: 0.7706 2024-01-03 11:28:53,188 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:22:29, time: 0.150, data_time: 0.047, memory: 3301, decode.loss_ce: 0.7676, decode.acc_seg: 71.4667, loss: 0.7676 2024-01-03 11:28:58,515 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:22:24, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7352, decode.acc_seg: 72.5038, loss: 0.7352 2024-01-03 11:29:03,846 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:22:18, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7834, decode.acc_seg: 71.4454, loss: 0.7834 2024-01-03 11:29:09,162 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:22:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7868, decode.acc_seg: 71.0176, loss: 0.7868 2024-01-03 11:29:14,484 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:29:14,485 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:22:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7631, decode.acc_seg: 72.1854, loss: 0.7631 2024-01-03 11:29:19,809 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:22:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7601, decode.acc_seg: 72.3849, loss: 0.7601 2024-01-03 11:29:25,131 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:21:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7678, decode.acc_seg: 71.9419, loss: 0.7678 2024-01-03 11:29:30,457 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:21:50, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7940, decode.acc_seg: 71.4143, loss: 0.7940 2024-01-03 11:29:35,791 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:21:45, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7899, decode.acc_seg: 71.1410, loss: 0.7899 2024-01-03 11:29:41,113 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:21:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8203, decode.acc_seg: 70.3582, loss: 0.8203 2024-01-03 11:29:46,436 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:21:33, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7811, decode.acc_seg: 70.9720, loss: 0.7811 2024-01-03 11:29:51,760 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:21:28, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7675, decode.acc_seg: 72.3004, loss: 0.7675 2024-01-03 11:29:57,083 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:21:22, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7648, decode.acc_seg: 70.7792, loss: 0.7648 2024-01-03 11:30:02,403 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:21:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7888, decode.acc_seg: 71.0921, loss: 0.7888 2024-01-03 11:30:07,726 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:21:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8091, decode.acc_seg: 70.3100, loss: 0.8091 2024-01-03 11:30:13,052 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:21:05, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7669, decode.acc_seg: 71.9220, loss: 0.7669 2024-01-03 11:30:18,381 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:21:00, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8070, decode.acc_seg: 70.8955, loss: 0.8070 2024-01-03 11:30:23,700 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:20:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7683, decode.acc_seg: 71.3064, loss: 0.7683 2024-01-03 11:30:29,030 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:20:48, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7768, decode.acc_seg: 71.6180, loss: 0.7768 2024-01-03 11:30:34,351 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:20:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7724, decode.acc_seg: 72.0393, loss: 0.7724 2024-01-03 11:30:39,676 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:20:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7918, decode.acc_seg: 70.8206, loss: 0.7918 2024-01-03 11:30:44,995 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:20:32, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7806, decode.acc_seg: 71.5481, loss: 0.7806 2024-01-03 11:30:50,441 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:20:26, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7453, decode.acc_seg: 72.5577, loss: 0.7453 2024-01-03 11:30:55,765 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:20:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7911, decode.acc_seg: 71.9274, loss: 0.7911 2024-01-03 11:31:01,086 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:31:01,086 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:20:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7677, decode.acc_seg: 71.8427, loss: 0.7677 2024-01-03 11:31:08,677 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:20:10, time: 0.152, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7590, decode.acc_seg: 71.4237, loss: 0.7590 2024-01-03 11:31:14,036 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:20:04, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7641, decode.acc_seg: 72.3873, loss: 0.7641 2024-01-03 11:31:19,367 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:19:59, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7849, decode.acc_seg: 72.1045, loss: 0.7849 2024-01-03 11:31:24,691 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:19:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7767, decode.acc_seg: 71.6828, loss: 0.7767 2024-01-03 11:31:30,011 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:19:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7848, decode.acc_seg: 71.5367, loss: 0.7848 2024-01-03 11:31:35,343 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:19:42, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7791, decode.acc_seg: 72.2992, loss: 0.7791 2024-01-03 11:31:40,668 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:19:36, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7609, decode.acc_seg: 71.8030, loss: 0.7609 2024-01-03 11:31:45,990 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:19:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8123, decode.acc_seg: 70.9896, loss: 0.8123 2024-01-03 11:31:51,309 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:19:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7804, decode.acc_seg: 71.4922, loss: 0.7804 2024-01-03 11:31:56,631 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:19:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7989, decode.acc_seg: 71.5207, loss: 0.7989 2024-01-03 11:32:01,959 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:19:14, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7934, decode.acc_seg: 70.7291, loss: 0.7934 2024-01-03 11:32:07,278 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:19:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7716, decode.acc_seg: 72.3237, loss: 0.7716 2024-01-03 11:32:12,600 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:19:03, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7649, decode.acc_seg: 72.3027, loss: 0.7649 2024-01-03 11:32:17,920 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:18:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7697, decode.acc_seg: 72.6436, loss: 0.7697 2024-01-03 11:32:23,239 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:18:52, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8112, decode.acc_seg: 70.6023, loss: 0.8112 2024-01-03 11:32:28,555 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:18:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7563, decode.acc_seg: 71.8704, loss: 0.7563 2024-01-03 11:32:33,873 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:18:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7771, decode.acc_seg: 71.5784, loss: 0.7771 2024-01-03 11:32:39,197 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:18:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7437, decode.acc_seg: 72.7272, loss: 0.7437 2024-01-03 11:32:44,518 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:18:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7923, decode.acc_seg: 71.7911, loss: 0.7923 2024-01-03 11:32:49,796 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 11:32:49,855 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:32:49,856 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:18:24, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7904, decode.acc_seg: 71.0254, loss: 0.7904 2024-01-03 11:33:05,833 - mmseg - INFO - per class results: 2024-01-03 11:33:05,838 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 62.12 | 78.7 | | building | 75.71 | 88.5 | | sky | 83.97 | 90.34 | | floor | 66.93 | 82.58 | | tree | 64.13 | 82.63 | | ceiling | 69.51 | 84.06 | | road | 74.95 | 82.68 | | bed | 76.48 | 92.34 | | windowpane | 50.21 | 68.6 | | grass | 62.01 | 76.27 | | cabinet | 48.9 | 61.78 | | sidewalk | 49.46 | 71.43 | | person | 70.18 | 86.48 | | earth | 32.12 | 45.67 | | door | 31.54 | 39.91 | | table | 41.34 | 56.82 | | mountain | 51.95 | 64.49 | | plant | 41.05 | 50.77 | | curtain | 55.24 | 65.72 | | chair | 40.11 | 51.78 | | car | 70.79 | 91.23 | | water | 57.97 | 74.94 | | painting | 55.21 | 68.28 | | sofa | 55.78 | 78.97 | | shelf | 33.85 | 51.44 | | house | 49.19 | 68.59 | | sea | 59.96 | 72.98 | | mirror | 42.24 | 54.09 | | rug | 49.06 | 58.31 | | field | 26.53 | 48.03 | | armchair | 32.91 | 55.2 | | seat | 49.13 | 77.92 | | fence | 36.21 | 46.95 | | desk | 32.53 | 55.74 | | rock | 44.04 | 66.47 | | wardrobe | 43.25 | 58.43 | | lamp | 40.65 | 50.86 | | bathtub | 55.23 | 77.34 | | railing | 28.02 | 40.72 | | cushion | 39.66 | 47.6 | | base | 19.44 | 26.17 | | box | 19.2 | 27.76 | | column | 24.89 | 31.07 | | signboard | 23.28 | 32.64 | | chest of drawers | 37.43 | 60.88 | | counter | 28.39 | 41.19 | | sand | 50.27 | 66.01 | | sink | 53.94 | 63.03 | | skyscraper | 41.73 | 56.8 | | fireplace | 57.96 | 81.02 | | refrigerator | 50.0 | 62.52 | | grandstand | 34.24 | 69.12 | | path | 12.05 | 16.36 | | stairs | 19.69 | 23.34 | | runway | 65.95 | 90.42 | | case | 48.38 | 68.08 | | pool table | 76.57 | 96.06 | | pillow | 41.67 | 51.66 | | screen door | 46.72 | 59.76 | | stairway | 23.1 | 32.51 | | river | 9.82 | 20.42 | | bridge | 39.38 | 54.04 | | bookcase | 25.11 | 34.03 | | blind | 23.38 | 25.13 | | coffee table | 46.64 | 74.51 | | toilet | 65.6 | 80.97 | | flower | 31.0 | 47.57 | | book | 40.93 | 65.65 | | hill | 2.48 | 4.37 | | bench | 34.05 | 47.61 | | countertop | 42.27 | 56.49 | | stove | 55.6 | 69.22 | | palm | 37.79 | 51.18 | | kitchen island | 22.51 | 65.25 | | computer | 61.7 | 79.62 | | swivel chair | 34.1 | 55.87 | | boat | 42.82 | 61.0 | | bar | 23.04 | 30.32 | | arcade machine | 47.59 | 53.84 | | hovel | 40.57 | 49.67 | | bus | 81.89 | 90.24 | | towel | 46.6 | 65.83 | | light | 21.55 | 24.87 | | truck | 24.61 | 28.89 | | tower | 26.77 | 38.9 | | chandelier | 50.62 | 68.92 | | awning | 14.78 | 16.6 | | streetlight | 12.2 | 14.83 | | booth | 30.44 | 40.91 | | television receiver | 56.73 | 70.71 | | airplane | 42.57 | 62.08 | | dirt track | 0.37 | 1.37 | | apparel | 40.67 | 58.83 | | pole | 6.16 | 7.12 | | land | 0.52 | 0.62 | | bannister | 15.14 | 20.33 | | escalator | 53.26 | 77.84 | | ottoman | 27.4 | 39.36 | | bottle | 34.67 | 54.03 | | buffet | 32.36 | 36.76 | | poster | 15.33 | 19.78 | | stage | 16.37 | 29.11 | | van | 8.19 | 9.33 | | ship | 33.59 | 44.88 | | fountain | 44.19 | 48.79 | | conveyer belt | 58.62 | 81.73 | | canopy | 23.21 | 33.3 | | washer | 66.53 | 76.77 | | plaything | 15.59 | 19.13 | | swimming pool | 52.55 | 87.13 | | stool | 19.28 | 25.64 | | barrel | 13.0 | 18.38 | | basket | 24.77 | 31.19 | | waterfall | 40.29 | 54.23 | | tent | 61.01 | 98.79 | | bag | 7.2 | 8.24 | | minibike | 45.13 | 55.21 | | cradle | 55.59 | 82.96 | | oven | 17.78 | 40.48 | | ball | 36.89 | 42.24 | | food | 51.16 | 59.48 | | step | 0.44 | 0.44 | | tank | 56.92 | 71.79 | | trade name | 10.07 | 10.87 | | microwave | 45.21 | 52.18 | | pot | 21.81 | 23.55 | | animal | 48.31 | 54.56 | | bicycle | 50.45 | 71.25 | | lake | 23.71 | 32.23 | | dishwasher | 26.09 | 31.19 | | screen | 39.28 | 47.66 | | blanket | 4.18 | 4.57 | | sculpture | 40.0 | 59.9 | | hood | 42.57 | 50.58 | | sconce | 27.25 | 33.68 | | vase | 21.59 | 30.82 | | traffic light | 21.69 | 39.7 | | tray | 1.88 | 3.01 | | ashcan | 24.19 | 34.7 | | fan | 40.3 | 51.94 | | pier | 34.86 | 58.71 | | crt screen | 1.18 | 2.58 | | plate | 27.25 | 36.03 | | monitor | 3.11 | 3.49 | | bulletin board | 32.23 | 40.11 | | shower | 0.56 | 0.74 | | radiator | 48.17 | 53.94 | | glass | 9.45 | 9.89 | | clock | 11.25 | 13.58 | | flag | 17.03 | 19.01 | +---------------------+-------+-------+ 2024-01-03 11:33:05,838 - mmseg - INFO - Summary: 2024-01-03 11:33:05,838 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 74.78 | 37.39 | 49.85 | +-------+-------+-------+ 2024-01-03 11:33:05,839 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:33:05,839 - mmseg - INFO - Iter(val) [250] aAcc: 0.7478, mIoU: 0.3739, mAcc: 0.4985, IoU.wall: 0.6212, IoU.building: 0.7571, IoU.sky: 0.8397, IoU.floor: 0.6693, IoU.tree: 0.6413, IoU.ceiling: 0.6951, IoU.road: 0.7495, IoU.bed : 0.7648, IoU.windowpane: 0.5021, IoU.grass: 0.6201, IoU.cabinet: 0.4890, IoU.sidewalk: 0.4946, IoU.person: 0.7018, IoU.earth: 0.3212, IoU.door: 0.3154, IoU.table: 0.4134, IoU.mountain: 0.5195, IoU.plant: 0.4105, IoU.curtain: 0.5524, IoU.chair: 0.4011, IoU.car: 0.7079, IoU.water: 0.5797, IoU.painting: 0.5521, IoU.sofa: 0.5578, IoU.shelf: 0.3385, IoU.house: 0.4919, IoU.sea: 0.5996, IoU.mirror: 0.4224, IoU.rug: 0.4906, IoU.field: 0.2653, IoU.armchair: 0.3291, IoU.seat: 0.4913, IoU.fence: 0.3621, IoU.desk: 0.3253, IoU.rock: 0.4404, IoU.wardrobe: 0.4325, IoU.lamp: 0.4065, IoU.bathtub: 0.5523, IoU.railing: 0.2802, IoU.cushion: 0.3966, IoU.base: 0.1944, IoU.box: 0.1920, IoU.column: 0.2489, IoU.signboard: 0.2328, IoU.chest of drawers: 0.3743, IoU.counter: 0.2839, IoU.sand: 0.5027, IoU.sink: 0.5394, IoU.skyscraper: 0.4173, IoU.fireplace: 0.5796, IoU.refrigerator: 0.5000, IoU.grandstand: 0.3424, IoU.path: 0.1205, IoU.stairs: 0.1969, IoU.runway: 0.6595, IoU.case: 0.4838, IoU.pool table: 0.7657, IoU.pillow: 0.4167, IoU.screen door: 0.4672, IoU.stairway: 0.2310, IoU.river: 0.0982, IoU.bridge: 0.3938, IoU.bookcase: 0.2511, IoU.blind: 0.2338, IoU.coffee table: 0.4664, IoU.toilet: 0.6560, IoU.flower: 0.3100, IoU.book: 0.4093, IoU.hill: 0.0248, IoU.bench: 0.3405, IoU.countertop: 0.4227, IoU.stove: 0.5560, IoU.palm: 0.3779, IoU.kitchen island: 0.2251, IoU.computer: 0.6170, IoU.swivel chair: 0.3410, IoU.boat: 0.4282, IoU.bar: 0.2304, IoU.arcade machine: 0.4759, IoU.hovel: 0.4057, IoU.bus: 0.8189, IoU.towel: 0.4660, IoU.light: 0.2155, IoU.truck: 0.2461, IoU.tower: 0.2677, IoU.chandelier: 0.5062, IoU.awning: 0.1478, IoU.streetlight: 0.1220, IoU.booth: 0.3044, IoU.television receiver: 0.5673, IoU.airplane: 0.4257, IoU.dirt track: 0.0037, IoU.apparel: 0.4067, IoU.pole: 0.0616, IoU.land: 0.0052, IoU.bannister: 0.1514, IoU.escalator: 0.5326, IoU.ottoman: 0.2740, IoU.bottle: 0.3467, IoU.buffet: 0.3236, IoU.poster: 0.1533, IoU.stage: 0.1637, IoU.van: 0.0819, IoU.ship: 0.3359, IoU.fountain: 0.4419, IoU.conveyer belt: 0.5862, IoU.canopy: 0.2321, IoU.washer: 0.6653, IoU.plaything: 0.1559, IoU.swimming pool: 0.5255, IoU.stool: 0.1928, IoU.barrel: 0.1300, IoU.basket: 0.2477, IoU.waterfall: 0.4029, IoU.tent: 0.6101, IoU.bag: 0.0720, IoU.minibike: 0.4513, IoU.cradle: 0.5559, IoU.oven: 0.1778, IoU.ball: 0.3689, IoU.food: 0.5116, IoU.step: 0.0044, IoU.tank: 0.5692, IoU.trade name: 0.1007, IoU.microwave: 0.4521, IoU.pot: 0.2181, IoU.animal: 0.4831, IoU.bicycle: 0.5045, IoU.lake: 0.2371, IoU.dishwasher: 0.2609, IoU.screen: 0.3928, IoU.blanket: 0.0418, IoU.sculpture: 0.4000, IoU.hood: 0.4257, IoU.sconce: 0.2725, IoU.vase: 0.2159, IoU.traffic light: 0.2169, IoU.tray: 0.0188, IoU.ashcan: 0.2419, IoU.fan: 0.4030, IoU.pier: 0.3486, IoU.crt screen: 0.0118, IoU.plate: 0.2725, IoU.monitor: 0.0311, IoU.bulletin board: 0.3223, IoU.shower: 0.0056, IoU.radiator: 0.4817, IoU.glass: 0.0945, IoU.clock: 0.1125, IoU.flag: 0.1703, Acc.wall: 0.7870, Acc.building: 0.8850, Acc.sky: 0.9034, Acc.floor: 0.8258, Acc.tree: 0.8263, Acc.ceiling: 0.8406, Acc.road: 0.8268, Acc.bed : 0.9234, Acc.windowpane: 0.6860, Acc.grass: 0.7627, Acc.cabinet: 0.6178, Acc.sidewalk: 0.7143, Acc.person: 0.8648, Acc.earth: 0.4567, Acc.door: 0.3991, Acc.table: 0.5682, Acc.mountain: 0.6449, Acc.plant: 0.5077, Acc.curtain: 0.6572, Acc.chair: 0.5178, Acc.car: 0.9123, Acc.water: 0.7494, Acc.painting: 0.6828, Acc.sofa: 0.7897, Acc.shelf: 0.5144, Acc.house: 0.6859, Acc.sea: 0.7298, Acc.mirror: 0.5409, Acc.rug: 0.5831, Acc.field: 0.4803, Acc.armchair: 0.5520, Acc.seat: 0.7792, Acc.fence: 0.4695, Acc.desk: 0.5574, Acc.rock: 0.6647, Acc.wardrobe: 0.5843, Acc.lamp: 0.5086, Acc.bathtub: 0.7734, Acc.railing: 0.4072, Acc.cushion: 0.4760, Acc.base: 0.2617, Acc.box: 0.2776, Acc.column: 0.3107, Acc.signboard: 0.3264, Acc.chest of drawers: 0.6088, Acc.counter: 0.4119, Acc.sand: 0.6601, Acc.sink: 0.6303, Acc.skyscraper: 0.5680, Acc.fireplace: 0.8102, Acc.refrigerator: 0.6252, Acc.grandstand: 0.6912, Acc.path: 0.1636, Acc.stairs: 0.2334, Acc.runway: 0.9042, Acc.case: 0.6808, Acc.pool table: 0.9606, Acc.pillow: 0.5166, Acc.screen door: 0.5976, Acc.stairway: 0.3251, Acc.river: 0.2042, Acc.bridge: 0.5404, Acc.bookcase: 0.3403, Acc.blind: 0.2513, Acc.coffee table: 0.7451, Acc.toilet: 0.8097, Acc.flower: 0.4757, Acc.book: 0.6565, Acc.hill: 0.0437, Acc.bench: 0.4761, Acc.countertop: 0.5649, Acc.stove: 0.6922, Acc.palm: 0.5118, Acc.kitchen island: 0.6525, Acc.computer: 0.7962, Acc.swivel chair: 0.5587, Acc.boat: 0.6100, Acc.bar: 0.3032, Acc.arcade machine: 0.5384, Acc.hovel: 0.4967, Acc.bus: 0.9024, Acc.towel: 0.6583, Acc.light: 0.2487, Acc.truck: 0.2889, Acc.tower: 0.3890, Acc.chandelier: 0.6892, Acc.awning: 0.1660, Acc.streetlight: 0.1483, Acc.booth: 0.4091, Acc.television receiver: 0.7071, Acc.airplane: 0.6208, Acc.dirt track: 0.0137, Acc.apparel: 0.5883, Acc.pole: 0.0712, Acc.land: 0.0062, Acc.bannister: 0.2033, Acc.escalator: 0.7784, Acc.ottoman: 0.3936, Acc.bottle: 0.5403, Acc.buffet: 0.3676, Acc.poster: 0.1978, Acc.stage: 0.2911, Acc.van: 0.0933, Acc.ship: 0.4488, Acc.fountain: 0.4879, Acc.conveyer belt: 0.8173, Acc.canopy: 0.3330, Acc.washer: 0.7677, Acc.plaything: 0.1913, Acc.swimming pool: 0.8713, Acc.stool: 0.2564, Acc.barrel: 0.1838, Acc.basket: 0.3119, Acc.waterfall: 0.5423, Acc.tent: 0.9879, Acc.bag: 0.0824, Acc.minibike: 0.5521, Acc.cradle: 0.8296, Acc.oven: 0.4048, Acc.ball: 0.4224, Acc.food: 0.5948, Acc.step: 0.0044, Acc.tank: 0.7179, Acc.trade name: 0.1087, Acc.microwave: 0.5218, Acc.pot: 0.2355, Acc.animal: 0.5456, Acc.bicycle: 0.7125, Acc.lake: 0.3223, Acc.dishwasher: 0.3119, Acc.screen: 0.4766, Acc.blanket: 0.0457, Acc.sculpture: 0.5990, Acc.hood: 0.5058, Acc.sconce: 0.3368, Acc.vase: 0.3082, Acc.traffic light: 0.3970, Acc.tray: 0.0301, Acc.ashcan: 0.3470, Acc.fan: 0.5194, Acc.pier: 0.5871, Acc.crt screen: 0.0258, Acc.plate: 0.3603, Acc.monitor: 0.0349, Acc.bulletin board: 0.4011, Acc.shower: 0.0074, Acc.radiator: 0.5394, Acc.glass: 0.0989, Acc.clock: 0.1358, Acc.flag: 0.1901 2024-01-03 11:33:11,160 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:18:23, time: 0.425, data_time: 0.322, memory: 3301, decode.loss_ce: 0.7599, decode.acc_seg: 72.2774, loss: 0.7599 2024-01-03 11:33:16,482 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:18:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7654, decode.acc_seg: 72.1788, loss: 0.7654 2024-01-03 11:33:21,804 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:18:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7697, decode.acc_seg: 72.1475, loss: 0.7697 2024-01-03 11:33:27,129 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:18:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8078, decode.acc_seg: 71.9448, loss: 0.8078 2024-01-03 11:33:32,445 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:18:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7669, decode.acc_seg: 72.1847, loss: 0.7669 2024-01-03 11:33:37,767 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:17:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7435, decode.acc_seg: 72.3091, loss: 0.7435 2024-01-03 11:33:45,364 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:17:50, time: 0.152, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7940, decode.acc_seg: 71.0095, loss: 0.7940 2024-01-03 11:33:50,681 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:17:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7756, decode.acc_seg: 71.8876, loss: 0.7756 2024-01-03 11:33:56,001 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:17:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7738, decode.acc_seg: 71.8103, loss: 0.7738 2024-01-03 11:34:01,322 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:17:34, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7557, decode.acc_seg: 72.0418, loss: 0.7557 2024-01-03 11:34:06,647 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:17:28, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7907, decode.acc_seg: 70.8104, loss: 0.7907 2024-01-03 11:34:11,969 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:17:22, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7404, decode.acc_seg: 72.4802, loss: 0.7404 2024-01-03 11:34:17,296 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:17:17, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7682, decode.acc_seg: 71.8915, loss: 0.7682 2024-01-03 11:34:22,613 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:17:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7898, decode.acc_seg: 71.0334, loss: 0.7898 2024-01-03 11:34:27,931 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:17:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7950, decode.acc_seg: 70.0754, loss: 0.7950 2024-01-03 11:34:33,254 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:17:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7500, decode.acc_seg: 72.6765, loss: 0.7500 2024-01-03 11:34:38,572 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:16:54, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7564, decode.acc_seg: 72.0916, loss: 0.7564 2024-01-03 11:34:43,896 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:16:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7488, decode.acc_seg: 72.8505, loss: 0.7488 2024-01-03 11:34:49,219 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:16:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7800, decode.acc_seg: 72.1484, loss: 0.7800 2024-01-03 11:34:54,537 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:34:54,538 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:16:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7941, decode.acc_seg: 71.7967, loss: 0.7941 2024-01-03 11:34:59,854 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:16:32, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7944, decode.acc_seg: 71.8611, loss: 0.7944 2024-01-03 11:35:05,180 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:16:26, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7669, decode.acc_seg: 71.1382, loss: 0.7669 2024-01-03 11:35:10,491 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:16:21, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7871, decode.acc_seg: 70.8932, loss: 0.7871 2024-01-03 11:35:15,809 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:16:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7707, decode.acc_seg: 71.7922, loss: 0.7707 2024-01-03 11:35:21,123 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:16:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7991, decode.acc_seg: 71.0851, loss: 0.7991 2024-01-03 11:35:26,444 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:16:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7909, decode.acc_seg: 71.5972, loss: 0.7909 2024-01-03 11:35:31,770 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:15:58, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7866, decode.acc_seg: 71.0677, loss: 0.7866 2024-01-03 11:35:37,088 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:15:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7697, decode.acc_seg: 71.5295, loss: 0.7697 2024-01-03 11:35:42,409 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:15:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7891, decode.acc_seg: 71.3317, loss: 0.7891 2024-01-03 11:35:47,726 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:15:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7840, decode.acc_seg: 71.8197, loss: 0.7840 2024-01-03 11:35:53,039 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:15:36, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7816, decode.acc_seg: 71.9166, loss: 0.7816 2024-01-03 11:36:00,618 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:15:31, time: 0.152, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7627, decode.acc_seg: 71.8947, loss: 0.7627 2024-01-03 11:36:05,936 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:15:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8108, decode.acc_seg: 70.6467, loss: 0.8108 2024-01-03 11:36:11,260 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:15:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7885, decode.acc_seg: 71.9488, loss: 0.7885 2024-01-03 11:36:16,578 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:15:14, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7824, decode.acc_seg: 72.1752, loss: 0.7824 2024-01-03 11:36:21,899 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:15:08, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7998, decode.acc_seg: 71.4352, loss: 0.7998 2024-01-03 11:36:27,220 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:15:03, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7369, decode.acc_seg: 72.5862, loss: 0.7369 2024-01-03 11:36:32,548 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:14:57, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7500, decode.acc_seg: 72.3314, loss: 0.7500 2024-01-03 11:36:37,871 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:14:52, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7364, decode.acc_seg: 72.4373, loss: 0.7364 2024-01-03 11:36:43,196 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:36:43,196 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:14:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7610, decode.acc_seg: 73.0099, loss: 0.7610 2024-01-03 11:36:48,527 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:14:40, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7987, decode.acc_seg: 70.6869, loss: 0.7987 2024-01-03 11:36:53,839 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:14:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7611, decode.acc_seg: 72.0083, loss: 0.7611 2024-01-03 11:36:59,156 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:14:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7680, decode.acc_seg: 72.3404, loss: 0.7680 2024-01-03 11:37:04,477 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:14:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7781, decode.acc_seg: 71.2531, loss: 0.7781 2024-01-03 11:37:09,794 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:14:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7898, decode.acc_seg: 71.2642, loss: 0.7898 2024-01-03 11:37:15,119 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:14:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7956, decode.acc_seg: 71.2646, loss: 0.7956 2024-01-03 11:37:20,447 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:14:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7564, decode.acc_seg: 71.6385, loss: 0.7564 2024-01-03 11:37:25,763 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:14:01, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7396, decode.acc_seg: 71.5076, loss: 0.7396 2024-01-03 11:37:31,084 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:13:56, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7728, decode.acc_seg: 71.7730, loss: 0.7728 2024-01-03 11:37:36,406 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:13:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7687, decode.acc_seg: 71.5201, loss: 0.7687 2024-01-03 11:37:41,729 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:13:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7511, decode.acc_seg: 72.0208, loss: 0.7511 2024-01-03 11:37:47,053 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:13:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7923, decode.acc_seg: 71.3544, loss: 0.7923 2024-01-03 11:37:52,380 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:13:33, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7418, decode.acc_seg: 73.3254, loss: 0.7418 2024-01-03 11:37:57,712 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:13:28, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8007, decode.acc_seg: 71.8581, loss: 0.8007 2024-01-03 11:38:03,057 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:13:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7672, decode.acc_seg: 71.3396, loss: 0.7672 2024-01-03 11:38:08,391 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:13:17, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7436, decode.acc_seg: 72.2061, loss: 0.7436 2024-01-03 11:38:15,961 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:13:12, time: 0.151, data_time: 0.048, memory: 3301, decode.loss_ce: 0.7387, decode.acc_seg: 72.8243, loss: 0.7387 2024-01-03 11:38:21,285 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:13:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7677, decode.acc_seg: 71.6497, loss: 0.7677 2024-01-03 11:38:26,612 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:13:00, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7982, decode.acc_seg: 70.7993, loss: 0.7982 2024-01-03 11:38:31,938 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:38:31,939 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:12:55, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7893, decode.acc_seg: 71.8459, loss: 0.7893 2024-01-03 11:38:37,258 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:12:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7285, decode.acc_seg: 73.5460, loss: 0.7285 2024-01-03 11:38:42,586 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:12:44, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7617, decode.acc_seg: 71.9151, loss: 0.7617 2024-01-03 11:38:47,902 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:12:38, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7733, decode.acc_seg: 71.7648, loss: 0.7733 2024-01-03 11:38:53,226 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:12:32, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7549, decode.acc_seg: 72.8193, loss: 0.7549 2024-01-03 11:38:58,547 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:12:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7499, decode.acc_seg: 72.9473, loss: 0.7499 2024-01-03 11:39:03,860 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:12:21, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7373, decode.acc_seg: 73.0869, loss: 0.7373 2024-01-03 11:39:09,174 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:12:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7430, decode.acc_seg: 71.7729, loss: 0.7430 2024-01-03 11:39:14,502 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:12:10, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7800, decode.acc_seg: 71.7276, loss: 0.7800 2024-01-03 11:39:19,827 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:12:05, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7642, decode.acc_seg: 72.1040, loss: 0.7642 2024-01-03 11:39:25,144 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:11:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7614, decode.acc_seg: 72.3781, loss: 0.7614 2024-01-03 11:39:30,466 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:11:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7806, decode.acc_seg: 72.2481, loss: 0.7806 2024-01-03 11:39:35,789 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:11:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7831, decode.acc_seg: 71.1629, loss: 0.7831 2024-01-03 11:39:41,113 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:11:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7608, decode.acc_seg: 71.5877, loss: 0.7608 2024-01-03 11:39:46,441 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:11:37, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8003, decode.acc_seg: 70.8598, loss: 0.8003 2024-01-03 11:39:51,761 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:11:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7622, decode.acc_seg: 72.9477, loss: 0.7622 2024-01-03 11:39:57,248 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:11:26, time: 0.110, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7956, decode.acc_seg: 70.8967, loss: 0.7956 2024-01-03 11:40:02,566 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:11:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7792, decode.acc_seg: 72.0209, loss: 0.7792 2024-01-03 11:40:07,978 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:11:14, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7859, decode.acc_seg: 71.9187, loss: 0.7859 2024-01-03 11:40:13,292 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:11:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7533, decode.acc_seg: 72.1402, loss: 0.7533 2024-01-03 11:40:18,613 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:40:18,613 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:11:03, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7795, decode.acc_seg: 71.6967, loss: 0.7795 2024-01-03 11:40:23,935 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:10:58, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7776, decode.acc_seg: 71.7010, loss: 0.7776 2024-01-03 11:40:29,264 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:10:52, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7607, decode.acc_seg: 72.0814, loss: 0.7607 2024-01-03 11:40:36,895 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:10:47, time: 0.153, data_time: 0.047, memory: 3301, decode.loss_ce: 0.7631, decode.acc_seg: 72.6429, loss: 0.7631 2024-01-03 11:40:42,218 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:10:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7498, decode.acc_seg: 71.8203, loss: 0.7498 2024-01-03 11:40:47,536 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:10:36, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7635, decode.acc_seg: 72.2496, loss: 0.7635 2024-01-03 11:40:52,863 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:10:30, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7788, decode.acc_seg: 71.6514, loss: 0.7788 2024-01-03 11:40:58,198 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:10:25, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7634, decode.acc_seg: 71.4949, loss: 0.7634 2024-01-03 11:41:03,524 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:10:19, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7613, decode.acc_seg: 72.1397, loss: 0.7613 2024-01-03 11:41:08,846 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:10:14, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7368, decode.acc_seg: 72.9873, loss: 0.7368 2024-01-03 11:41:14,180 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:10:08, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7924, decode.acc_seg: 71.1558, loss: 0.7924 2024-01-03 11:41:19,504 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:10:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7804, decode.acc_seg: 72.1338, loss: 0.7804 2024-01-03 11:41:24,828 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:09:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7641, decode.acc_seg: 72.1373, loss: 0.7641 2024-01-03 11:41:30,149 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:09:51, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7827, decode.acc_seg: 72.0159, loss: 0.7827 2024-01-03 11:41:35,470 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:09:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7986, decode.acc_seg: 71.6028, loss: 0.7986 2024-01-03 11:41:40,797 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:09:40, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7538, decode.acc_seg: 72.6816, loss: 0.7538 2024-01-03 11:41:46,119 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:09:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7501, decode.acc_seg: 72.9995, loss: 0.7501 2024-01-03 11:41:51,446 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:09:29, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7504, decode.acc_seg: 72.0611, loss: 0.7504 2024-01-03 11:41:56,778 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:09:24, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7470, decode.acc_seg: 72.3944, loss: 0.7470 2024-01-03 11:42:02,150 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:09:18, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7788, decode.acc_seg: 71.7577, loss: 0.7788 2024-01-03 11:42:07,498 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:42:07,498 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:09:12, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7615, decode.acc_seg: 71.3945, loss: 0.7615 2024-01-03 11:42:12,823 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:09:07, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7931, decode.acc_seg: 71.4583, loss: 0.7931 2024-01-03 11:42:18,154 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:09:01, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7442, decode.acc_seg: 72.3473, loss: 0.7442 2024-01-03 11:42:23,480 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:08:56, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7390, decode.acc_seg: 72.3585, loss: 0.7390 2024-01-03 11:42:28,805 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:08:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7374, decode.acc_seg: 72.0658, loss: 0.7374 2024-01-03 11:42:34,134 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:08:45, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7760, decode.acc_seg: 72.2243, loss: 0.7760 2024-01-03 11:42:39,540 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:08:39, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7634, decode.acc_seg: 72.2469, loss: 0.7634 2024-01-03 11:42:44,870 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:08:34, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7747, decode.acc_seg: 71.8108, loss: 0.7747 2024-01-03 11:42:52,461 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:08:28, time: 0.152, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7477, decode.acc_seg: 72.8777, loss: 0.7477 2024-01-03 11:42:57,779 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:08:23, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7607, decode.acc_seg: 71.0067, loss: 0.7607 2024-01-03 11:43:03,105 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:08:17, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7703, decode.acc_seg: 71.9562, loss: 0.7703 2024-01-03 11:43:08,425 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:08:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7561, decode.acc_seg: 72.6438, loss: 0.7561 2024-01-03 11:43:13,746 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:08:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7889, decode.acc_seg: 71.7286, loss: 0.7889 2024-01-03 11:43:19,243 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:08:01, time: 0.110, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7449, decode.acc_seg: 72.4449, loss: 0.7449 2024-01-03 11:43:24,565 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:07:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7572, decode.acc_seg: 72.6240, loss: 0.7572 2024-01-03 11:43:29,885 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:07:49, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7885, decode.acc_seg: 71.2492, loss: 0.7885 2024-01-03 11:43:35,208 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:07:44, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7620, decode.acc_seg: 72.2320, loss: 0.7620 2024-01-03 11:43:40,523 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:07:38, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7546, decode.acc_seg: 72.2504, loss: 0.7546 2024-01-03 11:43:45,836 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:07:33, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7520, decode.acc_seg: 72.5260, loss: 0.7520 2024-01-03 11:43:51,161 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:07:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7765, decode.acc_seg: 71.7497, loss: 0.7765 2024-01-03 11:43:56,478 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:43:56,478 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:07:22, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7669, decode.acc_seg: 72.5215, loss: 0.7669 2024-01-03 11:44:01,796 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:07:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7414, decode.acc_seg: 71.8798, loss: 0.7414 2024-01-03 11:44:07,113 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:07:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7794, decode.acc_seg: 71.8739, loss: 0.7794 2024-01-03 11:44:12,429 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:07:05, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7530, decode.acc_seg: 72.4919, loss: 0.7530 2024-01-03 11:44:17,754 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:06:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7682, decode.acc_seg: 71.6020, loss: 0.7682 2024-01-03 11:44:23,082 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:06:54, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7903, decode.acc_seg: 71.4012, loss: 0.7903 2024-01-03 11:44:28,403 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:06:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7530, decode.acc_seg: 72.7626, loss: 0.7530 2024-01-03 11:44:33,717 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:06:43, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7442, decode.acc_seg: 72.7849, loss: 0.7442 2024-01-03 11:44:39,032 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:06:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7724, decode.acc_seg: 72.0445, loss: 0.7724 2024-01-03 11:44:44,354 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:06:32, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7533, decode.acc_seg: 72.7715, loss: 0.7533 2024-01-03 11:44:49,669 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:06:26, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7806, decode.acc_seg: 71.5345, loss: 0.7806 2024-01-03 11:44:54,989 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:06:21, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7712, decode.acc_seg: 71.2414, loss: 0.7712 2024-01-03 11:45:00,312 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:06:15, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7783, decode.acc_seg: 71.9844, loss: 0.7783 2024-01-03 11:45:07,857 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:06:10, time: 0.151, data_time: 0.048, memory: 3301, decode.loss_ce: 0.7559, decode.acc_seg: 72.5459, loss: 0.7559 2024-01-03 11:45:13,177 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:06:04, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7730, decode.acc_seg: 71.6941, loss: 0.7730 2024-01-03 11:45:18,500 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:05:59, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7401, decode.acc_seg: 72.6290, loss: 0.7401 2024-01-03 11:45:23,825 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:05:53, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7836, decode.acc_seg: 70.7709, loss: 0.7836 2024-01-03 11:45:29,141 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:05:48, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7843, decode.acc_seg: 71.5273, loss: 0.7843 2024-01-03 11:45:34,461 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:05:42, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7959, decode.acc_seg: 71.6675, loss: 0.7959 2024-01-03 11:45:39,773 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:05:37, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7274, decode.acc_seg: 73.6913, loss: 0.7274 2024-01-03 11:45:45,092 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:45:45,092 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:05:31, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7573, decode.acc_seg: 72.2742, loss: 0.7573 2024-01-03 11:45:50,405 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:05:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7687, decode.acc_seg: 71.9648, loss: 0.7687 2024-01-03 11:45:55,722 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:05:20, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7415, decode.acc_seg: 72.9347, loss: 0.7415 2024-01-03 11:46:01,034 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:05:14, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7635, decode.acc_seg: 72.2799, loss: 0.7635 2024-01-03 11:46:06,348 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:05:09, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7265, decode.acc_seg: 73.1567, loss: 0.7265 2024-01-03 11:46:11,657 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:05:03, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7999, decode.acc_seg: 71.5790, loss: 0.7999 2024-01-03 11:46:16,975 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:04:58, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7460, decode.acc_seg: 72.7917, loss: 0.7460 2024-01-03 11:46:22,289 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:04:52, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7478, decode.acc_seg: 72.5052, loss: 0.7478 2024-01-03 11:46:27,606 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:04:47, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7534, decode.acc_seg: 72.6697, loss: 0.7534 2024-01-03 11:46:32,925 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:04:41, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7656, decode.acc_seg: 71.6703, loss: 0.7656 2024-01-03 11:46:38,245 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:04:36, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7497, decode.acc_seg: 72.0662, loss: 0.7497 2024-01-03 11:46:43,557 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:04:30, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7250, decode.acc_seg: 72.3426, loss: 0.7250 2024-01-03 11:46:48,872 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:04:25, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7659, decode.acc_seg: 71.8886, loss: 0.7659 2024-01-03 11:46:54,192 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:04:19, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7749, decode.acc_seg: 71.2427, loss: 0.7749 2024-01-03 11:46:59,513 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:04:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7666, decode.acc_seg: 72.3054, loss: 0.7666 2024-01-03 11:47:04,830 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:04:08, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7745, decode.acc_seg: 71.4412, loss: 0.7745 2024-01-03 11:47:10,153 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:04:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7480, decode.acc_seg: 72.2671, loss: 0.7480 2024-01-03 11:47:15,470 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:57, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7422, decode.acc_seg: 72.7710, loss: 0.7422 2024-01-03 11:47:23,013 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:03:51, time: 0.151, data_time: 0.048, memory: 3301, decode.loss_ce: 0.7719, decode.acc_seg: 72.4593, loss: 0.7719 2024-01-03 11:47:28,333 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:03:46, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7660, decode.acc_seg: 72.5076, loss: 0.7660 2024-01-03 11:47:33,648 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:47:33,648 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:03:40, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7480, decode.acc_seg: 71.7550, loss: 0.7480 2024-01-03 11:47:38,963 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:03:35, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7475, decode.acc_seg: 72.5647, loss: 0.7475 2024-01-03 11:47:44,286 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:03:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7665, decode.acc_seg: 71.4180, loss: 0.7665 2024-01-03 11:47:49,605 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:03:24, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7494, decode.acc_seg: 72.3550, loss: 0.7494 2024-01-03 11:47:54,923 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:03:18, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7412, decode.acc_seg: 73.1826, loss: 0.7412 2024-01-03 11:48:00,234 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:03:13, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7932, decode.acc_seg: 71.3450, loss: 0.7932 2024-01-03 11:48:05,557 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:03:07, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7391, decode.acc_seg: 73.3399, loss: 0.7391 2024-01-03 11:48:10,877 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:03:02, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7807, decode.acc_seg: 71.5890, loss: 0.7807 2024-01-03 11:48:16,214 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:56, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7489, decode.acc_seg: 72.4729, loss: 0.7489 2024-01-03 11:48:21,538 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:51, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7696, decode.acc_seg: 72.3247, loss: 0.7696 2024-01-03 11:48:26,858 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:45, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7639, decode.acc_seg: 72.0267, loss: 0.7639 2024-01-03 11:48:32,184 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:40, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7266, decode.acc_seg: 72.4528, loss: 0.7266 2024-01-03 11:48:37,574 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:02:34, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7813, decode.acc_seg: 71.6262, loss: 0.7813 2024-01-03 11:48:42,890 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:02:29, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7757, decode.acc_seg: 72.1320, loss: 0.7757 2024-01-03 11:48:48,221 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:02:23, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7970, decode.acc_seg: 71.9618, loss: 0.7970 2024-01-03 11:48:53,541 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:02:17, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7501, decode.acc_seg: 72.5222, loss: 0.7501 2024-01-03 11:48:58,859 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:02:12, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7569, decode.acc_seg: 72.3434, loss: 0.7569 2024-01-03 11:49:04,183 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:02:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7281, decode.acc_seg: 72.7500, loss: 0.7281 2024-01-03 11:49:09,518 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:02:01, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8118, decode.acc_seg: 70.6443, loss: 0.8118 2024-01-03 11:49:14,843 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7664, decode.acc_seg: 71.5082, loss: 0.7664 2024-01-03 11:49:20,166 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:49:20,166 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:50, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7760, decode.acc_seg: 71.7003, loss: 0.7760 2024-01-03 11:49:25,490 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:44, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7633, decode.acc_seg: 71.8459, loss: 0.7633 2024-01-03 11:49:30,814 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:39, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7918, decode.acc_seg: 71.6513, loss: 0.7918 2024-01-03 11:49:36,131 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:33, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7760, decode.acc_seg: 71.6870, loss: 0.7760 2024-01-03 11:49:43,700 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:28, time: 0.151, data_time: 0.046, memory: 3301, decode.loss_ce: 0.7651, decode.acc_seg: 72.5116, loss: 0.7651 2024-01-03 11:49:49,033 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7264, decode.acc_seg: 73.9887, loss: 0.7264 2024-01-03 11:49:54,355 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:01:17, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7334, decode.acc_seg: 72.3758, loss: 0.7334 2024-01-03 11:49:59,675 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:01:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7599, decode.acc_seg: 72.3088, loss: 0.7599 2024-01-03 11:50:04,993 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:01:06, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7244, decode.acc_seg: 73.1618, loss: 0.7244 2024-01-03 11:50:10,316 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:01:00, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7683, decode.acc_seg: 71.8708, loss: 0.7683 2024-01-03 11:50:15,636 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:55, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.8007, decode.acc_seg: 71.3508, loss: 0.8007 2024-01-03 11:50:20,969 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:49, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7386, decode.acc_seg: 72.6721, loss: 0.7386 2024-01-03 11:50:26,297 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:44, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7171, decode.acc_seg: 73.6939, loss: 0.7171 2024-01-03 11:50:31,734 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:38, time: 0.109, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7776, decode.acc_seg: 71.7665, loss: 0.7776 2024-01-03 11:50:37,061 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:33, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7935, decode.acc_seg: 72.0337, loss: 0.7935 2024-01-03 11:50:42,380 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:27, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7690, decode.acc_seg: 71.8700, loss: 0.7690 2024-01-03 11:50:47,711 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:22, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7625, decode.acc_seg: 72.2702, loss: 0.7625 2024-01-03 11:50:53,031 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:16, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7510, decode.acc_seg: 72.0484, loss: 0.7510 2024-01-03 11:50:58,351 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:11, time: 0.106, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7796, decode.acc_seg: 72.1066, loss: 0.7796 2024-01-03 11:51:03,683 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:05, time: 0.107, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7708, decode.acc_seg: 71.8729, loss: 0.7708 2024-01-03 11:51:08,967 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 11:51:09,025 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:51:09,026 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.108, data_time: 0.003, memory: 3301, decode.loss_ce: 0.7679, decode.acc_seg: 72.2213, loss: 0.7679 2024-01-03 11:51:24,855 - mmseg - INFO - per class results: 2024-01-03 11:51:24,860 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 62.07 | 79.53 | | building | 75.37 | 90.27 | | sky | 83.94 | 90.68 | | floor | 67.66 | 82.37 | | tree | 63.9 | 79.45 | | ceiling | 69.47 | 81.87 | | road | 75.45 | 84.82 | | bed | 76.66 | 92.22 | | windowpane | 50.28 | 68.14 | | grass | 62.27 | 75.82 | | cabinet | 50.24 | 64.89 | | sidewalk | 49.71 | 68.24 | | person | 70.5 | 85.77 | | earth | 32.93 | 45.89 | | door | 30.74 | 37.9 | | table | 42.24 | 58.28 | | mountain | 52.94 | 71.62 | | plant | 42.41 | 52.88 | | curtain | 55.88 | 67.62 | | chair | 42.23 | 57.93 | | car | 73.59 | 89.09 | | water | 57.11 | 71.6 | | painting | 56.01 | 70.33 | | sofa | 55.54 | 79.83 | | shelf | 33.54 | 48.98 | | house | 49.33 | 69.11 | | sea | 59.09 | 74.78 | | mirror | 41.23 | 50.94 | | rug | 46.19 | 51.27 | | field | 30.07 | 57.28 | | armchair | 32.85 | 51.17 | | seat | 48.66 | 77.22 | | fence | 36.8 | 47.92 | | desk | 32.35 | 53.67 | | rock | 42.24 | 59.31 | | wardrobe | 43.18 | 56.26 | | lamp | 41.99 | 56.69 | | bathtub | 57.09 | 74.75 | | railing | 27.98 | 36.78 | | cushion | 39.39 | 47.62 | | base | 18.61 | 27.79 | | box | 19.39 | 27.47 | | column | 24.41 | 29.97 | | signboard | 22.17 | 29.25 | | chest of drawers | 40.27 | 55.45 | | counter | 28.39 | 40.85 | | sand | 51.01 | 70.01 | | sink | 55.05 | 64.46 | | skyscraper | 41.78 | 53.56 | | fireplace | 58.29 | 74.94 | | refrigerator | 50.49 | 59.58 | | grandstand | 34.27 | 74.15 | | path | 12.84 | 16.62 | | stairs | 20.2 | 24.72 | | runway | 65.15 | 91.88 | | case | 49.82 | 66.56 | | pool table | 79.87 | 94.21 | | pillow | 41.49 | 51.71 | | screen door | 45.79 | 60.02 | | stairway | 26.8 | 41.45 | | river | 10.1 | 23.0 | | bridge | 34.12 | 53.74 | | bookcase | 29.17 | 47.85 | | blind | 24.52 | 26.16 | | coffee table | 46.2 | 75.8 | | toilet | 66.49 | 78.85 | | flower | 31.97 | 45.53 | | book | 39.01 | 58.37 | | hill | 2.39 | 4.1 | | bench | 34.75 | 45.46 | | countertop | 44.16 | 59.61 | | stove | 55.91 | 69.95 | | palm | 39.89 | 58.68 | | kitchen island | 24.45 | 46.24 | | computer | 62.06 | 80.0 | | swivel chair | 30.05 | 37.97 | | boat | 38.17 | 51.5 | | bar | 23.69 | 27.5 | | arcade machine | 47.92 | 54.49 | | hovel | 38.3 | 46.57 | | bus | 81.59 | 91.56 | | towel | 46.59 | 67.07 | | light | 22.79 | 26.42 | | truck | 25.07 | 31.02 | | tower | 24.7 | 35.11 | | chandelier | 49.42 | 64.95 | | awning | 14.32 | 16.14 | | streetlight | 12.56 | 15.57 | | booth | 32.11 | 48.94 | | television receiver | 57.95 | 68.56 | | airplane | 43.73 | 59.93 | | dirt track | 0.42 | 1.14 | | apparel | 42.29 | 63.79 | | pole | 7.02 | 8.37 | | land | 1.72 | 2.1 | | bannister | 13.71 | 17.73 | | escalator | 52.63 | 79.25 | | ottoman | 28.17 | 36.21 | | bottle | 33.58 | 48.46 | | buffet | 36.05 | 42.86 | | poster | 16.78 | 22.45 | | stage | 14.43 | 27.43 | | van | 23.75 | 29.84 | | ship | 43.12 | 64.54 | | fountain | 44.46 | 49.26 | | conveyer belt | 59.25 | 75.11 | | canopy | 23.26 | 33.51 | | washer | 65.4 | 71.51 | | plaything | 16.74 | 20.86 | | swimming pool | 53.2 | 85.73 | | stool | 21.45 | 27.42 | | barrel | 13.5 | 18.85 | | basket | 24.86 | 29.73 | | waterfall | 39.37 | 48.14 | | tent | 64.21 | 98.71 | | bag | 7.75 | 8.77 | | minibike | 47.83 | 56.2 | | cradle | 53.35 | 83.28 | | oven | 18.73 | 33.44 | | ball | 36.38 | 41.18 | | food | 50.24 | 58.76 | | step | 0.42 | 0.43 | | tank | 59.32 | 71.84 | | trade name | 9.56 | 10.18 | | microwave | 50.99 | 57.91 | | pot | 22.87 | 24.93 | | animal | 40.54 | 45.36 | | bicycle | 50.5 | 71.04 | | lake | 36.51 | 45.18 | | dishwasher | 27.63 | 35.55 | | screen | 42.3 | 53.85 | | blanket | 2.68 | 2.86 | | sculpture | 41.27 | 57.88 | | hood | 42.51 | 50.1 | | sconce | 22.14 | 26.04 | | vase | 20.55 | 27.3 | | traffic light | 20.78 | 31.41 | | tray | 2.17 | 3.02 | | ashcan | 23.43 | 31.76 | | fan | 41.2 | 52.25 | | pier | 37.76 | 73.5 | | crt screen | 1.53 | 3.59 | | plate | 26.86 | 36.01 | | monitor | 2.9 | 3.25 | | bulletin board | 31.96 | 39.33 | | shower | 0.51 | 0.67 | | radiator | 48.4 | 55.68 | | glass | 8.41 | 8.8 | | clock | 11.52 | 13.72 | | flag | 18.46 | 20.87 | +---------------------+-------+-------+ 2024-01-03 11:51:24,860 - mmseg - INFO - Summary: 2024-01-03 11:51:24,860 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 75.02 | 37.87 | 49.81 | +-------+-------+-------+ 2024-01-03 11:51:24,861 - mmseg - INFO - Exp name: vitb_ade20k_linear_config.py 2024-01-03 11:51:24,861 - mmseg - INFO - Iter(val) [250] aAcc: 0.7502, mIoU: 0.3787, mAcc: 0.4981, IoU.wall: 0.6207, IoU.building: 0.7537, IoU.sky: 0.8394, IoU.floor: 0.6766, IoU.tree: 0.6390, IoU.ceiling: 0.6947, IoU.road: 0.7545, IoU.bed : 0.7666, IoU.windowpane: 0.5028, IoU.grass: 0.6227, IoU.cabinet: 0.5024, IoU.sidewalk: 0.4971, IoU.person: 0.7050, IoU.earth: 0.3293, IoU.door: 0.3074, IoU.table: 0.4224, IoU.mountain: 0.5294, IoU.plant: 0.4241, IoU.curtain: 0.5588, IoU.chair: 0.4223, IoU.car: 0.7359, IoU.water: 0.5711, IoU.painting: 0.5601, IoU.sofa: 0.5554, IoU.shelf: 0.3354, IoU.house: 0.4933, IoU.sea: 0.5909, IoU.mirror: 0.4123, IoU.rug: 0.4619, IoU.field: 0.3007, IoU.armchair: 0.3285, IoU.seat: 0.4866, IoU.fence: 0.3680, IoU.desk: 0.3235, IoU.rock: 0.4224, IoU.wardrobe: 0.4318, IoU.lamp: 0.4199, IoU.bathtub: 0.5709, IoU.railing: 0.2798, IoU.cushion: 0.3939, IoU.base: 0.1861, IoU.box: 0.1939, IoU.column: 0.2441, IoU.signboard: 0.2217, IoU.chest of drawers: 0.4027, IoU.counter: 0.2839, IoU.sand: 0.5101, IoU.sink: 0.5505, IoU.skyscraper: 0.4178, IoU.fireplace: 0.5829, IoU.refrigerator: 0.5049, IoU.grandstand: 0.3427, IoU.path: 0.1284, IoU.stairs: 0.2020, IoU.runway: 0.6515, IoU.case: 0.4982, IoU.pool table: 0.7987, IoU.pillow: 0.4149, IoU.screen door: 0.4579, IoU.stairway: 0.2680, IoU.river: 0.1010, IoU.bridge: 0.3412, IoU.bookcase: 0.2917, IoU.blind: 0.2452, IoU.coffee table: 0.4620, IoU.toilet: 0.6649, IoU.flower: 0.3197, IoU.book: 0.3901, IoU.hill: 0.0239, IoU.bench: 0.3475, IoU.countertop: 0.4416, IoU.stove: 0.5591, IoU.palm: 0.3989, IoU.kitchen island: 0.2445, IoU.computer: 0.6206, IoU.swivel chair: 0.3005, IoU.boat: 0.3817, IoU.bar: 0.2369, IoU.arcade machine: 0.4792, IoU.hovel: 0.3830, IoU.bus: 0.8159, IoU.towel: 0.4659, IoU.light: 0.2279, IoU.truck: 0.2507, IoU.tower: 0.2470, IoU.chandelier: 0.4942, IoU.awning: 0.1432, IoU.streetlight: 0.1256, IoU.booth: 0.3211, IoU.television receiver: 0.5795, IoU.airplane: 0.4373, IoU.dirt track: 0.0042, IoU.apparel: 0.4229, IoU.pole: 0.0702, IoU.land: 0.0172, IoU.bannister: 0.1371, IoU.escalator: 0.5263, IoU.ottoman: 0.2817, IoU.bottle: 0.3358, IoU.buffet: 0.3605, IoU.poster: 0.1678, IoU.stage: 0.1443, IoU.van: 0.2375, IoU.ship: 0.4312, IoU.fountain: 0.4446, IoU.conveyer belt: 0.5925, IoU.canopy: 0.2326, IoU.washer: 0.6540, IoU.plaything: 0.1674, IoU.swimming pool: 0.5320, IoU.stool: 0.2145, IoU.barrel: 0.1350, IoU.basket: 0.2486, IoU.waterfall: 0.3937, IoU.tent: 0.6421, IoU.bag: 0.0775, IoU.minibike: 0.4783, IoU.cradle: 0.5335, IoU.oven: 0.1873, IoU.ball: 0.3638, IoU.food: 0.5024, IoU.step: 0.0042, IoU.tank: 0.5932, IoU.trade name: 0.0956, IoU.microwave: 0.5099, IoU.pot: 0.2287, IoU.animal: 0.4054, IoU.bicycle: 0.5050, IoU.lake: 0.3651, IoU.dishwasher: 0.2763, IoU.screen: 0.4230, IoU.blanket: 0.0268, IoU.sculpture: 0.4127, IoU.hood: 0.4251, IoU.sconce: 0.2214, IoU.vase: 0.2055, IoU.traffic light: 0.2078, IoU.tray: 0.0217, IoU.ashcan: 0.2343, IoU.fan: 0.4120, IoU.pier: 0.3776, IoU.crt screen: 0.0153, IoU.plate: 0.2686, IoU.monitor: 0.0290, IoU.bulletin board: 0.3196, IoU.shower: 0.0051, IoU.radiator: 0.4840, IoU.glass: 0.0841, IoU.clock: 0.1152, IoU.flag: 0.1846, Acc.wall: 0.7953, Acc.building: 0.9027, Acc.sky: 0.9068, Acc.floor: 0.8237, Acc.tree: 0.7945, Acc.ceiling: 0.8187, Acc.road: 0.8482, Acc.bed : 0.9222, Acc.windowpane: 0.6814, Acc.grass: 0.7582, Acc.cabinet: 0.6489, Acc.sidewalk: 0.6824, Acc.person: 0.8577, Acc.earth: 0.4589, Acc.door: 0.3790, Acc.table: 0.5828, Acc.mountain: 0.7162, Acc.plant: 0.5288, Acc.curtain: 0.6762, Acc.chair: 0.5793, Acc.car: 0.8909, Acc.water: 0.7160, Acc.painting: 0.7033, Acc.sofa: 0.7983, Acc.shelf: 0.4898, Acc.house: 0.6911, Acc.sea: 0.7478, Acc.mirror: 0.5094, Acc.rug: 0.5127, Acc.field: 0.5728, Acc.armchair: 0.5117, Acc.seat: 0.7722, Acc.fence: 0.4792, Acc.desk: 0.5367, Acc.rock: 0.5931, Acc.wardrobe: 0.5626, Acc.lamp: 0.5669, Acc.bathtub: 0.7475, Acc.railing: 0.3678, Acc.cushion: 0.4762, Acc.base: 0.2779, Acc.box: 0.2747, Acc.column: 0.2997, Acc.signboard: 0.2925, Acc.chest of drawers: 0.5545, Acc.counter: 0.4085, Acc.sand: 0.7001, Acc.sink: 0.6446, Acc.skyscraper: 0.5356, Acc.fireplace: 0.7494, Acc.refrigerator: 0.5958, Acc.grandstand: 0.7415, Acc.path: 0.1662, Acc.stairs: 0.2472, Acc.runway: 0.9188, Acc.case: 0.6656, Acc.pool table: 0.9421, Acc.pillow: 0.5171, Acc.screen door: 0.6002, Acc.stairway: 0.4145, Acc.river: 0.2300, Acc.bridge: 0.5374, Acc.bookcase: 0.4785, Acc.blind: 0.2616, Acc.coffee table: 0.7580, Acc.toilet: 0.7885, Acc.flower: 0.4553, Acc.book: 0.5837, Acc.hill: 0.0410, Acc.bench: 0.4546, Acc.countertop: 0.5961, Acc.stove: 0.6995, Acc.palm: 0.5868, Acc.kitchen island: 0.4624, Acc.computer: 0.8000, Acc.swivel chair: 0.3797, Acc.boat: 0.5150, Acc.bar: 0.2750, Acc.arcade machine: 0.5449, Acc.hovel: 0.4657, Acc.bus: 0.9156, Acc.towel: 0.6707, Acc.light: 0.2642, Acc.truck: 0.3102, Acc.tower: 0.3511, Acc.chandelier: 0.6495, Acc.awning: 0.1614, Acc.streetlight: 0.1557, Acc.booth: 0.4894, Acc.television receiver: 0.6856, Acc.airplane: 0.5993, Acc.dirt track: 0.0114, Acc.apparel: 0.6379, Acc.pole: 0.0837, Acc.land: 0.0210, Acc.bannister: 0.1773, Acc.escalator: 0.7925, Acc.ottoman: 0.3621, Acc.bottle: 0.4846, Acc.buffet: 0.4286, Acc.poster: 0.2245, Acc.stage: 0.2743, Acc.van: 0.2984, Acc.ship: 0.6454, Acc.fountain: 0.4926, Acc.conveyer belt: 0.7511, Acc.canopy: 0.3351, Acc.washer: 0.7151, Acc.plaything: 0.2086, Acc.swimming pool: 0.8573, Acc.stool: 0.2742, Acc.barrel: 0.1885, Acc.basket: 0.2973, Acc.waterfall: 0.4814, Acc.tent: 0.9871, Acc.bag: 0.0877, Acc.minibike: 0.5620, Acc.cradle: 0.8328, Acc.oven: 0.3344, Acc.ball: 0.4118, Acc.food: 0.5876, Acc.step: 0.0043, Acc.tank: 0.7184, Acc.trade name: 0.1018, Acc.microwave: 0.5791, Acc.pot: 0.2493, Acc.animal: 0.4536, Acc.bicycle: 0.7104, Acc.lake: 0.4518, Acc.dishwasher: 0.3555, Acc.screen: 0.5385, Acc.blanket: 0.0286, Acc.sculpture: 0.5788, Acc.hood: 0.5010, Acc.sconce: 0.2604, Acc.vase: 0.2730, Acc.traffic light: 0.3141, Acc.tray: 0.0302, Acc.ashcan: 0.3176, Acc.fan: 0.5225, Acc.pier: 0.7350, Acc.crt screen: 0.0359, Acc.plate: 0.3601, Acc.monitor: 0.0325, Acc.bulletin board: 0.3933, Acc.shower: 0.0067, Acc.radiator: 0.5568, Acc.glass: 0.0880, Acc.clock: 0.1372, Acc.flag: 0.2087